基本工作流程是FacetGrid使用数据集和用于构造网格的变量初始化对象。然后，可以通过调用FacetGrid.map()或将一个或多个绘图函数应用于每个子集 FacetGrid.map_dataframe()。最后，可以使用其他方法调整绘图，以执行更改轴标签，使用不同刻度或添加图例等操作
当使用从数据集推断语义映射的seaborn函数时，必须注意在各个方面之间同步这些映射。在大多数情况下，使用图形级别功能（例如relplot()或catplot()）比 FacetGrid直接使用更好
参数：¶
*class seaborn.FacetGrid(data, row=None, col=None, hue=None, col_wrap=None, sharex=True, sharey=True, height=3, aspect=1, palette=None, row_order=None, col_order=None, hue_order=None, hue_kws=None, dropna=True, legend_out=True, despine=True, margin_titles=False, xlim=None, ylim=None, subplot_kws=None, gridspec_kws=None, size=None)
| 变量 |
解释 |
参数 |
| data |
处理后的（“长格式”）dataframe数据，其中每一列都是一个变量（特征），每一行都是一个样本 |
DataFrame |
| row, col, hue |
定义数据子集的变量，这些变量将在网格的不同方面绘制。请参阅下面*_order参数以控制该变量的级别顺序 |
strings |
| col_wrap |
这个意思是图网格列维度限制 |
int, optional |
| share{x,y} |
是否共享x轴或者y轴，就是说如果为真，就共享同一个轴，否则就不共享，默认是都共享，即都为True |
bool, ‘col’, or ‘row’ optional |
| height |
每个图片的高度设定，默认为3 |
scalar, optional |
| aspect |
文档说是纵横比，是说每个小图的横轴长度和纵轴的比 |
scalar, optional |
| palette |
这个简单，一般在使用hue时来改变颜色的，有这几种系统给的可选deep, muted, bright, pastel, dark, colorblind |
palette name, list, or dict, optional |
| {row,col,hue}_order |
对所给命令的级别进行排序。默认情况下，这将是数据中显示的级别，如果变量是pandas分类，则是类别顺序。 |
lists, optional |
| hue_kws |
其他关键字参数插入到绘图调用中，让其他绘图属性在色相变量的级别上有所不同（例如散点图中的标记）hue_kws=dict(marker=["^", "v"])) # 给颜色语意使用不同的标签， |
dictionary of param -> list of values mapping |
| legend_out |
默认为True，legend是图例的意思，如果True，图形尺寸将被扩展，并且图例将被绘制在中心右侧的图形之外,为False时，图例单独放出来 |
bool, optional |
| despine |
从图中移除顶部和右侧脊柱,就是边缘框架 |
boolean, optional |
| margin_titles |
如果是真的，那么行变量的标题就会被绘制到最后一列的右边。这个选项是实验性的，在所有情况下都可能不起作用。 |
bool, optional |
| {x, y}lim |
每个方面的每个轴的限制（只有当共享x时才相关，y是正确的 |
tuples, optional |
| subplot_kws |
传递给matplotlib的subplot(s) 方法的关键字参数字典Dictionary of keyword arguments passed to matplotlib subplot(s) methods.这个需要看看subplot函数的参数，后面有时间补上 |
dict, optional |
| gridspec_kws |
传递给matplotlib的gridspec模块的关键字参数的字典（Via plt.subplots）。matplotlib >= 1.4，如果colwrap不是None，则会被忽略 |
dict, optional |
In [1]:
%matplotlib inline
import numpy as np
import pandas as pd
from scipy import stats,integrate
import matplotlib.pyplot as plt
import seaborn as sns
np.random.seed(sum(map(ord,"axis_grids")))
In [2]:
tips=sns.load_dataset("tips")
tips.head()
| |
total_bill |
tip |
sex |
smoker |
day |
time |
size |
| 0 |
16.99 |
1.01 |
Female |
No |
Sun |
Dinner |
2 |
| 1 |
10.34 |
1.66 |
Male |
No |
Sun |
Dinner |
3 |
| 2 |
21.01 |
3.50 |
Male |
No |
Sun |
Dinner |
3 |
| 3 |
23.68 |
3.31 |
Male |
No |
Sun |
Dinner |
2 |
| 4 |
24.59 |
3.61 |
Female |
No |
Sun |
Dinner |
4 |
In [3]:
g=sns.FacetGrid(tips,col="time")#FacetGrid当您想要在数据集的子集中分别可视化变量的分布或多个变量之间的关系时,该类非常有用
aaarticlea/png;base64,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
" alt="" />
In [4]:
g=sns.FacetGrid(tips,col="time")#先给图占位置
g.map(plt.hist,"tip")#作图
Out[4]:
<seaborn.axisgrid.FacetGrid at 0xadda9b0>
aaarticlea/png;base64,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
" alt="" />
In [5]:
g=sns.FacetGrid(tips,col="sex",hue="smoker")#先给图占位置
g.map(plt.scatter,"total_bill","tip",alpha=0.7)#作图，定义透明程度
g.add_legend()
Out[5]:
<seaborn.axisgrid.FacetGrid at 0xaddafd0>
aaarticlea/png;base64,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
" alt="" />
- row，col定义画出多个子图
- regplot绘制回归图，定义fit_reg是否绘制回归线条，x_jitter或y_jitter定义指定轴的浮动系数
In [6]:
g=sns.FacetGrid(tips,row="smoker",col="time",margin_titles=True)#margin_titles=True,显示边上的title
g.map(sns.regplot,"size","total_bill",color=".1",fit_reg=False,x_jitter=.1)#fit_reg=False,x_jitter=.1。分别是指拟合回归大小指定系数
Out[6]:
<seaborn.axisgrid.FacetGrid at 0xafab0f0>
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbIAAAGoCAYAAAAjPmDhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xt8m+d53//PBRCgTqSoA+HQFhxbrpTYm+PEVh1V2doGtVu3SeusC92m7Wanyc8tljip3G5Jpf3W9CD1bGXTEvzmOam9vZalVo5Os6WJjWRZqkqxnMTOwYlkK3YgWTEpWZQokRIJ4Pr9AYCBKBKkSDx4cPi+Xy+8QDzEg+eGhIcXnvu+7us2d0dERKRVRcJugIiIyGIokImISEtTIBMRkZamQCYiIi1NgUxERFqaApmIiLQ0BbImYGZ9ZvZvqh5fbmYfC7NN5XY8Z2ZrA3rtnzazvwvitaX1NPk58M3y7Ttm9idm1t1MbRQFsmbRB0ydxO7+gru/OcT2iDRaM58Dr3f364GbgfXA/dCYNppZV5Cv3y4UyJrDnwHXmNk3zOwvzewqM/sWgJndZWafMrPPmNn3zeydZnavmX3dzPaZ2ery864xs8+Z2RNm9n/N7JVBNNTM3mdmv1f1+Fvl9l5lZk+b2X81s2+b2efNbGn5OT9mZo+a2ZNm9jUzu6a8+woz+5iZfdfM/oeZWRBtlpbQ9OeAu58Bfht4k5mtnqGNnygf/5CZ/UVlPzM7Y2Y7yp//fWZ2WXl7v5l93MweL99eV97+PjO738w+D/y3er6HdqVA1hzeCzzr7q929387w+//KfBrlL4R7gDG3P01wD8C/7r8nPuBe9z9JuD3gA9OfxEze335D8X02946vY8NwAfc/Z8AI8C/LG//H+XtNwBbgGPl7a8Bfge4jtI33dfVqR3SelriHHD308D3KX3Wp3s18CvA9cCvmFmyvH05sK/8+f8y8P+Ut/9HYJe7/zilc+WBqte6Cbjd3X9tPu3qdLpsbQ1fdPdRYNTMTgGfKW//JvAqM1tBKUDsqbqo6Z7+Iu7+RUonW1C+7+7fKP/8BHCVmfUAV7j7J8ttOAdQbudX3f1I+fE3gKuArwTYPmldzXQOzNZz8Ji7nwIws+8ALwdywARQGQ9+Ari1/PMtwHVV7e0tny8Aj7j7+CLb2TEUyFrD+aqfi1WPi5T+DyPAiLvXPEHN7PXArhl+NebuW+bZljwXXskvmaWdBWAps5/0Mz1fn0eZTVOcA+VAcxVwEFhZo43Vn+dJ/1FR2+rtEeAnpgescmA7O1db5EfUtdgcRoGeOZ81i0p3h5kNAljJDTM874vlrpvpt/kGMYDngBvLx7kRuHoebTtiZm8q79NtZssu4XjSGZr+HChf9X0Q+JS7n1xoW6t8Hnhn1esH2VvS1hTImoC7nwD+oZw48ZcLfJlfB95mZk8C3wZur1PznjKzI+XbfcDHgdXlrsA0pW+mc/lXwLvM7ClgL/CyOrVN2kSTnwNfLCd1fBX4AfBbdXrddwGbzOypclfkb9fpdTuOaRkXERFpZboiExGRlqZAJiIiLU2BTEREWpoCmYiItLSWCWS33XabA7rp1sq3utC5oFsb3OqqZQLZ8ePHw26CSFPQuSByoZYJZCIiIjNRIBMRkZamQCYiIi1NgUxERFqaApmIiLQ0BTIRaSvZbJbBwUE2b97M4OAg2Ww27CZJwBTIRKRtZLNZtm/fztDQEH19fQwNDbF9+3YFszanQCYibSOTyRCPx1m2bBlmxrJly4jH42QymbCbJgEKfEVeM3uO0qJ5BSDv7pvMbDXwt5RWWn0OuKNOC9WJSAfL5XL09fVdsG3p0qXkcrmQWiSN0KgrsteXV2HdVH78XuAxd98APFZ+LCKyKMlkkvHx8Qu2jY+Pk0wmQ2qRNEJYXYu3Aw+Vf34IeFNI7RCRNpJOp5mYmGBsbAx3Z2xsjImJCdLpdNhNkwA1IpA58Hkze8LM7i5vu8zdjwGU7xMz7Whmd5vZATM7MDw83ICmijQnnQvzk0ql2LFjB4lEgpGRERKJBDt27CCVSoXdNAmQude9EPGFBzC73N1fMLME8AXgHuARd++res5Jd19V63U2bdrkBw4cCLStIgGzeryIzgVpA3U5FyoCvyJz9xfK90PAJ4GbgRfNbACgfD8UdDtERKQ9BRrIzGy5mfVUfgZ+FvgW8AhwZ/lpdwKfDrIdIiLSvoJOv78M+KSZVY71EXf/nJk9DjxsZm8DfgAMBtwOERFpU4EGMnc/DNwww/YTwM8EeWwREekMquwhIiItTYFMRERamgKZiIi0NAUyERFpaQpkIiLS0hTIRESkpSmQiUjb0SrRnUWBTETailaJ7jwKZCLSVrRKdOcJfIVoEZFGyuVyRKNRnn32WSYmJojH4/T392uV6DamKzIRaSsrVqzgyJEj5PN5urq6yOfzHDlyhBUrVoTdNAmIApmItK2g11uU5qBAJiJt5cyZM1xxxRV0dXVRKBTo6uriiiuu4MyZM2E3TQKiMTJZkGw2SyaTIZfLkUwmSafTWk5emkIymWRoaIhrrrlmatvY2BiJRCLEVkmQdEUml0zpzdLM0uk0ExMTjI2N4e6MjY0xMTFBOp0Ou2kSEAUyuWRKb5Zmlkql2LFjB4lEgpGRERKJBDt27FCPQRtT16JcslwuR19f3wXbli5dqvRmaRqpVEqBq4PoikwuWTKZZHx8/IJt4+PjJJPJkFokIp1MgUwumcYgRKSZKJDJJdMYhIg0E42RyYJoDEJEmoWuyESkLrR0ioRFgUxEFk1zC0sUzMPRkEBmZlEz+7qZ/V358dVmtt/MDpnZ35pZvBHtEJFgaG6hgnmYGnVF9m7g6arHfw7scvcNwEngbQ1qh4gEIJfLsXTp0gu2ddrcQgXz8AQeyMxsHfAG4IHyYwNSwMfKT3kIeFPQ7RCR4GhuoYJ5mBpxRfZ+4N8BxfLjNcCIu+fLj48AV8y0o5ndbWYHzOzA8PBw8C0VaVLNfi5obqGCeZgCDWRm9kZgyN2fqN48w1NnXDTI3e93903uvqm/vz+QNoq0gmY/FzS3sBTMR0ZGOHToEE8//TSHDh1iZGSko4J5WIKeR/Y64JfM7BeAJUAvpSu0PjPrKl+VrQNeCLgdIhIwzS0EM8Pdp26lkRQJWqBXZO7+++6+zt2vAn4VyLr7rwNfBN5cftqdwKeDbIeISFAqKfdvf/vbGR0dZWBggOuuu46NGzeycuVKJXs0QFjzyN4D3Gtmz1AaM/tQSO0QEVmw6pT7YrFIsVjk6NGjjI6OAkr2aJSGlahy9y8BXyr/fBi4uVHHFhEJQnXKfTweJ58v5bANDQ3R09OjZI8GUWUPEZEFqk657+/vx72Ut3b+/PmOzNwMi4oGi4gsUDKZZGhoiGXLltHb2wvAiy++CEAikSCdTnd8Akwj6IpMRGSBps+f6+rqor+/nwceeIA9e/YoiDWIApmIyAJp/lz9mdnPmtlA+ecNZvbLZras1j7qWhQRWQTNn6u7vwRuNrM+4HPAo8BvAm+cbQddkYmISDMpuvt54BeAh939t5iljGGFApmIiDSTCTO7HUgDny1vi9baQYFMRESayW9Tqvj09+7+FTPrAf641g4KZCISiE5eLbmT3/tiufvX3f2X3f1Pyo9H3X1PrX0UyESk7jp5teROfu/1YGaHzez702+19lEgE5G66+TVkjv5vdfJJuCm8m0L8KfAR2rtoPR7Eam7XC5HX1/fBds6pYBuJ7/3enD3l6Ztut/M9tbaR4FMROquunRTRacU0O3k914PZnZn1cMIcD1zxCp1LYpI3U0v3dRJBXQ7+b3XyU1Vt81ACvitWjvoiqxOstksmUyGXC5HMplUsVDpONlslp07d3L48GGgVDQ3FosxMjLSUedEpWyV/h4sjLu/q/pxuTzVJ4DbZtvHKssONLtNmzb5gQMHwm7GjCpZSvF4nKVLlzI+Ps7ExIRqrsl0dVn3vhnPhWw2y9atWxkZGSEajeLuFItFVq1axX333afzQKab97lgZmuBf3T3DbM9R12LdaAsJel0mUyGs2fPEo1GiUQiRKNRotEoo6OjOg/kklSl3x82s+eAbwN/VWsfBbI6qF5cr0JZStJJcrkc+Xwesx990XZ3zp07x/79+zUpWC5FJf1+E/Aqd7/M3f9LrR1qjpGZ2WeAWfse3f2XFtLKdqMsJel0yWSS48ePUywWMTMKhQITExMALFmyZGpSsLrbZS7u/pKZ/QvgJwE3s39w94/X2meuK7K/Av66xk1QlpJIOp1m+fLlFAoFisXiVBCrLDSp7naZLzP7C+Bu4EngKeBuM/vLmvso2aM+lLUo89C2yR5wYdbi+fPn6e7uZmBggN7eXqDU1TgyMsK+fftCbqk0gVnPBTP7JnCDuxert7n79bPtM1fX4jep3bX4qtpt7RxaXE86XfU5MDg4qO72BmqzL9JFYA0wDGBmifK2Wc3VtfhG4Bdr3ERELtJp3e1hVrtvwyLFfwx81cz+m5k9BDwO7Ki1Q81A5u7P17rN1RozW2JmXzWzJ83s22b2h+XtV5vZfjM7ZGZ/a2bxS3iTItLkKpOCE4kEIyMjJBKJhiV6NDqohB1I2m36j7t/DHgt8DCwB7jZ3R+utU/NMTIz+4q7/zMzG6XUxWjV9+7eW/PFS7m4y939jJnFgK8A7wbuBT7h7h81s/8PeNLda/6rN+u4gMglaOsxsmYQRnGCmbpRx8bGSCQS7NlTcxmtuti8eTN9fX0XTX1o8vHIWmNkP1VrR3f/P9O31Rwjc/d/Vr7vmW/rpu3vwJnyw1j55pRqZ/1aeftDwPuA1vz6ICJNo/rqBJi6z2QygQWysKvdt+H0n98t368CBoDvVP3OgIsC2bwnRJvZjWb2LjO7x8xecwn7Rc3sG8AQ8AXgWWDE3fPlpxwBrphl37vN7ICZHRgeHp7vIUXaTiucC82wKnIYxQmSySTj4+MXbGtkIGm38cjy/OS3Ad3AGPCn7v5L5duMuRnzCmRm9h8oXTmtAdYCD5rZv59nowru/mpgHXAzcO1MT5tl3/vdfZO7b+rv75/P4UTaUrOfC2GPE1WEEVTCDiRhjkcGwcySlC563gf8LPCfzOzHa+4zn3lkZvY08Bp3P1d+vBT4mrvPFJRqvc4fUIqw7wFe5u55M/sJ4H3u/nO19m3mcYE2S32V4LTtGFnY40QVYRXw1t+ASzbXPLJ3uPuXy4+vAD7j7jfOts98l3F5DlgCnCs/7qbURVi7pWb9wKS7j5SD3y3AnwNfBN4MfBS4E/j0PNvRdKpPnOpvoq38jUjkUoU9TlQdSFasWAHQ0OVjwp5H2maB9Dfd/fHKA3c/ama/XGuHml2LZrbbzP4TcB74tpk9aGZ/A3yLHyVx1DIAfNHMnqI0F+AL7v53lK7I7jWzZyh1V35oHq/VlNot9VVkIcIcJ5rerTk5OcnZs2fZuXMne/bsaeU/6PPSLN26dfRNM9thZo+Xbzso5VjMaq4xsgPAE8AngW2UrqS+BGwH/vdcrXH3p9z9Ne7+Knf/p+7+R+Xth939Znf/MXcfdPfzc7+35qTK9yLhjhN1+pfJNnz/7wd6KWW2d1NaxmV3rR3mSr9/aD5HNbOPu/u/nGcj20obpr6KXLJUKsUdd9zBBz7wAcbHxzEz1q1b15Bjh92tGbY2fP9bKuUPzazg7h8xs3fX2qFe65Gtr9PrtJywM5ZEmkE2m+XBBx9kYmICM8PdyeVyvPOd7wy8iyvs9PewteH7vyARxMxWMsdFV70CWWuU0A9Au6W+iixEJpPh9OnTFAoFAMwMM+PUqVPs3Lkz0GNXvkweP36cZ555hm9/+9vkcjm2bNkS6HGbRRt+mf6+mb26/HMf8FVKqfizqssyLmb2tVqpkfXQjCnHIpeobdPvN2/ezJEjR3D3i0oldXd3c/jw4UCPv2vXLnbv3k2hUKC7u5ve3l5isVjHfKlswazFeZ0LZvYK4AfuPl7refNNv5/zeHV6HRFpQclkcsYxmeqgFqS9e/eSTCYvmscWZGmq2YQRVMJO/68nM7tz2qbN5e7qWXM26tW1+J46vY6ItKB0Ok1XV+l7sbtP3SKRCOvXBz+E3izZw22YCh+Gm6puP0lpWZc31NphoQtrVqrfv4rSD59fSGtFpH2sWrWK6jqQXV1d9PX1sW3btsCP3SzZw2EULW437v6u6sflZI//XmufuboW37jYRolIe8tms9x7772cPHmSrq4uCoUClbH3u+66qyF/wNPpNNu3bwe4oDRVoxMe2jAVPnTufsrMlplZ1N0LMz0n0IU1RaT9ZTIZRkdHiUajxGIxlixZQnd3N7FYjL179zakDc2SPdyGqfBNwd1vmS2IwTyTPcxsM6WZ1dcCcSAKnJ1rYU0RaX+5XI58Pk8sFiOfz1MoFCgWi5gZBw8ebFg7miHhoVmuDDvNfJM9/jPwFuAQsBR4O3OUDBGRzpBMJunq6mJycpLJyUmKxSJQSvoYHR1t60SH6WuwAU1xZdhp5p216O7PANHy+mJ/A7w+uGaJSKtIp9P09PRcMBkaSskea9asaeWafzXNlqEIsGfPHvbt29cRRYubwXwD2ZiZxYFvmNlfmNlWYHmA7RKRFpFKpbjvvvuIREp/Tipp92vWrGHNmjVtm+jQhsV6m4qZfbn6vpb5Toj+V5SC3juBrUASqLk+jIh0lq6uLiKRCF1dXRSLRU6ePEk0GuWqq65qyPEbPRG5kqE4OjrK0NAQExMTxGIxTp06FdgxO0xP+X7FXE+c7xXZm9z9nLufdvc/dPd7UWq+iJRlMhlWr16NmU0leuTzeY4dO8bBgwcZHBwMdKwsjInIyWSSEydOcPToUfL5/NQ44enTp9t6XLAZzTeQTS8ZAnBXHdshIi3s4MGDnDp1inw+z+TkJBMTE1NdjAMDA4EHljC6+dLpNCdOnJiqL1kJ4KtXr1b3YoPNVdnjLZQWN7vazB6p+lUvcCLIholIa8hms4yOjlIsFunu7qZYLF6wnMt3v/td4vE4K1euDKzCRRgTkVOpFD09PVMp9vF4nP7+fnp6etp2XLBZzTVGthc4BqwF/rpq+yjwVFCNEpHWUelWPHHixNRVSaXWYiwWo6uri3w+z/DwMJOTk4G0IawSVRs3brzouGNjY5oAXR/zXpplPpU9vuTuPwF8l9LgWw9wxN3zi2ujiLSDXC7H2rVrufzyy6dKVFVUCglXMhrPnz8fSBvCWpOrDdcCaya/N+1+VvMaIzOzQUqLmw0CdwD7zezNC26eiLSNSlmm3t5errnmGq699loikcjUuJG7T02SjsfjgbQhrBJVzVIaqx25e7b6vpZ5LaxpZk8Ct7r7UPlxP/Cou9+wyLbOWzMuJihyidpyYc1KxmA8Hp8qy/T8889TLBanAlh3dzerVq3i6quvZs+ePYG3p8UWmexEdV2obr5Zi5FKECs7cQn7ShubXqJHacedZ/pVSaVwcIW7c+7cOcbGxgLvctN6YJ1pvsHof5vZ35vZXWZ2F/BZ4H8F1yxpBfqjIRWpVGqqLNOqVatYsWLFVMJHxejoaODtULWN9mZmt860fb6BzIH/ArwKuAG4f54HTZrZF83saTP7tpm9u7x9tZl9wcwOle9XzbMd0kT0R0NmksvlOHny5FQGY+VWLBbZuXNn4MduhpWipb7M7GVm9hHgD2f6/XwD2a3u/gl3v9fdt7r7J4Gfn8d+eeB33f1aYDPwDjO7Dngv8Ji7bwAeKz9uOZ3eraY/GjKTZDLJuXPnZvzd4cOHAz+21gNrH1byTuD/UooZW2Z6Xs1AZmZpM/sm8Aoze6rq9n3mMY/M3Y+5+9fKP48CTwNXALcDD5Wf9hDwpvm+sWZR6VZ77rnnOHHiBPv37+ftb387u3btCrtpDaM/GjKT2cbBKqn4QR9b6fCtzcxOm9momZ0GTgM7gNvd/UOz7TPXFdlHgF8EHinfV243uftvXGLjrgJeA+wHLnP3Y1AKdkBiln3uNrMDZnZgeHj4Ug4XuEwmQz6f5/jx4xQKBeLxOMVikd27d3fMlZn+aDROM58L06VSKdatWwcwNUYWjUYBWL9+feDHVjp8a3P3XnfvqdxTKlb/KTP7HTObMWbNK/1+scxsBfB/gB3u/gkzG3H3vqrfn3T3muNkzZZyvHnzZk6cOEGhULhg+Yp8Ps/NN98ceIoxNEeacTO0oYW0Zfr9TLLZLFu3buXs2bNTBXWXL1/Orl279PkQuMRzwcz6gD8Hbnb311z0+6ADmZnFgL8D/t7d7ytv+x7w0+5+zMwGgC+5+ytqvU6znbyDg4Ps37//ggmexWKRrq4uVq9ezb59+wI9/kxzdyYmJvTts7l1TCCDzvqS00nvtU4WdC6Y2WZ3v+iPa6Bzway0VOyHgKcrQazsEX5UUf9O4NNBtiMI6XR6qoZcpXKBu9Pb29uQMSJlDEqzq07Jb9RKyWEkYGkaSn2Z2Voz+6iZHS/fPmpmCYCZghgEP6n5dZQW5UyZ2TfKt18A/gy41cwOAbeWH7eUVCrFPffcQyQSmeo6WbNmDbFYrCFjRMoYlGYzPYjs2rWroUElrICiL5V1lwH2AZcBPwDuK2+bVaBpRO7+FWa/hPyZII/dCFu3buWGG24IpUshrGrfIjPZtWsXu3fvJp/P093dzdmzZ9m/fz+JRIK1a9dOBZUgu76rAwowdR/U0jEVYSwh0+Y2uvsglHr13P2rZlbzD5vKTC1SGN0noIxBaR7ZbJbdu3dTLBaJx+MUCgVOnjwJwOnTpxt2lRJWL4WmodRdtPqBmb0cKNbaQYGsRSnNWJpFJpOZWrrl/PnzU6tDFwoFJiYmpp4XdFAJK6DoS2XdfdHMKgXp11BKFnxXrR0UyBYpm81yyy23sH79etavX88tt9zSsEHe6VeDQEdXGpFw5HI5otEok5OTTM+Crswfg+CDSlgBRV8q68vd73H3J8sPN7j79e7+1Vr7NGQeWT00Y8pxZa7MSy+9NFUg1czo6enhAx/4QEM/yErHbwltmX4/ODjI448/Puvqz5VVohsxj0xp8C1j1nPBzD4I/JW7Hzaz7ZSSBv+q1rpkwdeMaVPZbJZ3vOMdnD59+oLt7s7p06fZuXNnQ0+gsAa6RdLpNPv37ycajU5NRTGzqauzyclJCoUCsVgs8LakUil93lvfP3f3f2Nm/xR4A/Bu4L8Cr55tB3UtLkDl6ufs2bMX/a40dS744qjTKR1fwpJKpdi4cSORSGRqIc3qnp4lS5YQi8UYGxsLvPp9pxfybhOF8v0bgY+4++Mo2aP+MpkMk5OTUydtM1DmlITpuuuum7VrsVLGLRqNBvoFTxOT28ZTZvYZSjUWP25my1Agq79cLsfp06cvGMiucHei0WjgxVGnU+aUhCWbzfLII4/M+vt8Pg9wUSJIvWlictv4TUoToH+qXFR+HPjntXZQIFuAZDLJ+fPn6erqmioYXG316tVs27atoW1S5pSEZefOnbNejQFT42bFYjHQL3jqXm8P7p539//l7s+WH7u7j9faR8keC5BOp3niiScoFAp0d3dPDWZHIhGWL1/OfffdF0oA0UC3hGE+3YVmxqpVqwL9gqdqN51LV2QLUF1ncWJigng8zsDAAFdccUXD0+5FwlaZDD2bSCTCjTfeGPgXPHWvdy4FsgXaunUrDzzwAK997WtZs2YNV111lbrypCNVL2U0kyVLljRkPpe61zuXuhYX4cknn+Rb3/oWZ8+e5dSpU3zqU5/SZEzpOMuWLeP8+fOzXpmNj4+zdevWhiyqqe71zqQrsgXatWsXu3btYnx8nFgsxtmzZ/n4xz/OP/7jP3LkyBH27t3LW9/6Vnbt2hV2U0UCtXHjRi677LIZE58qRkZGAp9DJp1LgWyBPvjBD1IoFMjn80xMTFwwEbSSZpzP53n/+9+veSzS1iqLzK5cuXKqIMBMGl0kQDqHAtkCZLNZxsbGph5XBy8oZWhVTuhCoaB5LNLWUqkUd9xxB6Ojo7POFcvn801VQEDaiwLZAmQymZrdKNNPZs1jkXb32c9+dqpo9mwaUWtROpMC2QLkcjnWrFkDXHw1VlHZFovFNI9F2t4zzzxTMw2/q6vrgvldIvWkQLYAyWSSlStXkkgkaj4vGo3S29ureSzS9iplqGZSWdpo48aNDWyRdBIFsgWoTLzs7e0lFosRj8eJx+NcdtllLFmyZOp5GzdubEjKsUjYurpKM3lm6p2IRqOcPn2aLVu2NLpZ0iEUyBageuJlJBIhEolwxRVXcNlll7Fx40Z+7Md+jC1btvDoo48qiElHuOyyy+b8/d69exvUGuk0CmQLlEql2LNnDw888ACJRGJqUUGVxZFOk81mOXXq1Ky/LxQKrFmzRklPEhgFskWqpB4PDQ3xne98h6GhIe644w5diUnH2Llz5wXTUaqZGcViUcV7JVCBBjIz+7CZDZnZt6q2rTazL5jZofL9qiDbELRsNsuDDz7I5OQkkUiEyclJHnzwQU2Clo5x+PDhWeeIVVLy1UshQQr6iuxB4LZp294LPObuG4DHyo9b1s6dOxkZGaFYLBKNRikWiyrHIx2n1qKZ69atU/FeCVSgRYPd/ctmdtW0zbcDP13++SHgS8B7gmxHkA4fPkw0Gp2aIF2ZEKpyPNIp+vv7OXLkyIy/SyaT7Nu3r8Etkk4TxhjZZeXlqynfzzoZy8zuNrMDZnZgeHi4YQ28VNO/jQa9pLt0nmY+F3p6emasdBOLxdQzIQ3R1Mke7n6/u29y9039/f0zPiebzTI4OMjmzZsZHBxs+NjU+vXrp5ZxBxqypLt0nvmcC2E5c+YMV155JUuWLJmqM9rd3U1fX5+6E6UhwghkL5rZAED5fmihL5TNZtm+fTtDQ0P09fUxNDTE9u3bGxrMtm3bxqpVqzAzJicnG7Kku0gzSSaTdHV1sXHjRq6//nquv/56kskkGzZsCLtp0iHCCGSPAHeWf74T+PRCXyiTyRCPx1m2bBlmxrJly4jH4w2tNp9Kpbjvvvu48cYbGRgYaMiS7iLNpFLpZmxsTHMpJRSBJnuY2f+klNix1syOAH8A/BnwsJm9DfgBMLjQ18/lcvT19V2wbenSpQ0S1390AAAgAElEQVSfeKlVaaWTVeZS3n///Zw9e5bly5dz991365yQhgk6a/Ets/zqZ+rx+slkkqGhoQuqamvipUhjZbNZHn74YRKJBEuXLmV8fJyHH36YG264QcFMGqKpkz3moi4NkfBVuvgLhQKHDx/m+eefZ2hoSBmL0jAtHciqi/eOjIyQSCQ08VKkwXK5HPl8nqNHj5LP5+nq6qJYLHLw4EFVuJGGCLRrsRE0PiUSrmQyyde+9jXM7ILCAJXEK52fErSWviITkfCl02kmJyeBUjGAYrGIu5NIJFTxXhpCgUxEFiWVSrFx40YikQiFQoGuri4uv/xyYrGYEq+kIRTIRGTRtm3bRn9/P/39/bg7uVyOXC6nVaGlIRTIRGTRKnPJTpw4wcTEBEuWLGH16tU8/PDDSviQwLV8soeINIe9e/eSTCYvmNc5NjamhA8JnK7IRKQucrkcS5cuvWBbGJV2pPMokIlIXSSTScbHxy/Ypko70ggKZCJSF6q0I2FRIBORulClHQmLkj1EpG5UaUfCoCsykTYU9srpIo2kQCbSZpph5XSRRlIgE2kzzbByukgjKZCJtBnN55JOo0Am0mY0n0s6jQKZSJvRfC7pNApkIm1G87mk02gemUgb0nwu6SS6IhMRkZamQCYiIi0ttEBmZreZ2ffM7Bkze29Y7RARkdYWSiAzsyjwAeDngeuAt5jZdWG0RUREWltYV2Q3A8+4+2F3nwA+CtweUltERKSFhZW1eAVQXWbgCPDa6U8ys7uBu8sPz5jZ9xrQtsVYCxwPuxEh0Xuf2+fc/baFHEDnQkvRe5/bgs+FmYQVyGyGbX7RBvf7gfuDb059mNkBd98UdjvCoPce7HvXudA69N4b/97D6lo8AlTXy1kHvBBSW0REpIWFFcgeBzaY2dVmFgd+FXgkpLaIiEgLC6Vr0d3zZvZO4O+BKPBhd/92GG2ps5bp+gmA3rtU6+R/E733BjP3i4amREREWoYqe4iISEtTIBMRkZamQCYiIi1NgUxERFqaApmIiLQ0BTIREWlpCmQiItLSFMhERKSlKZCJiEhLUyATEZGWpkAmIiItTYFMRERamgKZiIi0NAUyERFpaS0TyG677TYHdNOtlW91oXNBtza41VXLBLLjx4+H3QSRpqBzQeRCLRPIREREZqJAJiIiLU2BTEREWpoCmYiItDQFMhERaWkKZCIi0tIUyEREpKV1BX0AM3sOGAUKQN7dN5nZauBvgauA54A73P1k0G0REZH206grste7+6vdfVP58XuBx9x9A/BY+bGIiMglC6tr8XbgofLPDwFvCqkdIiLS4hoRyBz4vJk9YWZ3l7dd5u7HAMr3iQa0Q0RE2lDgY2TA69z9BTNLAF8ws+/Od8dy4Lsb4MorrwyqfSJNT+eCyOwCvyJz9xfK90PAJ4GbgRfNbACgfD80y773u/smd9/U398fdFNFmpbOBZHZBXpFZmbLgYi7j5Z//lngj4BHgDuBPyvffzrIdoiIBC2bzZLJZMjlcqxYsQKAM2fOkEwmSafTpFKpkFvYvoK+IrsM+IqZPQl8Ffisu3+OUgC71cwOAbeWH4uItKRsNsv27dsZGhoiGo1y6NAhDh06RCQSYWhoiO3bt5PNZsNuZt1ls1kGBwfZvHkzg4ODob3HQAOZux929xvKt3/i7jvK20+4+8+4+4by/UtBtkNEJEiZTIZ4PM6yZcsYHh4mGo0SjUY5fvw4y5YtIx6Pk8lkwm5mXVUH776+vlADtip7iIgsUi6XY+nSpQBMTEwQiUQwMyYmJgBYunQpuVwuzCbWXXXwNrNQA7YCmYjIIiWTScbHxwGIx+MUi0XcnXg8DsD4+DjJZDLMJtZddfCuCCtgK5CJiCxSOp1mYmKCsbEx+vv7KRQKFAoF1q5dy9jYGBMTE6TT6bCbWVfVwbsirICtQCYiskipVIodO3aQSCQoFAps2LCBDRs2UCwWSSQS7Nixo+2yFquDt7uHGrDN3Rt+0IXYtGmTHzhwIOxmiCyG1eNFdC5Is6iecnCJ0wzqci5UNKKyh4iItKFUKtUUV5rqWhQRkZamQCYiIi1NgUxERFqaApmIiLQ0BTIREWlpCmQiItLSFMhERKSlKZCJiEhLUyATEZGWpkAmIiItTYFMRERamgKZiIi0NAUyERFpaQpkIiLS0hTIpOVls1kGBwfZvHkzg4ODZLPZsJskIg2kQCYtLZvNsn37doaGhujr62NoaIjt27crmIl0EAUyaWmZTIZ4PM6yZcswM5YtW0Y8HieTyYTdNBFpkIYEMjOLmtnXzezvyo+vNrP9ZnbIzP7WzOKNaIe0n1wux9KlSy/YtnTpUnK5XEgtEpFGa9QV2buBp6se/zmwy903ACeBtzWoHdJmkskk4+PjF2wbHx8nmUyG1CIRabTAA5mZrQPeADxQfmxACvhY+SkPAW8Kuh3SntLpNBMTE4yNjeHujI2NMTExQTqdDrtpItIgjbgiez/w74Bi+fEaYMTd8+XHR4ArGtAOaUOpVIodO3aQSCQYGRkhkUiwY8cOUqlU2E2TDqZM2sbqCvLFzeyNwJC7P2FmP13ZPMNTfZb97wbuBrjyyisDaaO0vlQq1faBS+dC66hk0sbj8QsyafUFKzhBX5G9DvglM3sO+CilLsX3A31mVgmi64AXZtrZ3e93903uvqm/vz/gpoo0L50LrUOZtI0XaCBz999393XufhXwq0DW3X8d+CLw5vLT7gQ+HWQ7REQaRZm0jRfWPLL3APea2TOUxsw+FFI7RKQNhTlGpUzaxmtYIHP3L7n7G8s/H3b3m939x9x90N3PN6odItLewq72okzaxlNlDxFpK2GPUSmTtvECzVoUEWm0XC5HX1/fBdsaPUbVCZm0zURXZCLSVjRG1XkUyESkrWiMqvMokIlIW9EYVedRIBMRkZamQCYibSXs9HtZHDP7WTMbKP+8wcx+2cyW1dpHgUxE2krY6fcqGLxofwm8ZGZ9wOeAnwMerrWDApksik5aaTZhlIiqnAc33HADb3/72/n+97+vq8GFK5aLZPwC8LC7/xZzrJCiQCYLpi4caUaNTr+vPg/GxsYoFoucOHGC0dFRFQxemAkzux1IA58tb4vW2kGBTBYs7C6csOgqtLk1Ov2++jyYnJykq6sLM2N4eBhQweAF+G1KxeT/3t2/YmY9wB/X2kGBTBasE6t86yq0+TU6/b76PIjH4xSLRcyMiYkJQJOxL5W7f93df9nd/6T8eNTd99TaRyWqZMGSySRDQ0MsW/ajhKJ2P2mrv30DU/eZTEbzlJpII0tEVZ8HiUSCo0ePUiwWicfjmoy9AGZ2mBkWYHb3q2fbR1dksmCdWEGhE69Cpbbq82DFihWsXbuWSCTC0qVLNRl7YTYBN5VvW4A/BT5SawcFMlmwTqygoDp+Mt308+Cqq67igQce4Mknn2TPnj1tfT4Ewd1fqrodc/f7gdfX2kddi7IonVblO51Os337dqB0JTY+Pt72V6Eyt047D4JkZndWPYwA1zNHrNIVmcgl6MSrULk0ympdtJuqbpuBFPBbtXYwd29AuxZv06ZNfuDAgbCbIbIYFw1gL4TOheZVyWqNx+MXXLHry85F5n0ulMtTfcLdb5vtOepaFBFZhGw2SyaTIZfLcerUKZYvXz61sKeyWutiGXBNrSfUDGRm9hlg1ks2d/+lhbVLRKT1VV+B9fX18cILLzA+Pk53dze9vb2AslovVVX6vVMa/loK/Ida+8x1RfZX9WmaiEhwqq+Kkskk6XS6IVdA0+cVLlmyhImJCYaHh6cCmbJaL9mmqp/z7n56rh1qBjJ3/z+LbpKISICmXxVVqq00Ylwql8tNdSMCJBIJjhw5wvnz53F3ZbUugLu/ZGb/AvhJwM3sH9z947X2qZm1aGbfNLOnZrvVs/EiIgsRZs3PmeYVmhmFQoGDBw8Si8WU6HGJzOwvgLuBJ4GngLvN7C9r7TNX1+Ib69Q2EZFATL8qgsaNS1XPK8zn8xw5cgSAK6+8klgsxtmzZwNvQxv6eeAGdy+WHz9oZt8E/u1sO9S8InP352vd5mqNmS0xs6+a2ZNm9m0z+8Py9qvNbL+ZHTKzvzWz+CW8SZGmoPlCzSHMaivV8wqPHTtGLBZj9erVHD9+nOeff57h4WF27twZeDva7LNYBNZUHphZorxtVnN1LX6lfD9qZqen38+jQeeBlLvfALwauM3MNgN/Duxy9w3ASeBt83gtkaahKvjNI+yan6lUij179pBIJKYmyufzeaLRKMVikYMHDwb6uWjDz+IfA181s/9mZg8BjwM7au0w1xXZPyvf97h77/T7uVrjJWfKD2Plm1Oaqf2x8vaHgDfN9VoizaRT12JrRs1SbaVSBd/MiEQimJXm/MZisUA/F+32WXT3jwGvBR4G9gA3u/vDtfaZd4kqM7vRzN5lZveY2WsuYb+omX0DGAK+ADwLjLh7vvyUI8yyjLWZ3W1mB8zsQGWROpFm0Ogq+DoXaqtcFe3bt490Ok0mk2l4N1vlyrBSLalYLOLuvOxlLwt0vK7dVmQws58CrgVGy7dXmtlPVW4z7TOvyh5m9h+AQeAT5U0PmtmeysJntbh7AXi1mfUBnyw38KKnzbLv/cD9UCrLM5+2ijRCo9di07kwP7t27WL37t3k83m6u7spFAoNS8VPpVJs3LiR73//++TzeeLxOIlEgmg0yuWXXx7YcdtwXcDfLd+vAgaA71T9zoCLpoXN94rsLcCPu/sfuPsfUCrk+OuX0jJ3HwG+VN63z8wqQXQd8MKlvJZI2MIel5GLZbNZdu/ePbWoZaFQ4Pjx4+Tz+YZ1s23bto1EIsHLX/5y1q9fTzQaDfxz0W6fxXLFqLcB3cAY8Kfu/kvl2y/OtM98A9lzwJKqx92UughrMrP+8pUYZrYUuAV4Gvgi8Oby0+4EPj3Pdog0hWYZl5EfyWQyFAoFotEowNQ41cjISMO62cL4XLTbZ9HMkpSGod4H/Czwn8zsx2vuU6v6vZntptTtdyXw4+UXd+BW4Cvu/qtzNOhVlJI5opSC5sPu/kdmth74KLAa+DrwG+5+vtZrqeK3tAFVvw/Q5s2beemll8jn80QiP/qOPjExwWtf+1r27NkTYutkmlnPhfKcsXe4+5fLj68APuPuN862z1xjZJWz5QlK41sVX5pPS939KeCixBB3PwzcPJ/XEBGZj2QyST6f58SJExSLxakKG11dXS3bzdahftPdH688cPejZvbLtXaYK/3+oVq3yvPMrGYdLGlPbTYJ85J08ntvVul0mlgsxpo1a+jq6pq6MrvnnntatputQ33TzHaY2ePl2w5KWe+zqtcK0evr9DrSItpwEua8dfJ7b2aVsaKrr76a1atXc/PNN/PAAw+wdevWhrdFX3QW5f1AL/BrlPIxvg3srrVDXVaINrOv1eq/rAeNCzSXwcHBi1J+x8bGSCQSbT8WsYj33pZjZGEtodKstEr0vNQaI3vK3V9V/vnr7v4aM9vv7q+dbZ96XZFJh2m3SZiXopPf+3S6Or1Yu1XaCMEFQc7MVjJHPke9AlldvmlK6wizUGvYOvm9T9cMf7SbrRtPX3QW7ftm9uryz33AVyml4s+qXoHsPXV6HWkR7TYJ81J08nufLuw/2s1wRTg9kK5YsUJfdBahPPH5G+WHtwGvdvfP1Nqn5uVaOZ9/pkE0Kx2v1I/p7p9fQHulhVUG1jtxbKST3/t0YZdHqr4iBKbuM5lMQ/4/KoE0n88zMjLCCy+8QCQSYenSpSQSiQvGyDrxi85CmNmd0zZtNjOqM+Wn08KasmCpVKoj/3hDZ7/3atULS4bxRzvMRTWhFDDPnDnDyZMncXcikQiFQoHx8XFisRgjIyMd/UVngW6q+nk5pQIc+ygV15hRzUA2n8UzRVlb0rnCvjqd7YpwxYoVDA4OBt6mgwcP8tJLL009LhaLU/erVq3i0Ucfrfsx2527v6v6cTnZ47/X2mde6fflxTB3U6pcH6dUcursfNYkq5dmSzmuUKqtXIK2TL8P00zn38jICGbGypUrAz8nN2zYwNjY2Iy/W7t2LU8++WRdj9dGLulcMLNHgZ8rr6Zykfkme/xnShXwDwFLgbczxwS1TtEMWVthabZsMQlPWJ+FmQrm9vf3E4vFOHbsGN/97nc5duxYYBXwJycnZ/3dxMRE3Y/Xqdz9ltmCGMxzPbLyCz1jZtHyi/2Nme2tSwtbXNh99GGp/iZcnS2mK9HOM9Nn4d5772Xt2rWcOXMm8O7G6eOVN9xwA6dOnSISiUyVqhoeHq4ZdBaqujjxdN3d3XU/nsxsvldkY2YWB75hZn9hZlspDcJ1vE6dU9TJV6JyoemfhUKhwMmTJ3nuuedCSYmvXAlVgkzl/vz5mgtsLMj69TNX54tGo2zYsKHux5OZzTeQ/avyc98JnAWSQM1qxJ2iU+cUhT1/SJrH9M/C0NAQkUiEfD4fypeceDwOlBIu3H0qAaOyvZ62bdtGT08PZqUhHzMjEomwevXqtv8b0EzmG8je5O7n3P20u/+hu9+LUvOnshXHxsYYGhrihz/8YcMXtQtrbKJTr0TlYpXPwujoKM8++yxnz55lcnJyaoFLaOyXnI0bN7J27Vq6urqmlnFZu3YtGzdurPuxUqkUH/zgB3nlK19Jd3c38XicV7ziFdx3333qYl8kM/ty9X0t8w1k0yeoAdx1CW1qO9UVBQYGBqYmPzYy9TjMqgadeiUqF0un05w6dYof/OAHnD17FgB3Z2JigtOnTwON/ZJTWc5lYGCAV77ylQwMDBCLxQL7bKZSKR599FEOHz7M4cOHefTRRxXE6qOnfL9irifWDGRm9hYz+wxwtZk9UnX7EnBi8e1sXc0wRhRmG9pteXVZuFQqRXd391QXXqWbrVgs8txzz3Ho0CFGRkYa9iVHn83OM1fW4l7gGLAW+Ouq7aPAU0E1qhU0Q7Zi2G1QdQupGB4eJhqNUiwWpwJahbtPBbdG0Wezs8y1QvTz7v4ld/8J4LuULvV6gCPunm9EA5tVM4wRNUMbRKB09ZXP55mpwMLAwAArV67siIxWza0Mx7zGyMxskFIp/UHgDmC/mb05yIY1u5nGiEZGRjh58mTDPsQap5Jm0dVV6tyZKZAdPXqUfD7f9hmtzVCJv83Me9Xn+SZ7/Hvgx939Tnf/18DNwP+7kJa1i+n98LFYDDNjcnKyYR9ijQVIM8hmszXnaJkZP/zhDxvaUxDGlVEzjJu3md+bdj+r+dZa/Ka7X1/1OAI8Wb0taM1eX25wcPCi4qVjY2MkEgn27NkTYsukibRdrcVsNsvWrVs5fvz4jL83M+LxOPl8ngcffLAhX7J27drF7t27KRQKdHd309vbSywWC+xLXjabZefOnTz99NOYGd3d3bzsZS+jt7cXd2dkZIR9+/bV/bjT29BihcvrOmg63yuy/21mf29md5nZXcBngf9Vz4a0oupvfU888cRFJXA0QVjaXSaT4ezZs1Ndi9O5O5OTkwwMDDRsfbD3v//9TExMkM/np+Z4Tk5OBnJlVAnkhw4dorxmFufOnePIkSOcPn26IWPW6tKcfyBz4L8ArwJuAO6fz05mljSzL5rZ02b2bTN7d3n7ajP7gpkdKt+vWlDrQzT9w2NmHD16dGreDCjxQtpfLpebquBRy/nz5xvyh3Xnzp0XJJ24O4VCgZdeeimQL5WVQD5dPp/nxRdfbMiYtbo05x/IbnX3T7j7ve6+1d0/Cfz8PPbLA7/r7tcCm4F3mNl1wHuBx9x9A/BY+XFLmf7hGRgYAODFF19U4oV0jGQyOVWYdzaV4r2N+MN6+PBhzOyCG5TqLwbxpTKXy01d/QEXBPR8Pt+QMWuVi5tjHpmZpYF/A6w3s+p5Yz3AP8z14u5+jNI8NNx91MyeBq4Abgd+uvy0h4AvAe+5xLaHavocrp6eHtatW8exY8e0Kqx0jHQ6zdatWy+aBlItGo1y+vTphv1hjUajFAoXrvjh7oF8qUwmkxw9evSCbZUuxqVLlzbk/J9tcdFW7Q0ysz+o9Wt3f9/0jXNdkX0E+EXgkfJ95XaTu//GJTbuKuA1wH7gsnKQqwS7xCz73G1mB8zswPDw8KUcLnDJZJITJ07w7LPP8vTTT/Pss88yMTHBTTfdxL59+9izZ4+CmNRNs54LqVSKXbt21XyOmXH+/PmG/GGtVKPv6uqaCihQOl+DOB/T6fQF3ZiVW1dXVyBFimdrQ5tNwxmd4QbwVuDfzrTDXBOiT7n7c+7+lvLk6MrtpVr7TWdmK4CPA7/j7qfnen7V8e93903uvqm/v/9SDhm4LVu2TPWBR6NRJiYmePHFF9myZUvD2qDJl52jmc+FVCpVc4zs3LlzFAqFhpwb27ZtY9WqVZjZVIWRWCzGr/zKrwRyvFQqxStf+cqp6TdmxpIlS+jv7w+kSPFsbWinaTjufl/lBnwIWEap3u//BF4+0z7zHSNbMDOLUQpi/8PdP1He/KKZDZR/PwAMBd2Oetu7dy+JRIJIJML58+enBrw/8IEPNCSwKFNJmklPTw+RSGTWgBaJRHjooYcC/3ymUinuvPNOzIyuri6WL1/O2rVrefjhhwM79rZt2+jr66O7u3uq4v/Y2FhDiyOkUin27NnTNr1BZrbGzP4E+DqlIbAb3f333X3GeR6BBjIrfao/BDxdjq4Vj/Cjivp3Ap8Osh1ByOVyxONx3J14PD414D0+Pk4kEgk8sChTSZrJrbfeOrX+10wqmYM7d+4MvC179+4lmUxy3XXXcc0119Df3x/4uVGpJ1m5Ejx9+jSnTp3Sl8wFMLO/Bh6n1KV4g7u/z91Hau0T9BXZ6ygtypkys2+Ub78A/Blwq5kdAm4tP24plQHWykJ6hUJh6oN8/PjxwAOLMpWkWWSzWR5//HFWr15d83mFQoHDhw8H1oaw5nTu3LmTs2fPks/nicfjU1map06d0pfMhXk38DJgO3DUzEbN7HT5NjrTDnNVv18Ud/8Ks8/g/pkgjx20dDrNXXfdNZUhVV3xe2xsjNOnT9PT0xPYydNumUrSunbu3MnQ0BATExOhHL/SzR6Px+nr62N4eJijR49iZvT29gLBnRvZbJaDBw/S1dVFNBoln89z/vx5YrHYBf8e+pI5f+5+yXEp8DGydpVKpaYGc6efwO7OkSNHOH78eGCBpQ0zlaQFVf6Q5/P5i5ZvmUklq7Cedu7cyQ9/+EOeeeYZvvnNb3Lu3Dny+TxHjx4N/NzIZDLEYjGAqd6ZSs3V6qxFfcm8NGb2GjN7t5m9y8xumuv5CmSLsG3btlnHBPL5PC+99FKgq9K2U6aStKZMJjN1JTIf27Ztq+vxs9ks3/ve92a8GpycnORb3/oWQ0ND3HHHHYGcG7lcjpe97GW4+1Qgj0RKf1ZXrlypL5kLYGa/A/wNsApYDXzYzO6ttU+gXYudYHpffLXe3t5AA4sWD5SwXUp32bXXXlv3z2smk5n1yyTAsmXLSCQSPPzww9xwww11P36li3/VqlUMDw9TLBaJRCKsWbOGq666qpWK+DaTt1FabeUcgJn9GaXkj/tm20FXZItQKwNryZIlbNiwoYGtEWm8ZDJJoVCY6l6r5Q1veEPdjz9XID179ixHjhwJrGhwOp1mZGSEEydOEIvFppI9IpEI6XS6bdLhG8yBaNXjKHOsTaZAtgiHDx+etep3T09PQ7oSNClawpROp6fOgSVLlsz4HDNj9erV7N27t+7HX7FiRc0rMihNyB4eHubgwYN1P34qlaK/v5+uri6KxSKxWIxkMtkxK2IH5L8C+8zsj8zsjyhVg/pQrR0UyBZptgHun/zJnwz8W5gmRUvYUqkU99xzD5FIZMZudjMjkUhwxRVXBJa1V5mEXEs+nw8sq/LMmTNs2LCBa6+9lmuuuYaenh5lKS6Cu+8GfoNSoYwh4Nfd/T/W2keBbBHWr18/ayD7whe+EPjxNSlamsHWrVt54IEH6O7uvmB7pdbhqVOnAsvaO3PmDOvWrZv1arDa9PbVSzKZvKhosrIUF8fdn3T3/1y+PTnX8xXIFmG2DKxYLDbjGkX1pknR0kym/zGvdPmdO3eOU6dOBVZ9PhaLsXHjRpYvXz5riax4PB7YmLWmwoRPgWwRUqnURYEEShUMli9fHvjx9U1QmkE2m+Xee++tOVZ17ty5QI5dHUTWrl07lfpeLRKJsHLlSk2FaWMKZIt04403XrStWCxy6623Bn5sfROUZpDJZBgdnbFy0JR8Ph9Il3d1ECkWi2zcuHHqKq1SOPgVr3gF9913X+BTYdqpaG+r0TyyRchms+zfv/+i7WbGd77zncCPXzmJM5mM5qtIaA4ePMj58+drPuf8+fOBdXlrPqUokC1CJpOZWol2et98UMVRp9NJLGHKZrOMjo7OmQJfqzK+yGKpa3ERcrncRavDVn4W6QSZTIY1a9bMOp+y2tGjRzU1RAKhQLYIMwWsyrZisagJytL2crkca9asmRqXqsXd+f3f//0GtUw6iQLZAmWzWV588cVZf3/55ZdrgrK0vUrmbE9PD9dee+2cwezo0aMNapl0EgWyBcpkMhSLReLx+IxzV1544QWOHTsWWI03kWYwPXO2MmY8G3W7SxAUyBYol8vR3d1NoVCouZTL8ePHA6nxJtIMqtPff/jDH865JtlM87xEFkufqgVKJpNEIpFZv4FOTk5OBbiwVs4VaYTKHKq1a9fO+dxGFAqQzqNAtkBbtmzhzJkzNZ8zMTFBsVgMrMabSLPIZrN897vfnfN5119/fQNaI51G88gWaD5LUpgZ0WhU65JJW6uswlBr/CsSiRCLxVR1RgKhK7IFmmvcq7LIXqFQ0Mkrba2yCkOtCvTuzhvf+EZN3pdAKJAt0HzGvSKRCBs3btTJK22tsgrDypUrZ8zg7e7uZmBggMcff1xTUSQQCmQLFI/HZ/3dkiVLePnLX05/f1Dg+iAAAAkLSURBVP+sS72ItItkMsmJEyc4efLkRVmJ0WiUyy+/nLVr1wa+Vl42m+WWW25h/fr1rF+/nltuuUWBs0MEGsjM7MNmNmRm36rattrMvmBmh8r3q+p5zGw2y+DgIJs3bw60ssbGjRtn/d3ExISWcpCOkU6nGR4eZmJi4qIs3kKhwHPPPceLL74Y6Fp5laVkDh06NDVWd+jQIbZu3apg1gGCviJ7ELht2rb3Ao+5+wbgsfLjuqgMOg8NDdHX1xdoZY0tW7bMuN3MiMViWspBOko+n5/1d+7O0NAQx48fD2ytvMpSMtFolGg0SiQSIRqNcvbsWRUk6ACBBjJ3/zLw0rTNtwMPlX9+CHhTvY5XGXRetmwZZsayZcsC686YT9aiSCfIZDLzqrP40ksvBZb4lMvlyOfzF3Rtmhn5fF4rpneAMMbILnP3YwDl+8RsTzSzu83sgJkdGB4envOFK4PO1YLqzqhU9ii3c2qQ291Zv3593Y8nne1Sz4VGms/5ZWb09vYG1kuRTCbp6uq6oLKIu9PV1aUV0ztAUyd7uPv97r7J3Tf19/fP+fxKAdNq4+PjgXyQk8nkBctXVPrlY7GYEjyk7i71XGikZDI5Z43FgYGBQOdTptNpenp6KBQKFAoFisUihUKB5cuXa/pLBwgjkL1oZgMA5fuher3w9AKmY2NjTExMBPJBTqfTdHV1kUgkLshgdHfe+ta3KmtKOsaWLVtqBrJ4PE5XV1egASWVSnHfffexYcOGqd6RDRs2sGvXLo1Vd4AwAtkjwJ3ln+8EPl2vF64uYDoyMhJo5mDlWCtXriSfz09Vwc/n81O3Q4cOce+99yqYSVvbu3cvq1bNnHwciUS45pprGpLBm0qlePTRRzl8+DCHDx/m0UcfVRDrEBbksgpm9j+BnwbWAi8CfwB8CngYuBL4ATDo7tMTQi6yadMmP3DgQGBtXajBwUGGhoY4duwYY2NjQOmqrFKSx8y48cYb2bNnT8gtlSZw8WzhBWi2c2Hz5s309fUxOjrKsWPHpooFdHV18eEPf1jBRGZSl3OhItBai+7+lll+9TNBHreRcrkckUhkqjuzolgsUiwWcXdlTUlbSyaTDA0N0dvbS29vLwBjY2MkEgkFMWmIpk72aAUrVqzg6NGjMxZMnZycxMyUNSUN16jCANDYsWmRmSiQ1clMNeYqdEJLIzWyMAA0dmxaZCZaxmWRzpw5w7p163j++ecv+l13d3egc2dEZlJdGACYus9kMoF9FlOplD7nEhoFskWqjA8sW7ZsqrJAsVikq6uLgYEBEolZ53uLBCKXy9HX13fBtiDrHIqETV2Li1QZH+jt7aVYLJLP5ykWi6xcuVLjBBKKRhYGEGkGCmSLVBkfuPrqq1m5ciVLly6lr6+Pq666SuMEEgolX0inCXQeWT0129wZkQVo2DyybDZLJpMhl8uRTCZJp9P6UiXNpHXmkYlIOJR8IZ1EXYsiItLSFMhERKSlKZCJiEhLUyATEZGWpkAmIiItTYFMRERamgKZiIi0NAUyERFpaQpkIiLS0hTIRESkpSmQiYhIS1MgExGRlqZAJiIiLU2BTEREWpoCmYiItLTQApmZ3WZm3zOzZ8zsvWG1Q0REWlsogczMosAHgJ8HrgPeYmbXhdEWERFpbWFdkd0MPOPuh919AvgocHtIbRERkRbWFdJxrwByVY+PAK+d/iQzuxu4u/zwjJl9rwFtW4y1wPGwGxESvfe5fc7db1vIAXQutBS997kt+FyYSViBzGbY5hdtcL8fuD/45tSHmR1w901htyMMeu/BvnedC61D773x7z2srsUjQLLq8TrghZDaIiIiLSysQPY4sMHMrjazOPCrwCMhtUVERFpYKF2L7v7/t3c/IVaVcRjHvw+TmywLokVlJG2CmkibNiK00E2YuJpqU1DLoDAIhNpHRBJWVBu1je5MQVQyoT+0ajGm2DTZooJEozZRlJDi0+IcaSBade77znvP84GB4dw78NyZ+/DjvHPue65Ieg44AcwA+2wv1sgysGaWfiYgrz2WG/PvJK+9MNn/+tdUREREM7KzR0RENC2DLCIimpZBNgBJd0r6RNKSpEVJO2pnKknSjKQvJR2tnaUkSTdLOijpm/5vv7F2ptrShXShRhdqfY5s2lwBXrR9StKNwIKkk7a/rh2skB3AErCmdpDC3qT7YOd8f/Xt9bUDrQDpQrpQvAs5IxuA7Yu2T/Xf/073Rr6jbqoyJK0FHgX21M5SkqQ1wMPAXgDbf9n+tW6q+tKFdKFGFzLIBiZpHbAB+KJukmJ2AzuBq7WDFHY38Avwfr+UtEfS6tqhVpJ0YTSqdyGDbECSbgA+AF6w/VvtPJMmaRvws+2F2lkquA54EHjP9gbgDyC3I+qlC6NSvQsZZAORtIquuAdsH6qdp5BNwHZJP9DdwWCzpP11IxVzHjhv+9rZxkG6Mo9eupAuULgLGWQDkCS69eEl22/UzlOK7Zdsr7W9jm6bsY9tP1k5VhG2fwJ+lHRPf2gLMJYLGv5TupAuUKELuWpxGJuAp4Czkk73x162fbxippi854ED/VVa3wHPVM6zEqQL41S1C9miKiIimpalxYiIaFoGWURENC2DLCIimpZBFhERTcsgi4iIpmWQjVS/jcy9tXNE1JYutC+X30dERNNyRjYCklZLOibpjKSvJD0h6VNJD0naLul0/3VO0vf9z8xJ+kzSgqQTkm6r/Toi/q90YTplkI3DI8AF2w/YngU+vPaA7SO219teD5wBdvV75b0NzNueA/YBr9QIHjGwdGEKZYuqcThLV8rXgKO2P++2xPuHpJ3AJdvvSJoFZoGT/fNmgIuFM0dMQrowhTLIRsD2t5LmgK3Aq5I+Wv64pC3AY3Q3xwMQsGi76O3KIyYtXZhOWVocAUm3A3/a3g/sYtktFiTdBbwLPG77Un/4HHCrpI39c1ZJuq9w7IjBpQvTKWdk43A/8Lqkq8Bl4Fm6EgM8DdwCHO6XTi7Y3ippHnhL0k1075PdwGLp4BEDSxemUC6/j4iIpmVpMSIimpZBFhERTcsgi4iIpmWQRURE0zLIIiKiaRlkERHRtAyyiIho2t/Oj94arIrQHwAAAABJRU5ErkJggg==
" alt="" />
In [7]:
g=sns.FacetGrid(tips,col="day",size=4,aspect=0.5)
g.map(sns.barplot,"sex","total_bill")
E:\Software\Anaconda3_5.2.0\lib\site-packages\seaborn\axisgrid.py:703: UserWarning: Using the barplot function without specifying `order` is likely to produce an incorrect plot.
warnings.warn(warning)
Out[7]:
<seaborn.axisgrid.FacetGrid at 0xaf51e80>
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAjgAAAEYCAYAAABRMYxdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAFs5JREFUeJzt3X20ZXV93/H3xwEigVFRJgwmdGFcE1qkOMiIYZkHrAHRmPhcpRShS8XaoGY1cWRZm2CTVDugedAkDUQCpkhMRBo0WkCXxAe6CAMZeZD6EEXDOFdmTA0jGgzw7R93Uw4n9849997zdH/n/VrrrLP3Pvvhe879ztzP3XufvVNVSJIkteRRky5AkiRp2Aw4kiSpOQYcSZLUHAOOJElqjgFHkiQ1x4AjSZKaY8BZpiTnJfnlMW7vCUl2dI+5JDt7xn8syW3jqkWDG3ef9Gz3gZ7+2JHkyAXmeWKSD467tlk2wX74T0luT3JL1w/PWGL+s5I8cVz1zaq10g9r3X6TLkD7VlXfAjbD/D8K4DtVdUE3fuRq1p1kv6q6f5Ularp8r6o2L/Zi9zP/BvDSMdakCUhyIvB84GlVdV+SQ4EDlljsLOA24BsjLk9jtsJ+WNPcgzOALvV+IcnHgaN6pr8myY1JPpfkiiQ/mGR9kq8m2b+b5zFJ7nxofATWJbmoS+XXJDmw2+51SbZ0w4cmubMbPivJnyX5MHDNiGqaSdPaJ/0/8yRHuudv9KagHw4H9lTVfQBVtacLtyT5la6G25JcmHkvBbYAl3V/3R+4im2rz5T3w51d4CHJliTXdcPnJbm4+33ylSRvWMX2x86As4QkxwOvAI4DXgw8veflD1XV06vqqcAdwKuqai9wHfCz3TyvAK6oqn/sW+/pfYcSHnos99DBJuB3q+opwLeBlwywzInAmVX1r5a5LS1iivrkwJ55ruyZ7s98jKakH64BjkjyxSS/l+Sne157T1fDMcCBwPOr6oPAduD0qtpcVd9b9QchYE30w778c+A5wAnAr47wj/Wh8xDV0n4SuLKqvguQ5Kqe145J8uvA44CDgau76X8IbAX+J/DvgNf0r7SqLgMuG0J9X62qHd3wTcCRAyxzbVX93RC2rYdNS58sdojKn/l4Tbwfquo73S/WnwSeBXwgyblVdQnwrCRbgR8EHg/cDnx4uW9SA5v2ftiXv+j2+tyX5G7gMOCuQbY5aQacwSx2w65LgBdW1eeSnAWcBFBVn+0OA/w0sK6q/snhgCSnA29aYJ1frqrlnB9xX8/wA8z/NQZwPw/voXt03zL3LmP9Gtw094k/8/GbeD9U1QPM7wm4LsmtwJlJ/gT4PWBLVf1t5s/t6/8/QsM3lf3QbX9fvy/6f8esmdzgIaqlfQp4UZIDk6wHfq7ntfXArm6X3el9y70PuBz4o4VWWlWXdbuB+x/DOvnzTuD4btgTSkdvrfaJRmPi/ZDkqCSbeiZtBr7Gw7/A9iQ5mEf+/7C3q0/DNc39AI/8fTHIaQ5rggFnCVV1M/ABYAdwBfDpnpf/M3ADcC3wf/oWvQw4hPnmnIQLgNcluR44dEI1zIw13CcagSnph4OBS5N8PsktwNHAeVX1beAi4FbmD3/c2LPMJcB/9yTj4Zrmfuheexvw20k+zfxemiakarG9ZlqNzH8j4QVVdcaka9H0sk/Uy35QL/thddbMsbS1JMm7gecCz5t0LZpe9ol62Q/qZT+snntwJElSczwHR5IkNceAI0mSmrNmAs6pp55azF9HwEcbj1WzJ5p7DIV90dxj1eyJ5h4DWTMBZ8+ePZMuQVPGntBC7Av1sydm05oJOJIkSYMy4EiSpOYYcCRJUnMMOJIkqTkGHEmS1BwDjiRJao4BR5IkNceAI0mSmuPdxKUBbd26lbm5OTZu3Mi2bdsmXY4kaR8MONKA5ubm2Llz56TLkCQNwENUkiSpOQYcSZLUHAOOJElqjgFHkiQ1x4AjSZKaM9KAk+SIJJ9MckeS25O8sZt+XpKdSXZ0j+eNsg5JkjRbRv018fuBX6qqm5OsB25Kcm332m9W1QUj3r4kSZpBIw04VbUL2NUN701yB/DDo9ymJEnS2M7BSXIkcBxwQzfpnCS3JLk4ySGLLHN2ku1Jtu/evXtMlWqa2RNaiH2hfvaExhJwkhwMXAH8YlXdA/w+8GRgM/N7eN650HJVdWFVbamqLRs2bBhHqZpy9oQWYl+onz2hkQecJPszH24uq6oPAVTVN6vqgap6ELgIOGHUdUiSpNkx6m9RBXgvcEdVvatn+uE9s70IuG2UdUiSpNky6m9RPRM4A7g1yY5u2luA05JsBgq4E3jtiOuQJEkzZNTfovoMkAVe+ugotytJkmbbqPfgSJI0U7Zu3crc3BwbN25k27Ztky5nZhlwJEkaorm5OXbu3DnpMmae96KSJEnNcQ+OJElatmk/FGfAkSRJyzbth+I8RCVJkprjHhxJWoVp300vzSoDjiStwrTvppdmlYeoJElScww4kiSpOR6ikiQtyXONtNYYcCRJS/JcI601HqKSJEnNMeBIkqTmGHAkSVJzDDiSJKk5BhxJktQcA44kSWqOAUeSJDXH6+BIkmbS8W9630jWu37PXtYBX9+zdyTbuOn8Vw59nS0y4CzCq3ZKkrR2GXAW4VU7JUlauzwHR5IkNceAI0mSmmPAkSRJzTHgSJKk5hhwJElScww4kiSpOX5NXNJM8KJu0mxxD44kSWqOAUeSJDVnpAEnyRFJPpnkjiS3J3ljN/3xSa5N8qXu+ZBR1iFJkmbLqPfg3A/8UlX9C+DHgV9IcjRwLvCJqtoEfKIblyRJGoqRBpyq2lVVN3fDe4E7gB8GXgBc2s12KfDCUdYhSZJmy9jOwUlyJHAccANwWFXtgvkQBPzQIsucnWR7ku27d+8eV6maYvaEFmJfqJ89obF8TTzJwcAVwC9W1T1JBlquqi4ELgTYsmVLja5CrRX2hBZiX6ifPfGwWb1EwsgDTpL9mQ83l1XVh7rJ30xyeFXtSnI4cPeo69DsmNV/zJKkh4004GR+V817gTuq6l09L10FnAm8o3v+81HWIUmzwoAvzRv1HpxnAmcAtybZ0U17C/PB5k+TvAr4OvCyEdehRWzdupW5uTk2btzItm3bJl2OJElDMdKAU1WfARY74ebZo9y2BjM3N8fOnTsnXYYkNePBAw56xLMmw3tRSZI0RPduOmXSJQhv1SBJkhpkwJEkSc0x4EiSpOYYcCRJUnPW/EnGXvNBkiT1cw+OJElqjgFHkiQ1Z80fopKkSfKibtJ0MuBI0ip4UTdpOnmISpIkNceAI0mSmmPAkSRJzTHgSJKk5hhwJElScww4kiSpOX5NXNIjbN26lbm5OTZu3Mi2bdsmXY4krYgBR9IjzM3NsXPnzkmXIUmr4iEqSZLUHAOOJElqjgFHkiQ1x3Nw1oDj3/S+ka17/Z69rAO+vmfvSLZz0/mvHPo6JUlaintwJElScww4kiSpOR6ikiRJy/bgAQc94nnaGHAkSdKy3bvplEmXsE8GHEnSkqb9r3Wp3z4DTpIPA7XY61X180OvaEr4j1mSHjbtf61L/Zbag3PBWKqYQv5jliRp7dpnwKmqvxxXIZIkScOy1CGqW9n3Iapjh16RJEnSKi11iOr5Y6lCkiRpiJY6RPW11aw8ycXMh6S7q+qYbtp5wGuA3d1sb6mqj65mO5IkSb32eSXjJJ/pnvcmuaf/eYD1XwKcusD036yqzd3DcCNJkoZqqT04P9E9r1/JyqvqU0mOXMmykiRJKzXwvaiSPC3JG5K8Pslxq9zuOUluSXJxkkP2sc2zk2xPsn337t2LzaYZYk9oIfaF+tkTGijgJPkV4FLgCcChwCVJ3rrCbf4+8GRgM7ALeOdiM1bVhVW1paq2bNiwYYWbU0vsCS3EvlA/e0KD3qrhNOC4qvoHgCTvAG4Gfn25G6yqbz40nOQi4CPLXYckSdK+DHqI6k7g0T3jPwD8zUo2mOTwntEXAbetZD2SJEmLWepCf+9m/kJ/9wG3J7m2Gz8Z+MxSK09yOXAScGiSu4BfBU5Ksrlbz53Aa1dRvyRJ0j+x1CGq7d3zTcCVPdOvG2TlVXXaApPfO8iyGg9vKipJatFSXxO/dJCVJLmiql4ynJI0Tt5UVJLUokFPMl7Kjw5pPZIGdPyb3jeS9a7fs5d1wNf37B3JNm46/5VDX6ck9RtWwFn0hpxSKzycJ0lrx7ACjtQ8D+dJ0tox8JWMl5AhrUeSJGnVhhVw3jyk9UiSJK3aUtfBuZWFz68JUFV1LPMD14ygNkmSpBVZ6hyc54+lCkmSpCFa6jo4XxtXIZIkScMy6N3EfzzJjUm+k+T7SR5Ics+oi5MkSVqJQU8yfg/zdxT/EnAg8Grg3aMqSpIkaTUGvg5OVX05ybqqegD4oyTXj7AuSZKkFRs04Hw3yQHAjiTbgF2Al3OVJElTadBDVGd0854D3AscAbx4VEVJkiStxqAB54VV9Q9VdU9Vva2q/iN+hVySJE2pQQPOmQtMO2uIdUiSJA3NUlcyPg34N8CTklzV89JjgG+NsjBJkqSVWuok4+uZP6H4UOCdPdP3AreMqihJkqTVGORKxl8DTkxyGPD07qU7qur+URcnSZK0EoNeyfhlwF8BLwP+NXBDkpeOsjBJkqSVGvQ6OG8Fnl5VdwMk2QB8HPjgqAqTJElaqUG/RfWoh8JN51vLWFaSJGmsBt2D87EkVwOXd+MvBz46mpIkSZJWZ9C9MAX8AXAs8FTgwpFVJEmStEqD7sE5uareDHzooQlJ3ga8eSRVSZIkrcJSF/p7HfAfgB9N0nvdm/XAZ0dZmCRJ0kottQfn/cDHgLcD5/ZM31tVfzeyqiRNzIMHHPSIZ0lai5a60N/fA38PnDaeciRN2r2bTpl0CZK0an7VW5IkNceAI0mSmmPAkSRJzRlpwElycZK7k9zWM+3xSa5N8qXu+ZBR1iBJkmbPqPfgXAKc2jftXOATVbUJ+ASP/HaWJEnSqo004FTVp4D+r5O/ALi0G74UeOEoa5AkSbNnEufgHFZVuwC65x9abMYkZyfZnmT77t27x1agppc9oYXYF+pnT2iqTzKuqguraktVbdmwYcOky9EUsCe0EPtC/ewJTSLgfDPJ4QDd890TqEGSJDVsEgHnKuDMbvhM4M8nUIMkSWrYqL8mfjnwv4GjktyV5FXAO4CTk3wJOLkblyRJGpqlbra5KlW12D2snj3K7UqSpNk21ScZS5IkrYQBR5IkNceAI0mSmmPAkSRJzTHgSJKk5hhwJElScww4kiSpOQYcSZLUHAOOJElqjgFHkiQ1x4AjSZKaY8CRJEnNMeBIkqTmGHAkSVJzDDiSJKk5BhxJktQcA44kSWqOAUeSJDXHgCNJkppjwJEkSc0x4EiSpOYYcCRJUnMMOJIkqTkGHEmS1BwDjiRJao4BR5IkNceAI0mSmmPAkSRJzTHgSJKk5hhwJElScww4kiSpOftNasNJ7gT2Ag8A91fVlknVIkmS2jKxgNN5VlXtmXANkiSpMR6ikiRJzZlkwCngmiQ3JTl7oRmSnJ1ke5Ltu3fvHnN5mkb2hBZiX6ifPaFJBpxnVtXTgOcCv5Dkp/pnqKoLq2pLVW3ZsGHD+CvU1LEntBD7Qv3sCU0s4FTVN7rnu4ErgRMmVYskSWrLRAJOkoOSrH9oGDgFuG0StUiSpPZM6ltUhwFXJnmohvdX1f+aUC2SJKkxEwk4VfUV4KmT2LYkSWqfXxOXJEnNMeBIkqTmGHAkSVJzDDiSJKk5BhxJktQcA44kSWqOAUeSJDXHgCNJkppjwJEkSc0x4EiSpOYYcCRJUnMMOJIkqTkGHEmS1BwDjiRJao4BR5IkNceAI0mSmmPAkSRJzTHgSJKk5hhwJElScww4kiSpOQYcSZLUHAOOJElqjgFHkiQ1x4AjSZKaY8CRJEnNMeBIkqTmGHAkSVJzDDiSJKk5BhxJktQcA44kSWqOAUeSJDXHgCNJkpozsYCT5NQkX0jy5STnTqoOSZLUnokEnCTrgN8FngscDZyW5OhJ1CJJktozqT04JwBfrqqvVNX3gT8BXjChWiRJUmNSVePfaPJS4NSqenU3fgbwjKo6p2++s4Gzu9GjgC+MtVA4FNgz5m1OwiTe556qOnW5C9kTY7NmegLsizFaM31hT4zN1PbEpALOy4Dn9AWcE6rq9WMvZh+SbK+qLZOuY9Rm5X0Ow6x8VrPyPodlVj6vWXmfwzArn9U0v89JHaK6CziiZ/xHgG9MqBZJktSYSQWcG4FNSZ6U5ADgFcBVE6pFkiQ1Zr9JbLSq7k9yDnA1sA64uKpun0QtS7hw0gWMyay8z2GYlc9qVt7nsMzK5zUr73MYZuWzmtr3OZFzcCRJkkbJKxlLkqTmGHAkSVJzZi7gJKkkf9wzvl+S3Uk+ssRyJy01z7gleSDJjp7HkSPc1llJ3jOq9U9SSz0B9sWwtNQX9sRwtNQT0H5fTOQk4wm7FzgmyYFV9T3gZGDnhGtaqe9V1eZJF9GAlnoC7Ithaakv7InhaKknoPG+mLk9OJ2PAT/bDZ8GXP7QC0lOSHJ9kr/uno/qXzjJQUkuTnJjN9/U3GYiybok53e13ZLktd30k5L8ZZI/TfLFJO9IcnqSv0pya5Ind/P9XJIbuvf18SSHLbCNDUmu6LZxY5Jnjvt9jkCzPQH2xSo02xf2xIo12xPQWF9U1Uw9gO8AxwIfBB4N7ABOAj7Svf4YYL9u+GeAK7rh3nn+K/Bvu+HHAV8EDprAe3mgq38HcGU37Wzgrd3wDwDbgSd19X8bOLybvhN4WzffG4Hf6oYP4eFv170aeGc3fBbwnm74/cBPdMP/DLhj0j9Xe8K+sC/sCXvCvuh9zOIhKqrqlswfazwN+Gjfy48FLk2yCShg/wVWcQrw80l+uRt/NN0PaSQFL26h3YunAMdm/n5fMP9+NgHfB26sql0ASf4GuKab51bgWd3wjwAfSHI4cADw1QW2+zPA0UkeGn9MkvVVtXcI72kiGuoJsC+GpqG+sCeGpKGegMb7YiYDTucq4ALmU+kTeqb/GvDJqnpR18TXLbBsgJdU1bhv3jaIAK+vqqsfMTE5CbivZ9KDPeMP8nAvvBt4V1Vd1S1z3gLbeBRwYs0fg25Jqz0B9sVqtNoX9sTKtdoT0FBfzOo5OAAXA/+lqm7tm/5YHj5p7KxFlr0aeH26+JnkuJFUuDJXA69Lsj9Akh9LctAylu99/2cuMs81wP+/83uSVk5Sa7UnwL5YjVb7wp5YuVZ7Ahrqi5kNOFV1V1X99gIvbQPenuSzzN9GYiG/xvyux1uS3NaNT4s/BD4P3NzV9gcsb0/decCfJfk0sGeRed4AbOlOQPs88O9XUe/UaLgnwL5YsYb7wp5YoYZ7AhrqC2/VIEmSmjOze3AkSVK7DDiSJKk5BhxJktQcA44kSWqOAUeSJDXHgCNJkppjwJEkSc0x4IxZ5u8k+xdJPpfktiQvT3J8d5fWm5JcneTwJPt1d1k9qVvu7Ul+Y8LlawTsCS3EvlA/e2KZJnEH01l+AC8BLuoZfyxwPbChG385cHE3/BTmb8B2MvDXwAGTrt+HPeHDvvBhT6yFxyzfbHNSbgUuSPLfgI8A/xc4Bri2uzXJOmAXQFXdnuSPgQ8zf2Oy70+mZI2YPaGF2BfqZ08sgwFnzKrqi0mOB54HvB24Fri9qk5cZJF/CXwbOGxMJWrM7AktxL5QP3tieTwHZ8ySPBH4blX9D+AC4BnAhiQndq/vn+Qp3fCLgScAPwX8TpLHTahsjZA9oYXYF+pnTyyPN9scsyTPAc4HHgT+EXgdcD/wO8wfT90P+C3gSuaPrT67qv42yRuA46tqsdvPa42yJ7QQ+0L97InlMeBIkqTmeIhKkiQ1x4AjSZKaY8CRJEnNMeBIkqTmGHAkSVJzDDiSJKk5BhxJktSc/wcO7Ykm2lhmcgAAAABJRU5ErkJggg==
" alt="" />
- pandas.Categorical(values, categories=None, ordered=None, dtype=None, fastpath=False)#对数据分类，Categorical是一种数据类型， ordered可以定义顺序
In [8]:
from pandas import Categorical
ordered_days=tips.day.value_counts().index
print(ordered_days)
#order_days=Categorical(['Thur','Fri','Sat',Sun']),是指定顺序
g=sns.FacetGrid(tips,row="day",row_order=ordered_days,
size=1.7,aspect=4)
g.map(sns.boxplot,"total_bill")
CategoricalIndex(['Sat', 'Sun', 'Thur', 'Fri'], categories=['Thur', 'Fri', 'Sat', 'Sun'], ordered=False, dtype='category')
E:\Software\Anaconda3_5.2.0\lib\site-packages\seaborn\axisgrid.py:703: UserWarning: Using the boxplot function without specifying `order` is likely to produce an incorrect plot.
warnings.warn(warning)
Out[8]:
<seaborn.axisgrid.FacetGrid at 0xb0a26a0>
aaarticlea/png;base64,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
" alt="" />
- FacetGrid的 palette指定类别的颜色
In [9]:
pal=dict(Lunch="seagreen",Dinner="gray")#指定,palette颜色
#palette参数，一般在使用hue时来改变颜色的，有这几种系统给的可选deep, muted, bright, pastel, dark, colorblind
g=sns.FacetGrid(tips,hue="time",palette=pal,size=5)
g.map(plt.scatter,"total_bill","tip",s=50,alpha=0.6,linewidth=0.5,edgecolor="white")#s=>size,edgecolor=>颜色
g.add_legend()
Out[9]:
<seaborn.axisgrid.FacetGrid at 0xb83f588>
aaarticlea/png;base64,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
" alt="" />
- FacetGrid的 marker的形状及坐标范围指定
In [10]:
g = sns.FacetGrid(tips, hue='sex', palette='Set1', size=5, hue_kws={"marker":["^","v"]})
#g = sns.FacetGrid(tips, hue='sex',palette='Set1',size = 5, hue_kws={"marker":["^","v"]})
g.map(plt.scatter,"total_bill","tip",s=100,linewidth=0.5,edgecolor="white")
g.add_legend()#马如蛟,15185176184,机械工程学院
Out[10]:
<seaborn.axisgrid.FacetGrid at 0xbcaa0f0>
aaarticlea/png;base64,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
" alt="" />
In [11]:
with sns.axes_style("white"):#风格
g = sns.FacetGrid(tips, row = 'sex', col = 'smoker', margin_titles=True,size = 2.5)#实例化
g.map(plt.scatter, "total_bill",'tip',color="#334488", edgecolor = 'white',lw = 0.5)
g.set_axis_labels("Total_bill(US Dollars)",'Tip')#轴的名字
g.set(xticks = [10,30,50], yticks =[2,6,10])#x,y轴的刻度
g.fig.subplots_adjust(wspace=.02,hspace=.02)#子图和子图之间的间隔设置
#g.fig.subplots_adjust()：left,right,top,bottom,wspace,hspace可以设置这几个位置的间距
plt.show()
aaarticlea/png;base64,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
" alt="" />
In [12]:
iris = sns.load_dataset('iris')
g = sns.PairGrid(iris)
g.map(plt.scatter,s = 20, edgecolor = 'black')
plt.show()
aaarticlea/png;base64,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
" alt="" />
In [13]:
g = sns.PairGrid(iris)
g.map_diag(plt.hist,edgecolor = 'black')#对角线上图片
g.map_offdiag(plt.scatter,s = 20, edgecolor = 'black')#非对角线上图片
plt.show()
aaarticlea/png;base64,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
" alt="" />
In [14]:
g = sns.PairGrid(iris,hue= 'species')
g.map_diag(plt.hist,edgecolor = 'black')#对角线上图片
g.map_offdiag(plt.scatter,s = 20, edgecolor = 'black')#非对角线上图片
g.add_legend()
plt.show()
aaarticlea/png;base64,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
" alt="" />
In [15]:
g = sns.PairGrid(iris, vars=['sepal_length','sepal_width'],hue = 'species')
g.map(plt.scatter,s = 20, edgecolor = 'black')
plt.show()
aaarticlea/png;base64,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
" alt="" />
In [16]:
g = sns.PairGrid(tips, hue = 'size', palette='GnBu_d')
g.map(plt.scatter, s = 50, edgecolor = 'white')
g.add_legend()
plt.show()
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAj0AAAIUCAYAAADxMp3/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXl4XGd59/95zmhfZqQZydp3ydoXW7bjOCFAAtlpEghbdqDkelvevhQoTdpAICEGp5S2v5f2R8uaEEJJoUCAJBBImgAhceJNsmRLlq3NWmxLI82MdmnmPO8fo5El64wWz4w1kp7PdemSZ87MOY917uec+9zPfd9fIaVEoVAoFAqFYqOjrfUAFAqFQqFQKC4FyulRKBQKhUKxKVBOj0KhUCgUik2BcnoUCoVCoVBsCpTTo1AoFAqFYlOgnB6FQqFQKBSbAuX0KBQKhUKh2BQop0ehUCgUCsWmQDk9CoVCoVAoNgXrxum5/vrrJaB+1M9yP2GBslf1s8KfNUfZqvpZxc+6Z904PYODg2s9BIVixSh7VawXlK0qNhPrxulRKBQKhUKhCATl9CgUCoVCodgUKKdHoVAoFArFpkA5PQqFQqFQKDYFyulRKBQKhUKxKVBOj2JdoOsbolpSsUlQ9hp+qHOiAIhY6wEoFEsx5fbQ2DdEQ/8wtRnJ1GRaiY4wrfWwFApDlL2GH+qcKOYTcqdHCNEJjAAewC2l3CGEsALPAPlAJ/ABKeVwqMeiWF9MuT089PxBDvbYAXgaqM+2sffGenXRUoQdyl7DD3VOFBdyqZa33imlrJNS7ph9/SDwkpSyBHhp9rVCsYDGvqG5i5WPgz12GvuG1mhECoV/lL2GH+qcKC5krXJ6bgGenP33k8CtazQORZii65KGfuPgX2P/MLpU6/OK8EHZa/ihzonCiEvh9EjgRSHEQSHE/bPvpUkp+wFmf2+5BONQrCM0TVCbkWy4rSYjGU2ISzwihcI/yl7DD3VOFEZcCqfnCinlduAG4BNCiKtW+kUhxP1CiANCiAMDAwOhG6EibPDo+ty/azKt1GfbFmyvz7ZRk2m91MNaEcpeQ8taPZmv9LjryV43i61eqnMy/7qlCG+EvIQXEiHEF4FR4OPAO6SU/UKIDOAVKWXpUt/dsWOHPHDgwCUYpWItcOs6A+NTdLsmiDZpVKSYiTJpc5UXjf3D1Kys8iIsHt82q73qUgb9CXrao3Ns0MUx+wgVtsQ52wg1F3Pc9WivG91WL+KcrJhpj07TgIuWoRHKrIlUpV4a2ww2q5i3a26vgRLS6i0hRDygSSlHZv99LfAo8AvgXmDf7O9nQzkORXjj1j10uoYZnHRhjU0kIz6Rp5tPc2dlDtERJnbmplKfk6LC0WGMW/fQN+akb8xBZnwSmfEWIrTAbyzTHp19b5ygccAFwE/ppybVzIO7t4b05nKxx1X2Gn6E6pxcaCNcItsMJqGat+FMqEvW04CfCa+hRQA/lFL+WgjxFvBfQoiPAd3A+0M8DkWY4tY9PNfZRM/o+YTD7IRkbi+r4Nigi7q0JAB1AwljLjyHB+kmOyGZm/KrAr6AHht0zbupeGkccC2wjVAQ6HGVvYYfwT4nTQPGNtI04GJ7euhsM1iEct6GMyF1R6WU7VLK2tmfSinl3tn37VLKa6SUJbO/Vf3gJqVvzLnA4QHoGR2mf8zBlEfHo7qohj3+zmHfmDOg/epScsw+YrjtuH00ZDk+a3VcxfrBo+u0DBnbSOvQ6Lq4boVq3oY76yMGp9iQ6FLSN+Yw3DY0NUquORaTpp6Yw5mlzmHfmJNAcgY1IaiwJRpuK7clhCyaslbHVawfTJpGmdXYRkqtCWF/3QrlvA13lNOjWDM0IciMNw4Dp8QkkhoXfYlHpFgtS53DzHgLIkAHoSLFTE2qecF7NalmKlLMfr4RHNbquIr1Q1WqsY1UpYa/jYR63oYzSntLsaZkxlvITkhelNOTb04mQlM++XrA3znMjLcEvO8ok8aDu7dybNDFcfso5baES1K9tVbHVawffDbSNOCidWiUUmvCuqreCuW8DWcuacl6IGz0ssrNgq5LtAtCv+crCJxkxlsCrSAIi0eU9WKvRufjYgjyOTQkFOXwYXDcNbfX9WKrgRIsWzfCo8uwX9Iy4iLm7fr7T16AivQoLglLKR1HaCZyE63kJCRv6LBqOBFs5elLcQ7XKpdG5fCsby6Fyvp6dHhgc157ldOjCDkrVTreLJNurQml8rQ6h4pwQqmsr4zNNG/Xx+KjYl2jlI4vDfoKy2TV+VBsFpStKy5EOT2KkDLt8Sil4xAz5fbwVvcA332rjbe6B5hye/x+VilPKzYLytYVRqjlLUXImHJ7eLapm61+SjiV0nHgrDZ871OeftpgX+p8KDYSytYVRqhIjyJkDI5N0u8apzo9ed2oT683LiZ8H0rlafX0rAgnKv1ceyrTk4N6HGX36wcV6VEEnfnq1JcVpWPSNB6+to4jfUO0DbioSEtie7ZNJRIGyHLhe38Ci9ERJvbeWB9U5em1UkJXKPyh65KX2vp46F21HD0zTNuAi5JUM9Xpybzc1seNFTkBR3uU3a8/lNOjCCqLlYe9XUr/z/ZCDvXYSYmPJj0xVjk8QSCQ8H0wlafXSgldoVgKTROkJ8Zyxw9e5eqSDDLMsezvGuArv2vk0eu3KbvfpKgzowgq/tSpW4ZGmPHoHOkdItMSt0aj23gEulQVjLyGpRTJFYq1pCbTSmV6Es8f7+E7+9t4/ngPlelJQVnKVXa/PlGRHkXQWEqdusM5wR3bC0mJj1FRniASiqWq1bCcInnNFotKGFWsGaGaH8ru1y/K6VEEBV+r/qqURH56on/R9nJbAlmW+DUY2cYnmEtVq8WnSP58xFmuyLKRFhfF2fFpXuu1K0VyRVgQivnhs/ufYnytC7bdr5UEy0ZEOT2KgJjx6LQ7nbQ7XRRazJTbzNxUmMZz7WfnPqPUqS8Na3VRrEwx8+/X1nLK4aJvbJQ9yWburswm2qQieorwIdjzoyLFq7J+Yf5iMK91F15fCy0WIlW+UEAop0dx0cx4dL7bfIy2YScALwElyRY+WllOfbqF5kGlTh0u6LqOFkLV+qdbWufsAHx2UBGy4yk2HqG20WDjU1k/NujiuD341zr/19cK5fgEgHJ6FBdNu9O54EYH0DbsfSqp2ZJMVapa115rpmbcNLT3cKTjNHUFOdQWZhMdGdxp798OnJRag9sPRbHxuBQ2GiqiTBp1aUlUp1qCLjqq5lVouCSWJYQwAQeAXinlzUKIAuBHgBU4BNwtpZy+FGNRBIcZj4d2p3GVQrvTRUlyknJ41pipGTcPPvEzDrR1AfAU+9lRkse++24Lyk1l2qMzNDGl7EBx0YTaRkNNqPr06FKqeRUiLlWM7JPA8XmvHwf+WUpZAgwDH7tE41AEgWmPzq87zpEZn2C4vdBiVhMyDGho75m7mfg40NZFQ3tPwPv29Sj5WduZsLQD1SF3fRBKGw01vjnw2Osn+OmJfh57/QT73jjBtEcPeN+aEBRajHOD1PU1MELu9AghsoGbgG/PvhbA1cBPZj/yJHBrqMehCA5uXadpwMUzLb0UWMyUJFsWbC9JtvidrIpLh67rHOk4bbitoaNnxYrs/vD1KHmt176EHVj8fDt0THt0jpx18KPjPRw56wjKDUgRGkJto6Em1H16Ci2WsJlXG4lLET/8F+BvgcTZ1zbAIaV0z77uAbKMviiEuB+4HyA3NzfEw1Qsh1vX6R2ZZEb33kj+YX8bf3tZKR1Ob9VObmIixUkWIjdp1U442aumadQV5PCT6ENcU1tGpjWJviEHLzW0UFuQjRZA/sH8HiWTbn2RHaxVlYnqkLtywsFWfTb6FPsXbQvURkONbw7ERGizrRqiOTs+xWu99qD16Yk0aXy0skJVbwUZIUMYBhZC3AzcKKX8SyHEO4C/AT4CvC6lLJ79TA7wvJSyeql97dixQx44cCBkY1UszbTHG+FpGRqhzJpIUXI8X93fRqdznD3ZVtLiotm2xUJOYiyRa9t8MCyulOFgr9NuN5NuD80DLjpGJilIjKEy1UxMhImoiOWfd3Rd+r3xHDnr4LHXT8y9jjFp7Mm28t6SDNITYoP2f1gNF47Jx+cu30pdWtIajGhFrLm9rqWtXpjTA4Qsp2cpe74YWu0jpCfE0GIf4ZRjjKKkeMpsiZwZnaTUlrj8DlZBGPXpCYtBBEKoIz1XAH8mhLgRiAHMeCM/SUKIiNloTzbQF+JxKC6SKbcHiTeqcz6U632C/uxlJXzixQZe7hqkJtXMzcXpmzbKE5YIjX85eHJRH5EHd29d8mtTbg+NfUM09A9T66eD7YU9SiY9OoPj01hjo4P//1gBqkPu+iQ6MoJ9991GQ3sPDR091BZkB716ayX2vFp0KclPiuPxN9oWza8HdpcE3UlRths8Qur0SCn/Dvg7AF+kR0p5pxDix8DteCu47gWeDeU4FBfHtNuDLiXH7aOGa9enhsf4q/pCIjWNqlTViyfcWCrnwF/kY8rt4aHnD3Kwxw7A03i1vPbeWL/gRhHqHiWr5VJ3yFUEj+jICHaV5rOjJC/oS1ortefVognBscERP/NrhG3hG1nc9KzVXeoB4NNCiJN4c3y+s0bjUCyBR8KBMw5ahoyfoFuHRkmPj6Zmi3J4wo3lIh/+qpsa+4bmbhA+DvbYaewbWvRZX4+SD5ZnUZeWtOY24Is+zUd1A18/hCKHZzX2vBq8D4PG86tlifmlWHsuWSMEKeUrwCuz/24Hdl2qYytWj65LmgddNA2OsD3NuFqg1JpAVmIsEeuoi+pmQROCMmsiGEQ+Sq3GkQ9dlzT0Dxvur7F/2K92UbhEUcIt+qRYWy7WnlfCxcwvRXigrgYKYwScGB7ltV47ZbZEwyfoqlSzcnjCFF1KSm0Jhuet1JZg+CSqaYLaDONOrzUZyeviQh5u0SfF2hFKe76Y+aUID8K/5aXikuOrcqiweRXTv7q/jc9eVkKLfYR2xzil1gSVwxPmaELQNzLBJ3cUzZ23wqQ4ymyJ9I1MUGI1ri6pybRSn21bsCRQn22jJtNq+PlgV8QEi/XgoClCT02mlT15qSTFRZNpjqPPNY5jfMqvPa+Ui51firVHOT2KOeZXOWzLtFKVaZ2r0PnEiw3sybZSnWKmZouK8KwH8izxfO3NNiwxkaTFxXDwrIOXuwb4zK4Sv9+JjjCx98Z6GvuGaOwfpsZPtUsoKmIUimATHWHi4eu2caTXztEzDq4qTKMuyxYUW72Y+aVYe0LapyeYhEPfk43MjEfn1VNnONxr539O9jMx4+F9NXl8/PIyjq+vHImweMQPF3v1aQNdzPnzV3Z7YUUMwJ68VL54/XZMmlBRltWx5n+scLHVUGBkq8Go3vIRyPxap6y5vQaKivQo0HUdty6pzbZhNUfz8d2lfP6FQ/x3YxeX56VSn5Oq+pysU3w5Lis5fxc6Of4+f2FFTFV6Mp+9uoajAy5OOkbZk2klPSEGTSgHSLG2LFW9tTM3NSjHKLMlUGpNRIj1EUDY7Gxol1SxPG5d5+z4FI0DTnpHJqhMTeaYfYQv3bCdmAgTR/qGw6kbqOIiWer8rUav6sKKmNhIE1+6YTv/91A7Pz3Rxw2FaQxOTPNfLb0cOutgwu1hJgj6VyoxdOOj68HVSVuueitQm3J7dCRwbHCUn7X1cWxwFDn7/npjM80vFenZxLh1D52uYQYnXVhjE8mIT+SHzae5ozKH5oFhri7JWDdVO4rVMzXjRge++ubJFetV+Spinp59/c7iDFqGRjgxPMq/vbuWf37r1KIOtZ/aWYyEiwr7u3UPfWNO+sYcZMYnkRlvIUJTuUMbiakZNw3tPRzpOE1dQU7QOjJfaKvzCcZ1zQM8Pk/rzdep/oHdW9fNjXUzzq/1cm4UQcate3ius4me0fNPQtkJydxeVsHxQRc55ni2Zfmv2lGsb6Zm3Pzs9SPkFeStumvz/AqvTHMc7c5xrsiycWLIuHP3sUEXGfEx5FriVjXGC230IN1kJyRzU37Vhr8wbxYu1N56iv1B1d5abTXiStGlpHnAuON584CLurTwTwfYrPNLOT2blL4x5wKHB6BndJj+MQdTHhMJkZG8vShdKfpuUBrae5hxe+gYmTTcvpRe1fwKr0m3h/i4GDqd47QNjxruq90xTnxkxKqXSf3ZaN+Yk9xE5YxvBBraexaIjQIcaOuiob2HXaX5Ae9/pdWIq0WXcslO9bVbLGGf8rtZ55dyejYhHl2nb8xhuG1oapQ8czrRJoGmytIvGbquh/zv7TuGrusc6TjN8Og4V5UUGn52Ob2q6AgTO3NT0aXErUt6RyfIMScYfrYwKQ5zVMSqHB5dSr822jfmJCchGRHmT9KKpfHZYWx0JNfUlpFptdA35OSlhhYaOnqCpsXls9VAOjBfSISmLdmR2RSGvavms5nn15JOjxDil4DfDCcp5Z8FfUSKkDHj9nDWMcLY1CTpCcZ6RCkxiaTERSuH5xIRqnyGpY6xrSiHuoIcPveDZ7n/xrcvUEuH1elVaUIQZRJcV5CGR0q/+4peImJoFAHShCAzPomDdC/6fGa8ZcNekDcTmqZxZUUx77+ynsaOHlp7z7K7tID7r38b/UPOoDe9DPZyU1Wq2dDeq1LDX+ttM8+v5a6u/3hJRqEIOVMeDw1nHZx0jlNkjmV7QjLZCcmLcnryzcmg66CcnpAT6nwGf8e4oqKIR+68mcrcTB564mfsve82WuwjdI5MXXSvEanrDLlG+dtdJbQMjXDcPkqJNZ7KFDMRQhguk/p6nByzj1BhS1x03Mx4i6GNZsYba8Ep1h9FGSk8+MTPFyxxeefArWs4qpXh03prGnDROjS67jrVb9b5teSVVUr56qUaiCJ0THt0Xuw4x4xH4pxy8/UjnVwzNMZdlVX0jjo4M+EiI85CZrwFXZdERahVz0tBqPMZ/B3jtWOnONU/yL77bqOhvYefv3aIt1dvZcfWDCJXkOtwYWRmvmMVGxXJ9fWVXLu9grJUCxF+bgDTHp198ypfjKrGIjQTN+VXzVaXOMmMt2yK6pLNxOFTxnPg8KkedpcVrNGoVsa0R+fbR9q5rTSbrckJjMy4+faRdv68rnBdOD6bdX4tt7x1lKWXt2qCPiJF0PFIyZa4aE45xtieZuGOimy+ur+NQ/1DJKNTmpSGJS5GLWldQnz5DEYEK59hqWO8duwUZdnp7CrNX/Gx/EVmGtp7aO7u4+Zd1XN5GZ/+9o957K5b/DpvxwaNK18urBqL0EzkJlo3dI7BZsXj8dDY2WO47WhnLztL8jAF0XkItk5cl3OMO6vyaLGPcMoxRlFSPHdW5dHlHFs32lubcX4t90h/8yUZhSJkTHt0vrq/bdG682cvK+HF9nOkWWMYHh0nOWF15cSKwNA0jbqCHJ5i/6JttQXZQbk4L3WMspx0PLqOpplW7PD4i8ycc47wzIP3c7R/mBP2US7PzeX+G67iD0fbDG80upQcsxtXvvirGtssF+TNhBCCmvwsw23V+ZlBO+eh0InTpSQzMZavzetxBd5r62d2Fa+7hq6baX4tt7zVtdR2RXgz49FpPOc0fKJusY9Qn24hLS5KRXjWiNrCbHaU5C3KZ6gtzA75MaryMmlo72HH1rwV7WepyMy7t5fz0POHFvVCefT6bYYOlSYEFbZEfmpQ+bJc1Zhi46BpGtuKcgztc1tRTlAc/wu1t54mONpbmhC02o37UrXaR9mebtzjSrH2LLe89Ucp5ZVCiBG8y1xi/m8pZfinqW9idClJT4jm+oItvHJ6kEn3+fbo7Y5xtqclIaWucnjWiOjIiLm8moaOHmoLsldUvbWap8hIk8aX7noPvXYH41MzxEVHsiXJzEPff5ZthTlsL85d9uayXGQmNSbSUN+o+Yxjkb6Rb+wVKcaVLyutGlOsf3Rd580TXXzl3ls53H6aps4+qvIz2VaYw1snuthTXhSw4xMq7S1fn56YCI0rsmykxUVzdnyK13rttA6NBr054XqLHIUzy0V6rpz9fVELlEKIGOD3QPTssX4ipfyCEKIA+BFgBQ4Bd0sppy/mGIrFeHQdiWRocpJjdjtvy7HwofIs9r3RRsuQt4Gc94kaTCbl8Kwl0ZERK86rmfHotDudtDtdFFrMFFosyzaP1DQNU0QELi2StqkZSmIjSZuN7K10GU0TgqtzU3BOuXmt177AeS63JXBq1iGKjTRxbWkWu3NTkcI7Xt/F+sJ8oMoU79LYJlOoVsxD0zSiIyL4wL5v8b9ueBu7tubTax/mA/u+xec+eGMQctq82luxkSbeWZxBpjmOPtc4/3Oyn8b+4YD69mhCsDM9iZuK0udyenz5kufGJoPmoFzMnL8YNpNTteI7nhBiO3Al3kjPH6WUh1fwtSngainlqBAiEvijEOIF4NPAP0spfySE+HfgY8A3Vj98xYXM11JJiUnkiqx0vtfUQqRJ428vK+UvX2xgq9V7gzGpZa2wYSUOz3ebj9E27ATgJaAk2cJHKyuWvAhOe/QF2lrgjajs++h7iTYtH96fb0/vLjBzV2U2j886z77IzNHpGarSk/nyTfVEmjROOZx0j4xQaDHj0SUepN98oJUqwCs2JrWF2RRlpPKVH/9m7r1gLfFqmuCK/FTeV53H0TPDnBhwcVleKn9+2VbOjIwHbHN5lvgFdg3M2XUwuNg5vxqU9pYfhBAPA+8Hfjr71hNCiB9LKR9b6ntSSgn4etNHzv5I4Grgjtn3nwS+iHJ6AsafntZHqsrZ+8ZBekdHePRtZWQlxqkn6nVGu9M5d/Hz0TbspN3ppNSa7Pd7/nJx2p0TfrW1fPizp4f2VNI2NEqZzRuZqcqwsvemJISAJ48dX3SRvreinBNDCyUqfPlANamWoDehU6wfLnaJd6UU2sw8+pvDJMVFk2mOY3/XAL853sPD120LeN8rrUC8WC52zq+Uzaq9tdI734eBnVLKL0gpvwDsBu5cyReFECYhxBHgHPBb4BTgkFK6Zz/SAxin8CtWjEfX6Rl1+NHTclK3JYVO1wi55rglu+Mqwg9dStqdLsNt7U4XujTuKrFcLo6/7/nwp80zMOGiZkvSnOMcHWHCMTXDKYfL8CLd4XSyJ3uxls9x+ygN/UO81T3AlNuz5FgUGxffEu9H372HXaX5Qe1I3m538TfvrOayvFQm3B4uy0vlb95ZTbvdeD6tFI+uLzm3PPrSc2s5LnbOr4altLc2Miu1rk4gBvCpE0bjdV6WRUrpAeqEEEnAz4Byo48ZfVcIcT9wP0Bubu4Kh7r5mHJ7GJt2c2bc2FgHJ0exxsSQk5hAhFrSChkhs1cJOYnGaXUXvj9fwyuQKqnVaPPoUuKamqFvzFhwtNM1Qlpc9KL3Cyyx/O5EH88f7wlKRY1i5YTTtXVqxk2f3THXOiPTlhQUx0fXJTlJCXzxN4cXVRZ+8bptAeWxCCHYajXWmiuxxhOM1do8s/Gc9/f+atjM2ltL3gGFEF8XQvxfvLk5zUKIJ4QQ3wOaOL9stSKklA7gFbxRoiQhhM+qs4E+P9/5ppRyh5RyR2rqxWfab3T6nOO4PToZccbtw1NivM5OoWVjtxdfa0Jlr5omKE4yU5K88PyVJFsoTjKjCcHUjJs3Wzv59ouv8WZrJ1MzbqbdbgotsdxblcMd5Vlck5dKTIS2oiopnzaPERdq82hCYI6OJDPej+CoxUzkBc52TaqZMmsiL7d5HTJfRc2F6AE+MSuMCZdr67TbzdTMDN0DQxw42UX3wBBTMzNMu93Lf3kZNE3QfGbYT2XhcEA5PZoQVM5WIM6nJtVMZYo54HwhTQiKLBYqbMnsSk/jhoJcdqWnUWFLpsgSeA7caub3RmM5d/rA7O+DeKM0Pl5Zyc6FEKnAjJTSIYSIBd4FPA78D3A73gque4FnVzFmxTxmPB7G5Axt9mHekZNpqKWSm5hMXqKx/pFifaAhuLO0lJMOJ/3jY2TExVOcZEFD+NXw+sq9tyKAEmsMHU4XV9ksfKQ6BwEryulajTZPenwM1phISpItC5a4SpItFFosFFgs5JpjvZpcyfEUJ8Xz+RcOMTlvWWt+RU0oGsopwg+3R+cLT/9qUZ+evffcQlSAwR5dlxw9YxzNaJptpxCI8xAhBJ/aWcyxQRftjnEKk+KomNWaCwYmIbirvJRTDiedrhGqU6wUzc75YKC0twyQUj65kp0IIf5bSvk+g00ZwJNCCBPeqNJ/SSl/JYQ4BvxICPEYcBj4zirHrcDr8Hy3+Xzi6IlhBx+rrmBgYoS+MScZcWayEpJACr8aSIr1wSm7i/TEOOK0SDKiEojTIpjx6Jx2jBItPYv0i5q7+0AIfniibZETcnfZ1hW15BeIFWvzRJm8l+J7K8oXVG/NL7H1VWp1DY3y4adeWeDwANRkJM85PKFoKKcIL3Rd5/Cp04skTF5qaOHwqdNcXlYYUJK7pglqM5J52mCbz9YCIdKkIYGM+BjiIyMwR0UQbdKC9nApge/Nu77D+eqtYKC0twKj0OhNKWUjsChNXkrZDuwK0rE3HVMeD6PTbjzSQ3J0DNGmUaY8HjpdI3zp9QP877pqqpKziY00qbL0DYCuS17rHOC/Gzq5uiSDDHMs/a4JXm7r5/bafLbZYhZ955raMk46HIaJxV2uUcpTFicW+5jyeGgecNEyNEqFLYHK1KQVrfFHmjRMUlJuS6bcZnxT0YQg0xJHZXrSojyLmkzvmELVUE4Rfgy6RnnmgY/T2NFDa+9ZdpcWcP/1b+MPTScD3reuSyrTk6nPti2ytcr05KD2ppH+JSovmlBXb8F57a3shCQ0sTnuFcFyetTC+yVixuPBres4p0c5N+Fke5qFmwpz+V5TC52uEaZ1nYZBO9fkZhOEBH/FGrEgIdn3xHrwFM8fXyjQWJORjDVq8cUq05rE6dExw313joxQkpyEJsSiJ+kpj4fH32ib11PHm6fwwO6SJfv6GPX70ITx56MjTOy9sZ7GviEa+4epmbd85WsoZ0SgDeUU4YWmabx7WzkPff9Zw+WtYLQyeKmtj4feVcvRM8O0DbgoSTVTnZ7My2193FiRE9C+L9Sjg/N9egJtCbJW7yLXAAAgAElEQVRc9ZZv/gbKZuzTszlcuw2Cx6OjA787fYwXuo5y8Fw3v+lu5nenj/ORqjKiZm+S+WZvIp1a0lp/GCUkA1SmJ1GfbVvwWe8TaxJZKUnsKFmooRUZYaLQYpysnJ2QgC4l3z94clG5ePOAce+R5gH/Jb6+fh+/7Gjk4LluftnRyHOdTbh1/2Xo0REmduam8pFdJezMTZ1btvI5eEYEY0lCEV40dfYuWpo90NZFU2dvwPvWNEF6Yix3/OBV9ncNEB2hsb9rgDt+8CppibEB29JSfXoCRRPC7/wttASeKA0XN283AsGK9KgrUYiZmnETYdLoX6YXz/DUFEVJZlWavg7xl5D8+Edu47eHjvHQNdUc7R+mzT5KiS2B6oxkfnfoODfvqjZs8KZpmmFicZ7ZzJFzDgZGJ/nbtw7M5ctEaGJOpuRCWofGqN2ShMng6Xupfh+5if6X0QDDi3dNptVwScK3/KXYGHg8Ho509Bhua+jopb44D1OAD241mVYq05MWREiDYUu+HlhG2lvH7aNB6TJeaLH4LQwIBoHM2/VMsJyeB4K0H4UfhKYxMD61ZC+ed+ZkY4mOImoF8gKK8KOhvcfwqbd30EFGsoUPfuWbXF1bSqY1iT91t/PYE608drd3GSBaW6zhpUvJ3eVltA076RsbJTM+gQKLmX/Y30ZlipkMcyywMF+mzJoIfvr6iDmt4fN4pL5kv4/M+KRVO+BLLX8pNg5CCKrzjfvSVuVnBqVsut3uMlzeare7KE8LLC9me5rFUHurf3Qi4HGDN0fuo5UVIdHe2sx9epZTWT+Kcb6OT2W9Bu8/XgzB2BTAjNuNFBr73jhBalw01+QbN6bKjLdgi4meywNRrC90XedIx2nDba8ebePD79hJZV4mz73VNPe+kUbR/DwITQhODo/yWq+TtLhoXnM4+er+DiY9OjcXpfGHs+ef8o6fdVCfk0JVqpl7q3J4pqV3Tli0JtVMqS2Rn7T2UZwcT1WqGYGgedDFlEcnPcH4ydMancDzp85yfWHaqnMcfMtfKodnY7O9KIcdJXmLcnq2FwWWbwPGBQD7uwb4yu8aub02n9ItF58XowlBQVICjxvk9Dywe2vQbDbSpFFqTQ5aDo8PX5+eg3Qv2rbZ+/TcfElGoTBk2u1G0zSOnvOuHcdEaNxVme23t4JyeNYvmqZRV5DDU+xftK0iN2NOo6jP7sAxNkFSfOyKOteW2cz8vO0ML3cNzr3nawz4SFs/sZEm7qov4r01+TSec86poH/rum38scdOalwURckJ7P1T69zSV02qmU/tLOYf3zwJAr5xba2hTWbEJ/HoHxvINccaahHNT9b2+3fZwBffzY6maQhd55E7b+bwqdOc6D3H1qwtbCvKQRgk2a9+/4Lq9CSePuhZVABQlR64E3HcT07P8SBpb80nFPNA9ekxQErZtdR2RYgRGq/3DnF6xBsunXTrPP5GGw/srqB/zMHQ1CgZcRayEjZ+xv1moLYw2/Cp1xfNEZqGU0RwfAoqEiLIWoGTG2XS+LvdW+kfm2R/3zAlyfEUJsXz0HMHKU4x86UbthMdYeIf9rctUkH/7K4S+kcn+IvfHGHSo8/t05esuSfbystdgzz+Rhuf21NJ35iTcxMurNEJZMQn8fgbbUx69EU5DlMzbhraezjScZq6gpygCkwq1heHTp7myz9+gb+44SouK82n1+7grq99j79//w3sLisIaN+6LqnKMC5Zr8oIrGR9OV27YOT0hBrVp2cJhBC7ga/j1c2KAkzAmJRy6V72iotmRtfpHZkgLtLE7kwrz7efZdKt0zI0yl/8poE92VbeW5JBaly06sWzQVhKcXrao/NPb53EEh1JWlw0r/cN8+uOc3x6Z/GCpaP50ZNpj86xQddc9OaWkgwihGBG17lzeyHVmVZe7h5gS1y0ccXWoAu3lAscHh/tjnHS4rz9gVqGRnmquYd356fS55zk0PgIf+rpmvvefJ0vf8na++67TTk+mwyPx8NZh4snP3Ufzd19vNHaQUVuBk9+6j7+0HQSj0cPKJFZ0wQmIXj42jqO9A3N5fTUZVoxCRGYUyIlZdZEYiLOLkpkLrUmYJD+Fpb4+vRs5ByeC1npVeZfgQ8BPwZ2APcAxaEa1GbHret4dIl9cpoTQ6NU2BL5xrV1PP7GCVqGRpn06AyOT2ONVQ7PRsOnOD0/IRmgyznGX2wrWJA0WWZLpMs5Rok1cUH0ZHthLtVF2Rf02+mf6yFy7MwQjslpjttHmPFITjmM+/m0DY/xNgN1dIDCpDgOnj2fCPnq6UHuqsihaXBkUY7DfJ2vPruD7UU5pCebeamhhYmpGQ60ddHQ3sOu0vxA/nSKdYbJZOLabeX8vUGfni/fc0vAlVsAR/uHefjXhxfl9Dx6/bbAGl0KQXlKAt+4to5jg665OXlXZQ4RGuvC4ZnPZnF4YBXVW1LKk0II06xq+veEEH8K4bg2Lfqsw2O03PDQ5aX86uQZimaTSQNtgKUIX+Y7PLqUZCbG8rU3Ty5yKD6zqxi3R18QPRkeHUePT/DbQ2Rk2oN9bIohXeKccrM9zXgNv9SaQFp8DDWpZkNH5usH2+fe25qcwIzHzf/Zls9x+widI1OU2xKoSDlvp1MzbvqGnExMz8x13n3o+89ytLOXho6eRY6e7/8e7ssEiotD13WOdvYZViwe7ewztIfV7d/b6NJnPmLWExEiCI0upUQg+Oe32hbNjb+9rGTdRHo2Iyt1esaFEFHAESHEP+CtaY0P3bA2J1MenbNjk5wbnzK8YTUNuqhNM1OYFK/68GwmpKTVPmpoE632UUqTYhfcODKtSZx0jhvu6rh9lCszktjfNcDb0pP418Md3FGRbejYlFoTOGV38sDurTQPuGgdGqXUer566292FXPcPkq5LYHylERO9Z5jf2sHb6/eyo6tGUTOKzG/cFkLznfe/eC+b1FbkL3gBnfh0tx850mxcTjScZrY6EiuqS1boL3lc4IDQdMEl+el8r7qPI6eGebEgIvL8lL588u20ucaD8yZFoIWu3Eic4t9hJotGzsZeD2zUqfnbrzdm/838CkgB3hvqAa1GZny6Dz+xgmqUsxMeow7Yp4cHuP20kzl8Gw2hKBlyDhpsnVolMqURKrzszg628W2b8jBVSWGcniUWuNJTYjBMT5FmTWRrckJfHV/G5+9rIQW+wjtjnHKbQnkm+N48FcHaDozzOV5qTxy/XZqt1gWNCf0CYj6bh4VuRmUZqUZLkv460HU2NHDR6/ds6D0/sL2/vOX5pTjs7HYU17I+6+sX6S91Ws3liJZDbouKU4xLxCvhfPitYFGEZdLZFaEJyu9gtwqpZyUUrqklI9IKT+NKmcPGu5ZgcfGARdnx6coSjIOopXbEoKm4KtYP2hCUGEz7s9UlBTHs01d7L33VmKjIgF4qaGFclsiNakL6wxqUs0UmGP55vO/5+HrttHrHOMzO4u5bWsmL7afIy0umvdtzaC5x86Hn3qFpjPeG8/rXQMc6bUbdmOen6D8Zmsn3/ntQvkMWLoH0Ynec7xvz/YFScyhbO+vCB+klBRnbOHR/3yOzz31C556eT+fe+oXPPqfz1GcsQUZoHigpoklxWsDcXg0IWYbeS6m1JqglmTDmJXeQe81eO++II5j06LrOm5dzj3Jv9Zrp8zPDWt+Qqhic1FqTTC0ia3JCXzvzZM0n3VydW0pAMUZW4jUBJ/dVcyDu4p539ZMPnf5Vv56ewGPPv1L7r5mN1/9ya8ptiVybmSCaKkjpqc54xjjh4fb+fb+E0y6F0YbG/uH8eiLq7jg/NLVZ77zE556eT+f+c5PePCJn805Pr4eREbUFmQvWAZbrhRYVyq6GwaTyURDh3EEsKGjJ+BE5uXEawOxJV1KSm3Gc7LUlqDsNIxZriPzh4E7gAIhxC/mbTIDduNvKVaKL29hyqPPtf+fdOuGyw3lKqdh06LrOi8ebOYzOyo4PjRK2/AYBZZYyqyJfP6FQ0y6PbQOuLjrnbtJT7Lwgavqeej7z9Lc1TcnW9EyaCJveyU5Kcl0nh3kE392DQ3nHJx0TlBqTeSG8hwcE1OG0RzwNnP7Y/NJYqOiFvXV8bd0Nb8ia7keRD58Ua2f+pHCUE/QGwePx0ODH+2txo5edgRBe6vST5PAigCbB2pC0DcywSd3FM1dpwuT4iizJdI3MkGJnyiQYu1ZLqfnT3iTllOAr817fwRoDNWgNgNuXWd/3xBNgyMcPDPM166unksmbRka5RMvNvCBsixuL83EJFDdljcxmqaRkWzhP55/lZv37MAzMckfzg7zSFs/k24PsZEmri7OINOawD3X7ObQye4552K+bEV2SjJvqyyiJDudfzrQPm8JydeMsBhrXLRhM7etKYl88Fv/ycT0zIK+Or6lq/PJqEn0DTkWJKNqmliyB9GFVKSY/VaMKTYOy2tvBbZ/TRPU+hGvrc20BuxA51ni+dqbbVhiIkmLi+HgWQcvdw3wmV0lgQ3cAFXFGDxW0pG5C7hcCJEG7JzddFxK6fb/TcVSzHg8nHK6GHWP8fZcC3dVZvOjYz18ckcRp4bHaB0aZas1gaqURJASTQmIbnpqC7P56euHSU2I5kjv+TyFqvRk9t5UT7tjjB8d76HClkhZXsZcYvN8Z0TXJXWFOTT5qQRrsY9i1qf5/LtqGJqYwTE5jSUmkgxzHDMzboozt3C0s3dBFEfTNK6sKOaDV+2gwzVC/8QE1RUF/K8br6J30LGgIstfD6ILiTJp3n5Cg6656jBVvbUxqc7LNIwAVudlEoya70hN8NiN9RzptdN8xkFlehJ1WTaCcUXtco7xl9sLmfboc05JlEmb650VDGY8ekgERzczK+3I/H7gH4FX8Fri14UQn5VS/iSEY9uQzHg8fLf5OG3D59XSS5It3F1Zxl/9tpH76/K5qXALU7Nij5FKWVqB12F45M73cKp/gC9eW0fTWQcnzjl5f10BX53Xv8dX6bT3vtt49Olf8vCd76HFPkLHyCSJ1kSk0BgcnzI8RsvQKHliiuwtNpwjkxx3jlNqSiADMGmCfffdxu1f/g8mpmcWRHGKs7bwPQOb/khlueFxVtJ7JcqkLaoOU2w8ugeGePjDN9HY0TOnvVVTkE33wBBl2ekE6vjowKO/OUxyXDQZ5lj+0H6WXzR184XrtgW2XylxTM6Qa47j1PAYLUMjlFkTqUxJxDHpDkpkZsaj893mY3Pz6iW88+qjlRXK8QmAlZasfw7YKaU8ByCESAV+Byzp9AghcoDvA+l47e+bUsr/TwhhBZ4B8oFO4ANSysBrFNcB7U7XgpsDQNuwk9MjI1yZbSPKpDEyNs4WS4JyeBSLyElJxu1xE6dPU26JpGnAaRi1OeUY40t338I/HTRYxrqshCebTi+Slyi3JVBmy+Dx/Ysbrn1mZxERQnLd9gp+/kbDgr46HX5susPpotSaHND/Vzk8G5v8tBQe+eGvSE6II9OaxOst7Tx/oIkv3HEzwYj0NPYN8XrXgOH7gXRk1oSgJi3pApX1/qCqrLc7nYbzqt3pDHhebWZW6i5qPodnFvsKv+sGPiOlLAd2A58QQlQADwIvSSlL8DqwD65izOsWj67T7jQuu213urihcAsVtkRSzPFERigdIsV5pt1upjweWp3jPN9lZywimoq8LBxTxqvMHgRtjnE/DQ1H+EDZwlyKmlQz5bZEWuwjxktfQ6OYNI1rt1UsSEDWpVzSplUVi8IfUkoOnuzmkTvfw9urtzI14+bt1Vt55M73cOhkd8Al6x6PvmT1lr9qxJWgSznXZmTBfgdcNA8EbvdqXoWOld5ZXxBC/Ab4z9nXHwSeX+5LUsp+vInQSClHhBDHgSzgFuAdsx97Eu+y2QMrHvU6ZNrjYWTKTW6i8VpvbmIiKXHRaICmRV7awSnCjvnCoQAeCf9ysGNRBOazu4yjNpnx0fyhd8hw38fto9xSnM6WuCg6nBNzlWDOiWm/5eInhsaw95/hqsriBeKgmhAUWsy8ZPCdQotZRWoUfhFCUF+cyxee/uVcpOfVoyf4+etH+MIdNwesByWEoDrduEqrKj0poP1LKZdsGFq7xRJQoErNq9Cx0kiPBP4DqAFqgW+u9kBCiHxgG7AfSJt1iHyO0RY/37lfCHFACHFgYGBxiHK9oOs6xwZHOGYfoSjJQknywm6dJckWipK876kqrfVLMOx12u2h48wgT770xlyTP13X/T5Vtg4ZR22sMVEUJsYYHqPclsALLT384USftxLsRB//8HIjyXHRfpsg5idGc+hkF40dvYsqrgotxjZdaFFdacOVcLi2SqCps5fD7acRQiCE11E53H6aps5eJIFHMyrTk9mTl8qN5dn8+WVbubE8mz15qVSmB7Y8ZNK0JZsT+mv9sBrUvAoNK430vFtK+QDwU98bQohHWGF0RgiRAPw38NdSStdKPWwp5TeZdbB27NixLuN5bl1nxuNtuPZy1wCXZSRzZ1kppxwu+sZGyYxPoCjJjEkIJS+xzgnEXqfcHhr7hmjoH2arLYFb92zjoSd/TvTvI3j8I+/lhB8l9OP2Ud67NYOcxFhaZrWxym2J/P0TP+NLd99iWPpdnBxPXmIsdVlWXJMzXJGfRoY5jsmpab/l4pUpZr7Q0IotMWFR9VWkSeOjlRWqymQdERbXVinpH3bxzAMfXyRD8YemkwTq82iaYGRqmoev20ZD7xCNZ4Z5e2E6tVlWhsYnSYi++Ii6LiWVqYnGcyU1MSiJzGpehYblmhP+BfCXQKEQYn5fnkTgtZUcQAgRidfheVpK6XOazgohMqSU/UKIDOCc/z2sX6Y9Ok0DLmZ0b/PBn57o58mmbu6pyiUpOhaTiCQxKoIok0kZ8iZmyu0x1ge691a+9+JrjE5M+m3YV5LslSxJiomkKjURS1QkmhBU5mYSFWHiUzuLOTbommueVpFiRkhvNdbQ2BQN/V5tLaEJ2lyT2CecfHZXCa1DIxy3j1JgifX2x5nNf7hQGNRHpEmj1JpMSXKSCr0rVoQQgndvK+eh7z9rKEQbDDOyxsUsmFtPc157KxA0ITg3NsUDl5XQPDgyK8abQGVKIufGpsgxxwU+eNS8CgXLRXp+CLwAfIWFycYjUkrjhIF5CG9I5zt4+/r807xNv8ArbbFv9vezqxn0emC+aGJMhMa/vbuWmlQzv+kc4I2+Ye6qzKEwKY6sxBgV4dnk+NMHarOPctPOKp59o4EPvWOX4VNl9RYL//RmGwfPOhe8/+C7LufYoJN/fPMUe7Ktc83Tvn6wnb/ZVcyJ/iG+8adWYiNN3F6Tv6AK5cmm03ygLItbitP5j9dbeeS5g/zd1VWLhEGNUBdmxWpo6uwz7Obd1NkXsMo6+J9bgVZvAWyJj+HrB05Sn55M3RYLZ8Ym+frBU/zVjuKA9muEmlfBY7nmhE7ACXz4Ivd/BV6F9qNCiCOz7/09Xmfnv4QQHwO6gfdf5P7DEo/ujfD4biLzpSV8zQeTYyLJSIhVDs8mZ6kKk6P9w0SODvHd3/6Jt9q62PfR99LunJhr2LfVmsDJ4dEFDg+cF+ec9EgmPTovdw0u2H7cPopnNvH5ncUZtAwtrNia9Oh8v/k0W+KicOs6k24PbfZR7tmzTVUVKoKKPyFaXx+oQFiuemt7tg3TRV5/dSnpdIzx8boCWuwjHDnnpDApjo/XFdDpGKNEiY6GLSG940op/yilFFLKGill3ezP81JKu5TyGillyezvZaNG6wW3R2dsxrMos98nLTGj69xakkGlNUF1mN3E+FTJ/3j8pN8KkxJbAn1DDgCOdvZy+2P/TuzMJO/MNJMUE8VvOwZoOOc0/O5x+yh55ljj/SbH0++aACDTHEe7c9zwcx3OCTJm91GZlsTohHFTQ4XiYqnxI0NRnZ9JoEk9QogltbcCrd46eNbBJ15s4OBZB1Embe71obNOVEV5+KLuukFkxqODALcuuSLLRkzEwj/vpEcnUtOINAkuvkOEYr0zX5V87zMvsDUlkfps24LP1GfbqM5I5uWG1rn3rIlxWOLjsMTFcnZskoGJKYqS4g2PUWCJxRIVaagCXZVqJtKkERtpos81TqHFOP+gwBJLv2uC+mwbdVlWRiYm0XV1NVcEB11KqmZlKOazoySPqrxMAjU1n/aWUfVWoNpbQghv9ZYAgUDg/Y3wVm+pIE/4omLVQWLG7UEXguMDLo7ZR6iwJfKNa+t4/I0TtAyNAudvOOi6odCiYnMwX5V8YmqGh578OXvvvZUTgyM0nXFQk5FMZXoSf/PtnzAxPQPAJ256O7ddWU/zgIuX+89QZk3k/WVZmIQwzPXxKbB//ro6OhzjtAx5l8RKrYn8trWXnTkp3LujmL2/a6DMalyFUp1qwT05TU2mFU3AK00nKMvK8CsUqlCsBk0IugeG/chQDFOWnRbQ/nVdEqHB56/bRq9zDNfkDLvzU8myxKMhA6qw0oSgKtXMN66t49igtwP69jQLd1XmEG3S1NJWGKOuXEFg2u0BIRYkg/o0kB7aU8qv2s5QlBxPVapPNFEF2DYrPlXy+Rzt7OWDX/kmn/vgjdy3sxiTpjE1455zLLJsFm67st6w5f2ndhbxyR1FtNhHaHeMU25LIN8cx+dfOASA1CVZ8dGkx0WhCcHkjJsXW/toOjNMfbaNL163jXb7CA9cVkLToIsTQ2MUJcVRu8XC74+2cvBkN49+r5VH7noPKYkJfOY7P1mgsq5QBEJRRgoP/+CXi2QoHr3rPQSsuyUlIJh2e/DMho08umTa7SEmwuTt+Bygc/LPb51c9LDw4O6tAe1TEVrU3TdAdF1HCLEgcdmHV7l6hJuL06jZYlZ/bAWaplFXkLPo/YnpGVIsCbg9Om+2dvLrg83svecWvvax9/Ev93/Qb3PCtqExTthHyYiP4X1bM2nusfPhp17hlN3F3hu3Y9IELQNOnjveQ+uAE5Mm2HvjdmIiTBzssXO0f5g+1zgf+v4rJJo08uMiebW1l7e6znHwZDfPvdXExPQMTZ19ZNm8Dd18KusKRaD02h2GMhS9dgeB5vREmLQ5uYYzIxMc7LFzZsSby6ZLedFJzD6ODRrPyWODxvIRivBAPaoFwNTMDAiNP7Sf5ZzbY/iZFvsoWfHRWGKiiFYCogqgtjCbHSV5C0p1r6gooigjhQef+Nnc+//2q1f46LV72Facx8utvYb7ah0a5Z05Vn5/6gy3VOVxuNfOpNvDLVW5RGgaD//60KL+P49ev53ryrJ4tqmbY2cdREdoFKUkkhofwyd/tp9JtwdrXDSZ1vNJoFX5mfTaz1fCzFdZVyguBl1KtlgSDWUoPv+hG9FlYE/lHl1Hl/Doi0cM58CFUi+rHbs/yZbj9lFqtljUEleYopyei0TXdVzjk3Q6Jznca+dtWzMNP1dmS8AaF61K0xVzREdGsO++22ho76Gho4fagmy2FeVw+NTpBY7QxPQM//arV7nlsrrZlveLmxNutSZwpNfbcycxOpJHr/d2n81KiqfBT4+Shr4hLstN4dmmbirSkrDFR3NTeQ4P//owk7POe4ktgT91twPexNJthTl8YN+35vbjr0mhQrFSNCFo6urjT8fbF21r6upj19b8gPYvYNk5cLFoQvhtGFpuU+Xq4Yy6E18EM263V17C7e0D8T8n++eSQefja9+vHB7FhURHRrCrNJ+PXXsFu0rzMWnCb8+S9r5zVKaajSuxUhL5jz95K7ziI01841ev0HW6m0xzHM1nHYb7O3bWgcT7xLs920ZT/xB3/OBVms54Izn12TZ25KaSlmTmqx99L/vuu5Wfv36E4VFvaft8lXWF4mLRpaSx0ziCebSzL+DqLRBLzoFA83l8ki3zqUk1ezuYK8IWFelZJTNuNwAnes+Rm5pMdXoSTx/08PkXDvGlG7bTMjRCh3OCUmvCvMRlhcIYX7TEl+vzFPsXfSYyKgK708UDu7fSPOBa0PL+/3+tBcfk9KwDk0K0p5i6wmw0AbUZyTxtcMzqjGRS4qPZe0M9I+Pj3FSRS05SAo39w9RkJFOaaqbhVDfbi3LptQ/z2I+e5+8+cAMT0zNU5maq6i1FUNCEoLYg29DmawqyCDSQqGnC7xyoyUgOOBoTZdJ4cPdWjg265hqGVqSoa364o65cq8Skacx4POSkJHH67BB1OenUZ9s4OJtAenVJBtuybFTP9kJRKFaKL9enubuPa2rLyLRaiIyIICclGSEEU1NTFCVEsdWSSkxUJI39dswxkXzlxu3UZtoYn5wiOyWJrnNDFKTZqMm0ztmmj/psm7dHCZJn32igKD2F2sIEduamUp+TQudZO7fv/fe5Unkf79lVy73XXK6WtBRBpc4gv21HSR51QYok+psDNZnWoOw/yqRRl5akcnjWEcrpWQVTMzMcPnWaxs5eqvOz2F6Uw5khB3tvrOdIr52mMw6qM5KpzbQqh0exYnwJldGRETz+kdtwe3QOnzpNc3cfpVlpaJpA1yVf/q9fzyZ8WnCOTXB5WSH31BehS8mBk10MOkd597ZyegcdfO/oCd69rZy9N9bT0Gvn6BkH1elJs87RJDFRUaRbzbx1sosZj05tYTaRJo3fHTm+yOGB4MgCKBTzkVJiEoJ9993K4VOnOdrZR3V+JtuKcjAJEZSuxtERJvbeWE9j39BcJLMm0xr0ohLl8KwfhFwn/bJ37NghDxw4sGbHn3G7eeVoG4dOdfNSQwsTUzOz/UpupaWrn/zMFGIiI4k0mS66IkARFMLi6rMSe512u+kddPDK0RNzy0bAggou8D75fvmeW5iccdPc3YfdNca7t5XT3NVHeU46n//BL2nu7uOZBz7Oo//53ILvvqO6hC/ccTOtvWfpOmvniZde57ufvIfP/+CXi46x777bONrRy6e+/eNFY/3ax25nV2l+gH8VhQFrbq9rdW3VdZ0Zj4fHfvQCl5cXkm1Losfu4PfV7oYAACAASURBVPXj7XzuQzcE/VoaSDNCxRzr/g+o7s4rYGrGzYGT3XScHWR3aQHPPPBxqvOzONDWxaFTp8lPT2F/aycglMOjWBaf7tYTv3ud7oEhbr28jideep2fvX6EhvbThqrTRzt7+c2hZh79z+e4qqqEX+xvZMbjodfumFsOa+zoWfTdV462caCtm66zdr7y499QX5zH0S5jZeuG9p65Jbb5qMRlRag42XeOT9/2LuKjo3ijtYP46Cg+fdu7ONl3LujHUg6PAtTy1rJMzczw4BM/X/RUvPeeW/jgvm/R1NnH9qJc3lm9VSlQK5bFp7tlZE+/PtjEkQ7jpn8NHb1ER0Zwz9W7iY6MICPZTFNXH5W5mTzzwMfZ39pBa+9Zw+8e7eydK//dXpTLUT8VM74lrAvL6VXisiIU6FKSt8VmGHX80l3vCbhPj0JhhLqSLcGM283Bk92GT8WNHT1cXVtKdX4mkSZNRXgUK2K+7pYPnz0lxceRl2oz/F5Fbgb7Wzu4//q38dD3n110k3js7j/j4AX79VFTkEVsVCT77ruNHSV5JMfHMTw6TqbVQt+Qc2651td7J1rzltOr5oOKUOLr02M0H4LRp0ehMELdqf3g9njQpaSpq89w+4nec2wvzmVbUY5yeBQrwkh3y8eJ3nOYTBr1JbmGy0vbirzSFUc6jJe/Dp/qZluR8XfrCrMpztzC5WWFREdGUF2QyZ7yIiamZ+aWa99/5fZFS1jK4VGEErlMn551km6qWGeoSI8Buq4jpeRU/yAVuRmGn6nKz2RHca5a0lKsmKV68ZRmb2FnST7fffFPPHb3nzHgHKF7YJgIk8b2olwAqvOzONa9uAMswPHTZ0m1mNl7zy0c7eylsaN3dmkqi+jIyLnPeZfXFi/X7rvvVrWEpbikCCGo89Onp7YgK9DegQqFISpEcQHTbje6lIxNTRMZYWK7n6fn7UW56z+NXXHJ8ZcovHNrAZ3n7Hzo7Ts52NbFH5pPUpadRn1JHpPTMwghuLKiiOr8LOP9FmQx7Xbzjede5fTAEPe9aze7SvMXODzgf3mtod34iVuhCCXV+VmG88GfnQeCx6MHfZ+K9UdIH+2EEN8FbgbOSSmrZt+zAs8A+UAn8AEp5bC/fVxK3G43EuFVnz7joCo9iRzNxJfvuYXG2afnitwMdpTkIgREqCiPYpUY6W5V5mUyOTNDQZqNn7/RyDmHi/tveDtH+uw0tZ6hOj2Juiybd/mrOJeHP3zTotYJVflZPPP7A+ypKGJbYQ77Wzu5rLSAyHn9SJZaXlMCoorlCESg03B/UiKRPHLnzTR29nK8+wzluenU5GchkUFLZJ5yezgyr1dVXZZNiT9vYkJ9134C+Ffg+/PeexB4SUq5Twjx4OzrB0I8jmVxe3Q8CB56/uCi7p2P3VCPNTGeitx0MqzmRU/PCsVq8Olu7SjJ48ywk2m3mxO9Z2no6KE6L4Pb9mwztMO9N9bTcMrbOuGqqhI+cdPb6R4YIj8thYb201xVVUx2SjJ3/+P3+MTN7+C//3SI2y7fNrdstdTympGAaLBvcor1ydT0NEeOtXL4WCvbKkqpqyglOioq4P1qQtBxZpBMWzKp5gTiinOJj4nCo0tODwxSnmOcWrCqsbs9fueScnw2JyF1eqSUvxdC5F/w9i3AO2b//STwCmvs9Ey73WhCcLjXbqjIe6TPjtXkXfLKsiWt0SgVGw+JOS5mQcnu33/ger92eLjXzpBrlKde9jotO0ry+PK9tzA+Oc2024M1MYFPfesnZKUkU1OQzd5nXqAwLXVBU8FaP23/5ycxT824aWjv4UjHaeoKclTJ+iZmanqaz+77F95sbAbgiZ/+kl01lXz1wb8O2PG5FCXrR/xd03vtXJa3JcC9K9Yja3ElS5NS9gNIKfuFEGtueQLB6OQUTWeMFXmbzzh4X2UOBek2lbisCBqapi0q2c1KSeLNJexwx5bkudcH2ro4dPI0u8sKyLQl8fPXj/DBt9VTU5DNQ99/lonpmUXLVkbLa/Odmgv7CD3F/rnePcrx2XwcOdY65/D4eLOxmSPHWrmsrjqgfYe6ZN3j0TnqZy41nXGwIycFk4pkbjrC+owLIe4XQhwQQhwYGBgIyTF0XWd08v+xd+fxbVVn/vg/50qyvGizZMW2bMervG+JnYWdklKWAIFSJmVK2doyQzst7ZQ2YeALLYVfQ1umM51fvzMDLUNLmZYZJgPNQIECAwVKNhPb8e54idc4XiXLiyzde75/2FK8XHmTbEn28369/Apo87X93KNH557zPE70jdhRmCA/i1OYYIAmSk0JD1nUSuNVkqQFW3a7B0Z8xmFBggHdA3OXv9V19IKBQSEIUAgCPm5oxf5Dz3oLEMpdtvJcXvvSZy6ZWex8Ia59L3SWL5pIwtNyYlWSJJyqa0R0ZCRu2nMF/vovP4eb9lyB6MhIVNY3QZL8WxgsLbFlXfJzy7pCIaBokTGdEp7NKRh/9T7GWCIAzPzrs9445/wZznk557zcbDYH/ECcLheGHRM4b7PDPj6JUosJZclzi8OVJZtQmmSCkhqIkiWsNF49a2xm+5c//Ml3HFpM+Jc/fDDn9pL0JAgCQ5LJgFOtnXjtRI23YehS7SPk1vAsttBZ8vddiISM5cSqIAi4bMc2vPzzH+Pi7cWYnHTi4u3FePnnP8al5aV+r/cSGEOxj11aRWkWBGJNfWmS7zGdbE7BmLr4PYC7ABya+ffVIBwDREmCY2IKky4XJiddKEpNwpFjlXjiujJU9gyi9twIChIM2EYr/ckaKslImrPGZmh0HEeOVeLJ68tQ2T2Imllx+PujlRh2jHufW25NRVH6dFKz1GWr5VjpQmey8WWmpuC7s9b0AMDO4gL86OA3/X5tQRCwLTNFdo1ZoIq+erqse86lQtq9temt9Zb132J60XIcY6wLwGOYTnb+gzH2JQAdAG5by2OQ43S5cKqlE9Xt3ShKS8L2zBTUnO3BjTuLcbqtE8boKNxakAJNVASUCjo5yNqQJAktvQN49Pa9aOg8h5qzPShMs6Ao1YLW3vMoS96Cgng9egZGcG54GDftKkaK2YjTbd0oSk9CaXoyTjafxcV5mdPtI1T+t49YzkLn5f5stPMr/FX5WNNTFYA1PZIkQcEYDt19M061dOJ0ew+K0izYlpkCBWOQJB6QRFutVGBX6hZaw0MArP3urdt93LVnLb/vYnw1ED10982oaeuGPjoK8bFaxERSwkPWhmcLsFKpREXXAN6prMdvHrwXo5OTeP90Ex77zRFMTE3X3/nhXTdjyuXG1ngjHv3NEcRqomExGvBedSP++8+n8Nhf3rDgjcGfNwp/Z4xo59fG4VnTI6eyvgk7igv8SmwlziFyjid+9zouys3Azuw0dA8O44nfvY5HPn89wDmEAJaApYSHAJusDYVbFPFJi3zvok9aOpE8sx1dGxVJn1LJmpi9BfimPVfgkksuRkpcLE6e6cAPfvv6nMeebD6LU62dKNhqQXVrF/5c37rg9Wrae+ZsSQ+E1c4Y0c6vjUUQBJTm5wCHjyy4ryQv2+8xUqlQ4GTzWbx3uhnvnW6ec9/eHZ3YnZvh1+sTImdTvbM7Jp3eXS3z1bT3IDoyAlsMWkp4yJqZvQX47Y+OoSgtCdlJ8YvHZYQKlW3yu6fWcoHxSmeMaOfXxlOcY8XO4oI5t+0sLkBxjtXv13aL4qK7t9zUNoKsgU3z8cstiugbsfvs6VKUZoEhJpqmQMmamb0F+NOX7IIl3oz/eedP2L/3M4vGpVKpWKQxY2gsMKYWFxuPJEl468OP8b0H/hrVDU1obD2LnIxUFOdm448fHsWNey736wOiwJjPuC9Ms0CgjqNkDWz4d3iny43jje34qL4Fo+OT2JaRItvgbltmCiU8ZE15twD/35/gkksuxlS0AamZmRibnMT2TN9xCQAlPuJ2pQuM14rc9nuPUEnMyMoIgoBEcxxu/dqD+KiiCuoIFT6qqMKtX3sQCWaT/1vWBcFn3G/PTKGYIWtiQ8/0zF5jEKVW4aUDX8GR49X44V0341RrJ2rap3fLbM9MoX5aZF1kpW2VXUj/o3tukd3F4onLQGxJX2uB2vlFQkdpfg6KsrNw5N0/eW/bWVwwvdYnAATGFozH2zJSaJaHrBnGeXgUHCsvL+cnT55c0XOON7bj27982fv/RWlJePLOfWjpOQ+dd5eWmnZpbSwhMVr6itf5Menx9Jc+512QLIoSFIsUwwzUVt614Nm9FaqJWQgK+h9yqbHVs9uwsr4JpXnZAWs4CkxXFE806jHldkEUORQKhgilCr1DNuRv9b/hKAm4oMervzbsaCS3xuB0ezf2H3oWj+y/HqWZW6nKMllXy133sljCA/i3JX2tBaJWEAkt6ogI7Cot8nuL+nySJOHDujN4+cNPcFVJDixGA3qGRvBuVSNuu7QMuckJFEMk4Dbsu76vNQYTUy5ERqgo4SHrbjOte9lIPwuZFuhdrZ7zYWLKhddO1ODZNz/0tlHZaOcDCR0b+p3fs8ZgNlpjQIKJYpKQC+h8IOttw13eml3+PhwWf5LNhWKShKu1aC1C5wNZbxsmsjyL7U7VNWJbfo53sR2tMSAhh0uIi1Jie7IJsVFKgFMRNhK6fI2tgUJjNFlPGyLpmV3aHwCeP3wEO4sL8OOD3/SenHQykVAwP1YBLIhVQkLFcsbWQKExmqyHDbGmp9JHJ+BKH83yCAkWilUSTiheyUYT9knPUp2AJYkuHZDQQLFKwgnFK9mIwj7pEQQB23xUBy0NQCdgQgKFYpWEE4pXshFtiKgtzc+R7QQcqFLphAQKxSoJJxSvZKPZMG0o1rJUOgkrIbEacrF4pVglswQ9XmlsJSsQ9Hj114bYvQWsXal0QgKNYpWEE4pXspEELYIZY9cyxhoZY2cYYwcD9bp0UpJwQbFKwgnFK9kIghLFjDEFgJ8DuA5APoDbGWP5wTgWQgghhGwOwUrddwI4wzlv5ZxPAfgdgH1BOhZCCCGEbALBSnqSAHTO+v+umdvmYIzdxxg7yRg72d/fv24HR8hqULyScEGxSjarYCU9civAF2wj45w/wzkv55yXm83mdTgsQlaP4pWEC4pVslkFZcs6Y+wiAN/jnF8z8/8PAQDn/IeLPKcfwFkAcQAG1uM419hG+DlC8WcY4JxfG+yDmBWvm00oxkQwLPf3EPR4DaFYDefYCedjB8IoXv0VrKRHCaAJwB4A3QBOAPhLznntok+cfu5Jznn5Gh/imtsIP8dG+BlIYFFMTKPfw8qF8+8snI8dCP/jX4mg1OnhnLsZY38D4E0ACgDPLSfhIYQQQghZraAVJ+Scvw7g9WB9f0IIIYRsLuFYbeqZYB9AgGyEn2Mj/AwksCgmptHvYeXC+XcWzscOhP/xL1vY9N4ihBBCCPFHOM70EEIIIYSsGCU9hBBCCNkUKOkhhBBCyKZASQ8hhBBCNgVKegghhBCyKVDSQwghhJBNgZIeQgghhGwKlPQQQgghZFOgpIcQQgghmwIlPYQQQgjZFCjpIYQQQsimQEkPIYQQQjYFSnoIIYQQsilQ0kMIIYSQTYGSHkIIIYRsCmGT9Fx77bUcAH3R11JfIYHilb6W+RV0FKv0tYKvsBc2Sc/AwECwD4GQZaN4JeGCYpVsJmGT9BBCCCGE+IOSHkIIIYRsCpT0EEIIIWRToKSHEEIIIZsCJT0kLEjShtg4QDYJitfQQ38TAqxx0sMYe44xdp4xVjPrNiNj7I+MseaZf2PX8hhIeHO6RZzo6MdzJ5pxoqMfTrcY7EMixCeK19BDfxMym3KNX/95AP8/gF/Puu0ggHc454cYYwdn/v/AGh8HCUNOt4iHX69ARdcgAOBFAGXJJjx5fRnUSkVwD46QeSheQw/9Tch8azrTwzn/E4CheTfvA/Crmf/+FYCb1/IYSPiq7hnyDlYeFV2DqO6ZH1KEBB/Fa+ihvwmZLxhreuI5570AMPPvFl8PZIzdxxg7yRg72d/fv24HSIJPkjiqeodl76vuHYbEQ+/6PMXr5hVu8boZYjXc/iZkfYT0QmbO+TOc83LOebnZbA724ZB1JAgMJYnyy72KE2MhMLbOR7Q0itfNK9zidTPEarj9Tcj6CEbS08cYSwSAmX/PB+EYSBgothhRlmyac1tZsgnFFmOQjogQ3yheQw/9Tch8a72QWc7vAdwF4NDMv68G4RhIGFArFXjy+jJU9wyhuncYxYmxKLYYaQEiCUkUr6GH/iZkvjVNehhjvwVwJYA4xlgXgMcwnez8B2PsSwA6ANy2lsdAwptaqcCOrWaUpcTRdDQJeRSvoYf+JmS2NU16OOe3+7hrz1p+X7Lx0GBFwgnFa+ihvwkBQnwhMyGEEEJIoFDSQwghhJBNgZIeQgghhGwKlPQQQgghZFOgpIeEFKqSSkINxSRZCsVI+AhGnR5CFpgSJdQN2FE3OIp8kxb5cTpEKCgnJ8FDMUmWQjESfijpIUE3JUo4dLQJ1f12AMBh9KLYrMPB3dk0gJCgoJgkS6EYCU/0lyFBVzdg9w4cHtX9dtQN2H08g5C1RTFJlkIxEp4o6SFBJXGOusFR2fvqBx10rZysO4pJshSKkfBFSQ8JKoEx5Ju0svflmTRURZWsO4pJshSKkfBFSQ8Juvw4HYrNujm3FZt1yI/T+XgGIWuLYpIshWIkPNFCZhJ0EQoBB3dno27AjvpBB/JMGtoFQYKKYpIshWIkPFHSQ0JChEJAabwBxVv0NDVMQgLFJFkKxUj4oZSUhBQaOEiooZgkS6EYCR+U9BBCCCFkU6CkhxBCCCGbAiU9hBBCCNkUKOkhhBBCyKZAu7cIIYQQsiIVFRVblErlLwAUIjQnUCQANW63+8tlZWXnPTcGLelhjH0LwJcBcACnAdzDOZ8M1vEQQgghZHmUSuUvEhIS8sxm87AgCCHXd0OSJNbf359/7ty5XwC4yXN7ULIzxlgSgG8AKOecFwJQAPh8MI6FEEIIIStWaDab7aGY8ACAIAjcbDbbMD0TdeH2IB0PMD3LFMUYUwKIBtATxGMhhBBCyPIJoZrweMwc35w8JyhJD+e8G8BPAHQA6AVg45y/Nf9xjLH7GGMnGWMn+/v71/swCVkRilcSLihWSSjYv39/akVFReR6fs9gXd6KBbAPQDoAC4AYxtgd8x/HOX+Gc17OOS83m83rfZiErAjFKwkXFKskFLz00ktny8rK1nUtb7Aub30aQBvnvJ9z7gJwGMDFQToWsgoSD+lZTbLJUXyS9UTxtjS73S5ceeWVWTk5OflWq7Xg2Wefjd25c2fOn/70p+gXX3xRn5ubm5+bm5uflpZWmJSUVAQAH3zwQfSOHTtyCgoK8i699FLr2bNnVf4eR7CSng4Auxlj0YwxBmAPgPogHQtZgSlRQmXfCH5X34XKvhFMiVKwD4kQL4pPsp4o3pbv8OHDuoSEBFdjY2Ndc3Nz7Wc/+1m7574vfOELtoaGhrqGhoa6/Pz88b/5m78553Q62Te+8Y2tr776akttbW39XXfdNfDggw8m+XscQdmyzjk/xhh7GcAnANwATgF4JhjHQpZvSpRw6GgTqvunY/UwelFs1uHg7mxEKEKxTAPZTCg+yXqieFuZ7du3Tzz88MMp999/f9K+ffts1157rWP+Yx555JH4yMhI6aGHHuo/ceJEZHNzc9RVV12VDQCSJMFsNrv8PY6g1enhnD8G4LFgfX+ycnUDdu8J7lHdb0fdgB2l8YYgHRUh0yg+yXqieFuZ4uJi5yeffFL3X//1X/qHH3446e23357zy3v11Ve1r7zyivHo0aMNAMA5Z1lZWROVlZUNgTwOSkfJskico25wVPa++kEHXdMmQUXxSdYTxdvKtbe3q7RarfTVr3516Jvf/GZfZWVltOe+pqamiAceeCD15ZdfbtFoNBwAiouLJ4eGhpRvv/12DAA4nU528uRJv3d6UdJDlkVgDPkmrex9eSYNBMbW+YgIuYDik6wnireVq6ioiCotLc3Lzc3Nf+qppxIfffTRXs99//qv/2qy2WyKm2++OSs3Nzf/iiuuyIqMjOS/+93vWg4ePJick5OTX1BQkP/+++9r/D0O6r1Fli0/Todis27OlG6xWYf8OF0Qj4qQaRSfZD1RvK3Mrbfear/11lvrZt92/PjxRgC4/PLLx59++une+c+5+OKLJ06ePNkYyOOgpIcsW4RCwMHd2agbsKN+0IE8kwb5cTpatEdCAsUnWU8Ub+GJkh6yIhEKAaXxBhRv0dMULgk5FJ9kPVG8hR9KScmq0AlOQhnFJ1lPFG/hg5IeQgghhGwKlPQQQgghZFOgpIeEFKpvQXyh2CChimIzfFDSQ0LihKUeNsQXtyThnGMCJ3qHUX2eYoOEjo0yboXCe8Bq3HbbbWlGo7HEarUWLPc5tHtrE3NLInrGbOgZG4ElxgBLjB5KQbHux0E9bIgvbklEu30YA5N2GKO0SIzR4sXaTnyhIIVigwTVRhi31vk9QABgFEVJrVAITgBDAPzKEu+9996BBx544Pw999yTvtznUNKzSbklEa+116DLMQwAqEAHkjWx2JtWuO6JD/WwIXLmxygAJGti8bncfDQM2lG8hWKDBE+4j1vr/B6gcU5NWU/VNaKyrlEozc+RtuXnpKgjIpoBLGg8ulzXXXedo7GxMWIlz6GkJwRJnK94C6QkcQjC8p/TM2ab82YCAF2OYfSM2bBVa1zR9/bHUj1sqP7F5uUrRnvHRjDhVqzqPCGb10rHyEVfa2bcilQKuCTJhPhoNfrGnfioezBsxq11fA8QnFNT1u8c+gfheHXt9C2Hjwg7iwvw44PftKojIqrg54zPig5mvb4RWdpqrg873SJOdPTjuRPNONHRD6dbXPI5EufoGRuRva9nzAa+jtd3qYcNkeOSJJ8xOuR0IFUXRbFBlmU1Y+RSBMawI8GAn19dgu3xekyKIrbH6/Hzq0tQnhD6Cc86vwcYT9U1wpvwzDheXYtTdY0AsH6fskEzPSFjNdeHnW4RD79egYquQQDAiwDKkk148voyqJW+pycFxmCJMaACHQvus8Towdb5hKUeNmQ2pyjhrbY+5PhIhuMitYiLVq/zUZFwtNoxcjlS9TFzxmwA3jE71K3ne4AoSurKukbZN7Gq+iZhZ3GBWhDWb/6FZnpCxGLXh32p7hnynsweFV2DqO4ZWvL7WWL0SNbEzrktWRMLS4x+BUcdGJ4eNo9clI1bsy145KLssFoMSAKrtt+Olxq6kRhjkI3RNF0slOs4SJLw5c8YuZTVjNmhZL3eAxQKwVmanyN72aIkL1sSBMEZ0G+4BJrpCQGrWdciSRxVvcOyz6nuHUZZStyiU6xKQYG9aYUzK/dtsMTog7Z7C6AeNmSaKEloGBrFpFvCU0ebcWB3PnrHRjDkdGBLlA5btYagxSgJL/6OkYu+9gZYi7iO7wFD2/JzUnYWF8y5xLWzuADb8nOA6V1cq3LjjTemHz16VDs8PKyMj48vPnjwYM+3vvWtgcWeQ0lPCPCsazmM3gX3+VrXIggMJYmxeFHm9YoTY5d1wikFBbZqjUjRxK77JS1fQn2gIGtLIQjINWoB9KJhyIH736zCxclGJESrkRgVRQkPWbZAjJE+X3sVY3YoWqf3AEkdEdH844PftJ6qa0RVfZNQkpctbcvPwczurVUvYj5y5EjbSp9Dc8QhwrOuZbal1rUUW4woSzbNua0s2YRiy8rWhYVKwkMIABSYL5wLk6KEd88OoGZgFAmayCAfGQk3gRoj5axmzA5V6/Ae4FBHRFTtLi3q/Mr+W87tLi3qnNm1tert6qsVtJkexpgBwC8AFALgAO7lnH8crOMJNs+6lroBO+oHHcgzaZAfp1t0XYtaqcCT15ehumcI1b3DKE6MRbHFuOgCPdrmS0LN/JhUKwQc2J2N2n47GoccyDFqUGDWQU1rvMgKrWaMXK7VjNmbnARgYD0XLcsJ5uWtfwTwBuf8c4yxCADRQTyWkLCadS1qpQI7tpq916clSX6r4ZQooW7AjrrBUeSbtHRykqBbLCbVCgHbEwwo2aKHIkC1Vcjm5BkjtyeboFiDN1xjZAQKzVroI1QBf20SeEFJehhjOgCXA7gbADjnUwCmgnEsoWjhomUJS2XHLlFCdc8QqnqHUTLv08xGKJdONhanKOGpZcQkJTybx3LGudVwukWfY6M/5o+rAGhcDQPBmunJANAP4N8YYyUAKgA8wDkfC9LxhCSny42q1i5UtnWiND0FJRnJUKsW/smWqkUR7uXSycbiEiVU9Y1QTBIAyx/nVvXaa1inh8bV8BSspEcJYDuAr3POjzHG/hHAQQD/Z/aDGGP3AbgPALZu3bruBxlMTpcbB5//b5xsPgsAeAHHUG5NxaG7b1kwICxWi6IsJS7st1aGi80cr8vlcovoHZ3AmRH5zzcUk+sjVGJ1JePcaiw2Nu7Yal71626ELeubVbDm4LoAdHHOj838/8uYToLm4Jw/wzkv55yXm82rD9Bw1G8bRUKsDlHqC9eJTzafRVVr15zHydWiiFIpcH1eMpQzU6zU5mF9bOZ4Xa4pt4hJt4gMvfwSPorJ9REqsVrV2oXajh7csLMI9117KW7YWYTajp4F49xqLFWnR/Kj1QK1zwm+M2fOqHbt2pWdkZFRkJWVVfCDH/xgy3Ket+ykhzG2nTH2DcbY1xljCxKUleCcnwPQyRjLmblpD4A6f15zo3C63Dje2I7XT9Zgd046XjrwFRSlJXnvr2rrmrNY2VOLwqMwIRb/fseVuCzbgnrbOGr6bRtqayUJT56+cq+29mFc4tgWb6CY3OQkSULvsA0vHfgKduekY2LK5R3zzg3bfW7KWK75Y+Ns/tbpATbWlvV1IgCIEyUpCUAc/Jx0UalUePrpp7taW1trT5w4Uf/LX/5yS0VFxZJ1LZY1f8gYexTAbQAOz9z0H2zJxAAAIABJREFUb4yx/+ScP+HHMX8dwIszO7daAdzjx2ttCPOnegGg3JqKJ+/ch/2HnsXElAsl6ckLOgV7alHU9Y3gB9dtx88+ab2wQLSpF3sz4mlrJQkauYX0ezPicWCXFaf6RtBmm0CmIRol8QaKyU1EEARcvS0PD//6VdkxLxAd0T1j4+xLXIGq08MAfGtHFuoG7GgdGUeGIRr5cTrQHI8sjdPltla1dqKyrUsoTU+WSjJSUtQqZTNWWasnNTXVlZqa6gKA2NhYKTMzc6KjoyOirKxscrHnLfei6e0AtnHOJwGAMXYIwCcAVp30cM4rAZSv9vkbUVVr15yTH5i+pFXd1oWrSnLQNzKKkozkBc/z1KLosY3jzMjYgsV1r7X2oSxBT20eSFDILfh8rbUPpfF6GCOUSLIYkKCNhooSnk2npr1Hdsyrae/Bzpw0v19/Lev01A7Y8ZPjZ3BxshHx0ZGo6BvBP1W04sGdWbSQeS7B6XJbDz7/38KstVvCzNotq1qlrIIfVZkBoLGxMaKuri76iiuuWDKBWm7S0w4gEoAng1IDaFnd4RE5kiShsq1T9r6m7vO441O7YNZrfS7uUysVSDVq8HG9/LXw2gEHCs2U8JD1tdiCz4ZBB65M0MKsjfauPyObx2JjXlVbF8qtqQGZ7ZlfyywQPHHtqRg+Gy1kXsBY1dopm9xWtXZiZ066EcCi/bIWY7PZhM9+9rOZhw4d6jQajUsmT8sdaZwAahljzzPG/g1ADQAHY+xnjLGfrfZgyQWCIKA0PUX2vpL0ZCTHxS65m4EW15FQs1hMpmnVmJhyUcKzSS015gUi4Znz/QI4/tFYu3yiJKkr27pkT/Kqtm5BkiT1al/b6XSyvXv3Zt52221Dd91118hynrPcmZ7/nvnyeG+lB0eWVpKRjHJr6oLr27MvaS3VRsKzuG5+waylFteJkrQm1UrJ5iRKEhhj028OPmJyurUENRDdzJYz5oWq/Dgdrkg24jPp8TBGRmBocgpvtfXRQuZ5FILgLE1Pll7AsQVvMCXpSZIgCM7VvK4kSfj85z+fmp2dPfm9732vb7nPW1bSwzn/1WoOKpStVfVPf6hVShy6+xZUtXahqq0LJenJ3kJdy20jEaEQ8HcXZWNg3Imz9glEKQXkmnwvWp4SJdT029EwNIpcoxaFZlrgTFZvSpTQ65jE6JQL2ggVEjSRUAB4aHc2amcW0lsN0Sgw66BgQIQymJ1wSLAtNuaFugiFgL/aloGafjsq+s4j16jFX23LWJPxM8x7Jg6VZKSkyCe3KQAwtJoX/eMf/6h55ZVXTFardSI3NzcfAL7//e9379+/37bY8xaNLMbYf3DO/4IxdhrTTUHn4JwXr+Zgg2ktq38GglqlxM6ctDnXs1fSRsIlSmi12dBqsyNDr0OGXudzgejCMurUnoKsnkuUMCWKGHFOoGfMAUuMBqYoFZhCAMC8C+nBEfBLFyS8xek1KMvaCoMmfFowrsf4uXA814fjgn9JrVI2H7r7FmtVayeq2rqFkvQkqSQjBTO7t1a1iPmaa65xcM4rVvq8pd7tH5j5tx7Ad2bdzgD8aKXfLNjWuvrnSs3P3mfPPs1+U5i/+yVSKcAcrcbQhBMJmijv7S5RwnO1dWgenk503wFgjdXj3oJ8KBjzvqbn+9T0y5dRr+m3Y3vCynYfyH0SWemnkzD/NLPpCQzgXIJOrcLrbf14Z7IL1lg97srPw9iUC6Zo9fTfl/7EZIavMh1rMSZLEg9osl3rY/ys7bdj2wrHTzkuUcIL9Q3QqCJgilKjqn8QH/X04ot5uQFPfEQuQcHWNJlyqFXKqp056cZya6p65pLWEPzctbUai/6UnPPemf/M4pyfnfXVDiB3zY8uwHxtCQ9E9c+VcIkSGoeG8WZ7BxqHhjEliqjr6MUv3voIxxvb4XS5vY+dv/sl16jBP3+mBHvSNGh39KJjdAhuSQQAtNps3oTHo3nYhlabDR+fPY8THf0Yn3LhyPHTsI1NoGFIfldN45AD4jILg83/WVyiBNdMIbrf1Xehsm8EU+Lice2WRHSMDuF4X9ucn4eED7ckossxjNrhbgjMhe/s2IYb0lPRPGxDy4gNSoXgVwVcsjGtx5jsdIs40dGP504040RHP5xu/8cXtySh3sf42bCC8XMxvWMO/EV2FvKMsZgSJeQZY/EX2VnoHVtVWRtZbknEWfsgTvS146x9cK3HXgnAgCAI3ZjerbXuCQ+w9OWt+wF8FUAGY6x61l1aAB+t5YEF2nptj1yKr9mYz2dl4uUPP8EL786dfRJFCVkzJfsjlQIO7Lbi3a46dDmmy6tXoAPJmljsTSvEWbv8Sdhqs8PAIvHd/zmJsmQTHt5ThGONbci1WAD0Lnh8jlGD6auZi/8+fP0sX8jNwU+On8GkKC3Z0d0tiXitvUb251EKtMg1HMz/GwLw/g3/3N2LjtFRpOl0NItH5liPMXmtGo4qBQH5Ji0Oy4yfeSYNFH4et8Q5zNHR+HVdw5wPstZYPe7Mzw3IrPhi5+1GHnuXms/6dwA3Avj9zL+erzLO+R1rfGwBtd7bI33xNRvTZh/FVSXTXTlmf9Kpau2CNTYGxWYdLkkyoXdsZE6QAkCXYxg9YzYUmOSrjG7VXthaWdE1iNO9w2jsPoeCOK1sGfWCOC3qB+3zX2bZP0vLiB0XJ184Fk/nYTk9YzafPw8JD90O+Zjsdozg9vxsZOh1UCvDbh0CWWOCIKB4Voud2YrSLAEZkxdrOOoPiXPkmOTHzxyT1u9ZTYExtNtGZcfXdttoQD5ALHbebmSLzvRwzm0AbJiuyBz2gr09UuIcrTb5N//eiQlYTBeuA1e1daEsays+ae3Ai+8fxw++uA92lxsdY+dkn98zZkOZORXWWP2CTwaZBj3+pa7Be1vzoAP66GicOtOBA7utqO0fReOQAzlGDQritPh1TQc0ESrkx/kusDW9wM5XIuNAfPTc0gtyBbskztEzJn+C9YzZkKKJBaPZgZA1JUoQGEfvuHyC2jtuR0GsBZFKJZQhtlOSBJ9bFFGYapEdkwtTLXCLkl81nDwNR6NUCnwqKxEWXTR67OP43zO9qO4d9qtYIeccH3YO4IHyTDQMjnrbUOSatPiwcxBXpZr9WrsmShLa7fLja7vdjmyjAQo/xkaRS4uetyla44admQ2dbUvrINjbIwXGkKHX4R2Z+xKjolA1eCEBKElPhkIh4NL8LNx2+Q7UDtgQp4lGYrRe9rUtMXowBnwhNwctI3bv7plMgw4uUcKbDd3ex1pNGvy5oxW9wzZEGw2wOd0o3aLHubFJfPWtKtim3Pi73dkQJQ5BsTDwp0QJb7b1YatO4+NYNPhoZO4JJVewS2AMlhgDKtDh4+fZmCfdRuAUJTx1tAkPlGX6jMnEaB1iVKqQKw1BQoNSocDZ8+fw6O17Ud3Whabu88hO2oLi9GScPT+IglT5WaDlEgSGS9LMuLUoFafPDaOp345dqWZ8eVc2zo2O+/WmrhCmN5N87a0q2TYU/l7eUggC0vXy9X7S9Tq/Eh4AUDBh0fN2oyY8wCZLegD5LeHrKUOvl52NSddp8W5VI4C5s0+ZSVvw1NFmVPfbEakU8M+fKUGyJnbBdVhLjB5KQUCEAohVR0HBVNBFKCFx4OHXKjA5s3ivLNmEosRYPPF8I7ZnbUWOSed9fY9isw4Z+mg89sYneOyabQuufdcN2PFSQzf+79UlPmaWdPjxsbY5r+erYJclRu/z5yGhySVJqDpvQ3W/HYeONuIHl+fJ/g2TNAZKeMiisixb8OhvjiBWEw2L0YCPG1rx+skaPH7HjQF5/QyTbs6aHuDCmh5/5Zq0yDZq5rShKDbrkOujUvNKZep18uOrj2RopZI0Bp/nbTgYHx9nu3btyp2ammKiKLIbb7xx+Kc//WnPUs/bdEmPR7DqhKgUAu4tyJ9TeyFdr8OZ7vO47dKyBbNP9QOj3oRk0i3hqaPNOLA7H4OTdpwbt8MSo59JeKYTkwiFgK36aO9CN6dbxN07sjDuciPDpEVcjBpvf9KAJ764b/r7KBQ4uDsbNf12NA45kK6PQq5Ri//zh09Qc24Y1T1D2LHV7D1+b88Zt4QfHWvGd3floM02PbO0VatFdqweAMODO7OW1dFdKSiwN60QPWM29IzZFvw8JPRMTIngnCNSKaB5ZBx1/aPYm1aIbscIesftSIzWIUljoL8hWZJapcLjd9yIUy2dON3egyuLsrEtMwVqlSogr7/Ymp7Z49pKSZzjg84BfLM8E83DY2gaciDbqIE1NgYfdA5iT5rZ79kSlUKBewvycGbEjna7HWk6HbIMOqgCVMXcM/au43krADCKElcrBOb3lvXIyEj+4YcfNur1esnpdLIdO3bkvPPOO7Y9e/aMLfa8TZv0BJNKISDHGAtrrMF7YuRvTURucsKcZEyuWWPDkAP3v1mFr5dlYGdims8Ty3O7WqlAkcWIugE73u8eQr5Ji6vL8uckIUrG4BifhDgxiQ/6hvH95l7vzND8a9+enjOH0YuGIQe+6p3eVUOrivSekCvp6K4UFNiqNdIanhA3uyp4rlGLn19dgh8fa8bjHzchUx+Nhy7KQZImltbvkBVRq1TYnZuBcmtaQPuwedb0yPF3TQ8ApOiiwAHERipRaNYiRqUAB5Cii1z1a86nUiiQZ4r1ew2PL0pBgVSdaT3W8GicbtFa3TOEqt5hoSQxViq2GFPUSkUzgFXtwRcEAXq9XgKAqakp5na72XLePyjpCaIFa1yEhWte8k1avK7swyVJJsRHq9E37sRH3YNQK4RlBelyqjkLAkOUUoFfHmte8PzixNgF32d2LyVPl+Fisw43ZiUu+vMthRKe0OWr+ux3dlnxtbeq0GIbx88qWnBwd3ZQj5OEr0A3nhUEhpLEWLwoc5/cuLai12YM6QYNnppzTkxf3jqwOzvgCcRaJDyzrXHCIzjdovXh1yuEWaUDhJnLjFa1UlGFVc74uN1uFBYW5nd0dKjvuuuu81ddddWiszwAJT0Bt9qeXr6eVxCnwz9/phR1A3a0jIxhe7wedxSkIHKZA8T8as7AhS3kpfEXrt0WW4woSzYtuPZdbFm4DT5CIeDg7mzUzfRSWuoSFglvbknyWb27ZXgMXy/LAGMMJVv0FANk1dyiCGWAG9CuZFxbqXofY2v9vLGVwLjEZUYjposVrphSqURDQ0PdwMCAYu/evZknTpyI3LFjx+Siz1nNNyILraSn1+wEZ6nncXD89MSZBZ8mlvpE7akT0TQsP3M4fwu5WqnAk9eXobpnCNW9wyhOjEWxxeizgFeEQljRJSwSnqZECe22MUQoGPakmvFR9yAm3Rc+lDUOObA3Mx5RKgVUdFmLrILT5ULXwAhsYxPQx0QhOc4QsDU9Kx3Xlktu6YGHXHmOULeWLYBEiaureodlB4fq3mGhLDlO7e8a27i4OPHSSy8dPXLkiJ6SnnWw3J5eCxOcJPzrHz7Af374iezzXG4RlX0jy5qp8XBL4syi4BFYYgzYZ01E9Xk7GobmJj9yW8jVSgV2bDWv6Fp3OJ3YZGXcbhGccSgEJxxTduxJ0+KOgmQ8dbTZG095Jg106sC8QZHNZ8rthtPlRtfAMBq7+5CTFA+zXgPGGCKUgXl7Ws24thSBMeQatfBV0T5cxsX57xdrsYlEITBnSWKs9KJMMeTixFhJmF7UvGI9PT3KiIgIHhcXJzocDvbee+/pHnzwQflCdrNQ0hMAi/WPKbduhSAIPhOjJ+/cB4Ex/P54NSacLu/zduakoW9kFGds47LfU+7ThK+WDg9dlI+/eqMKkzM9sBbbQg5QIkOmE3QOjjc76hZsaT2wOx/3v1mFbKNm0TgiZCluUcJjL/7PguKET965DxEBfncK5Lg2XZFZ413b6DFdkVkTFs2T17EF0FCxxZiyyGXGVZXH7uzsVN19993poiiCc8727ds3dPvtty9Zyj+oSQ9jTAHgJIBuzvkNwTwWj5WsyZGk6SSitmO6NECUWoVrywqwOycdDIBLdKNrcBgmrQbDjgkkxOoQNfOpeE9JLixGA3qHbPjKtZfhzj0X4bEXjyAhVgeVUoAkSWg/P4B07cJ6NZFKAZfMtHmYfby+WjoMTo7i/7s8Hx91D616/U2gOxST0KZSCOjy0fKkf8KOJy/PR6ImktbwkFUTJQmnWjpR29GDG3YWwWLUo2fIhneqGnCqpRO7c9OhCOAlU38rPM8mMIae0Qk8UJ6JoYkpjLlExKgUMEZFoGd0AlZjYGr1rKXFWgBt1fq/5mkWSa1UND95fZl15jKjUDy9ewszu7dWtYh5165dE/X19XUrfV6wZ3oeAFAPIOgfF1eyJmf+Y/dfXo6h0TF8+ZpL0dB1DlVtXSjYakFZViqYIKCyexCnz43gotIi3L/3SgBA7YAdbaOTGOYKJHIOlULAD+/+LI6f7UPFgANu1SC2Z6XCLUpzPk3kGjU4sDsbLcMOfNg1iGxDDArMOqgEtmhLh13xsdivS1rxpw+nW8TMNkOUBOh6OAltTlHC0ITTZzydn7Cj3Bwb8N02ZHNhAAbsDrx04CuobutCY3cfduek475rL8MHNWfA/OnjMIvTLXrH4KIEA0qTTAEZw9L1MRDBMeJ0oX5wFHkmLSzaSKTrYwJw1GsrCC2AHGqlomrHVrNxZg2P33V6VitoSQ9jLBnAXgBPAvjbYB0HsPw1Ob4ee0l+Jr73lzfgoV+94r09Sq3Cy3/313j8jVPeKb0olQK/u/NT+IeTLTLbHK34/hun8PHZfgAXugF//5pSHNhlRdV5G87aJ3BDZgJ+fHxhBeXv7MyEJXrxlg4rDeG16lBMQpenvYQ5Wo09afKfVqfL1/vXUJEQQRBw9bY8PPzrV2UvbwViZnn+GAYEbgyTgHnV7HuXtckkFASpBZAEYCDYVwyC+VHtHwB8F0HI9OZbbE3Och4bq4lGVdvc2/eU5OJ0zxDitVH48q5sXJ+XjGtyknxuIa/tH0XsvCadFV2DaDhvh31yCuKUG9vjtKgblH9+dZ8NCTE6JGti59znT0uHtepQTEKTJEne+PyoexCJMQbZeErS6AO+tZhsPpIkoaa9W3bsrWnv9i4f8Edl96DsGFbZPejjGcvnq4xDTb98o9BQ42kBNNtmaAEUlJkextgNAM5zzisYY1cu8rj7ANwHAFu3bl2TY5EkCZVtnbL3VbV1zenR5euxFqMedR29c65Lb8/citIUMxSREWi1jeOyBAOKzXq8cmbhan9geutvoi5qzm2FCbHIjTegcciBtnEnVGoV8uK0yDVqFuzGarVPwoDBVbd0mL/wbq2rmW5E6xGva8UtSRh3iaif2YY7u+VJ79gIhpwOahGygYRCrEqco7Jt4QdLAKhq68b2rFS/PpW7RQmnz8lfwqk5N4LylLhVrxkSJQkNQ/Jb1huHHCjZove76eha26wtgIJ1eesSADcxxq4HEAlAxxj7Def8jtkP4pw/A+AZACgvL1+T+XRBEFCanoIXcGzBfSXpyXOmWH09ljGG/VfswMmOfjQNOnBpairKU7fgqWNzL0PdVZjibeEwX45Rg3fqLyQZUSoFfnD9djwtU6PHUwXXsxsLANK0aqiUbMUtHWa3Fsg3ab2LnNeymulGtR7xuhamRAmV523gnM/ZhutpeXJxshG3WBMRH62mBqIbRCjEqsAYitPkO6kXpVn8HmOUCgFFCfJFAgsTDH4tklYIgs+xPM+kCfmEx2MztgAKygjGOX+Ic57MOU8D8HkA785PeNZTSUYyyq2pc26b3el8scdGqVW4aXcpHn3jFB57qwovVrTgzx0D3i7Us73U0I0coxbF5rnrtovNOhSYdRgev1Cu4I6yTLTbxmWnTxuHHLg42bjg+UmmCyf4chOeQ0eb8MTHTTjc1IsnPm7CoaNNmPJsbZ+pZjpboKqZktDgiYEfHWvGP33SiszYmDnxOSlKGBifgjGKEh4SWIIgYFtmiuzYuy0zJSBrekqTTLJjWGmSycczli9vph3PbMVmHfLCsIzDZkl4gODv3goJapUSh+6+BVWtXahq61rQ6Xz+Y5+65xZ0D4zg/dPNuKLIisZ++5zFypemx+PMyMIWIJNuCR92DS5o4ZBn0uJUczse/nQJas8No+G8DbcWp+O/mrplj7dleAyftSYiVh0BqyEaBWYdFAwrLua1VIuKtahmSlvfQ4c4aw0PMB2fPz7WjO/ssqJleAyNQw7kzpQ4UNNOLRJgkiSh3+bAobtvRtfACOxjE9DNVGTutzlgMRr8HisEcDx5fRkquwdRc24EhTO7twQ/F+JLkoS2EQceKM9Ew+AoWkfGkWGIRq5Ji7YRB7JjtTTOrRO3242ioqL8hISEqf/93/89s9Tjg570cM7fA/BekA8DapUSO3PS5qzh8fDUwpm/Vf32K3dApVDgnRPTjToLE2Lx+LXb0D82iYhI+Sq1pqgIOJ1TKIzTId+kQ49jAq829yLbaIRCISAhWoGsghT0OiaQaZDf+phn0mBLdCT25yUBfGGj0uVYbhn1QFUzpa3voWVKlDAw7lwQAw1DDnztrSp8vSwDezPjoVEpaIaHrAlBEGDWa+F0uSBxDo7pccnpcsOs9z9pkCQO26QL2sgI5McbkBdv8O5gtU26YIxRrH5MYwyf9Nnw+p+bcHGyEfHRkajoG8E/VbRib2YCssOgTk8QCACMIudqBQvclvUnnngiPisra8LhcCzrDSXoSU+omX2izU9yclPi8fw7H+N0e7d3W/uP7vksShJjcVilwOPXbsOTb1ehbWgU/37HlbLVOgvMOnCJY9wtym5d//aOTLQO2lFvm8A16fGyr5Fr0uLXFWdQEG+YTh5WsfBsuoy6Rva+HGPMwg7wfiY8tPU9dMzelr49fuFOjUlRAmMM0ZTwkDXGZ3oE9gyOeNtQxBu03tv9pYuMwKRbRGXPEJr67cg261BqMUIXGeH3a+ebtDjc1It3z87tlZlnkh9XNznNlChZZ9aPCvkmrZQfp0uJUAjNAOQbRC5DS0uL6s0339Q/9NBDvT/96U/jl/McSnp8WKxtxP5Dz2Ji6kLLiOKMZNy9w4rT54ZR0TWI6/OSUd83gm9sz0DD0CjabBNI10ch16jFmX4btmii0GIb87leJ9OgwRRTeC81zJ4+LTbrcbi6Hb86MT2Lt9rkQZIkZM+s35ifVGXHagJ6GWqJDrsB+R5keVyihKqZfm6RSgF/mZ8sGwOlW/RQUsJD1pAkSZA499mGwt8xSBAY3G6Ox9+qXFCn5/FrtyNC6cdrM4Yck9ZHGwotbfSYS5gSJeuho02C53d1GL3CTE0ja4RCqMIqZ3y+9rWvpfzoRz/qstlsy34DpFHNB1+1e6rbunBVSY73tlOtnVAyhn2FKWgbHMX1ecm4NicJo04X7v3dB/igqQfixCQ+aOrB7S+8h6Nn++GWJLT66KnVODSGSKUCuUYNIhQCvvZWFSr6RhChENA35oTTLeKFky3ex6+kbs7suheCIKCjbxBf35aGb5el49ZsC75dlo6vb0tDR99AwBKepba+SwH6REeW5hIlnHdMeNebedbwPFCeie/szMKt2RY8clE2Du7OpvYSZM1xAKdaOmXH2VMtneB+rrsRJQlVPj5wVfUM+VUHSOIcH3YOzDl3vrMzCw+UZ+LDzkEa1+YyLrZ+FMCqdsb89re/1cfFxbkvu+wy+TdTH2imR8ZitXuaus/DYrywS6oozYLuwRFAAG4rScfJrgEc6xxAYYIBv9x/KR594xRer79Qi6IoIRYKBmToo2VfPzs2Bp+0dEAfGztnpihVF4U8kxYH/+ckGAOuz0uGRReNHvs46vtGFl1zM/sy3faMrSjJSIZCYMhMNOPR3/wesZpoWIwGvF87glcc43j8jpv8+O3NRVvfQ4MoSeAAxqbcc2LPs4bHsy19S7Q6oP2OCPGJc2/fwvnqOnqxOyfdr5dnYKjtk6/TU9c3gl2pq59lFhiDOVrtPXdmr+l5cGcWjWuziJyr6wZHZQeV+kGHULxFr17N7+vDDz/U/PGPfzQkJSXpnU6nMDY2Juzbty/91VdfbVvseTS6yfDU45GTnbQFPUPTJ1K5NRWFqUmI1UYjTqfFo298gsfeOIUXK1rw0GsVePLtKjx+7TZEzlx6Kks2oSTJCI06Avk+tjtm6qPww/98A8m6aPzo3WrvTNGAbcw7o/Pvd1yJy7ItYFERuCzbgttKM2RPMolzuNwiHnvxCL79y5dR2dqFTIsZRxvb8Iu3PkJLbz8ev+NGXFWcC6fLjauKc/H4HTf57Dm2WrT1PbimRBHdjkk0DY0iUq3CtniD7LZ0UxQlPGT9MMZQmr6wLAgAlKQnBWQbdUlirOztxT5uX4n8OB0KzTqwmS5hDAyFZh3yw3DL+lpSMObMN2llp9XyTBpJmF7UvGI///nPu/v6+qq7u7tPP//88627d+8eXSrhAWimxydPPZ7515p3ZKeh9dwAfvKlW1GclgRBEPBGRQ0KszJwa3EaPlechqMd/XirsRsVXYM4M2DHP96yC1EqBRK00XjueBOa++34wXXbcWCXFb2OSZw4NwJrbAzyTFq8ebIW37750wDnePjTJajuGULdeRtM0WoUW4woSIydswA6Uilgf24Srk3fApVCAUmS4ObwFhzMNWpw4C+uw+MvHsGjt+/F47997cI6pXeP4eK8DDzxxX2yu9Zm81Rsnl+5GVi6M/1abH0ny+MSRQiMwaBWwS1xDIxPwhQZgYO7rPikbwRttglkGqJREm+gS1pkXXFMj7OfKs7BRbnpSDIZ0D04go8b2lCSkTxzecu/NT0FCbG4MiMeu9K2IEkXjW77OI61n0dBgv+zzAKAb+3IRN+YE3anC+WJBsTHqNdkJkFu3A0jQ/lxuhS59U8zCeK69jVigVolv9bKy8v5yZMn1/V7ei4Lza7doxAYXG5Gb358AAAgAElEQVQRHf1DOG8fRbLRAEucEVUzb+gF8QaUWIxwSxJ+eawZ912Ug+Zhx0wCooU1NgacA3WDdrTaxpFr1KIgTguFwNDUdQ4jYxM42tCK90834+mvfA6cA1NuEdmWLVApFajsG8ETHzcBmO64/t1dVrTZ7OgZcyBdp0WGQY8Xa7vwWmuf9+coNuvwt2UZONVyFn/3q1cX/JxPf+lz2JmTJvs7mBIlnLWNwaKNQuOgAw1DFyo3g0uobFleZ3qPdTh5Q2JkCEa8ynGJIs6M2NFutyNNp0WmQY8/tvXjqjQzuoYdiJxJxlWU8ARL0OM1WLEqSRIG7A7oY6JwqqUT1e3dKE5LwrbMFNjGJhCn0/i1e1CSOGrODSNni35Bl/XG8zYU+nl5fcotwilx1A3Y0TIyhkxDzHRNK4EhIkAf6FyihFabDa02OzL0OmTo9cE+V72/sKqqqvaSkpKBxR48i3f3Vv2gQ8gzaaSZ6v9+7d5ajqqqqriSkpI0z//TTM8i5Gr3jDunvF2Bv3HTldhpzZDt4vvoZ0rx1Uty57SiiFT24Z8/U4p/OHlmQWfeA7usONrYhqwEM758zWW47/orcGZk3NsegjM2XUxupq5KpFLAd3dZ8dvGRjQP27zf2xqrx+05OXjnbL+3TUV1vx0Nww5IknyCO7/HmMeUKOHvT5zB/dvS8fTxC8d8eOaYv1mWjkdeeBUTU65FO9PPFsafVsLKlNsNxhieq61fEB/3FOShfnAUxggl3CIP9iBKNinOOfQxUTj4/CsLZtQP3X0zAvF5PGeL3meXdX9InEME8FMfbYIC8eHOJUp4rrbOe/6+g+nz996C/HA8Zx0RCqGqNN5gnFnDE7A6PSsVdr+5YJjdcLRncATbM1Nww84i5G+1oKpHvovvudEJ1A2MzjkhLkky+ayCXH1+BOdHRvHEf/wBEBj+/mTrgvYQIgfyZ2pAXJJkQpvNPucNDQCah21os9nntKmYvn0cqVvkS6/P7zHmUTdgh16tQsPgqOwx1/bb5+xk89WZnqwvl1uEUhBwZkQ+PlpGbNBGKGGfdMHiY0E9IWuNMbbo7q1AfD5ayy7rtT7G8tqBwHRZb7XZZM/fVpvNxzNCngRgQGCsG8AAgpDwAJT0rIhrZuakYKsFN+8uQVaiGdU+uviOTblRP68Lb3y0Gi0y7SkA4MzIBCxGA/aU5KK23/f2vgKzHsVmHeKjI9AzJj8r2DPmQHy0es5tOcYYJMTqlt1jzFOxebFjbh91ztnJBkzPGvmaUSJrz+kW0Wkbg1OU0G6XH3zb7aMwR6mRbdbTuioSNBLnqG6Xb7Vzur0H/g4jEueLdln3Z2kH5xxNQ/Ljb/PQmN+zVBLnaLXJn7+tNjttifcDJT0+zK/hMOV2w+ly4dyIHSfPnEW/3QEGhmIfXXxjIpTIm1eKvG/c6bO1RJpWjZ6hEViMBrSNTso+pn7QAQVjOLDbirIEA7Zq5UudJ2s06JvVvLTYrEOhWY8I5XSPsae/9DncedVuPP2lz/m8HCUwhnyTdlnHPJuvWSOy9jyVrz9u74fDJSJNJ7+LJE2nQ7RKEY5T5GQDERhDkY8u64Uh3mWdzYyPcvJMGr9nqQTGkKGXP38z9DpaJuAHWtMzz/zWE57FuaIoLagc+qniHDz8+etRlmxacM04QRsFtVIxp2LnR92DuKMgxWdriceqGrGnNBeXWzNkjy3PpJnuh6VQIFUfA5cYCWusfsGajRyjAU4XEKuOQN5Mw0jPzhy14LvH2Hz5cTq80XYeuT4qjxaYdXisqtF7m69ZI7I+PJWv47VR6LKPocCsl42PLIOOtqaTkLB9psv6/DU92zPlS4aslKfL+vzx2d8u6wJj3i7r88fFvLjAJCUZevnzN0O/sHUMWT5KemaZ3XoiSq3CsGMctvEJfKo4B6fbuxdce/7f6kbcc/VFc7Zj58/avfXs0SY8uNOKwckp9DgmEaUUECEAB3ZZUdU3jBbbJPJMGmToo3DwucOYmHLhnaoG3H+DfN+u+fUfVAoF7i3I967uT9HEIMtggCRKKI03YHui0efJt5zZmAiFgL/dkYWztjF8e2cWGgcdaBxyeBMpcAlPfHHfkp3pAequvtbckgSlQsD1eck4evY8vrI7Byd7R3BPQR5avLu3dMgy6KBS0CUtEioYfnjXzTjV2oma9h4UplmwLSMF05uE/NuyLkkcJzsH8MR1ZajsGUTtuREUJBhQajHhZOcALkrb4ldyogBwYLcVdQOjaBh0INekQX6cFoE6u1QKYc74HiK7t8IeJT2zeFpPFKUl4ck796G6rQuCIEDiEirb5Bfovn2qAfd8+iJsSzKhKNGAcZeIZ442omt4DI98phTV/Ta02saRZ9Iix6hFW+95PPabI7j76otRYIqF0jkOtSIGd++5yJs8KAB8c3s6agfsaB91IlMfhZIE+ToqkiThVM0ZTLlFVA2O4N2qRhSkWnDo7lugVPifZEQoBFiNWkicY3uCAaXx+lkDhbDkrBF1V197TlFCn2MSqgglPluajq/szsG/HW/GPTutqO23IVkXjXS9DhECowaiJGRwzvFGRS0uL7QifYsJqebpD2kTUy58UHMGe3cU+vX6gsCgFATc/sJ7+KuLc7Bjaxx6bOO4/YX3cHBPcUAun0mihK3aKFg0kVCy6TKFygAmJSqFgBxjLKyxBrqkJSMpKakoJiZGFAQBSqWS19TU1C/1HEp6ZnhaT0SpVXjyzn14/LevoXdoBM9/624cOVaNkvRkvIBjC55Xkp4EkXMc/LfDqO3oweGH70f/6AQeuaYUP6toXbA1/eBuK55/8F7U9ttRMzKGfJMWTLiQPLSfH8QtT/wLAOCqkhxYjAa8WzsCoSQP5dmpC75/VWsXfv4/78+5zbOLylftndXwnHByJ95iCQ91V19bLlHClCihd2zSWytkS0wkvrw7G3e++Cfcvj0dBXEGCAyU8JCQwhhDYqwO+w896x3reoamP7g98cWb/F4XI0kcpUlGZMZp8dS7p723T1/eMvq9rdwlSnCKEmxTLoy5RMSoFIhQKsCAgM/GbJCERwBglDgP6Jb1999/vykxMdG93MdT0jPD03pi2DGO6rYuOF1u/Opv78YnLZ3o6B/CdeWFsteei9KTUdXaidqOHuwpyUX7uX5875ptqJXZ5t007IDIgR/L1Lw5uDsbSga8XVmPiSkXAOC1EzXe55q0GmzP2jonwVisR5iv2jvribqrry23JMHNuXytkJ1W/OTGciTqYyCAQ0mXtEgIKkxLQkGqZc5YV25NRaGPBc4rIQgMZ87b8fCnS3D63DCa++2wmnUoSojFmQE7ChL8a0Xh89zbZYXK34PfeDQuUbLOXKoTMvQ6KUOvT1GtQ3HC+SjpmaUkIxm28Qm0nhvAk3fuQ9fACBo6z2F3Tjo6+4fx+B034lRLBxq7ziM7aQuK05PReX4IvcN2vHTwPpzuHUbV4DiyU5i3iOBslySZfNZ2qBuwozTegKtL8xAVoULPkA3vVDVgwjmdAMntivIkavIzUMHdRbVUd/XFGqSSpU2JEtptY7BPueVrhQzakW2IgUJgUNKsGglBEuf446l6PHr7XlS3daGp+8K4+vapBly/o9Cv7cWSxPHx2X68XteJ+y7Kwc6tcei2jeNLL32IvfkpyItf/SUjifNF6/Rs9+O1NyDBJUrW52rrhFmFFoWZQotWlUKogh8zPnv27LEyxnDPPff0P/jgg0tWiKb57lnUKiWuLMrG5YVWVLd1od82iv2Xl4MDeL+mCZWtnSjLSkVynAEfN7Ri/6FnwQSGq7fn48l3TuOxt6rQY59A9+iE7Dbv+Gi1z9oO9YMOuEQJA1MczhgjLiotwksH70NRWtKiu6I8PcJmC4VdVJ7u6nKou7p/XKKEmn47Rqfci9YKiY5Q0mVEErKUCgXiDVrsP/QsPm5ohVql9I6rWwwav9fGCALDJWlm/HL/pYiOUOJYxwCiI5T45f5LcXGa2e8xaLFzj8xhXKLQ4qo7T3/00UcNdXV19W+99Vbzs88+u+UPf/iDZqnn0EzPPCqlAinmWPypphm3XFTqbTnhUW5NxaO378VPX3kHBakWWIx61Jwb8V7GseiiceLcMK5Jj1+wA0ulYMgwaHEYvQu+b55Jg/8+3Y5//vOFLeBlySb8/Vdug4IxqHy8ealV07V3egZHMDI2DkNMNCwmQ8A7pa+Gp7v6/O2i1F199ZxuER+09uG8W8S4S0R5gsFnPClpDQ8JYZIkYVtmiuzlrW2ZKX7v+JQkjgyTzmcbCn/X9OSbfI/l5AKJc3WrzS47GLXa7II11qBe7d8hLS3NBQBJSUnuvXv3jnz88ccx11133aKXy4LyzsgYSwHwawAJmJ7WeoZz/o/rfRyzu4PP/m+lIOCOT+1CZat8ifS6jl7801/vR4rZCMamL9dEqRT4TE4SdqeaEalW4d2z/XigPBMNg6NoHRlHhiEaxWY9BAY8UJaBmoFRfNQ9iEm3hGKzDjlGLR569bj3+0SpFEgxxGBsyo3ImV1Y8xMf7zEzhoEpjqqBSZSoomBhnrYZHGDBWwRH3dUDyyVKUAoMV2QmAJzjiY8bsT8vaVnlDQgJRWd6zuPR2/dCYAADAweHxKdvz0tJhL/9WCu7B9E2NIoDVxV5u6w/e7QRld2Dfq0rFBhD7v9r787D47jKfPF/324ttvbFirVZluVFsmRLsq0Yk7AkzkKADCRDIBcSIMBM7swwv4cMzJBAZsKQmVycwDDMbxa4YUuADDCEAAFCFhKWLCRBtrXZkixbkm1Jlq29tVhLd537Ry/upaoXdUvVrf5+nkeP1FXnnDpd9Vb1q+o6VYXZuLaiEDftKENWagpmluz46YlB1BRmx/yYm8hPWbeILFTl5mjP63yzVJWbo7kuao6YzWazOBwO5OfnazabzfKb3/wm59577x0KVc+s0wF2AJ9SSh0RkWwAh0XkOaXU8dVYuP8NCHdVluLwyTO4fPtmtPUNoKVvAPWVZdi1uRS7K8vQ7ner9ONnzqG2ohivdPbig1e/AVdsLsL7GiqRarXg2Og0TlyYwrZ8Z7Y/OHMRaVYLlhwaLOL8zvfs9EW8oSQfH9q1CX3j06jKz8KvTwxi3u4AAOwqzscD79iH3qlZPHN6BDsKslBXmAPlcCDNavX0/9iZIdz61stx39NHPf/JtBbn49A786CgcHLShrPT06be3yE9xYrLK4p4DU+U7HYHlAAnJi7dc+feK6pxZmoOn2jaihPjMzg5MRtwM0qiWPH+xzAm7SkFu6aQkZ6KI6fOor1/ELsry7B36yY4NGfyE+3S7JrCY7ddhZahMbx2dhS7ivPw2G1X4fBAuA8HN5Yigo80bMGxERu6xqdRU5CNjzRsidl9eoC4fMr6coxX5eZuCnKjxfHlNDowMJBy8803bwMAh8Mh73nPe8ZuueWWkA8+MyXpUUqdA5znBZVS0yLSCaAMwIonPd43IASA7+I1XFm7Ff/4gRvxmUcDn/b7wIfejVsPfd0zogoAdpRdhhePncTB+mo839qFqxpqsODQfEZlAc7/uD+1fxtOTsygpjAbD77aEzCE/ZNNVRClkL8+DYDzDM8/vWMvvnL4VEBbf3P5Nig4cN/3nsQrnb24cf9uNJ8Z8SQ861OtuP+GPVAAHj3eFVdP52XCs3wOTYMmwLcNnpj+274xVBdlofGyXFgAWBPvoEhxbGFxES3Hu3H0eDf21FajsbYa6WlpUbebYrWipnyj4VPWY3FNT9OmDYZfb0V7TNIAPPjqCZ3bkuyIql23NfSUdS3Vaun5aF2t/+gtuEZvLesi5tra2sXu7u6IcwbTL/wQkUoAewCdIUgrwH0DQm/5WRlo7Quc3txzGh2nh3CwodrznXPT9s2o31KOp5o7sKuyDBPTsxicmsOF+UXdK/l7xmdQkZGK9gtT+vMn5pAPO+o25mJfeSE2Zq9Hz8Ss4Qiv4sx05Gc5n4xdWpCLE2OXvr68elsJRmbnMactGV40Vl0Q3TBNWl2apkEAnDJ8YroNB7dsgAKglAZrium7NK0hC4uL+LtDX8HrbccAAI888XPsr6/DF++5K+rER9M0HD3lvN3Hjft3o7Qg1zNq9eips9i/ozKqM0uapoI+Zf3yiuguZu4weDB0x4gNew2e+RWJYBf/JuBxfCbVammtLsgvcF3DE7P79ETK1COkiGQB+DGAu5RSAaelROROAHcCQEVFRdTLM7qvTWlBLlpdd1xen56KaxpqPDvgqaERfOCq/SjMzsKuylLs3lyKnqELuOe9N+DXR7twVf0OXJiYRe/UnO4yO8dmsDmzACcm9K/o7xqfQXWahoeeeA4PfPgm2BbseNngycC9k3PITE3xPNl8aHwKb/RaL6U5GZhdtGN4UX9ZvVM23tlzBcU6XpfsdpyfnEFxfk6QJ6bbsD0/F9A0pDHhoTCFG6tHj3d7Eh6319uO4ejxbhxo3B1VHzSlcH5yGj+8+8/R1jeA7sHzOFC9BXfe8Ga82HEy6q+3Qj1lvWnTBiz3Doh2TUPXeOBtSQCge3wGDZflwhrNRdghnrKeoMdxDcCo2f027RyZiKTCmfA8ppR6Qq+MUuphpVSTUqqpqCj6m9m572vjb2h8Cg1byrG7sgw/vOdOvHlfAxYyC/DmfQ1431ubkL1uHTLXpWFiehZPvtaGZ44cx62Hvo6ivCzYZueQuy4VVbkZusvckZ+JV7t6sc1g/ra89cjNXI/2/kHc+oWHcaz3NGoK9K/+r8rLQHaa1fNk8+dbu7C7JB/7yp0PzxuyzSEzLQUlGfpPRefTeVdWLON1we5A88AYnj51ARZB0CemWwCkMuGhCIQTq5qmoeV4t+681s4T0LTo/klPsVpx3Z6duP/7v8Tff/dJfPeF1/D3330S93//l7h2T03UX2+t5FPWUywW1BToP2W9uiArqoQH4FPWV5IpSY+ICIBvAuhUSn15NZetd1+biZk5NGwpx4MffQ8eeL4d9/7qKB47fAr3/uoo7nv6KDLWp6O1bwBfefIFnB2dQFlhHj56/ZXYU7UJj/32dZTlZqLW9cRdb/VFOdiaux5f/dXvsT0/U3d+TUEWyjfkoWn7ZlxcXMJXfvY8qnLW65at3ZCD4qx1mJhxnlW6uLCEex/9Ke67rgEP3diEjVnrUJ6biW15zqfzeuPTeROH+/Edn33qCB47fAqff+YItubl6G7TrXk5fLwErZhdO7bpTq/bvjUm7XfoPMi5uec0OvwGjyyX+ynr3mLxlHUA2FWkf8zfVRSbkZPup6x743E8emb9e3glgA8CaBeRFte0zyqlnlrpBbvva9PaexatfYNo2FKOXZWleLWrF5l5BYaPTfg/H3o3FuwOz3fQ1WUboQDcddO1GJuyYUOu89b/x0Zt6HGNotmWm4FPf+vHmJiew72P/AQPfewWnJycRefYDLbnZaCuKAdWAdJS3H0aQGvfAIZGJ3CP6+m9nWMz2F6QiboNOUgRQarVgvtvf5enbMOW8oARUot2Bz5cWxMXo7coMnaHI+DxHb/vG8Ffzi4EPDF9a14O0vh4CVohFosFe+tqsL++zucrrv31ddhbVxN1su1wOAwf5NzaN4h92zZHfVH++Nw8HnjHPrQMjqFjeBK7ivPQWFaI8bl5lOTonxEPV5rVgnsO7EDHiA3d4zOoLsjCrqLYjZzkU9ZXhlmjt15CtDdgiEJ6agr2V29x3gBLKfz4laO4fHslfnfW+LEJe8oKfG5U+F28hqbtm/GFD9+EDbnZGJ6YRLo1Bbs3ZKMmLwPffu4VfPr1Ns+or/b+QbT3nsW20iLU7SiB1WLxufGWs0++Tyxv3JiH+sucWb1FBAtLdrx+8gw6zgziqt3VuOPaN/rcu8d9yjPNNa22MB+1hbz7cSJRgO7jO97/vd/hnoN1uG5HOXbk50LAB4jSyktJseKf/uavcPR4F7p7T6O6ajP21NbE5NEmIhL0MTqxeODoLzsH8Xz3ED57XT3eWVuOkZl53PHfL+La6lJ8ZP/2qI+NaVYL9hbnRX0NjxE+ZT32kvJCgIWlJRw9dRZtrvtCvOeKPZidX0TdRv3ytRvzoBRw7LTvfY+ae06jrW8AvedHPU86X5+eisc/cyd6z4/i4uKS58LovVsrUL+lDB946JuoKinCoTtuRrolcPUHPF/LFej+Q+2//dwfXEM7bza8+zJ3ksSyZLdjYuYirt5ajCfa+nFxyeEzP2fdOjg0BSDwRpVEKyEtNRVKKVSUFCM7MxP5OdlYl56GtNTYPFKzoapM90HODVXRP3AUAOo25uGJtn483TWI0pwMDNnmMLWwiNqN0Y+u8rYSCY83Hsv1jY6OWm+//fbN3d3d60UEDz/8cP+1114b9DkgSZf0LCwt6d4X4qGP3IyG0nTdxyY0lBbg9Mi4z9B1t9a+QZ+k4+KCs/0vfew96D8/horLCtExPImO85NYPzSORz71Edz76E/R2juA/dWVYfdbb6h9c8/piNuh+LRgd6B1cBxtw5NoKMnHDz54Fe596gg6hp1nfdxxKAI+MZ1WVXpaGqoqymN+c0IA6B5w3pH52JkhdJ4Zxs6KYtRVlKJ74AJ2bS6Jqm2LRbCnrAA/+OBVaBkax4kRG96wuQj/+43VSLNamEisPguAAk2pmA1Zv/POOzddf/31tqeffrp3fn5eZmZmQgZo0iU9R0/pP1ri5NAFbC3diPuub0TL0Dh6RmzYXpSDxtIC2B0OvNjR4xkq7q22ogQvHuvxmdbeP4gfv3wE73vL5fo3xvrwTfjpK0d9vsoKxmioPQC09g2E3Q7FJ/eFy+44eQzOOHnwxib8qLUPWwqz0VhagBSLMOEh08Q64VFKoe/8KDYV5aMoJwsZ2yqQuc5575/+82Ooq4gu6QGcX6Hd/2yL7s0JaVVl2TXH9qHZKQzNTlpKM/O00szcTSkWaw+AoM/KMjI+Pm557bXXsh9//PF+AFi3bp1at26dI0S15HrKusPhQJvOqID16anYVFSArz31OzgcDhRnrsPe8kKUZK9HmtWKz33vSdRWlCAt1fcDx/1gvBdaA4d1vql2W8AFqYDzwuj2cxN46+4dYScqRkPtAed335EmPNEONaXYWbLbcWRgVDdOOs5N4KptJSjLzUB6itVzrRbRWiAiuG7PTjz4+DP46autOHZmCD99tRUPPv4Mrt1TE/U1PQAMj8FtQ8t68gEtj8WuObb/sr/D8vO+NsvhC2fw8742yy/7Oyx2zbEdy8xDurq60gsKCuzvfe97K3fu3Fl76623brbZ9B9s6tOZ5SwsUVmtVtRXBn5XfE1DDdpPD+FHLx3BrV94GE/8/lW0d/Xgx7/9A/54ohdvqK5ETXkx3tG0C//ysffgQwcP4F8+dgsO3XEzUqwW1G0u9WmvaftmlG3I170gFQB6xmawaUNkd9TUG2rv/O67POw2FpbseL27H9949mW83t2PhSV7RH2g2NMUcOz8lO689uEJ2BcuosKV9BCtNf3nR3H3LW/DgeotuLi4hAPVW3D3LW9D//lRRDvWRdOU4TG47dwENKWiap/CVjA0O4WBGd9tMTAzgaHZKQAoWE6jdrtdOjs7Mz7+8Y+PdHZ2Hs/IyND+4R/+oThUvTX39ZbR987u6Xu2bgq4cG7v1grPQ0UvLi75XLdTmJ2FDx58A8anZ1GYk4ni/FyUbcjDZbk5notJvYebN2wpR0NVOVIsgoaSfDym08f6kvyIL0S9NNTedzlGFzH703vmWKgLoWllLSwt4Sd/aMWO0lLd+buL81CxIZ83HqS44HA4YI3h16uaUqgoKsA/fO/nAddY/tPtf+J8sngUiY8lxDGY1/SsDk2p9KHZSd0TLEOzU5byrPz05WyLysrKxY0bNy4ePHhwFgBuvfXWiUOHDoVMetbMmZ6FxUW81tKOh3/wBF5racfC4qJzut/ZDYsIDt1xEx766J/iQwcP4KGP/imu2r0duzfrjxa4orYKIkD/hTE8+vyr6Ds/ioz0dHz1qd95zpS4h5t/7PorsWfrJrT3DeLR519FXXGe7o2x6kuXldj6LGd/dWVEyUqwC6FpdS0sLaFveATNPWfwrede9rmrttu+8kI0lBUy4SHTzS8u4pUjrfj6D3+CV460Yt51bI1WitWKjtNDhs88jPaOzABQX1oQ02MwRc4islCamad7TUVpZq7muqg5YhUVFfbi4uLF1tbWdAB49tlnc6qrq+dD1VsTR1S9h+K9uWkP/vlTH/cZqeU+u/EPt96AvVWbcFluFroHzuP2L30bX/vr2wLOAF1ZuxVbS4p0R3vd9/53or1vEE07Ln3ltORw+JxN+WPPaRz6yJ+ie8SGtnMTqC/JR31pQdRfVSznGh5eCB0f3KMH927dhIuLS567aj/w4ZvQfm4CPWMz2HlZDvZtKuJXWmS6+cVFfNrr2Ao4b0740D13YV0MHjiqd40lALT3D2H/ji1RH5fSU6x44B370DY0HtNjMEVkvDQzd1N5Vr7PV1zlWfkozcwFnKO4luXf//3fz9x2221Vi4uLUlFRsfD973+/P1SdNZH0tOg8FC8/NwdHT+qP1GrvH0T/yZP4k2vfisz0VFzbuBPnxqdw6I6b0No7iNa+AdRWlKBp+2bDMyRtfQMQCDRNeXZM/7Lt/YO45YGv4Wt/fVtMboS1XO4LoY1uAsaEZ/W4Rw8W5+fgQPUWAPA8d+1gQzVKC/JQvDmfB2WKC0c6OnUfOHqkoxNX7G2Iuv3dOtdYAsCuSv2vfJfD/471tOq0FIu1552Vu1yjt6YspZm5WmlmLlyjt5Y9suaKK6642NHR0RlJnYT/ekvTNBzVeShe6cYitJ3W/y/ixNAolNLwnr/6FF566WXsLS9ETflGpKemer4+emNNFVKtFsMzJCcGL6CqZIMnYTA6m3JxcQnPt3Q5b7VrolhcCE3RsXuNHny+tQv1Wy5tE9VueQIAACAASURBVPe1ZEd7z6KsMLKL3IlWgsPhQFtXj+689u6TcDhCjg4OSimF3ZtLdY9LuzeXQsX4QmMmPKaaSbFYWyuyC87u31g5XJFdcDbFYm3FMoerRyPhz/RYLBbsqa3GI0/83Gf60PkRHLyqTrfOjtINeOmlblycX8DPX/g9rr1iv8/Fz5fOfBjfJr1mUzE25uV41YnvsynRXghN0UvxGj14cWEJ937nZ3jgQ+9GW98ATgxeQN3mEuzbVsFtQnHBarWivma77rzd1duivqjZarXizMh53Pf+d3r2gR1ll6F+SznOjIyjtiJ2Z3soLmgARs1OPhP+TA8ANNZWY3+9b4IzMWXDnm2b9P+LqCzDr19xJif76+vQWFtt2LbRGZL9OzYHjMCK97Mp0VwITbHhHj0IuL7WOvR1nJuYwoeuOYDLt29Geoxu708UC3t37Qw4tu6vr8PeXTtj0v7WkiIc+tHT+ENXL9JTU/CHrl4c+tHT2FpSFJP2ifxJrE8hrpSmpibV3NxsOH9hcREtx7vR0nkCjTt3oLG2GulpaVhYsvud3SjDyf4zeKm5xadcMIFtGJ8hiaQsrYi4OIcdLF7dz35r7x/C7i1l2FNVDqvFwrstJyfT4zXUsXV+cRFHOjrR3n0Su6u3Ye+unVFfxOxtYWkJLb0DaOsbRP2WMjRWlTP5j1+eeG1tbe3dvXv3hMViidskQtM0aW9vz29oaKhyT1szSY+b8X16lM9XTMt5jox/G7EqSzEVFys9nHi1OzRYRBgnyc30jR/usTXW9+nxZ3doMRmmTivKO+l5sri4uLaoqGgqHhMfTdNkZGQkd3h4+HhDQ8O73NPX3CkIo0Qm4Only3iOTCQfTvwgo1B4gKdEspIJD8D9IdHY7fY/Gx4e/sbw8PAuxOelMhqADrvd/mfeE9dc0kNEREQra9++fRcAvCtkwTgTj9kZERERUcwx6SEiIqKkwKSHiIiIkkLCjN4SkREApwFsADBqcndiYS28j3h8D6NKqRvM7oRXvCabeIwJM4S7HkyP1ziK1USOnUTuO5BA8RqthEl63ESkWSnVZHY/orUW3sdaeA8UW4wJJ66HyCXyOkvkvgOJ3/9I8OstIiIiSgpMeoiIiCgpJGLS87DZHYiRtfA+1sJ7oNhiTDhxPUQukddZIvcdSPz+hy3hrukhIiIiWo5EPNNDREREFDEmPURERJQUmPQQERFRUmDSQ0REREmBSQ8RERElBSY9RERElBSY9BAREVFSYNJDRERESYFJDxERESUFJj1ERESUFJj0EBERUVJg0kNERERJgUkPERERJQUmPURERJQUmPQQERFRUkiYpOeGG25QAPjDn1A/cYHxyp8wf0zHWOVPBD8JL2GSntHRUbO7QBQ2xislCsYqJZOESXqIiIiIosGkh4iIiJICkx4iIiJKCkx6iIiIKCmYlvSISJ6IPC4iXSLSKSJvNKsviUpTxhfTB5sXTdmVFC/9oEDhbhuH0kxdPhFFbqX223iUYuKy/w3A00qpW0QkDUCGiX1JKHbNgaHZKQzNTqI0Mw+lmblIsVhDzoukndUUL/2gQOFuG7vmwODMJM7NTaEkIxdlWXkx2YaMDaKVs1L7bTwzJekRkRwAbwFwBwAopRYBLJrRl0Rj1xz4ZX8HBmYmAACHcQblWfl4Z+UuADCc5x/IwdpZzaCPl35QoHC3jX85ADHZhowNopWzUvttvDPr660qACMAvi0iR0XkGyKSaVJfEsrQ7JRPkALAwMwEhmanMLV40XBeJO2spnjpBwUKd9sMzkzqlhucmVyV5RNR5FZqv413ZiU9KQD2AviqUmoPgFkA9/gXEpE7RaRZRJpHRkZWu49xR1MKQ7P6ATk0O4WL9iXDecrrmohQ7ahVun4iXvoRK2spXsPdNg6l4dycfhJybs627Gtx1lpsxJu1FKsUuZXabxOBWUnPAIABpdRrrtePw5kE+VBKPayUalJKNRUVFa1qB+ORRQSlmXm680ozc7E+JdVwnoiE3Y532ZUUL/2IlbUUr+FuG6tYUJKRq1uuJCMHlmVuw7UWG/FmLcUqRW6l9ttEYErSo5QaBnBWRKpdk64BcNyMviSa0sxclGfl+0wrz8pHaWYuctPWG86LpJ3VFC/9oEDhbpuyrDzdcmVZ+klLrJdPRJFbqf023olZp4lFpBHANwCkAegF8BGl1IRR+aamJtXc3Lxa3Ytrl0a0TKE0M9dg9FbgvEjaWU0x7kdc/IuyVuI13G1zaRSIDSUZOSswesvcGF1BpsfrWolVitwy9lvT4zVapiU9keKOGUgpZXiaP9i8aMqupBj1w/w3grUXr+FuG02pFTk1Hi8xugJMf1NrLVYpchHst6bHa7R4R+YEFuxDIJIPiHj5MImXflCgcLfNSl0LwNggWjlr+Roef0x6iIiIKCkw6SEiIqKkwKSHiIiIkgKTHiIiIkoKTHqIiIgoKTDpISIioqTApIeIiIiSApMeIiIiSgpMeoiIiCgpMOkhIiKipMCkh4iIiJICkx4iIiJKCkx6iIiIKCkw6SEiIqKkwKSHiIiIkgKTHhNpSq1YW+7XsVxGJMunlbOcdb1a28ehaau6PKJk4N6vKHopZi1YRPoBTANwALArpZrM6stqW3Jo6J2aQu+UDVW5OajKzUWqdXn5Z2BbORifn0dOejr6p6bRb4t+GZEtf2WWQ8tb16u1fZYcDpyasqFvyobKnBxU5mZjZG4OJZlZjAeiZVpyOHBy0oZ+m3O/2paXg1Sr1exuJTTTkh6Xq5VSoyb3YVUtOTR869hx9ExMAQCeB7A9PxcfrauN+MPBqK2P1O3Edzu70Tk2EfUyVuu9UHDLWdertX2WHA5861inZzlwLee2mh34TmcXPrSzhvFAFCGj/eqjdTuZ+ESBR6JV1js15RPEANAzMYXeqSmDGpG3dWpyCtmpqTFZxnKWH+vl0PLW9Wptn5OTNt3l9E1NIzs1lfFAtAxG+9XJSZtJPVobzEx6FIBnReSwiNypV0BE7hSRZhFpHhkZWeXuxZ6mFHqn9AO2d8oW0XUQwdrqt02jYN26qJex3OXHcjmJZKXidTnrerW2j0PT0G/TX87AzAwK1q1L2niIZ2vt2LrWBNuv+m02OLg/LZuZSc+VSqm9AN4O4OMi8hb/Akqph5VSTUqppqKiotXvYYxZRFCVm6M7ryo3BxaRmLRVmZON8fn5qJex3OXHcjmJZKXidTnrerW2j9ViQWWO/nLKs7IwPj+ftPEQz9basXWtCbZfVebkwMr9adlMS3qUUkOu3xcA/ATAfrP6spqqcnOxPT/XZ9r2/FxU5eYa1Ii8ra15uZheWorJMpaz/Fgvh5a3rldr+2zLy9FdzpbcbEwvLTEeiJbBaL/alqefDFF4RJlwmkxEMgFYlFLTrr+fA3C/UuppozpNTU2qubl51fq4kjh6a0XFxb9AKxGvHL21Jpker2vp2LrWxOHoLdPjNVpmJT1VcJ7dAZwjyP5bKfVAsDprccfUlIrZaX//ttyvY7mMSJZvorjoxErG63LW9WptH4dSsK5i3K0Bpq+ktXhsXWvc+1UciItORMOUIetKqV4ADWYsO57E8kPBvy3369X64OEH3OpZzrpere1jXeW4I0oGcZLwrAk870xERERJgUkPERERJQUmPURERJQUmPQQERFRUmDSQ0REREmBSQ8RERElBSY9RERElBSY9BAREVFSYNJDRERESYFJDxERESUFJj1ERESUFJj0EBERUVJg0kNERERJgUkPERERJQUmPURERJQUmPQQERFRUjA16RERq4gcFZFfmNmPWNOU8vnboWkB0wDArmkB5f1fOzQNmqu+5teOw1XfqA/+8zWlApblZvdr2+g9Gf0OVicSwd4TOdl1titgvO48Magz33s7umPMTS9+vH971/Ouoxfz/m2EmqY3L5J4Wk7srUZbtDb575MUv1JMXv4nAHQCyDG5HzGx6NBwfNSG42PTqC3Mxs4NOeifnMXh85PYtzEPlXmZuDA7j8sy03FsZBpd49OoKchGXVE2JueXkL8uDcdHbRiZW8CbNm1A99g0jo9NY2dBNmqLstE/OYfD5ydRW5iN6sJsvHR2FIXr07GrKAdpVmf+uuTQYFcKx0ZtODE+g9rCbNRuyMHpqVn8cXgSOwqyULchBykiSLVasOjQ0DFi8+pLDqwAUlztLTo0nJ6aRWn2enSPzaBrfBo7C7NRu8G3P7UbLvXBfz14zwu27rz74f2eyElvHS05HEixWnziyb3u7A4NDgCdrm3hve0B4JhOrO3dmIsteVmeOu72JuYXkZWW4okBd3z3Tc7grO0i3rxpA87a5nzixF3GCkC5lueOiboNOVCAYZz4x5A73osy0oPG03JiL9j6jlVbtDbxuJV4RJn0X4yIlAN4FMADAD6plLoxWPmmpibV3Ny8Kn1bjkWHhkOvnkDbiM0zrb4oB59o2opPvtCOLx/cjW+29uPje6vw4Gs9AeXuPrAD/958Ei0jNvzndQ34t+ZTum19/NlWzDs0n9c7CrJwz4EdAIAFh4Z//ePJkHU/efk2pFktun2++8AOiOv1l/94En+5Z0tY/XH3Qa/New7sCPpBFWmdICR0kZUX63g1Wkd3H9iBb7b04oWz45eWXZyHT16+DQoKD74aGGt/c/k2AMBdz7fhywd3e7btuhSLYezdfWAHvvx6Dw6fn/KZ/ommrRAA/3W0zzBO7j6wHYsOhb98pgXzDg3rUiz46vWNunEaLIb8490/NmIZRzGOyWBMj9d4P7bGq1WMkXhierxGy8wt8xUAnwawJs4LHh+1+QQ/ALSN2NA1No3bazeha2wae4vzcGx0WrfcsREb9hXn48qyQnSN6ZfpGpvGFeUFAa/bRmw4NzOP4dn5oP3wrjt6cRHHDMoeG7FB05z/5eamp4bdn2DLPz7qO81bx4h+nY4R4zrJxmgdHRux4ebqcp/puempmF5cwnGDWDs+asPo3IInLt1lgsXesREbctelBkwfu7iInonZoHFyfHQa83a7J1auLCs0jJNwYtgonpYTe0Zi2RatTTxuJSZTkh4RuRHABaXU4RDl7hSRZhFpHhkZWaXeRU5TCsfHpnXn9U7OoThzHU5NzqI4Yx26xvXLdY/PoDhzHTZmpOPU5KxhWxsz1um+nl60w7awFHbdmUU7Og363D0+A0BwfGw6ov7YFuyG66FzbEb32giHpgVdJw4tca6nWKl4tYdYR9mpvt9Sb8xIh11Thtu3d3IOs0sOT1x61zPa1t3jMz7b2m1uyYHu8eBx0jU2A03BUz9Y2WAx5B1v/vEUbB80ij0jsWwrXiXKsTVehdonE+m4lWzMOtNzJYB3iUg/gB8AOCgi3/MvpJR6WCnVpJRqKioqWu0+hs0igtrCbN15VXkZGJ6dx9a8TAzPzaOmQL9cdUEWhmfncX5uAVvzMg3bOj83r/s6Oy0FOempYdfNSkvBToM+VxdkAVCoLcyOqD856SmG62FnYRYsEnhm1GqxBF0nVkvinE1dqXhNCbGOppfsPtPOzy0gxSKG27cqLwOZqVZPXHrXM9rW1QVZPtvaLSPViuqC4HFSU5gFi8BTP1jZYDHkHW/+8RRsHzSKPSOxbCteJcqxNV6F2icT6biVbExJepRSn1FKlSulKgH8LwAvKKVuN6MvsVK7IQf1Rb7XY9cX5aCmMBvfO34WNYXZODI8iboN2brl6opycHh4Ai8PjqGmUL9MTWE2XhkYD3hdX5SDkqx1KM5cF7Qf3nU3rE9DnUHZuqIcWCwW1G7IwdTCUtj9Cbb82g3G16rvKtKvs6toTVzfHhNG66iuKAc/6R7wmT61sITstFTUGsRa7YYcbMhI98Slu0yw2KsrysHU/FLA9ML1adienxk0Tmo3ZGNdSoonVl4eHDOMk3Bi2CielhN7RmLZFq1NPG4lJtMuZPZ0QOQqAH+b6BcyA5dGe3SOzWBnYZZn9NaR81PYuzE3YPRW9/gMqguydEZvLeJNmwrRPTaNzrEZ1BRkeUZvHTk/hZ2FWa7RLGMoXJ9mOHqrZ3wWOwuzPKO3moensL0gU3f01qW+BB+91T0+g5rCLM/oLXd/9EbeuNdDJKO33P2IYhREXPyLtRLxqreOvEdv+a8779FbnWMzPtsecI/e8o21PRtzPKO3Oscutec9eqt7/FJ8O0dvzePNmwp9Rm95l/EeveWOCe/RW3px4h9D7ngvykgLa/RWJLEXbH3Hqq0gTI/XRDi2xqsYHrcShenxGi3Tk55wJdKOqSnlOQWuKQWlABH4TLOIwKEpWC3iU96/vkNTzigTOD85vNpx1zfqg1Lwme++FkHv9LxDUz59NHpPRr9DrYdwBXtPYYqLnXIl49V/HfnHkz9PDAKw+M333o4AAHWpjNFy/OMb8I1JEQTEvH8boabpzYsknpYTe6vRlg7T4zWRjq3xKgbHrUSR8G8y6pRURDaKyDdF5Feu17Ui8rHou5a4/K81sFokYBpwKSHxP6B6v7ZaBBZXfYtfO8F2Mvdy/acZHbz9+2j0nox+B6sTiSQ5cERFb7vqTfee744jvXnu3+4YC7Uc/1gOiFedmPdvI9Q0vXmRXpcTK2vhGh5aWTxuJY5YnId7BMAzAEpdr08AuCsG7RIRERHFTCySng1Kqf+B6347Sik7AEcM2iUiIiKKmVgkPbMiUgjnFScQkQMApoJXISIiIlpdsXj21qcAPAlgq4i8DKAIwHtj0C4RERFRzESd9CilDovIWwFUw3lld7dSailENSIiIqJVFYvRW6cA/JlS6phSqkMptSQiv4hB34iIiIhiJhbX9CwBuFpEvi0iaa5pZTFol4iIiChmYpH0zCmlbgXQCeBFEdkM10XNRERERPEiFhcyCwAopR4SkcNw3rOnIAbtEhEREcVMLJKe+9x/KKWeF5G3AfhwDNolIiIiipllJz0iUqOU6gIwKCJ7/WbzQmYiIiKKK9Gc6fkkgDsB/IvXNO9reQ5G0TYRERFRTC37Qmal1J2uP78K4N1KqasB/AbOuzH/bQz6RkRERBQzsRi99fdKKZuIvAnAdXA+gPSrMWiXiIiIKGZikfS4Hy76TgBfU0r9DEBakPJEREREqy4WSc+giPxfAO8D8JSIpIdqV0TWicjrItIqIsdE5PMx6EdMORxaxHU0TcGhadA0Bc3z2/nj357RdP9lu8t5v/b+7V9Or6xe+VDvI5xpkTDqdzR9Wov836defNhd0/y3ufdv/3bsDt949MSfpgWtE2l/I91Oocon6nZP1H6vZeHEM619sRiy/j4ANwD4klJqUkRKAPxdiDoLAA4qpWZEJBXASyLyK6XUqzHoT1QW7A60DI6hfXgSu4vz0FhWiPQUa8g6bUPjaD03gbqNeWgoLYBFAIsINKVwdHAcx85PoqEkH/WlBRifm0d2ehqODU+gfdg5vaG0AArwWnY+GssKcHLUhj+cHkFDST52l+TDoRQ6zjnrXVlZhKrCHPSO2bApL8unvbrifDzfM4Ti7PU+f9eXFhi+H+/34e6rAGj1mxZqffi3qde/cNvR61Mky08Ueu/Tve13F+dhX1khHEBAbA5NzaI0NxO9IzacHJ3GNdtL0TE8gbZzE7h2ezFKcjID6iil0Do0jvbhSewqzkN9SQFSLALb/CJy16VCg4TcB/T62ztmw8v9I2Ftp1DbNVG3e6L2ey1bzjGd1i5Rytz/SEQkA8BLAP5SKfWaUbmmpibV3Ny8on1ZsDtw71OHcXhgzDNtX3khHnjHvqCJgl6d+65v9Ly+9Tu/xbzd4dPe5585ij+cHgEArE+14gcfvAr3P9sS0M691zbgA9/7HUTgU2Z9qhWP3fZWfOk37fjbq3fjgV+3GtatK87z+Vvv/QR7H3r9Dzdhuf+Zo4b9C9XOcrYHXDfLNFsk8Wr0Pt3brDRnPf7rlit0y/zz2/fh0POt+MRb6gABHnjOuZ4LMtLw2G1X4e9/pVPnHfvw/u/8FpPzi55p913f6FmnodZ5qP7O2x1Bt1Oo7brM7W66RI3X1Ti2miVRYymOmR6v0YrF11vLIiJWEWkBcAHAc8ESntXSMjjms3MAwOGBMbQMjhnUANqGxvXrDI1jePoihqcv4uD2Ep95rYPjyM9I90y7elsJWgzaaR+ewMHtJQFlrt5WgvbhCeRlpKN9eCJoXf+/24bGI3of/v3Xq2+0boL1L1Q7Rn0Kd/mJwuh9urfZ/TfsNY7NoTEcqLwMI7Pz6Bye9JT58wPVaBkyjuf/fUW1XzvjWHT9RxxqHwjVX/dro+0Uarsm6nZP1H6vZcs5ptPaZlrSo5RyKKUaAZQD2C8iu/zLiMidItIsIs0jIyMr2h+HQ0P78KTuvI7hSc+1D940TaH13IRunZ4RG2YX7ZhdtKMkZ73PvPbhCZ9ppTkZODFiM2ynJGd9QBn363Dq+v/ddm4CmvK93ifY+/Dvv399Pe42g/UvWDvB+hTO8s2wnHgNZ93nrEs1jM1jw5Mozc3A7KIdxy9MeaaX5WSgI0Qd/2UpIOQ+EEms6G2nUNvVoWkJt92BxIvX1Ty2msW+jGM6rX2mJT1uSqlJAL+F87og/3kPK6WalFJNRUVFK9oPq9WC3cV5uvN2FefBaglcVRaLoKEkX7fO9qIcZKalIDMtBedsF33m7S7O95k2ZJvDjqIcw3bO2S4GlHG/Dqeu/9/1JfmwyKWzlKHeh3///evrcbcZrH/B2gnWp3CWb4blxGs46942v2QYm3XFeRiamkNmWgpqL8v1TB+0zWFXiDr+yxIg5D4QSazobadQ29VqsSTcdgcSL15X89hqlpRlHNNp7TNlq4tIkYjkuf5eD+BaAF1m9MVbY1kh9pUX+kzbV16IxrJCgxpAfWmBfp3SAhRnr0dx9nq80HPOZ15DWQEm5hY8035z8hwaDdrZXZyPF3rOBZT5zclz2F2cj8m5Bewuzg9a1//v+tLA58EGex/+/derb7RugvUvVDtGfQp3+YnC6H26t9l9Tx8xjs3SQrzafwFFmeuwszjPU+brr3ajsdQ4nv/vK91+7RQgLcUa1j4Qqr/u10bbKdR2TdTtnqj9XsuWc0yntc2UC5lFpB7AowCscCZe/6OUuj9YndW62M59pX+Ha2RLJKO32s5NoNZg9Nbx85Oo1xm91THsnO49esu57Eujt149PYJ6v9FbHcOTuEJn9Ja7vbrifLzQM4SNrtFb7r/DGb3Vdm7C01f36C3vadGM3nL3L9LRWxEsPy7+pY40XvXep3vb7/IbveUdm57RW2M2nBqdxkHX6K32cxO4xmv0lncd9+itjuFJ1AUZvRVsH9Drb++YDa/0j4S1nUJt12Vs97iQiPG6li9kBpZ3TCdDpsdrtEwfvRWu1d4xHZoW8elPTSlAKUDk0m8XpZRPe+7v+P2n+y/bXc59elxTypNMeZ8y975mwL+s/9/hvA//spHUD9bmctuJoF5c7JTLjVf/96kXh+5p/tvcex27p3nXEb31pxQsXm2FWnao/ka6fUOVjzbuzJJI8brWkx635RzTKYDp8RqtWNynZ01azs5hEbmU6Pgf8PyvbTAq57fsgGsiXK+NphtNi+SDI1Rby2HU72j6tBb5v0+9OHRPCzc2jNoB4Im/iOoE6W+k2ynktWEJut0Ttd9rGRMeAuLgQmYiIiKi1cCkh4iIiJICkx4iIiJKCkx6iIiIKCkw6SEiIqKkwKSHiIiIkgKTHiIiIkoKTHqIiIgoKTDpISIioqTApIeIiIiSApMeIiIiSgpMeoiIiCgpMOkhIiKipMCkh4iIiJICkx4iIiJKCilmd2C1aJoGi8Xi81pTCilWK+wOBywisFgsnukWESilICKGrwF4pnn/rQCIezmushaLBQ6HwznfXc71271cd/kUq9Xz2p+7rHd77vflruP9PvXWgX89vfUTzbql8Li3g5t33HjHlXcM+ccnRCBwbnN3HLvrpFitcDgcsHrFuP8yvOsDl7al93Lg1X6K1Rr0PbnLBIsJ72UwbsgtnPgiipYpSY+IbALwHQDFADQADyul/m0llrWwZEdr7wBa+s7iTbXbsL20CJpSOHLqLNr7B1FfWYY9WzcBIlhyOHD01Fm0uabv2lyKkalplBTkoaXXd/rpC2PYVnoZrCJYdGho7xtAS98A6ipKsW9bBUSA1t5BnJuYwnV7dqKjfxAtfQOe+v0XxlB5WSFGbDMoK8yD3aHh6KmzOHZmCI1bytFQVY6eoQt4pbMXjVvKUeda5tbiIkCA1p7TaOkbwK7NzuWdOjeCl46fQl1FKfZs3YQUqwVpKSmedXDq3Ag2X1aAY6eHPP3cu3UTrFYLWk4510/jlk1oqCpHemp4YeG9biOtm8wWlpZw9NQAzk/afGLDve0sIvhjz2ns21bhmedcv2U4OXQBL3f2euLWNnsROZnrcfREP85PTuO6PTvRf34UFUUFGJkaR0lBHv7Yc9oTu+72j546G7BMEcHI1DSKcrM8+8HuyjLs3lyK0yPj2FxUgNMXhrGt9DKkp6YGvKeTQxew+bJCdJx2Ls8/Jrzjxb0fnBmZwNaSIsZNEnPuD2d9YtQ/vohiRZRSq79QkRIAJUqpIyKSDeAwgJuUUseN6jQ1Nanm5uaIlrOwZMc9j/wEzT2nsT49FT+8+8+xPi0Vn3n0p2juOe0pd3V9Ne699Qbc84jv9Ctrt+IfP3BjQPmm7Ztx3/vfiX/96a9x761v96m3Pj0Vj3/mTnzusV/g2Jkh/PDuP8f93/+lYf3Pvu/tWLTb8bnHfqFb5tZDX8fFxSXPa6tFwir7+dtu9Bw4PvfYz3H3LW/T7cfnb7sRt/yfh3Fxcckz7dAdN4f8EPJet97thVN3hUnoIivPKF4XlpZwzyM/DRobn7/tRqSlpBjGnfd2PnTHTXjo8Wfw4vFT+OHdf44HH38Gd9/yNvzrT5/HZ993g24bX/jwTXjfoa9jnDoyGwAAEcxJREFUYmbOZ5kAkJ6aErAfuJd76EdP45733oBDP3oa99/+J574Wlhawuce+4VhjB2642YA0I0Xd7v33/4us+PGLKbH63KOrbHi3h8CY+YmJj7xyfR4jZYp55aVUueUUkdcf08D6ARQFuvltPYOeHamaxpqsGi342jvWZ8dDADeWLMFR08FTs/PytAt39xzGm19A3hjTVVAvWsaajzTrmmoQVvfQND6g2OTustu7jmNY2eGcLCh2vN61DaDtv5Bw/a8yx49dRa2uYto7R1AflYGjp0Z0q139NRZTz33tNbegeArFr7rNtK6ySyc2Dg3PoUWg/Xrv52PnDqLdx9o9LSXn5Xhiq0thrF7tPcs/uLtb/adduoszk/aMDA6abhcd9v5WRk4euqsz3tyz9OrOzQ2aRgv7vYYN8nJ6NjnHV9EsWT6F+oiUglgD4DXdObdKSLNItI8MjISUbuapqGl79KOU1qQC4dDQ3v/YEDZssI8tOlMLy3I1S0PACcGL+jWKy3IRffg+YC/jepPzV40LNN5ZhilBXme1zNz8zh+5pxhe95lTwxegN3uQEvfWZQW5IZdDwBa+wagacZnAP3XbSR117JQ8epwODzxEiw25uYX0davnwT4b6+O/iFclpvtac/9u6wwzzB2O/qHUFaYH9Du9NwCpmYvBl2u+3d7/xDsDg1213sK9n4mZ+YM48XdXjLHjRmiObbGit1rf/Dnji+iWDM16RGRLAA/BnCXUsrmP18p9bBSqkkp1VRUVBRR2xaLBY1bNnleD41PwWq1YHdl4AmlwbFJ1OtMHxqf0i0PADvKLtOtNzQ+heqyjQF/G9XPzVxvWGZnRTGGxic9r7My1qG2osSwPe+yO8ouQ0qKFY1bNmFofCrsegDQsKUcFovxWUz/dRtJ3bUsVLxarVZPvASLjYx1aaivLNed57+9dlWW4sLUtKc99+/BsUnD2N1VWYrBsYmAdrMz0pGbuT7oct2/d1eWIsVqQYrrPQV7P3lZGYbx4m4vmePGDNEcW2MlxWt/8OeOL6JYMy2qRCQVzoTnMaXUEyuxjIaqcjRt3wwAeL61C2kpKdhTtckzze0PXX3YszVw+sTMnG75pu2bUb+lHH/o6g2o93xrl2fa861dqN9SHrR+WWGe7rKbtm9GXUUpXmjt9rzekJOF+soyw/a8y+7Zugk5GevRUFWOiZk51FWU6tbbs3WTp557WkOV/geuN+91G2ndZBZObJQU5KLRYP36b+e9WzfhZ6+2eNqbmJlzxVafYezuqdqEr/3qRd9pWzdhY14OyjfkGS7X3fbEzJzz4n+v9+Sep1e3tDDPMF7c7TFukpPRsc87vohiyawLmQXAowDGlVJ3hVNnuRfbuUeMtPYN4MrarT6jtzr6h7C70jl6xSoCh1I4euos2l3T/UdveU/3Hr21pCm09w2gtW8QtRUlPqO3hidsuHZPDTr6B9HaN+ipbzR66/iZc2jYUuYZvfWHzj40bCkLHL3V61xe3eZS7Nu2CafOjeDl472orSgJOXrL3U/v0VutfQNocI0ai3T01nLqrqC4OF0QLF7do7cuTE77xIZ721lE0NxzGntdo7da+wZd69c5euuVzj5P3HpGb506iwuTM7h2T43X6K3A2PUeveW/TP/RW+39Q9hVWeo3emssjNFbQ2jvHwqICe94ce8HHL1lfryaeSEzcGn0lneM8iLmuGV6vEbLrKTnTQBeBNAO55B1APisUuopozrR7piapnxOn2uact3LxAK7Q3PdB0Vc9ycBLAK4bmNi+Bq4NM37b9/79DjLOu+Poznnu8u5fvvepwdIsVpc1zd4t+Tk7KPzvTjbE8/7cl8TYfQ1gVE9vfUTzbo1WVx0JJx4dW8HNwUF511zlE9cOWPIPz7d9+mB1316NE9cuuPI4dBgtV6adymivOv7xpA7xpz36XGWtVgEdocW8isHd5lgMeG9jDiKG7OYvgLMTnrcwokvMp3p8RotU/69Ukq9hFVeef4HV4tFYHF1wXtHs1gsAd/5hXoddLlef1uD7NDum7RZPK8FRqvI/V782wv1AWJUL5y64bRLkQncDuL328m7lG98+pbziWO/Zeh/mARuN/e29N4/9No34i4T/JowCVmGkg8THloNjDIiIiJKCkx6iIiIKCkw6SEiIqKkwKSHiIiIkgKTHiIiIkoKTHqIiIgoKTDpISIioqTApIeIiIiSApMeIiIiSgpMeoiIiCgpMOkhIiKipMCkh4iIiJICkx4iIiJKCkx6iIiIKCkw6SEiIqKkwKSHiIiIkoIpSY+IfEtELohIR6zb1jQt4nL+dcJtgygaDocj7LLumGRsklnsdrvZXSCKWopJy30EwH8A+E6sGlxYXETL8W4cPd6NPbXVaKytRnpammG5cyOjuP5Nb0Rbdw9aXHUaaqtx6vRZvPjHo0HbIIrG/OIijnR0oq2rB/U127F3106sM4izhcVFnDx9FhWlJWjv7kFbVw9jk1ZVJPFKFO9MSXqUUr8XkcpYtbewuIi/O/QVvN52DADwyBM/x/76Onzxnrt8Phjc5TpOnMLj//lF3PPF/z+gzj9+4i/ww6eeNWyDKBrzi4v4tFesAsD++jo8dM9dAR8kC4uL+Psv/xc+85cfxb3/8h8h45so1iKJV6JEsCau6Wk53u2zUwLA623H0HK8W7fctVe+AW1dJ3TrtHWdwLVXvMGwDaJoHOno1I27Ix2dAWVbjncjPzfHMFYZm7TSIolXokQQ10mPiNwpIs0i0jwyMqJbRtM0HDU4+Ld0nvC5FsJdrnRjEbpO9evW6e49jbKNRbptEAUTKl4dDgfaunp067Z3n/S5xscdr8FilbFJyxXOsdVutweNV3sE16QRxYu4TnqUUg8rpZqUUk1FRUW6ZSwWC/bUVuvOa9y5AxaLJaDc0PkR1Gyt1K1TXbUZg+cvHQS82yAKJlS8Wq1W1Nds1627u3obrFar57U7XoPFKmOTliucY2tKSkrQeE3xileiRLEmjpiNtdXYX1/nM21/fR0a/ZIhd7lfv/wa6mt26Napr9mBX7/ymmEbRNHYu2unbtzt3bUzoGxjbTUmpmyGscrYpJUWSbwSJQJRSq3+QkW+D+AqABsAnAfwOaXUN4PVaWpqUs3NzYbz3aOyWjpPoHHnjpCjt4ZHxnDdmw6grbsHra467tFbLzW3BG2D4pqY3QEgeLy6R8O0d5/E7uptEY3eau8+ydhcW0yP11DH1kjildY80+M1WqYkPcsRasd00zQtrFP+3uX864TbBsWluNgpw4lXh8Ph85VWMO6YZGyuOabHa7jHVrvDwa+0yPR4jdaaO3qG+4HgXc6/Dj9UaDWEm/AA8Lk2jcgMTHhoLeARlIiIiJICkx4iIiJKCkx6iIiIKCkw6SEiIqKkkDCjt0RkBMBpOIe5j5rcnVhYC+8jHt/DqFLqBrM74RWvySYeY8IM4a4H0+M1jmI1kWMnkfsOJFC8Rithkh43EWlWSjWZ3Y9orYX3sRbeA8UWY8KJ6yFyibzOErnvQOL3PxL8eouIiIiSApMeIiIiSgqJmPQ8bHYHYmQtvI+18B4othgTTlwPkUvkdZbIfQcSv/9hS7hreoiIiIiWIxHP9BARERFFLKGSHhG5QUS6ReSkiNxjdn/CISKbROQ3ItIpIsdE5BOu6QUi8pyI9Lh+55vd11BExCoiR0XkF67XW0TkNdd7+KGI8NHLSUxE+kWkXURaRCT0EyzXCBH5lohcEJEOr2kJt3+bxegYmUj8j42JQkTyRORxEelyrf83mt2nlZYwSY+IWAH8J4C3A6gF8H4RqTW3V2GxA/iUUmongAMAPu7q9z0AnldKbQfwvOt1vPsEgE6v1w8C+FfXe5gA8DFTekXx5GqlVGOyDH91eQSA/71LEnH/NovRMTKR+B8bE8W/AXhaKVUDoAGJ+R4ikjBJD4D9AE4qpXqVUosAfgDg3Sb3KSSl1Dml1BHX39NwBlUZnH1/1FXsUQA3mdPD8IhIOYB3AviG67UAOAjgcVeRuH8PRCtBKfV7AON+kxNq/zZTkGNkQvA/NiYKEckB8BYA3wQApdSiUmrS3F6tvERKesoAnPV6PYAE2jEAQEQqAewB8BqAjUqpc4BzpwdwmXk9C8tXAHwagOZ6XQhgUilld71OuO1BMacAPCsih0XkTrM7Y7JE27/jgt8xMlH4HxsTRRWAEQDfdn019w0RyTS7UystkZIe0ZmWMEPPRCQLwI8B3KWUspndn0iIyI0ALiilDntP1imaMNuDVsSVSqm9cH4F/XEReYvZHaLEkYjHSINjY6JIAbAXwFeVUnsAzCIJvoZNpKRnAMAmr9flAIZM6ktERCQVzp35MaXUE67J50WkxDW/BMAFs/oXhisBvEtE+uH8WvEgnP/d5IlIiqtMwmwPWhlKqSHX7wsAfgLnV9LJKpH2b9MZHCMTQcCxUUS+Z26XwjYAYEAp5T6r9jicSdCalkhJzx8BbHeNGEoD8L8APGlyn0JyXfvyTQCdSqkve816EsCHXX9/GMDPVrtv4VJKfUYpVa6UqoRzvb+glLoNwG8A3OIqFtfvgVaWiGSKSLb7bwDXA+gIXmtNS5j922xBjpFxz+DYeLvJ3QqLUmoYwFkRqXZNugbAcRO7tCpSQheJD0opu4j8NYBnAFgBfEspdczkboXjSgAfBNAuIi2uaZ8FcAjA/4jIxwCcAfBek/oXjbsB/EBE/hnAUbguiKOktBHAT5yfX0gB8N9KqafN7dLqEJHvA7gKwAYRGQDwOayN/Xu16B4jlVJPmdinZPH/AXjMdSKhF8BHTO7PiuMdmYmIiCgpJNLXW0RERETLxqSHiIiIkgKTHiIiIkoKTHqIiIgoKTDpISIioqTApIeIYsb11Oa/cv1dKiKPh6pDZDbXIxgS7SGntAxMelaJ94dBkDKVIvKBMNqqFBHDG7+JyB0i8h8G817xb0NErhKRX4RaLlEY8gD8FeC8Q7NS6pYQ5YlMp5T6M6XUmr8xHzHpWU2eD4MgKgGETHqioZS6YiXbp6R3CMBWEWkRkR95JdZ3iMjPRORpEekWkc+Z3E9KUq67h/9SRFpFpENEbhWR34pIk4i8yxW7La447XPV2Sciv3M9TPcZ9yNGKPEw6Vk93h8GX3T9dIhIu4jc6lXmza4yf+M6G/OiiBxx/USSsGzS+4ARkZlYvikiP/cAOKWUagTwd37z9gO4DUAjgPeKSNNqd44IwA0AhpRSDUqpXQA8dw5XSj2plGp0xW8rgC+5ngv27wBuUUrtA/AtAA+Y0XGKXsI8hmINuAfALqVUo4i8B8BfAGgAsAHAH0Xk964yf6uUuhEARCQDwHVKqXkR2Q7g+wDC/aDYD2AXgDlX+79USjXH9i0RReQ5pdQYAIjIEwDeBIAxSautHc5k5kEAv1BKveh6fIqHiHwawEWl1H+KyC44j6XPucpZAZxb5T5TjDDpMcebAHxfKeWA82nMvwNwOQCbX7lUAP8hIo0AHAB2RLAMfsBQvPF/5g2fgUOrTil1QkT2AXgHgC+IyLPe80XkGjiflfYW9yQAx5RSb1zdntJK4Ndb5pDQRQAAfwPgPJxnhJoApEWwDH7AkBmmAWQbzLtORApEZD2AmwC8vHrdInISkVIAc0qp7wH4EoC9XvM2A/gvAO9TSl10Te4GUCQib3SVSRWRulXuNsUIk57V4/1h8HsAt4qIVUSK4PyP4nUEfmDkAjinlNLgfAqxNYLl8QOGVp3r7OLLrguYv+g3+yUA3wXQAuDH/LqVTLIbwOuuJ7rfC+CfvebdAaAQwE9c11Y+pZRaBHALgAdFpBXO+OWAkATFr7dWiVJqTETcHwa/AtAG54VyCsCnlVLDIjIGwO7asR6B8z+OH4vIewH8BsBsBIt0f8BsA/Df/ICh1aKUMhqBeEEp9der2hkiP0qpZwA84zf5KtfvZgCf16nTgktfd1ECE6X4rQcRrSwRuQNAE5MeIjITkx4iIiJKCvx6K4GJyNsAPOg3uU8pdbMZ/SEiIopnPNNDRERESYGjt4iIiCgpMOkhIiKipMCkh4iIiJICkx4iIiJKCkx6iIiIKCn8P3ulURCOyhuGAAAAAElFTkSuQmCC
" alt="" />
.caret,
.dropup > .btn > .caret {
border-top-color: #000 !important;
}
.label {
border: 1px solid #000;
}
.table {
border-collapse: collapse !important;
}
.table td,
.table th {
background-color: #fff !important;
}
.table-bordered th,
.table-bordered td {
border: 1px solid #ddd !important;
}
}
@font-face {
font-family: 'Glyphicons Halflings';
src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
position: relative;
top: 1px;
display: inline-block;
font-family: 'Glyphicons Halflings';
font-style: normal;
font-weight: normal;
line-height: 1;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
content: "\002a";
}
.glyphicon-plus:before {
content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
content: "\20ac";
}
.glyphicon-minus:before {
content: "\2212";
}
.glyphicon-cloud:before {
content: "\2601";
}
.glyphicon-envelope:before {
content: "\2709";
}
.glyphicon-pencil:before {
content: "\270f";
}
.glyphicon-glass:before {
content: "\e001";
}
.glyphicon-music:before {
content: "\e002";
}
.glyphicon-search:before {
content: "\e003";
}
.glyphicon-heart:before {
content: "\e005";
}
.glyphicon-star:before {
content: "\e006";
}
.glyphicon-star-empty:before {
content: "\e007";
}
.glyphicon-user:before {
content: "\e008";
}
.glyphicon-film:before {
content: "\e009";
}
.glyphicon-th-large:before {
content: "\e010";
}
.glyphicon-th:before {
content: "\e011";
}
.glyphicon-th-list:before {
content: "\e012";
}
.glyphicon-ok:before {
content: "\e013";
}
.glyphicon-remove:before {
content: "\e014";
}
.glyphicon-zoom-in:before {
content: "\e015";
}
.glyphicon-zoom-out:before {
content: "\e016";
}
.glyphicon-off:before {
content: "\e017";
}
.glyphicon-signal:before {
content: "\e018";
}
.glyphicon-cog:before {
content: "\e019";
}
.glyphicon-trash:before {
content: "\e020";
}
.glyphicon-home:before {
content: "\e021";
}
.glyphicon-file:before {
content: "\e022";
}
.glyphicon-time:before {
content: "\e023";
}
.glyphicon-road:before {
content: "\e024";
}
.glyphicon-download-alt:before {
content: "\e025";
}
.glyphicon-download:before {
content: "\e026";
}
.glyphicon-upload:before {
content: "\e027";
}
.glyphicon-inbox:before {
content: "\e028";
}
.glyphicon-play-circle:before {
content: "\e029";
}
.glyphicon-repeat:before {
content: "\e030";
}
.glyphicon-refresh:before {
content: "\e031";
}
.glyphicon-list-alt:before {
content: "\e032";
}
.glyphicon-lock:before {
content: "\e033";
}
.glyphicon-flag:before {
content: "\e034";
}
.glyphicon-headphones:before {
content: "\e035";
}
.glyphicon-volume-off:before {
content: "\e036";
}
.glyphicon-volume-down:before {
content: "\e037";
}
.glyphicon-volume-up:before {
content: "\e038";
}
.glyphicon-qrcode:before {
content: "\e039";
}
.glyphicon-barcode:before {
content: "\e040";
}
.glyphicon-tag:before {
content: "\e041";
}
.glyphicon-tags:before {
content: "\e042";
}
.glyphicon-book:before {
content: "\e043";
}
.glyphicon-bookmark:before {
content: "\e044";
}
.glyphicon-print:before {
content: "\e045";
}
.glyphicon-camera:before {
content: "\e046";
}
.glyphicon-font:before {
content: "\e047";
}
.glyphicon-bold:before {
content: "\e048";
}
.glyphicon-italic:before {
content: "\e049";
}
.glyphicon-text-height:before {
content: "\e050";
}
.glyphicon-text-width:before {
content: "\e051";
}
.glyphicon-align-left:before {
content: "\e052";
}
.glyphicon-align-center:before {
content: "\e053";
}
.glyphicon-align-right:before {
content: "\e054";
}
.glyphicon-align-justify:before {
content: "\e055";
}
.glyphicon-list:before {
content: "\e056";
}
.glyphicon-indent-left:before {
content: "\e057";
}
.glyphicon-indent-right:before {
content: "\e058";
}
.glyphicon-facetime-video:before {
content: "\e059";
}
.glyphicon-picture:before {
content: "\e060";
}
.glyphicon-map-marker:before {
content: "\e062";
}
.glyphicon-adjust:before {
content: "\e063";
}
.glyphicon-tint:before {
content: "\e064";
}
.glyphicon-edit:before {
content: "\e065";
}
.glyphicon-share:before {
content: "\e066";
}
.glyphicon-check:before {
content: "\e067";
}
.glyphicon-move:before {
content: "\e068";
}
.glyphicon-step-backward:before {
content: "\e069";
}
.glyphicon-fast-backward:before {
content: "\e070";
}
.glyphicon-backward:before {
content: "\e071";
}
.glyphicon-play:before {
content: "\e072";
}
.glyphicon-pause:before {
content: "\e073";
}
.glyphicon-stop:before {
content: "\e074";
}
.glyphicon-forward:before {
content: "\e075";
}
.glyphicon-fast-forward:before {
content: "\e076";
}
.glyphicon-step-forward:before {
content: "\e077";
}
.glyphicon-eject:before {
content: "\e078";
}
.glyphicon-chevron-left:before {
content: "\e079";
}
.glyphicon-chevron-right:before {
content: "\e080";
}
.glyphicon-plus-sign:before {
content: "\e081";
}
.glyphicon-minus-sign:before {
content: "\e082";
}
.glyphicon-remove-sign:before {
content: "\e083";
}
.glyphicon-ok-sign:before {
content: "\e084";
}
.glyphicon-question-sign:before {
content: "\e085";
}
.glyphicon-info-sign:before {
content: "\e086";
}
.glyphicon-screenshot:before {
content: "\e087";
}
.glyphicon-remove-circle:before {
content: "\e088";
}
.glyphicon-ok-circle:before {
content: "\e089";
}
.glyphicon-ban-circle:before {
content: "\e090";
}
.glyphicon-arrow-left:before {
content: "\e091";
}
.glyphicon-arrow-right:before {
content: "\e092";
}
.glyphicon-arrow-up:before {
content: "\e093";
}
.glyphicon-arrow-down:before {
content: "\e094";
}
.glyphicon-share-alt:before {
content: "\e095";
}
.glyphicon-resize-full:before {
content: "\e096";
}
.glyphicon-resize-small:before {
content: "\e097";
}
.glyphicon-exclamation-sign:before {
content: "\e101";
}
.glyphicon-gift:before {
content: "\e102";
}
.glyphicon-leaf:before {
content: "\e103";
}
.glyphicon-fire:before {
content: "\e104";
}
.glyphicon-eye-open:before {
content: "\e105";
}
.glyphicon-eye-close:before {
content: "\e106";
}
.glyphicon-warning-sign:before {
content: "\e107";
}
.glyphicon-plane:before {
content: "\e108";
}
.glyphicon-calendar:before {
content: "\e109";
}
.glyphicon-random:before {
content: "\e110";
}
.glyphicon-comment:before {
content: "\e111";
}
.glyphicon-magnet:before {
content: "\e112";
}
.glyphicon-chevron-up:before {
content: "\e113";
}
.glyphicon-chevron-down:before {
content: "\e114";
}
.glyphicon-retweet:before {
content: "\e115";
}
.glyphicon-shopping-cart:before {
content: "\e116";
}
.glyphicon-folder-close:before {
content: "\e117";
}
.glyphicon-folder-open:before {
content: "\e118";
}
.glyphicon-resize-vertical:before {
content: "\e119";
}
.glyphicon-resize-horizontal:before {
content: "\e120";
}
.glyphicon-hdd:before {
content: "\e121";
}
.glyphicon-bullhorn:before {
content: "\e122";
}
.glyphicon-bell:before {
content: "\e123";
}
.glyphicon-certificate:before {
content: "\e124";
}
.glyphicon-thumbs-up:before {
content: "\e125";
}
.glyphicon-thumbs-down:before {
content: "\e126";
}
.glyphicon-hand-right:before {
content: "\e127";
}
.glyphicon-hand-left:before {
content: "\e128";
}
.glyphicon-hand-up:before {
content: "\e129";
}
.glyphicon-hand-down:before {
content: "\e130";
}
.glyphicon-circle-arrow-right:before {
content: "\e131";
}
.glyphicon-circle-arrow-left:before {
content: "\e132";
}
.glyphicon-circle-arrow-up:before {
content: "\e133";
}
.glyphicon-circle-arrow-down:before {
content: "\e134";
}
.glyphicon-globe:before {
content: "\e135";
}
.glyphicon-wrench:before {
content: "\e136";
}
.glyphicon-tasks:before {
content: "\e137";
}
.glyphicon-filter:before {
content: "\e138";
}
.glyphicon-briefcase:before {
content: "\e139";
}
.glyphicon-fullscreen:before {
content: "\e140";
}
.glyphicon-dashboard:before {
content: "\e141";
}
.glyphicon-paperclip:before {
content: "\e142";
}
.glyphicon-heart-empty:before {
content: "\e143";
}
.glyphicon-link:before {
content: "\e144";
}
.glyphicon-phone:before {
content: "\e145";
}
.glyphicon-pushpin:before {
content: "\e146";
}
.glyphicon-usd:before {
content: "\e148";
}
.glyphicon-gbp:before {
content: "\e149";
}
.glyphicon-sort:before {
content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
content: "\e152";
}
.glyphicon-sort-by-order:before {
content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
content: "\e154";
}
.glyphicon-sort-by-attributes:before {
content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
content: "\e156";
}
.glyphicon-unchecked:before {
content: "\e157";
}
.glyphicon-expand:before {
content: "\e158";
}
.glyphicon-collapse-down:before {
content: "\e159";
}
.glyphicon-collapse-up:before {
content: "\e160";
}
.glyphicon-log-in:before {
content: "\e161";
}
.glyphicon-flash:before {
content: "\e162";
}
.glyphicon-log-out:before {
content: "\e163";
}
.glyphicon-new-window:before {
content: "\e164";
}
.glyphicon-record:before {
content: "\e165";
}
.glyphicon-save:before {
content: "\e166";
}
.glyphicon-open:before {
content: "\e167";
}
.glyphicon-saved:before {
content: "\e168";
}
.glyphicon-import:before {
content: "\e169";
}
.glyphicon-export:before {
content: "\e170";
}
.glyphicon-send:before {
content: "\e171";
}
.glyphicon-floppy-disk:before {
content: "\e172";
}
.glyphicon-floppy-saved:before {
content: "\e173";
}
.glyphicon-floppy-remove:before {
content: "\e174";
}
.glyphicon-floppy-save:before {
content: "\e175";
}
.glyphicon-floppy-open:before {
content: "\e176";
}
.glyphicon-credit-card:before {
content: "\e177";
}
.glyphicon-transfer:before {
content: "\e178";
}
.glyphicon-cutlery:before {
content: "\e179";
}
.glyphicon-header:before {
content: "\e180";
}
.glyphicon-compressed:before {
content: "\e181";
}
.glyphicon-earphone:before {
content: "\e182";
}
.glyphicon-phone-alt:before {
content: "\e183";
}
.glyphicon-tower:before {
content: "\e184";
}
.glyphicon-stats:before {
content: "\e185";
}
.glyphicon-sd-video:before {
content: "\e186";
}
.glyphicon-hd-video:before {
content: "\e187";
}
.glyphicon-subtitles:before {
content: "\e188";
}
.glyphicon-sound-stereo:before {
content: "\e189";
}
.glyphicon-sound-dolby:before {
content: "\e190";
}
.glyphicon-sound-5-1:before {
content: "\e191";
}
.glyphicon-sound-6-1:before {
content: "\e192";
}
.glyphicon-sound-7-1:before {
content: "\e193";
}
.glyphicon-copyright-mark:before {
content: "\e194";
}
.glyphicon-registration-mark:before {
content: "\e195";
}
.glyphicon-cloud-download:before {
content: "\e197";
}
.glyphicon-cloud-upload:before {
content: "\e198";
}
.glyphicon-tree-conifer:before {
content: "\e199";
}
.glyphicon-tree-deciduous:before {
content: "\e200";
}
.glyphicon-cd:before {
content: "\e201";
}
.glyphicon-save-file:before {
content: "\e202";
}
.glyphicon-open-file:before {
content: "\e203";
}
.glyphicon-level-up:before {
content: "\e204";
}
.glyphicon-copy:before {
content: "\e205";
}
.glyphicon-paste:before {
content: "\e206";
}
.glyphicon-alert:before {
content: "\e209";
}
.glyphicon-equalizer:before {
content: "\e210";
}
.glyphicon-king:before {
content: "\e211";
}
.glyphicon-queen:before {
content: "\e212";
}
.glyphicon-pawn:before {
content: "\e213";
}
.glyphicon-bishop:before {
content: "\e214";
}
.glyphicon-knight:before {
content: "\e215";
}
.glyphicon-baby-formula:before {
content: "\e216";
}
.glyphicon-tent:before {
content: "\26fa";
}
.glyphicon-blackboard:before {
content: "\e218";
}
.glyphicon-bed:before {
content: "\e219";
}
.glyphicon-apple:before {
content: "\f8ff";
}
.glyphicon-erase:before {
content: "\e221";
}
.glyphicon-hourglass:before {
content: "\231b";
}
.glyphicon-lamp:before {
content: "\e223";
}
.glyphicon-duplicate:before {
content: "\e224";
}
.glyphicon-piggy-bank:before {
content: "\e225";
}
.glyphicon-scissors:before {
content: "\e226";
}
.glyphicon-bitcoin:before {
content: "\e227";
}
.glyphicon-btc:before {
content: "\e227";
}
.glyphicon-xbt:before {
content: "\e227";
}
.glyphicon-yen:before {
content: "\00a5";
}
.glyphicon-jpy:before {
content: "\00a5";
}
.glyphicon-ruble:before {
content: "\20bd";
}
.glyphicon-rub:before {
content: "\20bd";
}
.glyphicon-scale:before {
content: "\e230";
}
.glyphicon-ice-lolly:before {
content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
content: "\e232";
}
.glyphicon-education:before {
content: "\e233";
}
.glyphicon-option-horizontal:before {
content: "\e234";
}
.glyphicon-option-vertical:before {
content: "\e235";
}
.glyphicon-menu-hamburger:before {
content: "\e236";
}
.glyphicon-modal-window:before {
content: "\e237";
}
.glyphicon-oil:before {
content: "\e238";
}
.glyphicon-grain:before {
content: "\e239";
}
.glyphicon-sunglasses:before {
content: "\e240";
}
.glyphicon-text-size:before {
content: "\e241";
}
.glyphicon-text-color:before {
content: "\e242";
}
.glyphicon-text-background:before {
content: "\e243";
}
.glyphicon-object-align-top:before {
content: "\e244";
}
.glyphicon-object-align-bottom:before {
content: "\e245";
}
.glyphicon-object-align-horizontal:before {
content: "\e246";
}
.glyphicon-object-align-left:before {
content: "\e247";
}
.glyphicon-object-align-vertical:before {
content: "\e248";
}
.glyphicon-object-align-right:before {
content: "\e249";
}
.glyphicon-triangle-right:before {
content: "\e250";
}
.glyphicon-triangle-left:before {
content: "\e251";
}
.glyphicon-triangle-bottom:before {
content: "\e252";
}
.glyphicon-triangle-top:before {
content: "\e253";
}
.glyphicon-console:before {
content: "\e254";
}
.glyphicon-superscript:before {
content: "\e255";
}
.glyphicon-subscript:before {
content: "\e256";
}
.glyphicon-menu-left:before {
content: "\e257";
}
.glyphicon-menu-right:before {
content: "\e258";
}
.glyphicon-menu-down:before {
content: "\e259";
}
.glyphicon-menu-up:before {
content: "\e260";
}
* {
-webkit-box-sizing: border-box;
-moz-box-sizing: border-box;
box-sizing: border-box;
}
*:before,
*:after {
-webkit-box-sizing: border-box;
-moz-box-sizing: border-box;
box-sizing: border-box;
}
html {
font-size: 10px;
-webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
font-size: 13px;
line-height: 1.42857143;
color: #000;
background-color: #fff;
}
input,
button,
select,
textarea {
font-family: inherit;
font-size: inherit;
line-height: inherit;
}
a {
color: #337ab7;
text-decoration: none;
}
a:hover,
a:focus {
color: #23527c;
text-decoration: underline;
}
a:focus {
outline: 5px auto -webkit-focus-ring-color;
outline-offset: -2px;
}
figure {
margin: 0;
}
img {
vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
display: block;
max-width: 100%;
height: auto;
}
.img-rounded {
border-radius: 3px;
}
.img-thumbnail {
padding: 4px;
line-height: 1.42857143;
background-color: #fff;
border: 1px solid #ddd;
border-radius: 2px;
-webkit-transition: all 0.2s ease-in-out;
-o-transition: all 0.2s ease-in-out;
transition: all 0.2s ease-in-out;
display: inline-block;
max-width: 100%;
height: auto;
}
.img-circle {
border-radius: 50%;
}
hr {
margin-top: 18px;
margin-bottom: 18px;
border: 0;
border-top: 1px solid #eeeeee;
}
.sr-only {
position: absolute;
width: 1px;
height: 1px;
margin: -1px;
padding: 0;
overflow: hidden;
clip: rect(0, 0, 0, 0);
border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
position: static;
width: auto;
height: auto;
margin: 0;
overflow: visible;
clip: auto;
}
[role="button"] {
cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
font-family: inherit;
font-weight: 500;
line-height: 1.1;
color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
font-weight: normal;
line-height: 1;
color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
margin-top: 18px;
margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
margin-top: 9px;
margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
font-size: 75%;
}
h1,
.h1 {
font-size: 33px;
}
h2,
.h2 {
font-size: 27px;
}
h3,
.h3 {
font-size: 23px;
}
h4,
.h4 {
font-size: 17px;
}
h5,
.h5 {
font-size: 13px;
}
h6,
.h6 {
font-size: 12px;
}
p {
margin: 0 0 9px;
}
.lead {
margin-bottom: 18px;
font-size: 14px;
font-weight: 300;
line-height: 1.4;
}
@media (min-width: 768px) {
.lead {
font-size: 19.5px;
}
}
small,
.small {
font-size: 92%;
}
mark,
.mark {
background-color: #fcf8e3;
padding: .2em;
}
.text-left {
text-align: left;
}
.text-right {
text-align: right;
}
.text-center {
text-align: center;
}
.text-justify {
text-align: justify;
}
.text-nowrap {
white-space: nowrap;
}
.text-lowercase {
text-transform: lowercase;
}
.text-uppercase {
text-transform: uppercase;
}
.text-capitalize {
text-transform: capitalize;
}
.text-muted {
color: #777777;
}
.text-primary {
color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
color: #286090;
}
.text-success {
color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
color: #2b542c;
}
.text-info {
color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
color: #245269;
}
.text-warning {
color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
color: #66512c;
}
.text-danger {
color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
color: #843534;
}
.bg-primary {
color: #fff;
background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
background-color: #286090;
}
.bg-success {
background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
background-color: #c1e2b3;
}
.bg-info {
background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
background-color: #afd9ee;
}
.bg-warning {
background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
background-color: #f7ecb5;
}
.bg-danger {
background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
background-color: #e4b9b9;
}
.page-header {
padding-bottom: 8px;
margin: 36px 0 18px;
border-bottom: 1px solid #eeeeee;
}
ul,
ol {
margin-top: 0;
margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
margin-bottom: 0;
}
.list-unstyled {
padding-left: 0;
list-style: none;
}
.list-inline {
padding-left: 0;
list-style: none;
margin-left: -5px;
}
.list-inline > li {
display: inline-block;
padding-left: 5px;
padding-right: 5px;
}
dl {
margin-top: 0;
margin-bottom: 18px;
}
dt,
dd {
line-height: 1.42857143;
}
dt {
font-weight: bold;
}
dd {
margin-left: 0;
}
@media (min-width: 541px) {
.dl-horizontal dt {
float: left;
width: 160px;
clear: left;
text-align: right;
overflow: hidden;
text-overflow: ellipsis;
white-space: nowrap;
}
.dl-horizontal dd {
margin-left: 180px;
}
}
abbr[title],
abbr[data-original-title] {
cursor: help;
border-bottom: 1px dotted #777777;
}
.initialism {
font-size: 90%;
text-transform: uppercase;
}
blockquote {
padding: 9px 18px;
margin: 0 0 18px;
font-size: inherit;
border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
display: block;
font-size: 80%;
line-height: 1.42857143;
color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
padding-right: 15px;
padding-left: 0;
border-right: 5px solid #eeeeee;
border-left: 0;
text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
content: '\00A0 \2014';
}
address {
margin-bottom: 18px;
font-style: normal;
line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
font-family: monospace;
}
code {
padding: 2px 4px;
font-size: 90%;
color: #c7254e;
background-color: #f9f2f4;
border-radius: 2px;
}
kbd {
padding: 2px 4px;
font-size: 90%;
color: #888;
background-color: transparent;
border-radius: 1px;
box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
padding: 0;
font-size: 100%;
font-weight: bold;
box-shadow: none;
}
pre {
display: block;
padding: 8.5px;
margin: 0 0 9px;
font-size: 12px;
line-height: 1.42857143;
word-break: break-all;
word-wrap: break-word;
color: #333333;
background-color: #f5f5f5;
border: 1px solid #ccc;
border-radius: 2px;
}
pre code {
padding: 0;
font-size: inherit;
color: inherit;
white-space: pre-wrap;
background-color: transparent;
border-radius: 0;
}
.pre-scrollable {
max-height: 340px;
overflow-y: scroll;
}
.container {
margin-right: auto;
margin-left: auto;
padding-left: 0px;
padding-right: 0px;
}
@media (min-width: 768px) {
.container {
width: 768px;
}
}
@media (min-width: 992px) {
.container {
width: 940px;
}
}
@media (min-width: 1200px) {
.container {
width: 1140px;
}
}
.container-fluid {
margin-right: auto;
margin-left: auto;
padding-left: 0px;
padding-right: 0px;
}
.row {
margin-left: 0px;
margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
position: relative;
min-height: 1px;
padding-left: 0px;
padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
float: left;
}
.col-xs-12 {
width: 100%;
}
.col-xs-11 {
width: 91.66666667%;
}
.col-xs-10 {
width: 83.33333333%;
}
.col-xs-9 {
width: 75%;
}
.col-xs-8 {
width: 66.66666667%;
}
.col-xs-7 {
width: 58.33333333%;
}
.col-xs-6 {
width: 50%;
}
.col-xs-5 {
width: 41.66666667%;
}
.col-xs-4 {
width: 33.33333333%;
}
.col-xs-3 {
width: 25%;
}
.col-xs-2 {
width: 16.66666667%;
}
.col-xs-1 {
width: 8.33333333%;
}
.col-xs-pull-12 {
right: 100%;
}
.col-xs-pull-11 {
right: 91.66666667%;
}
.col-xs-pull-10 {
right: 83.33333333%;
}
.col-xs-pull-9 {
right: 75%;
}
.col-xs-pull-8 {
right: 66.66666667%;
}
.col-xs-pull-7 {
right: 58.33333333%;
}
.col-xs-pull-6 {
right: 50%;
}
.col-xs-pull-5 {
right: 41.66666667%;
}
.col-xs-pull-4 {
right: 33.33333333%;
}
.col-xs-pull-3 {
right: 25%;
}
.col-xs-pull-2 {
right: 16.66666667%;
}
.col-xs-pull-1 {
right: 8.33333333%;
}
.col-xs-pull-0 {
right: auto;
}
.col-xs-push-12 {
left: 100%;
}
.col-xs-push-11 {
left: 91.66666667%;
}
.col-xs-push-10 {
left: 83.33333333%;
}
.col-xs-push-9 {
left: 75%;
}
.col-xs-push-8 {
left: 66.66666667%;
}
.col-xs-push-7 {
left: 58.33333333%;
}
.col-xs-push-6 {
left: 50%;
}
.col-xs-push-5 {
left: 41.66666667%;
}
.col-xs-push-4 {
left: 33.33333333%;
}
.col-xs-push-3 {
left: 25%;
}
.col-xs-push-2 {
left: 16.66666667%;
}
.col-xs-push-1 {
left: 8.33333333%;
}
.col-xs-push-0 {
left: auto;
}
.col-xs-offset-12 {
margin-left: 100%;
}
.col-xs-offset-11 {
margin-left: 91.66666667%;
}
.col-xs-offset-10 {
margin-left: 83.33333333%;
}
.col-xs-offset-9 {
margin-left: 75%;
}
.col-xs-offset-8 {
margin-left: 66.66666667%;
}
.col-xs-offset-7 {
margin-left: 58.33333333%;
}
.col-xs-offset-6 {
margin-left: 50%;
}
.col-xs-offset-5 {
margin-left: 41.66666667%;
}
.col-xs-offset-4 {
margin-left: 33.33333333%;
}
.col-xs-offset-3 {
margin-left: 25%;
}
.col-xs-offset-2 {
margin-left: 16.66666667%;
}
.col-xs-offset-1 {
margin-left: 8.33333333%;
}
.col-xs-offset-0 {
margin-left: 0%;
}
@media (min-width: 768px) {
.col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
float: left;
}
.col-sm-12 {
width: 100%;
}
.col-sm-11 {
width: 91.66666667%;
}
.col-sm-10 {
width: 83.33333333%;
}
.col-sm-9 {
width: 75%;
}
.col-sm-8 {
width: 66.66666667%;
}
.col-sm-7 {
width: 58.33333333%;
}
.col-sm-6 {
width: 50%;
}
.col-sm-5 {
width: 41.66666667%;
}
.col-sm-4 {
width: 33.33333333%;
}
.col-sm-3 {
width: 25%;
}
.col-sm-2 {
width: 16.66666667%;
}
.col-sm-1 {
width: 8.33333333%;
}
.col-sm-pull-12 {
right: 100%;
}
.col-sm-pull-11 {
right: 91.66666667%;
}
.col-sm-pull-10 {
right: 83.33333333%;
}
.col-sm-pull-9 {
right: 75%;
}
.col-sm-pull-8 {
right: 66.66666667%;
}
.col-sm-pull-7 {
right: 58.33333333%;
}
.col-sm-pull-6 {
right: 50%;
}
.col-sm-pull-5 {
right: 41.66666667%;
}
.col-sm-pull-4 {
right: 33.33333333%;
}
.col-sm-pull-3 {
right: 25%;
}
.col-sm-pull-2 {
right: 16.66666667%;
}
.col-sm-pull-1 {
right: 8.33333333%;
}
.col-sm-pull-0 {
right: auto;
}
.col-sm-push-12 {
left: 100%;
}
.col-sm-push-11 {
left: 91.66666667%;
}
.col-sm-push-10 {
left: 83.33333333%;
}
.col-sm-push-9 {
left: 75%;
}
.col-sm-push-8 {
left: 66.66666667%;
}
.col-sm-push-7 {
left: 58.33333333%;
}
.col-sm-push-6 {
left: 50%;
}
.col-sm-push-5 {
left: 41.66666667%;
}
.col-sm-push-4 {
left: 33.33333333%;
}
.col-sm-push-3 {
left: 25%;
}
.col-sm-push-2 {
left: 16.66666667%;
}
.col-sm-push-1 {
left: 8.33333333%;
}
.col-sm-push-0 {
left: auto;
}
.col-sm-offset-12 {
margin-left: 100%;
}
.col-sm-offset-11 {
margin-left: 91.66666667%;
}
.col-sm-offset-10 {
margin-left: 83.33333333%;
}
.col-sm-offset-9 {
margin-left: 75%;
}
.col-sm-offset-8 {
margin-left: 66.66666667%;
}
.col-sm-offset-7 {
margin-left: 58.33333333%;
}
.col-sm-offset-6 {
margin-left: 50%;
}
.col-sm-offset-5 {
margin-left: 41.66666667%;
}
.col-sm-offset-4 {
margin-left: 33.33333333%;
}
.col-sm-offset-3 {
margin-left: 25%;
}
.col-sm-offset-2 {
margin-left: 16.66666667%;
}
.col-sm-offset-1 {
margin-left: 8.33333333%;
}
.col-sm-offset-0 {
margin-left: 0%;
}
}
@media (min-width: 992px) {
.col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
float: left;
}
.col-md-12 {
width: 100%;
}
.col-md-11 {
width: 91.66666667%;
}
.col-md-10 {
width: 83.33333333%;
}
.col-md-9 {
width: 75%;
}
.col-md-8 {
width: 66.66666667%;
}
.col-md-7 {
width: 58.33333333%;
}
.col-md-6 {
width: 50%;
}
.col-md-5 {
width: 41.66666667%;
}
.col-md-4 {
width: 33.33333333%;
}
.col-md-3 {
width: 25%;
}
.col-md-2 {
width: 16.66666667%;
}
.col-md-1 {
width: 8.33333333%;
}
.col-md-pull-12 {
right: 100%;
}
.col-md-pull-11 {
right: 91.66666667%;
}
.col-md-pull-10 {
right: 83.33333333%;
}
.col-md-pull-9 {
right: 75%;
}
.col-md-pull-8 {
right: 66.66666667%;
}
.col-md-pull-7 {
right: 58.33333333%;
}
.col-md-pull-6 {
right: 50%;
}
.col-md-pull-5 {
right: 41.66666667%;
}
.col-md-pull-4 {
right: 33.33333333%;
}
.col-md-pull-3 {
right: 25%;
}
.col-md-pull-2 {
right: 16.66666667%;
}
.col-md-pull-1 {
right: 8.33333333%;
}
.col-md-pull-0 {
right: auto;
}
.col-md-push-12 {
left: 100%;
}
.col-md-push-11 {
left: 91.66666667%;
}
.col-md-push-10 {
left: 83.33333333%;
}
.col-md-push-9 {
left: 75%;
}
.col-md-push-8 {
left: 66.66666667%;
}
.col-md-push-7 {
left: 58.33333333%;
}
.col-md-push-6 {
left: 50%;
}
.col-md-push-5 {
left: 41.66666667%;
}
.col-md-push-4 {
left: 33.33333333%;
}
.col-md-push-3 {
left: 25%;
}
.col-md-push-2 {
left: 16.66666667%;
}
.col-md-push-1 {
left: 8.33333333%;
}
.col-md-push-0 {
left: auto;
}
.col-md-offset-12 {
margin-left: 100%;
}
.col-md-offset-11 {
margin-left: 91.66666667%;
}
.col-md-offset-10 {
margin-left: 83.33333333%;
}
.col-md-offset-9 {
margin-left: 75%;
}
.col-md-offset-8 {
margin-left: 66.66666667%;
}
.col-md-offset-7 {
margin-left: 58.33333333%;
}
.col-md-offset-6 {
margin-left: 50%;
}
.col-md-offset-5 {
margin-left: 41.66666667%;
}
.col-md-offset-4 {
margin-left: 33.33333333%;
}
.col-md-offset-3 {
margin-left: 25%;
}
.col-md-offset-2 {
margin-left: 16.66666667%;
}
.col-md-offset-1 {
margin-left: 8.33333333%;
}
.col-md-offset-0 {
margin-left: 0%;
}
}
@media (min-width: 1200px) {
.col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
float: left;
}
.col-lg-12 {
width: 100%;
}
.col-lg-11 {
width: 91.66666667%;
}
.col-lg-10 {
width: 83.33333333%;
}
.col-lg-9 {
width: 75%;
}
.col-lg-8 {
width: 66.66666667%;
}
.col-lg-7 {
width: 58.33333333%;
}
.col-lg-6 {
width: 50%;
}
.col-lg-5 {
width: 41.66666667%;
}
.col-lg-4 {
width: 33.33333333%;
}
.col-lg-3 {
width: 25%;
}
.col-lg-2 {
width: 16.66666667%;
}
.col-lg-1 {
width: 8.33333333%;
}
.col-lg-pull-12 {
right: 100%;
}
.col-lg-pull-11 {
right: 91.66666667%;
}
.col-lg-pull-10 {
right: 83.33333333%;
}
.col-lg-pull-9 {
right: 75%;
}
.col-lg-pull-8 {
right: 66.66666667%;
}
.col-lg-pull-7 {
right: 58.33333333%;
}
.col-lg-pull-6 {
right: 50%;
}
.col-lg-pull-5 {
right: 41.66666667%;
}
.col-lg-pull-4 {
right: 33.33333333%;
}
.col-lg-pull-3 {
right: 25%;
}
.col-lg-pull-2 {
right: 16.66666667%;
}
.col-lg-pull-1 {
right: 8.33333333%;
}
.col-lg-pull-0 {
right: auto;
}
.col-lg-push-12 {
left: 100%;
}
.col-lg-push-11 {
left: 91.66666667%;
}
.col-lg-push-10 {
left: 83.33333333%;
}
.col-lg-push-9 {
left: 75%;
}
.col-lg-push-8 {
left: 66.66666667%;
}
.col-lg-push-7 {
left: 58.33333333%;
}
.col-lg-push-6 {
left: 50%;
}
.col-lg-push-5 {
left: 41.66666667%;
}
.col-lg-push-4 {
left: 33.33333333%;
}
.col-lg-push-3 {
left: 25%;
}
.col-lg-push-2 {
left: 16.66666667%;
}
.col-lg-push-1 {
left: 8.33333333%;
}
.col-lg-push-0 {
left: auto;
}
.col-lg-offset-12 {
margin-left: 100%;
}
.col-lg-offset-11 {
margin-left: 91.66666667%;
}
.col-lg-offset-10 {
margin-left: 83.33333333%;
}
.col-lg-offset-9 {
margin-left: 75%;
}
.col-lg-offset-8 {
margin-left: 66.66666667%;
}
.col-lg-offset-7 {
margin-left: 58.33333333%;
}
.col-lg-offset-6 {
margin-left: 50%;
}
.col-lg-offset-5 {
margin-left: 41.66666667%;
}
.col-lg-offset-4 {
margin-left: 33.33333333%;
}
.col-lg-offset-3 {
margin-left: 25%;
}
.col-lg-offset-2 {
margin-left: 16.66666667%;
}
.col-lg-offset-1 {
margin-left: 8.33333333%;
}
.col-lg-offset-0 {
margin-left: 0%;
}
}
table {
background-color: transparent;
}
caption {
padding-top: 8px;
padding-bottom: 8px;
color: #777777;
text-align: left;
}
th {
text-align: left;
}
.table {
width: 100%;
max-width: 100%;
margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
padding: 8px;
line-height: 1.42857143;
vertical-align: top;
border-top: 1px solid #ddd;
}
.table > thead > tr > th {
vertical-align: bottom;
border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
border-top: 0;
}
.table > tbody + tbody {
border-top: 2px solid #ddd;
}
.table .table {
background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
padding: 5px;
}
.table-bordered {
border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
background-color: #f5f5f5;
}
table col[class*="col-"] {
position: static;
float: none;
display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
position: static;
float: none;
display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
background-color: #ebcccc;
}
.table-responsive {
overflow-x: auto;
min-height: 0.01%;
}
@media screen and (max-width: 767px) {
.table-responsive {
width: 100%;
margin-bottom: 13.5px;
overflow-y: hidden;
-ms-overflow-style: -ms-autohiding-scrollbar;
border: 1px solid #ddd;
}
.table-responsive > .table {
margin-bottom: 0;
}
.table-responsive > .table > thead > tr > th,
.table-responsive > .table > tbody > tr > th,
.table-responsive > .table > tfoot > tr > th,
.table-responsive > .table > thead > tr > td,
.table-responsive > .table > tbody > tr > td,
.table-responsive > .table > tfoot > tr > td {
white-space: nowrap;
}
.table-responsive > .table-bordered {
border: 0;
}
.table-responsive > .table-bordered > thead > tr > th:first-child,
.table-responsive > .table-bordered > tbody > tr > th:first-child,
.table-responsive > .table-bordered > tfoot > tr > th:first-child,
.table-responsive > .table-bordered > thead > tr > td:first-child,
.table-responsive > .table-bordered > tbody > tr > td:first-child,
.table-responsive > .table-bordered > tfoot > tr > td:first-child {
border-left: 0;
}
.table-responsive > .table-bordered > thead > tr > th:last-child,
.table-responsive > .table-bordered > tbody > tr > th:last-child,
.table-responsive > .table-bordered > tfoot > tr > th:last-child,
.table-responsive > .table-bordered > thead > tr > td:last-child,
.table-responsive > .table-bordered > tbody > tr > td:last-child,
.table-responsive > .table-bordered > tfoot > tr > td:last-child {
border-right: 0;
}
.table-responsive > .table-bordered > tbody > tr:last-child > th,
.table-responsive > .table-bordered > tfoot > tr:last-child > th,
.table-responsive > .table-bordered > tbody > tr:last-child > td,
.table-responsive > .table-bordered > tfoot > tr:last-child > td {
border-bottom: 0;
}
}
fieldset {
padding: 0;
margin: 0;
border: 0;
min-width: 0;
}
legend {
display: block;
width: 100%;
padding: 0;
margin-bottom: 18px;
font-size: 19.5px;
line-height: inherit;
color: #333333;
border: 0;
border-bottom: 1px solid #e5e5e5;
}
label {
display: inline-block;
max-width: 100%;
margin-bottom: 5px;
font-weight: bold;
}
input[type="search"] {
-webkit-box-sizing: border-box;
-moz-box-sizing: border-box;
box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
margin: 4px 0 0;
margin-top: 1px \9;
line-height: normal;
}
input[type="file"] {
display: block;
}
input[type="range"] {
display: block;
width: 100%;
}
select[multiple],
select[size] {
height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
outline: 5px auto -webkit-focus-ring-color;
outline-offset: -2px;
}
output {
display: block;
padding-top: 7px;
font-size: 13px;
line-height: 1.42857143;
color: #555555;
}
.form-control {
display: block;
width: 100%;
height: 32px;
padding: 6px 12px;
font-size: 13px;
line-height: 1.42857143;
color: #555555;
background-color: #fff;
background-image: none;
border: 1px solid #ccc;
border-radius: 2px;
-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
border-color: #66afe9;
outline: 0;
-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
color: #999;
opacity: 1;
}
.form-control:-ms-input-placeholder {
color: #999;
}
.form-control::-webkit-input-placeholder {
color: #999;
}
.form-control::-ms-expand {
border: 0;
background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
background-color: #eeeeee;
opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
cursor: not-allowed;
}
textarea.form-control {
height: auto;
}
input[type="search"] {
-webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
input[type="date"].form-control,
input[type="time"].form-control,
input[type="datetime-local"].form-control,
input[type="month"].form-control {
line-height: 32px;
}
input[type="date"].input-sm,
input[type="time"].input-sm,
input[type="datetime-local"].input-sm,
input[type="month"].input-sm,
.input-group-sm input[type="date"],
.input-group-sm input[type="time"],
.input-group-sm input[type="datetime-local"],
.input-group-sm input[type="month"] {
line-height: 30px;
}
input[type="date"].input-lg,
input[type="time"].input-lg,
input[type="datetime-local"].input-lg,
input[type="month"].input-lg,
.input-group-lg input[type="date"],
.input-group-lg input[type="time"],
.input-group-lg input[type="datetime-local"],
.input-group-lg input[type="month"] {
line-height: 45px;
}
}
.form-group {
margin-bottom: 15px;
}
.radio,
.checkbox {
position: relative;
display: block;
margin-top: 10px;
margin-bottom: 10px;
}
.radio label,
.checkbox label {
min-height: 18px;
padding-left: 20px;
margin-bottom: 0;
font-weight: normal;
cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
position: absolute;
margin-left: -20px;
margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
position: relative;
display: inline-block;
padding-left: 20px;
margin-bottom: 0;
vertical-align: middle;
font-weight: normal;
cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
margin-top: 0;
margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
cursor: not-allowed;
}
.form-control-static {
padding-top: 7px;
padding-bottom: 7px;
margin-bottom: 0;
min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
padding-left: 0;
padding-right: 0;
}
.input-sm {
height: 30px;
padding: 5px 10px;
font-size: 12px;
line-height: 1.5;
border-radius: 1px;
}
select.input-sm {
height: 30px;
line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
height: auto;
}
.form-group-sm .form-control {
height: 30px;
padding: 5px 10px;
font-size: 12px;
line-height: 1.5;
border-radius: 1px;
}
.form-group-sm select.form-control {
height: 30px;
line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
height: auto;
}
.form-group-sm .form-control-static {
height: 30px;
min-height: 30px;
padding: 6px 10px;
font-size: 12px;
line-height: 1.5;
}
.input-lg {
height: 45px;
padding: 10px 16px;
font-size: 17px;
line-height: 1.3333333;
border-radius: 3px;
}
select.input-lg {
height: 45px;
line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
height: auto;
}
.form-group-lg .form-control {
height: 45px;
padding: 10px 16px;
font-size: 17px;
line-height: 1.3333333;
border-radius: 3px;
}
.form-group-lg select.form-control {
height: 45px;
line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
height: auto;
}
.form-group-lg .form-control-static {
height: 45px;
min-height: 35px;
padding: 11px 16px;
font-size: 17px;
line-height: 1.3333333;
}
.has-feedback {
position: relative;
}
.has-feedback .form-control {
padding-right: 40px;
}
.form-control-feedback {
position: absolute;
top: 0;
right: 0;
z-index: 2;
display: block;
width: 32px;
height: 32px;
line-height: 32px;
text-align: center;
pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
width: 45px;
height: 45px;
line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
width: 30px;
height: 30px;
line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
color: #3c763d;
}
.has-success .form-control {
border-color: #3c763d;
-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
border-color: #2b542c;
-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
color: #3c763d;
border-color: #3c763d;
background-color: #dff0d8;
}
.has-success .form-control-feedback {
color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
color: #8a6d3b;
}
.has-warning .form-control {
border-color: #8a6d3b;
-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
border-color: #66512c;
-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
color: #8a6d3b;
border-color: #8a6d3b;
background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
color: #a94442;
}
.has-error .form-control {
border-color: #a94442;
-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
border-color: #843534;
-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
color: #a94442;
border-color: #a94442;
background-color: #f2dede;
}
.has-error .form-control-feedback {
color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
top: 0;
}
.help-block {
display: block;
margin-top: 5px;
margin-bottom: 10px;
color: #404040;
}
@media (min-width: 768px) {
.form-inline .form-group {
display: inline-block;
margin-bottom: 0;
vertical-align: middle;
}
.form-inline .form-control {
display: inline-block;
width: auto;
vertical-align: middle;
}
.form-inline .form-control-static {
display: inline-block;
}
.form-inline .input-group {
display: inline-table;
vertical-align: middle;
}
.form-inline .input-group .input-group-addon,
.form-inline .input-group .input-group-btn,
.form-inline .input-group .form-control {
width: auto;
}
.form-inline .input-group > .form-control {
width: 100%;
}
.form-inline .control-label {
margin-bottom: 0;
vertical-align: middle;
}
.form-inline .radio,
.form-inline .checkbox {
display: inline-block;
margin-top: 0;
margin-bottom: 0;
vertical-align: middle;
}
.form-inline .radio label,
.form-inline .checkbox label {
padding-left: 0;
}
.form-inline .radio input[type="radio"],
.form-inline .checkbox input[type="checkbox"] {
position: relative;
margin-left: 0;
}
.form-inline .has-feedback .form-control-feedback {
top: 0;
}
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
margin-top: 0;
margin-bottom: 0;
padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
min-height: 25px;
}
.form-horizontal .form-group {
margin-left: 0px;
margin-right: 0px;
}
@media (min-width: 768px) {
.form-horizontal .control-label {
text-align: right;
margin-bottom: 0;
padding-top: 7px;
}
}
.form-horizontal .has-feedback .form-control-feedback {
right: 0px;
}
@media (min-width: 768px) {
.form-horizontal .form-group-lg .control-label {
padding-top: 11px;
font-size: 17px;
}
}
@media (min-width: 768px) {
.form-horizontal .form-group-sm .control-label {
padding-top: 6px;
font-size: 12px;
}
}
.btn {
display: inline-block;
margin-bottom: 0;
font-weight: normal;
text-align: center;
vertical-align: middle;
touch-action: manipulation;
cursor: pointer;
background-image: none;
border: 1px solid transparent;
white-space: nowrap;
padding: 6px 12px;
font-size: 13px;
line-height: 1.42857143;
border-radius: 2px;
-webkit-user-select: none;
-moz-user-select: none;
-ms-user-select: none;
user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
outline: 5px auto -webkit-focus-ring-color;
outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
color: #333;
text-decoration: none;
}
.btn:active,
.btn.active {
outline: 0;
background-image: none;
-webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
cursor: not-allowed;
opacity: 0.65;
filter: alpha(opacity=65);
-webkit-box-shadow: none;
box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
pointer-events: none;
}
.btn-default {
color: #333;
background-color: #fff;
border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
color: #333;
background-color: #e6e6e6;
border-color: #8c8c8c;
}
.btn-default:hover {
color: #333;
background-color: #e6e6e6;
border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
color: #333;
background-color: #e6e6e6;
border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
color: #333;
background-color: #d4d4d4;
border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
background-color: #fff;
border-color: #ccc;
}
.btn-default .badge {
color: #fff;
background-color: #333;
}
.btn-primary {
color: #fff;
background-color: #337ab7;
border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
color: #fff;
background-color: #286090;
border-color: #122b40;
}
.btn-primary:hover {
color: #fff;
background-color: #286090;
border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
color: #fff;
background-color: #286090;
border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
color: #fff;
background-color: #204d74;
border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
background-color: #337ab7;
border-color: #2e6da4;
}
.btn-primary .badge {
color: #337ab7;
background-color: #fff;
}
.btn-success {
color: #fff;
background-color: #5cb85c;
border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
color: #fff;
background-color: #449d44;
border-color: #255625;
}
.btn-success:hover {
color: #fff;
background-color: #449d44;
border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
color: #fff;
background-color: #449d44;
border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
color: #fff;
background-color: #398439;
border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
background-color: #5cb85c;
border-color: #4cae4c;
}
.btn-success .badge {
color: #5cb85c;
background-color: #fff;
}
.btn-info {
color: #fff;
background-color: #5bc0de;
border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
color: #fff;
background-color: #31b0d5;
border-color: #1b6d85;
}
.btn-info:hover {
color: #fff;
background-color: #31b0d5;
border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
color: #fff;
background-color: #31b0d5;
border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
color: #fff;
background-color: #269abc;
border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
background-color: #5bc0de;
border-color: #46b8da;
}
.btn-info .badge {
color: #5bc0de;
background-color: #fff;
}
.btn-warning {
color: #fff;
background-color: #f0ad4e;
border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
color: #fff;
background-color: #ec971f;
border-color: #985f0d;
}
.btn-warning:hover {
color: #fff;
background-color: #ec971f;
border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
color: #fff;
background-color: #ec971f;
border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
color: #fff;
background-color: #d58512;
border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
background-color: #f0ad4e;
border-color: #eea236;
}
.btn-warning .badge {
color: #f0ad4e;
background-color: #fff;
}
.btn-danger {
color: #fff;
background-color: #d9534f;
border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
color: #fff;
background-color: #c9302c;
border-color: #761c19;
}
.btn-danger:hover {
color: #fff;
background-color: #c9302c;
border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
color: #fff;
background-color: #c9302c;
border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
color: #fff;
background-color: #ac2925;
border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
background-color: #d9534f;
border-color: #d43f3a;
}
.btn-danger .badge {
color: #d9534f;
background-color: #fff;
}
.btn-link {
color: #337ab7;
font-weight: normal;
border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
background-color: transparent;
-webkit-box-shadow: none;
box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
color: #23527c;
text-decoration: underline;
background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
color: #777777;
text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
padding: 10px 16px;
font-size: 17px;
line-height: 1.3333333;
border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
padding: 5px 10px;
font-size: 12px;
line-height: 1.5;
border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
padding: 1px 5px;
font-size: 12px;
line-height: 1.5;
border-radius: 1px;
}
.btn-block {
display: block;
width: 100%;
}
.btn-block + .btn-block {
margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
width: 100%;
}
.fade {
opacity: 0;
-webkit-transition: opacity 0.15s linear;
-o-transition: opacity 0.15s linear;
transition: opacity 0.15s linear;
}
.fade.in {
opacity: 1;
}
.collapse {
display: none;
}
.collapse.in {
display: block;
}
tr.collapse.in {
display: table-row;
}
tbody.collapse.in {
display: table-row-group;
}
.collapsing {
position: relative;
height: 0;
overflow: hidden;
-webkit-transition-property: height, visibility;
transition-property: height, visibility;
-webkit-transition-duration: 0.35s;
transition-duration: 0.35s;
-webkit-transition-timing-function: ease;
transition-timing-function: ease;
}
.caret {
display: inline-block;
width: 0;
height: 0;
margin-left: 2px;
vertical-align: middle;
border-top: 4px dashed;
border-top: 4px solid \9;
border-right: 4px solid transparent;
border-left: 4px solid transparent;
}
.dropup,
.dropdown {
position: relative;
}
.dropdown-toggle:focus {
outline: 0;
}
.dropdown-menu {
position: absolute;
top: 100%;
left: 0;
z-index: 1000;
display: none;
float: left;
min-width: 160px;
padding: 5px 0;
margin: 2px 0 0;
list-style: none;
font-size: 13px;
text-align: left;
background-color: #fff;
border: 1px solid #ccc;
border: 1px solid rgba(0, 0, 0, 0.15);
border-radius: 2px;
-webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
background-clip: padding-box;
}
.dropdown-menu.pull-right {
right: 0;
left: auto;
}
.dropdown-menu .divider {
height: 1px;
margin: 8px 0;
overflow: hidden;
background-color: #e5e5e5;
}
.dropdown-menu > li > a {
display: block;
padding: 3px 20px;
clear: both;
font-weight: normal;
line-height: 1.42857143;
color: #333333;
white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
text-decoration: none;
color: #262626;
background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
color: #fff;
text-decoration: none;
outline: 0;
background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
text-decoration: none;
background-color: transparent;
background-image: none;
filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
cursor: not-allowed;
}
.open > .dropdown-menu {
display: block;
}
.open > a {
outline: 0;
}
.dropdown-menu-right {
left: auto;
right: 0;
}
.dropdown-menu-left {
left: 0;
right: auto;
}
.dropdown-header {
display: block;
padding: 3px 20px;
font-size: 12px;
line-height: 1.42857143;
color: #777777;
white-space: nowrap;
}
.dropdown-backdrop {
position: fixed;
left: 0;
right: 0;
bottom: 0;
top: 0;
z-index: 990;
}
.pull-right > .dropdown-menu {
right: 0;
left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
border-top: 0;
border-bottom: 4px dashed;
border-bottom: 4px solid \9;
content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
top: auto;
bottom: 100%;
margin-bottom: 2px;
}
@media (min-width: 541px) {
.navbar-right .dropdown-menu {
left: auto;
right: 0;
}
.navbar-right .dropdown-menu-left {
left: 0;
right: auto;
}
}
.btn-group,
.btn-group-vertical {
position: relative;
display: inline-block;
vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
position: relative;
float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
margin-left: -1px;
}
.btn-toolbar {
margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
border-radius: 0;
}
.btn-group > .btn:first-child {
margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
border-bottom-right-radius: 0;
border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
border-bottom-left-radius: 0;
border-top-left-radius: 0;
}
.btn-group > .btn-group {
float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
border-bottom-right-radius: 0;
border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
border-bottom-left-radius: 0;
border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
padding-left: 8px;
padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
padding-left: 12px;
padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
-webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
-webkit-box-shadow: none;
box-shadow: none;
}
.btn .caret {
margin-left: 0;
}
.btn-lg .caret {
border-width: 5px 5px 0;
border-bottom-width: 0;
}
.dropup .btn-lg .caret {
border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
display: block;
float: none;
width: 100%;
max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
margin-top: -1px;
margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
border-top-right-radius: 2px;
border-top-left-radius: 2px;
border-bottom-right-radius: 0;
border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
border-top-right-radius: 0;
border-top-left-radius: 0;
border-bottom-right-radius: 2px;
border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
border-bottom-right-radius: 0;
border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
border-top-right-radius: 0;
border-top-left-radius: 0;
}
.btn-group-justified {
display: table;
width: 100%;
table-layout: fixed;
border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
float: none;
display: table-cell;
width: 1%;
}
.btn-group-justified > .btn-group .btn {
width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
position: absolute;
clip: rect(0, 0, 0, 0);
pointer-events: none;
}
.input-group {
position: relative;
display: table;
border-collapse: separate;
}
.input-group[class*="col-"] {
float: none;
padding-left: 0;
padding-right: 0;
}
.input-group .form-control {
position: relative;
z-index: 2;
float: left;
width: 100%;
margin-bottom: 0;
}
.input-group .form-control:focus {
z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
height: 45px;
padding: 10px 16px;
font-size: 17px;
line-height: 1.3333333;
border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
height: 45px;
line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
height: 30px;
padding: 5px 10px;
font-size: 12px;
line-height: 1.5;
border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
height: 30px;
line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
border-radius: 0;
}
.input-group-addon,
.input-group-btn {
width: 1%;
white-space: nowrap;
vertical-align: middle;
}
.input-group-addon {
padding: 6px 12px;
font-size: 13px;
font-weight: normal;
line-height: 1;
color: #555555;
text-align: center;
background-color: #eeeeee;
border: 1px solid #ccc;
border-radius: 2px;
}
.input-group-addon.input-sm {
padding: 5px 10px;
font-size: 12px;
border-radius: 1px;
}
.input-group-addon.input-lg {
padding: 10px 16px;
font-size: 17px;
border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
border-bottom-right-radius: 0;
border-top-right-radius: 0;
}
.input-group-addon:first-child {
border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
border-bottom-left-radius: 0;
border-top-left-radius: 0;
}
.input-group-addon:last-child {
border-left: 0;
}
.input-group-btn {
position: relative;
font-size: 0;
white-space: nowrap;
}
.input-group-btn > .btn {
position: relative;
}
.input-group-btn > .btn + .btn {
margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
z-index: 2;
margin-left: -1px;
}
.nav {
margin-bottom: 0;
padding-left: 0;
list-style: none;
}
.nav > li {
position: relative;
display: block;
}
.nav > li > a {
position: relative;
display: block;
padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
text-decoration: none;
background-color: #eeeeee;
}
.nav > li.disabled > a {
color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
color: #777777;
text-decoration: none;
background-color: transparent;
cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
background-color: #eeeeee;
border-color: #337ab7;
}
.nav .nav-divider {
height: 1px;
margin: 8px 0;
overflow: hidden;
background-color: #e5e5e5;
}
.nav > li > a > img {
max-width: none;
}
.nav-tabs {
border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
float: left;
margin-bottom: -1px;
}
.nav-tabs > li > a {
margin-right: 2px;
line-height: 1.42857143;
border: 1px solid transparent;
border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
color: #555555;
background-color: #fff;
border: 1px solid #ddd;
border-bottom-color: transparent;
cursor: default;
}
.nav-tabs.nav-justified {
width: 100%;
border-bottom: 0;
}
.nav-tabs.nav-justified > li {
float: none;
}
.nav-tabs.nav-justified > li > a {
text-align: center;
margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
top: auto;
left: auto;
}
@media (min-width: 768px) {
.nav-tabs.nav-justified > li {
display: table-cell;
width: 1%;
}
.nav-tabs.nav-justified > li > a {
margin-bottom: 0;
}
}
.nav-tabs.nav-justified > li > a {
margin-right: 0;
border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
border: 1px solid #ddd;
}
@media (min-width: 768px) {
.nav-tabs.nav-justified > li > a {
border-bottom: 1px solid #ddd;
border-radius: 2px 2px 0 0;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
border-bottom-color: #fff;
}
}
.nav-pills > li {
float: left;
}
.nav-pills > li > a {
border-radius: 2px;
}
.nav-pills > li + li {
margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
color: #fff;
background-color: #337ab7;
}
.nav-stacked > li {
float: none;
}
.nav-stacked > li + li {
margin-top: 2px;
margin-left: 0;
}
.nav-justified {
width: 100%;
}
.nav-justified > li {
float: none;
}
.nav-justified > li > a {
text-align: center;
margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
top: auto;
left: auto;
}
@media (min-width: 768px) {
.nav-justified > li {
display: table-cell;
width: 1%;
}
.nav-justified > li > a {
margin-bottom: 0;
}
}
.nav-tabs-justified {
border-bottom: 0;
}
.nav-tabs-justified > li > a {
margin-right: 0;
border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
border: 1px solid #ddd;
}
@media (min-width: 768px) {
.nav-tabs-justified > li > a {
border-bottom: 1px solid #ddd;
border-radius: 2px 2px 0 0;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
border-bottom-color: #fff;
}
}
.tab-content > .tab-pane {
display: none;
}
.tab-content > .active {
display: block;
}
.nav-tabs .dropdown-menu {
margin-top: -1px;
border-top-right-radius: 0;
border-top-left-radius: 0;
}
.navbar {
position: relative;
min-height: 30px;
margin-bottom: 18px;
border: 1px solid transparent;
}
@media (min-width: 541px) {
.navbar {
border-radius: 2px;
}
}
@media (min-width: 541px) {
.navbar-header {
float: left;
}
}
.navbar-collapse {
overflow-x: visible;
padding-right: 0px;
padding-left: 0px;
border-top: 1px solid transparent;
box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
-webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
overflow-y: auto;
}
@media (min-width: 541px) {
.navbar-collapse {
width: auto;
border-top: 0;
box-shadow: none;
}
.navbar-collapse.collapse {
display: block !important;
height: auto !important;
padding-bottom: 0;
overflow: visible !important;
}
.navbar-collapse.in {
overflow-y: visible;
}
.navbar-fixed-top .navbar-collapse,
.navbar-static-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
padding-left: 0;
padding-right: 0;
}
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
max-height: 200px;
}
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
margin-right: 0px;
margin-left: 0px;
}
@media (min-width: 541px) {
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
margin-right: 0;
margin-left: 0;
}
}
.navbar-static-top {
z-index: 1000;
border-width: 0 0 1px;
}
@media (min-width: 541px) {
.navbar-static-top {
border-radius: 0;
}
}
.navbar-fixed-top,
.navbar-fixed-bottom {
position: fixed;
right: 0;
left: 0;
z-index: 1030;
}
@media (min-width: 541px) {
.navbar-fixed-top,
.navbar-fixed-bottom {
border-radius: 0;
}
}
.navbar-fixed-top {
top: 0;
border-width: 0 0 1px;
}
.navbar-fixed-bottom {
bottom: 0;
margin-bottom: 0;
border-width: 1px 0 0;
}
.navbar-brand {
float: left;
padding: 6px 0px;
font-size: 17px;
line-height: 18px;
height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
text-decoration: none;
}
.navbar-brand > img {
display: block;
}
@media (min-width: 541px) {
.navbar > .container .navbar-brand,
.navbar > .container-fluid .navbar-brand {
margin-left: 0px;
}
}
.navbar-toggle {
position: relative;
float: right;
margin-right: 0px;
padding: 9px 10px;
margin-top: -2px;
margin-bottom: -2px;
background-color: transparent;
background-image: none;
border: 1px solid transparent;
border-radius: 2px;
}
.navbar-toggle:focus {
outline: 0;
}
.navbar-toggle .icon-bar {
display: block;
width: 22px;
height: 2px;
border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
margin-top: 4px;
}
@media (min-width: 541px) {
.navbar-toggle {
display: none;
}
}
.navbar-nav {
margin: 3px 0px;
}
.navbar-nav > li > a {
padding-top: 10px;
padding-bottom: 10px;
line-height: 18px;
}
@media (max-width: 540px) {
.navbar-nav .open .dropdown-menu {
position: static;
float: none;
width: auto;
margin-top: 0;
background-color: transparent;
border: 0;
box-shadow: none;
}
.navbar-nav .open .dropdown-menu > li > a,
.navbar-nav .open .dropdown-menu .dropdown-header {
padding: 5px 15px 5px 25px;
}
.navbar-nav .open .dropdown-menu > li > a {
line-height: 18px;
}
.navbar-nav .open .dropdown-menu > li > a:hover,
.navbar-nav .open .dropdown-menu > li > a:focus {
background-image: none;
}
}
@media (min-width: 541px) {
.navbar-nav {
float: left;
margin: 0;
}
.navbar-nav > li {
float: left;
}
.navbar-nav > li > a {
padding-top: 6px;
padding-bottom: 6px;
}
}
.navbar-form {
margin-left: 0px;
margin-right: 0px;
padding: 10px 0px;
border-top: 1px solid transparent;
border-bottom: 1px solid transparent;
-webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
margin-top: -1px;
margin-bottom: -1px;
}
@media (min-width: 768px) {
.navbar-form .form-group {
display: inline-block;
margin-bottom: 0;
vertical-align: middle;
}
.navbar-form .form-control {
display: inline-block;
width: auto;
vertical-align: middle;
}
.navbar-form .form-control-static {
display: inline-block;
}
.navbar-form .input-group {
display: inline-table;
vertical-align: middle;
}
.navbar-form .input-group .input-group-addon,
.navbar-form .input-group .input-group-btn,
.navbar-form .input-group .form-control {
width: auto;
}
.navbar-form .input-group > .form-control {
width: 100%;
}
.navbar-form .control-label {
margin-bottom: 0;
vertical-align: middle;
}
.navbar-form .radio,
.navbar-form .checkbox {
display: inline-block;
margin-top: 0;
margin-bottom: 0;
vertical-align: middle;
}
.navbar-form .radio label,
.navbar-form .checkbox label {
padding-left: 0;
}
.navbar-form .radio input[type="radio"],
.navbar-form .checkbox input[type="checkbox"] {
position: relative;
margin-left: 0;
}
.navbar-form .has-feedback .form-control-feedback {
top: 0;
}
}
@media (max-width: 540px) {
.navbar-form .form-group {
margin-bottom: 5px;
}
.navbar-form .form-group:last-child {
margin-bottom: 0;
}
}
@media (min-width: 541px) {
.navbar-form {
width: auto;
border: 0;
margin-left: 0;
margin-right: 0;
padding-top: 0;
padding-bottom: 0;
-webkit-box-shadow: none;
box-shadow: none;
}
}
.navbar-nav > li > .dropdown-menu {
margin-top: 0;
border-top-right-radius: 0;
border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
margin-bottom: 0;
border-top-right-radius: 2px;
border-top-left-radius: 2px;
border-bottom-right-radius: 0;
border-bottom-left-radius: 0;
}
.navbar-btn {
margin-top: -1px;
margin-bottom: -1px;
}
.navbar-btn.btn-sm {
margin-top: 0px;
margin-bottom: 0px;
}
.navbar-btn.btn-xs {
margin-top: 4px;
margin-bottom: 4px;
}
.navbar-text {
margin-top: 6px;
margin-bottom: 6px;
}
@media (min-width: 541px) {
.navbar-text {
float: left;
margin-left: 0px;
margin-right: 0px;
}
}
@media (min-width: 541px) {
.navbar-left {
float: left !important;
float: left;
}
.navbar-right {
float: right !important;
float: right;
margin-right: 0px;
}
.navbar-right ~ .navbar-right {
margin-right: 0;
}
}
.navbar-default {
background-color: #f8f8f8;
border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
color: #5e5e5e;
background-color: transparent;
}
.navbar-default .navbar-text {
color: #777;
}
.navbar-default .navbar-nav > li > a {
color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
color: #333;
background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
color: #555;
background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
color: #ccc;
background-color: transparent;
}
.navbar-default .navbar-toggle {
border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
background-color: #e7e7e7;
color: #555;
}
@media (max-width: 540px) {
.navbar-default .navbar-nav .open .dropdown-menu > li > a {
color: #777;
}
.navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
.navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
color: #333;
background-color: transparent;
}
.navbar-default .navbar-nav .open .dropdown-menu > .active > a,
.navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
.navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
color: #555;
background-color: #e7e7e7;
}
.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
color: #ccc;
background-color: transparent;
}
}
.navbar-default .navbar-link {
color: #777;
}
.navbar-default .navbar-link:hover {
color: #333;
}
.navbar-default .btn-link {
color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
color: #ccc;
}
.navbar-inverse {
background-color: #222;
border-color: #080808;
}
.navbar-inverse .navbar-brand {
color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
color: #fff;
background-color: transparent;
}
.navbar-inverse .navbar-text {
color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
color: #fff;
background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
color: #fff;
background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
color: #444;
background-color: transparent;
}
.navbar-inverse .navbar-toggle {
border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
background-color: #080808;
color: #fff;
}
@media (max-width: 540px) {
.navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
border-color: #080808;
}
.navbar-inverse .navbar-nav .open .dropdown-menu .divider {
background-color: #080808;
}
.navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
color: #9d9d9d;
}
.navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
.navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
color: #fff;
background-color: transparent;
}
.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
color: #fff;
background-color: #080808;
}
.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
color: #444;
background-color: transparent;
}
}
.navbar-inverse .navbar-link {
color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
color: #fff;
}
.navbar-inverse .btn-link {
color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
color: #444;
}
.breadcrumb {
padding: 8px 15px;
margin-bottom: 18px;
list-style: none;
background-color: #f5f5f5;
border-radius: 2px;
}
.breadcrumb > li {
display: inline-block;
}
.breadcrumb > li + li:before {
content: "/\00a0";
padding: 0 5px;
color: #5e5e5e;
}
.breadcrumb > .active {
color: #777777;
}
.pagination {
display: inline-block;
padding-left: 0;
margin: 18px 0;
border-radius: 2px;
}
.pagination > li {
display: inline;
}
.pagination > li > a,
.pagination > li > span {
position: relative;
float: left;
padding: 6px 12px;
line-height: 1.42857143;
text-decoration: none;
color: #337ab7;
background-color: #fff;
border: 1px solid #ddd;
margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
margin-left: 0;
border-bottom-left-radius: 2px;
border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
border-bottom-right-radius: 2px;
border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
z-index: 2;
color: #23527c;
background-color: #eeeeee;
border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
z-index: 3;
color: #fff;
background-color: #337ab7;
border-color: #337ab7;
cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
color: #777777;
background-color: #fff;
border-color: #ddd;
cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
padding: 10px 16px;
font-size: 17px;
line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
border-bottom-left-radius: 3px;
border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
border-bottom-right-radius: 3px;
border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
padding: 5px 10px;
font-size: 12px;
line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
border-bottom-left-radius: 1px;
border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
border-bottom-right-radius: 1px;
border-top-right-radius: 1px;
}
.pager {
padding-left: 0;
margin: 18px 0;
list-style: none;
text-align: center;
}
.pager li {
display: inline;
}
.pager li > a,
.pager li > span {
display: inline-block;
padding: 5px 14px;
background-color: #fff;
border: 1px solid #ddd;
border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
text-decoration: none;
background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
float: right;
}
.pager .previous > a,
.pager .previous > span {
float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
color: #777777;
background-color: #fff;
cursor: not-allowed;
}
.label {
display: inline;
padding: .2em .6em .3em;
font-size: 75%;
font-weight: bold;
line-height: 1;
color: #fff;
text-align: center;
white-space: nowrap;
vertical-align: baseline;
border-radius: .25em;
}
a.label:hover,
a.label:focus {
color: #fff;
text-decoration: none;
cursor: pointer;
}
.label:empty {
display: none;
}
.btn .label {
position: relative;
top: -1px;
}
.label-default {
background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
background-color: #5e5e5e;
}
.label-primary {
background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
background-color: #286090;
}
.label-success {
background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
background-color: #449d44;
}
.label-info {
background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
background-color: #31b0d5;
}
.label-warning {
background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
background-color: #ec971f;
}
.label-danger {
background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
background-color: #c9302c;
}
.badge {
display: inline-block;
min-width: 10px;
padding: 3px 7px;
font-size: 12px;
font-weight: bold;
color: #fff;
line-height: 1;
vertical-align: middle;
white-space: nowrap;
text-align: center;
background-color: #777777;
border-radius: 10px;
}
.badge:empty {
display: none;
}
.btn .badge {
position: relative;
top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
top: 0;
padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
color: #fff;
text-decoration: none;
cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
color: #337ab7;
background-color: #fff;
}
.list-group-item > .badge {
float: right;
}
.list-group-item > .badge + .badge {
margin-right: 5px;
}
.nav-pills > li > a > .badge {
margin-left: 3px;
}
.jumbotron {
padding-top: 30px;
padding-bottom: 30px;
margin-bottom: 30px;
color: inherit;
background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
color: inherit;
}
.jumbotron p {
margin-bottom: 15px;
font-size: 20px;
font-weight: 200;
}
.jumbotron > hr {
border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
border-radius: 3px;
padding-left: 0px;
padding-right: 0px;
}
.jumbotron .container {
max-width: 100%;
}
@media screen and (min-width: 768px) {
.jumbotron {
padding-top: 48px;
padding-bottom: 48px;
}
.container .jumbotron,
.container-fluid .jumbotron {
padding-left: 60px;
padding-right: 60px;
}
.jumbotron h1,
.jumbotron .h1 {
font-size: 59px;
}
}
.thumbnail {
display: block;
padding: 4px;
margin-bottom: 18px;
line-height: 1.42857143;
background-color: #fff;
border: 1px solid #ddd;
border-radius: 2px;
-webkit-transition: border 0.2s ease-in-out;
-o-transition: border 0.2s ease-in-out;
transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
margin-left: auto;
margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
border-color: #337ab7;
}
.thumbnail .caption {
padding: 9px;
color: #000;
}
.alert {
padding: 15px;
margin-bottom: 18px;
border: 1px solid transparent;
border-radius: 2px;
}
.alert h4 {
margin-top: 0;
color: inherit;
}
.alert .alert-link {
font-weight: bold;
}
.alert > p,
.alert > ul {
margin-bottom: 0;
}
.alert > p + p {
margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
position: relative;
top: -2px;
right: -21px;
color: inherit;
}
.alert-success {
background-color: #dff0d8;
border-color: #d6e9c6;
color: #3c763d;
}
.alert-success hr {
border-top-color: #c9e2b3;
}
.alert-success .alert-link {
color: #2b542c;
}
.alert-info {
background-color: #d9edf7;
border-color: #bce8f1;
color: #31708f;
}
.alert-info hr {
border-top-color: #a6e1ec;
}
.alert-info .alert-link {
color: #245269;
}
.alert-warning {
background-color: #fcf8e3;
border-color: #faebcc;
color: #8a6d3b;
}
.alert-warning hr {
border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
color: #66512c;
}
.alert-danger {
background-color: #f2dede;
border-color: #ebccd1;
color: #a94442;
}
.alert-danger hr {
border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
from {
background-position: 40px 0;
}
to {
background-position: 0 0;
}
}
@keyframes progress-bar-stripes {
from {
background-position: 40px 0;
}
to {
background-position: 0 0;
}
}
.progress {
overflow: hidden;
height: 18px;
margin-bottom: 18px;
background-color: #f5f5f5;
border-radius: 2px;
-webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
float: left;
width: 0%;
height: 100%;
font-size: 12px;
line-height: 18px;
color: #fff;
text-align: center;
background-color: #337ab7;
-webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
-webkit-transition: width 0.6s ease;
-o-transition: width 0.6s ease;
transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
-webkit-animation: progress-bar-stripes 2s linear infinite;
-o-animation: progress-bar-stripes 2s linear infinite;
animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
margin-top: 15px;
}
.media:first-child {
margin-top: 0;
}
.media,
.media-body {
zoom: 1;
overflow: hidden;
}
.media-body {
width: 10000px;
}
.media-object {
display: block;
}
.media-object.img-thumbnail {
max-width: none;
}
.media-right,
.media > .pull-right {
padding-left: 10px;
}
.media-left,
.media > .pull-left {
padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
display: table-cell;
vertical-align: top;
}
.media-middle {
vertical-align: middle;
}
.media-bottom {
vertical-align: bottom;
}
.media-heading {
margin-top: 0;
margin-bottom: 5px;
}
.media-list {
padding-left: 0;
list-style: none;
}
.list-group {
margin-bottom: 20px;
padding-left: 0;
}
.list-group-item {
position: relative;
display: block;
padding: 10px 15px;
margin-bottom: -1px;
background-color: #fff;
border: 1px solid #ddd;
}
.list-group-item:first-child {
border-top-right-radius: 2px;
border-top-left-radius: 2px;
}
.list-group-item:last-child {
margin-bottom: 0;
border-bottom-right-radius: 2px;
border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
text-decoration: none;
color: #555;
background-color: #f5f5f5;
}
button.list-group-item {
width: 100%;
text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
background-color: #eeeeee;
color: #777777;
cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
z-index: 2;
color: #fff;
background-color: #337ab7;
border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
color: #c7ddef;
}
.list-group-item-success {
color: #3c763d;
background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
color: #3c763d;
background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
color: #fff;
background-color: #3c763d;
border-color: #3c763d;
}
.list-group-item-info {
color: #31708f;
background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
color: #31708f;
background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
color: #fff;
background-color: #31708f;
border-color: #31708f;
}
.list-group-item-warning {
color: #8a6d3b;
background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
color: #8a6d3b;
background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
color: #fff;
background-color: #8a6d3b;
border-color: #8a6d3b;
}
.list-group-item-danger {
color: #a94442;
background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
color: #a94442;
background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
color: #fff;
background-color: #a94442;
border-color: #a94442;
}
.list-group-item-heading {
margin-top: 0;
margin-bottom: 5px;
}
.list-group-item-text {
margin-bottom: 0;
line-height: 1.3;
}
.panel {
margin-bottom: 18px;
background-color: #fff;
border: 1px solid transparent;
border-radius: 2px;
-webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
padding: 15px;
}
.panel-heading {
padding: 10px 15px;
border-bottom: 1px solid transparent;
border-top-right-radius: 1px;
border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
color: inherit;
}
.panel-title {
margin-top: 0;
margin-bottom: 0;
font-size: 15px;
color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
color: inherit;
}
.panel-footer {
padding: 10px 15px;
background-color: #f5f5f5;
border-top: 1px solid #ddd;
border-bottom-right-radius: 1px;
border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
border-width: 1px 0;
border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
border-top: 0;
border-top-right-radius: 1px;
border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
border-bottom: 0;
border-bottom-right-radius: 1px;
border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
border-top-right-radius: 0;
border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
border-top-width: 0;
}
.list-group + .panel-footer {
border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
padding-left: 15px;
padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
border-top-right-radius: 1px;
border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
border-top-left-radius: 1px;
border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
border-bottom-right-radius: 1px;
border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
border-bottom-left-radius: 1px;
border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
border-bottom: 0;
}
.panel > .table-responsive {
border: 0;
margin-bottom: 0;
}
.panel-group {
margin-bottom: 18px;
}
.panel-group .panel {
margin-bottom: 0;
border-radius: 2px;
}
.panel-group .panel + .panel {
margin-top: 5px;
}
.panel-group .panel-heading {
border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
border-bottom: 1px solid #ddd;
}
.panel-default {
border-color: #ddd;
}
.panel-default > .panel-heading {
color: #333333;
background-color: #f5f5f5;
border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
color: #f5f5f5;
background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
border-bottom-color: #ddd;
}
.panel-primary {
border-color: #337ab7;
}
.panel-primary > .panel-heading {
color: #fff;
background-color: #337ab7;
border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
color: #337ab7;
background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
border-bottom-color: #337ab7;
}
.panel-success {
border-color: #d6e9c6;
}
.panel-success > .panel-heading {
color: #3c763d;
background-color: #dff0d8;
border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
color: #dff0d8;
background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
border-bottom-color: #d6e9c6;
}
.panel-info {
border-color: #bce8f1;
}
.panel-info > .panel-heading {
color: #31708f;
background-color: #d9edf7;
border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
color: #d9edf7;
background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
border-bottom-color: #bce8f1;
}
.panel-warning {
border-color: #faebcc;
}
.panel-warning > .panel-heading {
color: #8a6d3b;
background-color: #fcf8e3;
border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
color: #fcf8e3;
background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
border-bottom-color: #faebcc;
}
.panel-danger {
border-color: #ebccd1;
}
.panel-danger > .panel-heading {
color: #a94442;
background-color: #f2dede;
border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
color: #f2dede;
background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
border-bottom-color: #ebccd1;
}
.embed-responsive {
position: relative;
display: block;
height: 0;
padding: 0;
overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
position: absolute;
top: 0;
left: 0;
bottom: 0;
height: 100%;
width: 100%;
border: 0;
}
.embed-responsive-16by9 {
padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
padding-bottom: 75%;
}
.well {
min-height: 20px;
padding: 19px;
margin-bottom: 20px;
background-color: #f5f5f5;
border: 1px solid #e3e3e3;
border-radius: 2px;
-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
border-color: #ddd;
border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
padding: 24px;
border-radius: 3px;
}
.well-sm {
padding: 9px;
border-radius: 1px;
}
.close {
float: right;
font-size: 19.5px;
font-weight: bold;
line-height: 1;
color: #000;
text-shadow: 0 1px 0 #fff;
opacity: 0.2;
filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
color: #000;
text-decoration: none;
cursor: pointer;
opacity: 0.5;
filter: alpha(opacity=50);
}
button.close {
padding: 0;
cursor: pointer;
background: transparent;
border: 0;
-webkit-appearance: none;
}
.modal-open {
overflow: hidden;
}
.modal {
display: none;
overflow: hidden;
position: fixed;
top: 0;
right: 0;
bottom: 0;
left: 0;
z-index: 1050;
-webkit-overflow-scrolling: touch;
outline: 0;
}
.modal.fade .modal-dialog {
-webkit-transform: translate(0, -25%);
-ms-transform: translate(0, -25%);
-o-transform: translate(0, -25%);
transform: translate(0, -25%);
-webkit-transition: -webkit-transform 0.3s ease-out;
-moz-transition: -moz-transform 0.3s ease-out;
-o-transition: -o-transform 0.3s ease-out;
transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
-webkit-transform: translate(0, 0);
-ms-transform: translate(0, 0);
-o-transform: translate(0, 0);
transform: translate(0, 0);
}
.modal-open .modal {
overflow-x: hidden;
overflow-y: auto;
}
.modal-dialog {
position: relative;
width: auto;
margin: 10px;
}
.modal-content {
position: relative;
background-color: #fff;
border: 1px solid #999;
border: 1px solid rgba(0, 0, 0, 0.2);
border-radius: 3px;
-webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
background-clip: padding-box;
outline: 0;
}
.modal-backdrop {
position: fixed;
top: 0;
right: 0;
bottom: 0;
left: 0;
z-index: 1040;
background-color: #000;
}
.modal-backdrop.fade {
opacity: 0;
filter: alpha(opacity=0);
}
.modal-backdrop.in {
opacity: 0.5;
filter: alpha(opacity=50);
}
.modal-header {
padding: 15px;
border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
margin-top: -2px;
}
.modal-title {
margin: 0;
line-height: 1.42857143;
}
.modal-body {
position: relative;
padding: 15px;
}
.modal-footer {
padding: 15px;
text-align: right;
border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
margin-left: 5px;
margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
margin-left: 0;
}
.modal-scrollbar-measure {
position: absolute;
top: -9999px;
width: 50px;
height: 50px;
overflow: scroll;
}
@media (min-width: 768px) {
.modal-dialog {
width: 600px;
margin: 30px auto;
}
.modal-content {
-webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
}
.modal-sm {
width: 300px;
}
}
@media (min-width: 992px) {
.modal-lg {
width: 900px;
}
}
.tooltip {
position: absolute;
z-index: 1070;
display: block;
font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
font-style: normal;
font-weight: normal;
letter-spacing: normal;
line-break: auto;
line-height: 1.42857143;
text-align: left;
text-align: start;
text-decoration: none;
text-shadow: none;
text-transform: none;
white-space: normal;
word-break: normal;
word-spacing: normal;
word-wrap: normal;
font-size: 12px;
opacity: 0;
filter: alpha(opacity=0);
}
.tooltip.in {
opacity: 0.9;
filter: alpha(opacity=90);
}
.tooltip.top {
margin-top: -3px;
padding: 5px 0;
}
.tooltip.right {
margin-left: 3px;
padding: 0 5px;
}
.tooltip.bottom {
margin-top: 3px;
padding: 5px 0;
}
.tooltip.left {
margin-left: -3px;
padding: 0 5px;
}
.tooltip-inner {
max-width: 200px;
padding: 3px 8px;
color: #fff;
text-align: center;
background-color: #000;
border-radius: 2px;
}
.tooltip-arrow {
position: absolute;
width: 0;
height: 0;
border-color: transparent;
border-style: solid;
}
.tooltip.top .tooltip-arrow {
bottom: 0;
left: 50%;
margin-left: -5px;
border-width: 5px 5px 0;
border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
bottom: 0;
right: 5px;
margin-bottom: -5px;
border-width: 5px 5px 0;
border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
bottom: 0;
left: 5px;
margin-bottom: -5px;
border-width: 5px 5px 0;
border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
top: 50%;
left: 0;
margin-top: -5px;
border-width: 5px 5px 5px 0;
border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
top: 50%;
right: 0;
margin-top: -5px;
border-width: 5px 0 5px 5px;
border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
top: 0;
left: 50%;
margin-left: -5px;
border-width: 0 5px 5px;
border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
top: 0;
right: 5px;
margin-top: -5px;
border-width: 0 5px 5px;
border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
top: 0;
left: 5px;
margin-top: -5px;
border-width: 0 5px 5px;
border-bottom-color: #000;
}
.popover {
position: absolute;
top: 0;
left: 0;
z-index: 1060;
display: none;
max-width: 276px;
padding: 1px;
font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
font-style: normal;
font-weight: normal;
letter-spacing: normal;
line-break: auto;
line-height: 1.42857143;
text-align: left;
text-align: start;
text-decoration: none;
text-shadow: none;
text-transform: none;
white-space: normal;
word-break: normal;
word-spacing: normal;
word-wrap: normal;
font-size: 13px;
background-color: #fff;
background-clip: padding-box;
border: 1px solid #ccc;
border: 1px solid rgba(0, 0, 0, 0.2);
border-radius: 3px;
-webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
margin-top: -10px;
}
.popover.right {
margin-left: 10px;
}
.popover.bottom {
margin-top: 10px;
}
.popover.left {
margin-left: -10px;
}
.popover-title {
margin: 0;
padding: 8px 14px;
font-size: 13px;
background-color: #f7f7f7;
border-bottom: 1px solid #ebebeb;
border-radius: 2px 2px 0 0;
}
.popover-content {
padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
position: absolute;
display: block;
width: 0;
height: 0;
border-color: transparent;
border-style: solid;
}
.popover > .arrow {
border-width: 11px;
}
.popover > .arrow:after {
border-width: 10px;
content: "";
}
.popover.top > .arrow {
left: 50%;
margin-left: -11px;
border-bottom-width: 0;
border-top-color: #999999;
border-top-color: rgba(0, 0, 0, 0.25);
bottom: -11px;
}
.popover.top > .arrow:after {
content: " ";
bottom: 1px;
margin-left: -10px;
border-bottom-width: 0;
border-top-color: #fff;
}
.popover.right > .arrow {
top: 50%;
left: -11px;
margin-top: -11px;
border-left-width: 0;
border-right-color: #999999;
border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
content: " ";
left: 1px;
bottom: -10px;
border-left-width: 0;
border-right-color: #fff;
}
.popover.bottom > .arrow {
left: 50%;
margin-left: -11px;
border-top-width: 0;
border-bottom-color: #999999;
border-bottom-color: rgba(0, 0, 0, 0.25);
top: -11px;
}
.popover.bottom > .arrow:after {
content: " ";
top: 1px;
margin-left: -10px;
border-top-width: 0;
border-bottom-color: #fff;
}
.popover.left > .arrow {
top: 50%;
right: -11px;
margin-top: -11px;
border-right-width: 0;
border-left-color: #999999;
border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
content: " ";
right: 1px;
border-right-width: 0;
border-left-color: #fff;
bottom: -10px;
}
.carousel {
position: relative;
}
.carousel-inner {
position: relative;
overflow: hidden;
width: 100%;
}
.carousel-inner > .item {
display: none;
position: relative;
-webkit-transition: 0.6s ease-in-out left;
-o-transition: 0.6s ease-in-out left;
transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
.carousel-inner > .item {
-webkit-transition: -webkit-transform 0.6s ease-in-out;
-moz-transition: -moz-transform 0.6s ease-in-out;
-o-transition: -o-transform 0.6s ease-in-out;
transition: transform 0.6s ease-in-out;
-webkit-backface-visibility: hidden;
-moz-backface-visibility: hidden;
backface-visibility: hidden;
-webkit-perspective: 1000px;
-moz-perspective: 1000px;
perspective: 1000px;
}
.carousel-inner > .item.next,
.carousel-inner > .item.active.right {
-webkit-transform: translate3d(100%, 0, 0);
transform: translate3d(100%, 0, 0);
left: 0;
}
.carousel-inner > .item.prev,
.carousel-inner > .item.active.left {
-webkit-transform: translate3d(-100%, 0, 0);
transform: translate3d(-100%, 0, 0);
left: 0;
}
.carousel-inner > .item.next.left,
.carousel-inner > .item.prev.right,
.carousel-inner > .item.active {
-webkit-transform: translate3d(0, 0, 0);
transform: translate3d(0, 0, 0);
left: 0;
}
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
display: block;
}
.carousel-inner > .active {
left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
position: absolute;
top: 0;
width: 100%;
}
.carousel-inner > .next {
left: 100%;
}
.carousel-inner > .prev {
left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
left: 0;
}
.carousel-inner > .active.left {
left: -100%;
}
.carousel-inner > .active.right {
left: 100%;
}
.carousel-control {
position: absolute;
top: 0;
left: 0;
bottom: 0;
width: 15%;
opacity: 0.5;
filter: alpha(opacity=50);
font-size: 20px;
color: #fff;
text-align: center;
text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
background-repeat: repeat-x;
filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
left: auto;
right: 0;
background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
background-repeat: repeat-x;
filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
outline: 0;
color: #fff;
text-decoration: none;
opacity: 0.9;
filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
position: absolute;
top: 50%;
margin-top: -10px;
z-index: 5;
display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
left: 50%;
margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
right: 50%;
margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
width: 20px;
height: 20px;
line-height: 1;
font-family: serif;
}
.carousel-control .icon-prev:before {
content: '\2039';
}
.carousel-control .icon-next:before {
content: '\203a';
}
.carousel-indicators {
position: absolute;
bottom: 10px;
left: 50%;
z-index: 15;
width: 60%;
margin-left: -30%;
padding-left: 0;
list-style: none;
text-align: center;
}
.carousel-indicators li {
display: inline-block;
width: 10px;
height: 10px;
margin: 1px;
text-indent: -999px;
border: 1px solid #fff;
border-radius: 10px;
cursor: pointer;
background-color: #000 \9;
background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
margin: 0;
width: 12px;
height: 12px;
background-color: #fff;
}
.carousel-caption {
position: absolute;
left: 15%;
right: 15%;
bottom: 20px;
z-index: 10;
padding-top: 20px;
padding-bottom: 20px;
color: #fff;
text-align: center;
text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
text-shadow: none;
}
@media screen and (min-width: 768px) {
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right,
.carousel-control .icon-prev,
.carousel-control .icon-next {
width: 30px;
height: 30px;
margin-top: -10px;
font-size: 30px;
}
.carousel-control .glyphicon-chevron-left,
.carousel-control .icon-prev {
margin-left: -10px;
}
.carousel-control .glyphicon-chevron-right,
.carousel-control .icon-next {
margin-right: -10px;
}
.carousel-caption {
left: 20%;
right: 20%;
padding-bottom: 30px;
}
.carousel-indicators {
bottom: 20px;
}
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
content: " ";
display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
clear: both;
}
.center-block {
display: block;
margin-left: auto;
margin-right: auto;
}
.pull-right {
float: right !important;
}
.pull-left {
float: left !important;
}
.hide {
display: none !important;
}
.show {
display: block !important;
}
.invisible {
visibility: hidden;
}
.text-hide {
font: 0/0 a;
color: transparent;
text-shadow: none;
background-color: transparent;
border: 0;
}
.hidden {
display: none !important;
}
.affix {
position: fixed;
}
@-ms-viewport {
width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
display: none !important;
}
@media (max-width: 767px) {
.visible-xs {
display: block !important;
}
table.visible-xs {
display: table !important;
}
tr.visible-xs {
display: table-row !important;
}
th.visible-xs,
td.visible-xs {
display: table-cell !important;
}
}
@media (max-width: 767px) {
.visible-xs-block {
display: block !important;
}
}
@media (max-width: 767px) {
.visible-xs-inline {
display: inline !important;
}
}
@media (max-width: 767px) {
.visible-xs-inline-block {
display: inline-block !important;
}
}
@media (min-width: 768px) and (max-width: 991px) {
.visible-sm {
display: block !important;
}
table.visible-sm {
display: table !important;
}
tr.visible-sm {
display: table-row !important;
}
th.visible-sm,
td.visible-sm {
display: table-cell !important;
}
}
@media (min-width: 768px) and (max-width: 991px) {
.visible-sm-block {
display: block !important;
}
}
@media (min-width: 768px) and (max-width: 991px) {
.visible-sm-inline {
display: inline !important;
}
}
@media (min-width: 768px) and (max-width: 991px) {
.visible-sm-inline-block {
display: inline-block !important;
}
}
@media (min-width: 992px) and (max-width: 1199px) {
.visible-md {
display: block !important;
}
table.visible-md {
display: table !important;
}
tr.visible-md {
display: table-row !important;
}
th.visible-md,
td.visible-md {
display: table-cell !important;
}
}
@media (min-width: 992px) and (max-width: 1199px) {
.visible-md-block {
display: block !important;
}
}
@media (min-width: 992px) and (max-width: 1199px) {
.visible-md-inline {
display: inline !important;
}
}
@media (min-width: 992px) and (max-width: 1199px) {
.visible-md-inline-block {
display: inline-block !important;
}
}
@media (min-width: 1200px) {
.visible-lg {
display: block !important;
}
table.visible-lg {
display: table !important;
}
tr.visible-lg {
display: table-row !important;
}
th.visible-lg,
td.visible-lg {
display: table-cell !important;
}
}
@media (min-width: 1200px) {
.visible-lg-block {
display: block !important;
}
}
@media (min-width: 1200px) {
.visible-lg-inline {
display: inline !important;
}
}
@media (min-width: 1200px) {
.visible-lg-inline-block {
display: inline-block !important;
}
}
@media (max-width: 767px) {
.hidden-xs {
display: none !important;
}
}
@media (min-width: 768px) and (max-width: 991px) {
.hidden-sm {
display: none !important;
}
}
@media (min-width: 992px) and (max-width: 1199px) {
.hidden-md {
display: none !important;
}
}
@media (min-width: 1200px) {
.hidden-lg {
display: none !important;
}
}
.visible-print {
display: none !important;
}
@media print {
.visible-print {
display: block !important;
}
table.visible-print {
display: table !important;
}
tr.visible-print {
display: table-row !important;
}
th.visible-print,
td.visible-print {
display: table-cell !important;
}
}
.visible-print-block {
display: none !important;
}
@media print {
.visible-print-block {
display: block !important;
}
}
.visible-print-inline {
display: none !important;
}
@media print {
.visible-print-inline {
display: inline !important;
}
}
.visible-print-inline-block {
display: none !important;
}
@media print {
.visible-print-inline-block {
display: inline-block !important;
}
}
@media print {
.hidden-print {
display: none !important;
}
}
/*!
*
* Font Awesome
*
*/
/*!
* Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
* License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
*/
/* FONT PATH
* -------------------------- */
@font-face {
font-family: 'FontAwesome';
src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
font-weight: normal;
font-style: normal;
}
.fa {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
font-size: 1.33333333em;
line-height: 0.75em;
vertical-align: -15%;
}
.fa-2x {
font-size: 2em;
}
.fa-3x {
font-size: 3em;
}
.fa-4x {
font-size: 4em;
}
.fa-5x {
font-size: 5em;
}
.fa-fw {
width: 1.28571429em;
text-align: center;
}
.fa-ul {
padding-left: 0;
margin-left: 2.14285714em;
list-style-type: none;
}
.fa-ul > li {
position: relative;
}
.fa-li {
position: absolute;
left: -2.14285714em;
width: 2.14285714em;
top: 0.14285714em;
text-align: center;
}
.fa-li.fa-lg {
left: -1.85714286em;
}
.fa-border {
padding: .2em .25em .15em;
border: solid 0.08em #eee;
border-radius: .1em;
}
.pull-right {
float: right;
}
.pull-left {
float: left;
}
.fa.pull-left {
margin-right: .3em;
}
.fa.pull-right {
margin-left: .3em;
}
.fa-spin {
-webkit-animation: fa-spin 2s infinite linear;
animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
0% {
-webkit-transform: rotate(0deg);
transform: rotate(0deg);
}
100% {
-webkit-transform: rotate(359deg);
transform: rotate(359deg);
}
}
@keyframes fa-spin {
0% {
-webkit-transform: rotate(0deg);
transform: rotate(0deg);
}
100% {
-webkit-transform: rotate(359deg);
transform: rotate(359deg);
}
}
.fa-rotate-90 {
filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
-webkit-transform: rotate(90deg);
-ms-transform: rotate(90deg);
transform: rotate(90deg);
}
.fa-rotate-180 {
filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
-webkit-transform: rotate(180deg);
-ms-transform: rotate(180deg);
transform: rotate(180deg);
}
.fa-rotate-270 {
filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
-webkit-transform: rotate(270deg);
-ms-transform: rotate(270deg);
transform: rotate(270deg);
}
.fa-flip-horizontal {
filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
-webkit-transform: scale(-1, 1);
-ms-transform: scale(-1, 1);
transform: scale(-1, 1);
}
.fa-flip-vertical {
filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
-webkit-transform: scale(1, -1);
-ms-transform: scale(1, -1);
transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
filter: none;
}
.fa-stack {
position: relative;
display: inline-block;
width: 2em;
height: 2em;
line-height: 2em;
vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
position: absolute;
left: 0;
width: 100%;
text-align: center;
}
.fa-stack-1x {
line-height: inherit;
}
.fa-stack-2x {
font-size: 2em;
}
.fa-inverse {
color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
readers do not read off random characters that represent icons */
.fa-glass:before {
content: "\f000";
}
.fa-music:before {
content: "\f001";
}
.fa-search:before {
content: "\f002";
}
.fa-envelope-o:before {
content: "\f003";
}
.fa-heart:before {
content: "\f004";
}
.fa-star:before {
content: "\f005";
}
.fa-star-o:before {
content: "\f006";
}
.fa-user:before {
content: "\f007";
}
.fa-film:before {
content: "\f008";
}
.fa-th-large:before {
content: "\f009";
}
.fa-th:before {
content: "\f00a";
}
.fa-th-list:before {
content: "\f00b";
}
.fa-check:before {
content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
content: "\f00d";
}
.fa-search-plus:before {
content: "\f00e";
}
.fa-search-minus:before {
content: "\f010";
}
.fa-power-off:before {
content: "\f011";
}
.fa-signal:before {
content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
content: "\f013";
}
.fa-trash-o:before {
content: "\f014";
}
.fa-home:before {
content: "\f015";
}
.fa-file-o:before {
content: "\f016";
}
.fa-clock-o:before {
content: "\f017";
}
.fa-road:before {
content: "\f018";
}
.fa-download:before {
content: "\f019";
}
.fa-arrow-circle-o-down:before {
content: "\f01a";
}
.fa-arrow-circle-o-up:before {
content: "\f01b";
}
.fa-inbox:before {
content: "\f01c";
}
.fa-play-circle-o:before {
content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
content: "\f01e";
}
.fa-refresh:before {
content: "\f021";
}
.fa-list-alt:before {
content: "\f022";
}
.fa-lock:before {
content: "\f023";
}
.fa-flag:before {
content: "\f024";
}
.fa-headphones:before {
content: "\f025";
}
.fa-volume-off:before {
content: "\f026";
}
.fa-volume-down:before {
content: "\f027";
}
.fa-volume-up:before {
content: "\f028";
}
.fa-qrcode:before {
content: "\f029";
}
.fa-barcode:before {
content: "\f02a";
}
.fa-tag:before {
content: "\f02b";
}
.fa-tags:before {
content: "\f02c";
}
.fa-book:before {
content: "\f02d";
}
.fa-bookmark:before {
content: "\f02e";
}
.fa-print:before {
content: "\f02f";
}
.fa-camera:before {
content: "\f030";
}
.fa-font:before {
content: "\f031";
}
.fa-bold:before {
content: "\f032";
}
.fa-italic:before {
content: "\f033";
}
.fa-text-height:before {
content: "\f034";
}
.fa-text-width:before {
content: "\f035";
}
.fa-align-left:before {
content: "\f036";
}
.fa-align-center:before {
content: "\f037";
}
.fa-align-right:before {
content: "\f038";
}
.fa-align-justify:before {
content: "\f039";
}
.fa-list:before {
content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
content: "\f03b";
}
.fa-indent:before {
content: "\f03c";
}
.fa-video-camera:before {
content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
content: "\f03e";
}
.fa-pencil:before {
content: "\f040";
}
.fa-map-marker:before {
content: "\f041";
}
.fa-adjust:before {
content: "\f042";
}
.fa-tint:before {
content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
content: "\f044";
}
.fa-share-square-o:before {
content: "\f045";
}
.fa-check-square-o:before {
content: "\f046";
}
.fa-arrows:before {
content: "\f047";
}
.fa-step-backward:before {
content: "\f048";
}
.fa-fast-backward:before {
content: "\f049";
}
.fa-backward:before {
content: "\f04a";
}
.fa-play:before {
content: "\f04b";
}
.fa-pause:before {
content: "\f04c";
}
.fa-stop:before {
content: "\f04d";
}
.fa-forward:before {
content: "\f04e";
}
.fa-fast-forward:before {
content: "\f050";
}
.fa-step-forward:before {
content: "\f051";
}
.fa-eject:before {
content: "\f052";
}
.fa-chevron-left:before {
content: "\f053";
}
.fa-chevron-right:before {
content: "\f054";
}
.fa-plus-circle:before {
content: "\f055";
}
.fa-minus-circle:before {
content: "\f056";
}
.fa-times-circle:before {
content: "\f057";
}
.fa-check-circle:before {
content: "\f058";
}
.fa-question-circle:before {
content: "\f059";
}
.fa-info-circle:before {
content: "\f05a";
}
.fa-crosshairs:before {
content: "\f05b";
}
.fa-times-circle-o:before {
content: "\f05c";
}
.fa-check-circle-o:before {
content: "\f05d";
}
.fa-ban:before {
content: "\f05e";
}
.fa-arrow-left:before {
content: "\f060";
}
.fa-arrow-right:before {
content: "\f061";
}
.fa-arrow-up:before {
content: "\f062";
}
.fa-arrow-down:before {
content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
content: "\f064";
}
.fa-expand:before {
content: "\f065";
}
.fa-compress:before {
content: "\f066";
}
.fa-plus:before {
content: "\f067";
}
.fa-minus:before {
content: "\f068";
}
.fa-asterisk:before {
content: "\f069";
}
.fa-exclamation-circle:before {
content: "\f06a";
}
.fa-gift:before {
content: "\f06b";
}
.fa-leaf:before {
content: "\f06c";
}
.fa-fire:before {
content: "\f06d";
}
.fa-eye:before {
content: "\f06e";
}
.fa-eye-slash:before {
content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
content: "\f071";
}
.fa-plane:before {
content: "\f072";
}
.fa-calendar:before {
content: "\f073";
}
.fa-random:before {
content: "\f074";
}
.fa-comment:before {
content: "\f075";
}
.fa-magnet:before {
content: "\f076";
}
.fa-chevron-up:before {
content: "\f077";
}
.fa-chevron-down:before {
content: "\f078";
}
.fa-retweet:before {
content: "\f079";
}
.fa-shopping-cart:before {
content: "\f07a";
}
.fa-folder:before {
content: "\f07b";
}
.fa-folder-open:before {
content: "\f07c";
}
.fa-arrows-v:before {
content: "\f07d";
}
.fa-arrows-h:before {
content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
content: "\f080";
}
.fa-twitter-square:before {
content: "\f081";
}
.fa-facebook-square:before {
content: "\f082";
}
.fa-camera-retro:before {
content: "\f083";
}
.fa-key:before {
content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
content: "\f085";
}
.fa-comments:before {
content: "\f086";
}
.fa-thumbs-o-up:before {
content: "\f087";
}
.fa-thumbs-o-down:before {
content: "\f088";
}
.fa-star-half:before {
content: "\f089";
}
.fa-heart-o:before {
content: "\f08a";
}
.fa-sign-out:before {
content: "\f08b";
}
.fa-linkedin-square:before {
content: "\f08c";
}
.fa-thumb-tack:before {
content: "\f08d";
}
.fa-external-link:before {
content: "\f08e";
}
.fa-sign-in:before {
content: "\f090";
}
.fa-trophy:before {
content: "\f091";
}
.fa-github-square:before {
content: "\f092";
}
.fa-upload:before {
content: "\f093";
}
.fa-lemon-o:before {
content: "\f094";
}
.fa-phone:before {
content: "\f095";
}
.fa-square-o:before {
content: "\f096";
}
.fa-bookmark-o:before {
content: "\f097";
}
.fa-phone-square:before {
content: "\f098";
}
.fa-twitter:before {
content: "\f099";
}
.fa-facebook:before {
content: "\f09a";
}
.fa-github:before {
content: "\f09b";
}
.fa-unlock:before {
content: "\f09c";
}
.fa-credit-card:before {
content: "\f09d";
}
.fa-rss:before {
content: "\f09e";
}
.fa-hdd-o:before {
content: "\f0a0";
}
.fa-bullhorn:before {
content: "\f0a1";
}
.fa-bell:before {
content: "\f0f3";
}
.fa-certificate:before {
content: "\f0a3";
}
.fa-hand-o-right:before {
content: "\f0a4";
}
.fa-hand-o-left:before {
content: "\f0a5";
}
.fa-hand-o-up:before {
content: "\f0a6";
}
.fa-hand-o-down:before {
content: "\f0a7";
}
.fa-arrow-circle-left:before {
content: "\f0a8";
}
.fa-arrow-circle-right:before {
content: "\f0a9";
}
.fa-arrow-circle-up:before {
content: "\f0aa";
}
.fa-arrow-circle-down:before {
content: "\f0ab";
}
.fa-globe:before {
content: "\f0ac";
}
.fa-wrench:before {
content: "\f0ad";
}
.fa-tasks:before {
content: "\f0ae";
}
.fa-filter:before {
content: "\f0b0";
}
.fa-briefcase:before {
content: "\f0b1";
}
.fa-arrows-alt:before {
content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
content: "\f0c1";
}
.fa-cloud:before {
content: "\f0c2";
}
.fa-flask:before {
content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
content: "\f0c5";
}
.fa-paperclip:before {
content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
content: "\f0c7";
}
.fa-square:before {
content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
content: "\f0c9";
}
.fa-list-ul:before {
content: "\f0ca";
}
.fa-list-ol:before {
content: "\f0cb";
}
.fa-strikethrough:before {
content: "\f0cc";
}
.fa-underline:before {
content: "\f0cd";
}
.fa-table:before {
content: "\f0ce";
}
.fa-magic:before {
content: "\f0d0";
}
.fa-truck:before {
content: "\f0d1";
}
.fa-pinterest:before {
content: "\f0d2";
}
.fa-pinterest-square:before {
content: "\f0d3";
}
.fa-google-plus-square:before {
content: "\f0d4";
}
.fa-google-plus:before {
content: "\f0d5";
}
.fa-money:before {
content: "\f0d6";
}
.fa-caret-down:before {
content: "\f0d7";
}
.fa-caret-up:before {
content: "\f0d8";
}
.fa-caret-left:before {
content: "\f0d9";
}
.fa-caret-right:before {
content: "\f0da";
}
.fa-columns:before {
content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
content: "\f0de";
}
.fa-envelope:before {
content: "\f0e0";
}
.fa-linkedin:before {
content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
content: "\f0e4";
}
.fa-comment-o:before {
content: "\f0e5";
}
.fa-comments-o:before {
content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
content: "\f0e7";
}
.fa-sitemap:before {
content: "\f0e8";
}
.fa-umbrella:before {
content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
content: "\f0ea";
}
.fa-lightbulb-o:before {
content: "\f0eb";
}
.fa-exchange:before {
content: "\f0ec";
}
.fa-cloud-download:before {
content: "\f0ed";
}
.fa-cloud-upload:before {
content: "\f0ee";
}
.fa-user-md:before {
content: "\f0f0";
}
.fa-stethoscope:before {
content: "\f0f1";
}
.fa-suitcase:before {
content: "\f0f2";
}
.fa-bell-o:before {
content: "\f0a2";
}
.fa-coffee:before {
content: "\f0f4";
}
.fa-cutlery:before {
content: "\f0f5";
}
.fa-file-text-o:before {
content: "\f0f6";
}
.fa-building-o:before {
content: "\f0f7";
}
.fa-hospital-o:before {
content: "\f0f8";
}
.fa-ambulance:before {
content: "\f0f9";
}
.fa-medkit:before {
content: "\f0fa";
}
.fa-fighter-jet:before {
content: "\f0fb";
}
.fa-beer:before {
content: "\f0fc";
}
.fa-h-square:before {
content: "\f0fd";
}
.fa-plus-square:before {
content: "\f0fe";
}
.fa-angle-double-left:before {
content: "\f100";
}
.fa-angle-double-right:before {
content: "\f101";
}
.fa-angle-double-up:before {
content: "\f102";
}
.fa-angle-double-down:before {
content: "\f103";
}
.fa-angle-left:before {
content: "\f104";
}
.fa-angle-right:before {
content: "\f105";
}
.fa-angle-up:before {
content: "\f106";
}
.fa-angle-down:before {
content: "\f107";
}
.fa-desktop:before {
content: "\f108";
}
.fa-laptop:before {
content: "\f109";
}
.fa-tablet:before {
content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
content: "\f10b";
}
.fa-circle-o:before {
content: "\f10c";
}
.fa-quote-left:before {
content: "\f10d";
}
.fa-quote-right:before {
content: "\f10e";
}
.fa-spinner:before {
content: "\f110";
}
.fa-circle:before {
content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
content: "\f112";
}
.fa-github-alt:before {
content: "\f113";
}
.fa-folder-o:before {
content: "\f114";
}
.fa-folder-open-o:before {
content: "\f115";
}
.fa-smile-o:before {
content: "\f118";
}
.fa-frown-o:before {
content: "\f119";
}
.fa-meh-o:before {
content: "\f11a";
}
.fa-gamepad:before {
content: "\f11b";
}
.fa-keyboard-o:before {
content: "\f11c";
}
.fa-flag-o:before {
content: "\f11d";
}
.fa-flag-checkered:before {
content: "\f11e";
}
.fa-terminal:before {
content: "\f120";
}
.fa-code:before {
content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
content: "\f123";
}
.fa-location-arrow:before {
content: "\f124";
}
.fa-crop:before {
content: "\f125";
}
.fa-code-fork:before {
content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
content: "\f127";
}
.fa-question:before {
content: "\f128";
}
.fa-info:before {
content: "\f129";
}
.fa-exclamation:before {
content: "\f12a";
}
.fa-superscript:before {
content: "\f12b";
}
.fa-subscript:before {
content: "\f12c";
}
.fa-eraser:before {
content: "\f12d";
}
.fa-puzzle-piece:before {
content: "\f12e";
}
.fa-microphone:before {
content: "\f130";
}
.fa-microphone-slash:before {
content: "\f131";
}
.fa-shield:before {
content: "\f132";
}
.fa-calendar-o:before {
content: "\f133";
}
.fa-fire-extinguisher:before {
content: "\f134";
}
.fa-rocket:before {
content: "\f135";
}
.fa-maxcdn:before {
content: "\f136";
}
.fa-chevron-circle-left:before {
content: "\f137";
}
.fa-chevron-circle-right:before {
content: "\f138";
}
.fa-chevron-circle-up:before {
content: "\f139";
}
.fa-chevron-circle-down:before {
content: "\f13a";
}
.fa-html5:before {
content: "\f13b";
}
.fa-css3:before {
content: "\f13c";
}
.fa-anchor:before {
content: "\f13d";
}
.fa-unlock-alt:before {
content: "\f13e";
}
.fa-bullseye:before {
content: "\f140";
}
.fa-ellipsis-h:before {
content: "\f141";
}
.fa-ellipsis-v:before {
content: "\f142";
}
.fa-rss-square:before {
content: "\f143";
}
.fa-play-circle:before {
content: "\f144";
}
.fa-ticket:before {
content: "\f145";
}
.fa-minus-square:before {
content: "\f146";
}
.fa-minus-square-o:before {
content: "\f147";
}
.fa-level-up:before {
content: "\f148";
}
.fa-level-down:before {
content: "\f149";
}
.fa-check-square:before {
content: "\f14a";
}
.fa-pencil-square:before {
content: "\f14b";
}
.fa-external-link-square:before {
content: "\f14c";
}
.fa-share-square:before {
content: "\f14d";
}
.fa-compass:before {
content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
content: "\f153";
}
.fa-gbp:before {
content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
content: "\f158";
}
.fa-won:before,
.fa-krw:before {
content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
content: "\f15a";
}
.fa-file:before {
content: "\f15b";
}
.fa-file-text:before {
content: "\f15c";
}
.fa-sort-alpha-asc:before {
content: "\f15d";
}
.fa-sort-alpha-desc:before {
content: "\f15e";
}
.fa-sort-amount-asc:before {
content: "\f160";
}
.fa-sort-amount-desc:before {
content: "\f161";
}
.fa-sort-numeric-asc:before {
content: "\f162";
}
.fa-sort-numeric-desc:before {
content: "\f163";
}
.fa-thumbs-up:before {
content: "\f164";
}
.fa-thumbs-down:before {
content: "\f165";
}
.fa-youtube-square:before {
content: "\f166";
}
.fa-youtube:before {
content: "\f167";
}
.fa-xing:before {
content: "\f168";
}
.fa-xing-square:before {
content: "\f169";
}
.fa-youtube-play:before {
content: "\f16a";
}
.fa-dropbox:before {
content: "\f16b";
}
.fa-stack-overflow:before {
content: "\f16c";
}
.fa-instagram:before {
content: "\f16d";
}
.fa-flickr:before {
content: "\f16e";
}
.fa-adn:before {
content: "\f170";
}
.fa-bitbucket:before {
content: "\f171";
}
.fa-bitbucket-square:before {
content: "\f172";
}
.fa-tumblr:before {
content: "\f173";
}
.fa-tumblr-square:before {
content: "\f174";
}
.fa-long-arrow-down:before {
content: "\f175";
}
.fa-long-arrow-up:before {
content: "\f176";
}
.fa-long-arrow-left:before {
content: "\f177";
}
.fa-long-arrow-right:before {
content: "\f178";
}
.fa-apple:before {
content: "\f179";
}
.fa-windows:before {
content: "\f17a";
}
.fa-android:before {
content: "\f17b";
}
.fa-linux:before {
content: "\f17c";
}
.fa-dribbble:before {
content: "\f17d";
}
.fa-skype:before {
content: "\f17e";
}
.fa-foursquare:before {
content: "\f180";
}
.fa-trello:before {
content: "\f181";
}
.fa-female:before {
content: "\f182";
}
.fa-male:before {
content: "\f183";
}
.fa-gittip:before {
content: "\f184";
}
.fa-sun-o:before {
content: "\f185";
}
.fa-moon-o:before {
content: "\f186";
}
.fa-archive:before {
content: "\f187";
}
.fa-bug:before {
content: "\f188";
}
.fa-vk:before {
content: "\f189";
}
.fa-weibo:before {
content: "\f18a";
}
.fa-renren:before {
content: "\f18b";
}
.fa-pagelines:before {
content: "\f18c";
}
.fa-stack-exchange:before {
content: "\f18d";
}
.fa-arrow-circle-o-right:before {
content: "\f18e";
}
.fa-arrow-circle-o-left:before {
content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
content: "\f191";
}
.fa-dot-circle-o:before {
content: "\f192";
}
.fa-wheelchair:before {
content: "\f193";
}
.fa-vimeo-square:before {
content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
content: "\f195";
}
.fa-plus-square-o:before {
content: "\f196";
}
.fa-space-shuttle:before {
content: "\f197";
}
.fa-slack:before {
content: "\f198";
}
.fa-envelope-square:before {
content: "\f199";
}
.fa-wordpress:before {
content: "\f19a";
}
.fa-openid:before {
content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
content: "\f19d";
}
.fa-yahoo:before {
content: "\f19e";
}
.fa-google:before {
content: "\f1a0";
}
.fa-reddit:before {
content: "\f1a1";
}
.fa-reddit-square:before {
content: "\f1a2";
}
.fa-stumbleupon-circle:before {
content: "\f1a3";
}
.fa-stumbleupon:before {
content: "\f1a4";
}
.fa-delicious:before {
content: "\f1a5";
}
.fa-digg:before {
content: "\f1a6";
}
.fa-pied-piper:before {
content: "\f1a7";
}
.fa-pied-piper-alt:before {
content: "\f1a8";
}
.fa-drupal:before {
content: "\f1a9";
}
.fa-joomla:before {
content: "\f1aa";
}
.fa-language:before {
content: "\f1ab";
}
.fa-fax:before {
content: "\f1ac";
}
.fa-building:before {
content: "\f1ad";
}
.fa-child:before {
content: "\f1ae";
}
.fa-paw:before {
content: "\f1b0";
}
.fa-spoon:before {
content: "\f1b1";
}
.fa-cube:before {
content: "\f1b2";
}
.fa-cubes:before {
content: "\f1b3";
}
.fa-behance:before {
content: "\f1b4";
}
.fa-behance-square:before {
content: "\f1b5";
}
.fa-steam:before {
content: "\f1b6";
}
.fa-steam-square:before {
content: "\f1b7";
}
.fa-recycle:before {
content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
content: "\f1ba";
}
.fa-tree:before {
content: "\f1bb";
}
.fa-spotify:before {
content: "\f1bc";
}
.fa-deviantart:before {
content: "\f1bd";
}
.fa-soundcloud:before {
content: "\f1be";
}
.fa-database:before {
content: "\f1c0";
}
.fa-file-pdf-o:before {
content: "\f1c1";
}
.fa-file-word-o:before {
content: "\f1c2";
}
.fa-file-excel-o:before {
content: "\f1c3";
}
.fa-file-powerpoint-o:before {
content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
content: "\f1c8";
}
.fa-file-code-o:before {
content: "\f1c9";
}
.fa-vine:before {
content: "\f1ca";
}
.fa-codepen:before {
content: "\f1cb";
}
.fa-jsfiddle:before {
content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
content: "\f1cd";
}
.fa-circle-o-notch:before {
content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
content: "\f1d1";
}
.fa-git-square:before {
content: "\f1d2";
}
.fa-git:before {
content: "\f1d3";
}
.fa-hacker-news:before {
content: "\f1d4";
}
.fa-tencent-weibo:before {
content: "\f1d5";
}
.fa-qq:before {
content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
content: "\f1d9";
}
.fa-history:before {
content: "\f1da";
}
.fa-circle-thin:before {
content: "\f1db";
}
.fa-header:before {
content: "\f1dc";
}
.fa-paragraph:before {
content: "\f1dd";
}
.fa-sliders:before {
content: "\f1de";
}
.fa-share-alt:before {
content: "\f1e0";
}
.fa-share-alt-square:before {
content: "\f1e1";
}
.fa-bomb:before {
content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
content: "\f1e3";
}
.fa-tty:before {
content: "\f1e4";
}
.fa-binoculars:before {
content: "\f1e5";
}
.fa-plug:before {
content: "\f1e6";
}
.fa-slideshare:before {
content: "\f1e7";
}
.fa-twitch:before {
content: "\f1e8";
}
.fa-yelp:before {
content: "\f1e9";
}
.fa-newspaper-o:before {
content: "\f1ea";
}
.fa-wifi:before {
content: "\f1eb";
}
.fa-calculator:before {
content: "\f1ec";
}
.fa-paypal:before {
content: "\f1ed";
}
.fa-google-wallet:before {
content: "\f1ee";
}
.fa-cc-visa:before {
content: "\f1f0";
}
.fa-cc-mastercard:before {
content: "\f1f1";
}
.fa-cc-discover:before {
content: "\f1f2";
}
.fa-cc-amex:before {
content: "\f1f3";
}
.fa-cc-paypal:before {
content: "\f1f4";
}
.fa-cc-stripe:before {
content: "\f1f5";
}
.fa-bell-slash:before {
content: "\f1f6";
}
.fa-bell-slash-o:before {
content: "\f1f7";
}
.fa-trash:before {
content: "\f1f8";
}
.fa-copyright:before {
content: "\f1f9";
}
.fa-at:before {
content: "\f1fa";
}
.fa-eyedropper:before {
content: "\f1fb";
}
.fa-paint-brush:before {
content: "\f1fc";
}
.fa-birthday-cake:before {
content: "\f1fd";
}
.fa-area-chart:before {
content: "\f1fe";
}
.fa-pie-chart:before {
content: "\f200";
}
.fa-line-chart:before {
content: "\f201";
}
.fa-lastfm:before {
content: "\f202";
}
.fa-lastfm-square:before {
content: "\f203";
}
.fa-toggle-off:before {
content: "\f204";
}
.fa-toggle-on:before {
content: "\f205";
}
.fa-bicycle:before {
content: "\f206";
}
.fa-bus:before {
content: "\f207";
}
.fa-ioxhost:before {
content: "\f208";
}
.fa-angellist:before {
content: "\f209";
}
.fa-cc:before {
content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
content: "\f20b";
}
.fa-meanpath:before {
content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
-webkit-transform: translate(0, 0);
-ms-transform: translate(0, 0);
-o-transform: translate(0, 0);
transform: translate(0, 0);
}
code {
color: #000;
}
pre {
font-size: inherit;
line-height: inherit;
}
label {
font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
box-sizing: border-box;
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
}
.corner-all {
border-radius: 2px;
}
.no-padding {
padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer. It allows the usage of flexible box
model layouts accross multiple browsers, including older browsers. The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below). Browsers that are known to implement this
new spec completely include:
Firefox 28.0+
Chrome 29.0+
Internet Explorer 11+
Opera 17.0+
Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: horizontal;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: horizontal;
-moz-box-align: stretch;
display: box;
box-orient: horizontal;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: row;
align-items: stretch;
}
.hbox > * {
/* Old browsers */
-webkit-box-flex: 0;
-moz-box-flex: 0;
box-flex: 0;
/* Modern browsers */
flex: none;
}
.vbox {
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: vertical;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: vertical;
-moz-box-align: stretch;
display: box;
box-orient: vertical;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: column;
align-items: stretch;
}
.vbox > * {
/* Old browsers */
-webkit-box-flex: 0;
-moz-box-flex: 0;
box-flex: 0;
/* Modern browsers */
flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
/* Old browsers */
-webkit-box-direction: reverse;
-moz-box-direction: reverse;
box-direction: reverse;
/* Modern browsers */
flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
/* Old browsers */
-webkit-box-flex: 0;
-moz-box-flex: 0;
box-flex: 0;
/* Modern browsers */
flex: none;
width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
/* Old browsers */
-webkit-box-flex: 1;
-moz-box-flex: 1;
box-flex: 1;
/* Modern browsers */
flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
/* Old browsers */
/* Old browsers */
-webkit-box-flex: 1;
-moz-box-flex: 1;
box-flex: 1;
/* Modern browsers */
flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
/* Old browsers */
-webkit-box-flex: 2;
-moz-box-flex: 2;
box-flex: 2;
/* Modern browsers */
flex: 2;
}
.box-group1 {
/* Deprecated */
-webkit-box-flex-group: 1;
-moz-box-flex-group: 1;
box-flex-group: 1;
}
.box-group2 {
/* Deprecated */
-webkit-box-flex-group: 2;
-moz-box-flex-group: 2;
box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
/* Old browsers */
-webkit-box-pack: start;
-moz-box-pack: start;
box-pack: start;
/* Modern browsers */
justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
/* Old browsers */
-webkit-box-pack: end;
-moz-box-pack: end;
box-pack: end;
/* Modern browsers */
justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
/* Old browsers */
-webkit-box-pack: center;
-moz-box-pack: center;
box-pack: center;
/* Modern browsers */
justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
/* Old browsers */
-webkit-box-pack: baseline;
-moz-box-pack: baseline;
box-pack: baseline;
/* Modern browsers */
justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
/* Old browsers */
-webkit-box-pack: stretch;
-moz-box-pack: stretch;
box-pack: stretch;
/* Modern browsers */
justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
/* Old browsers */
-webkit-box-align: start;
-moz-box-align: start;
box-align: start;
/* Modern browsers */
align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
/* Old browsers */
-webkit-box-align: end;
-moz-box-align: end;
box-align: end;
/* Modern browsers */
align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
/* Old browsers */
-webkit-box-align: center;
-moz-box-align: center;
box-align: center;
/* Modern browsers */
align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
/* Old browsers */
-webkit-box-align: baseline;
-moz-box-align: baseline;
box-align: baseline;
/* Modern browsers */
align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
/* Old browsers */
-webkit-box-align: stretch;
-moz-box-align: stretch;
box-align: stretch;
/* Modern browsers */
align-items: stretch;
}
div.error {
margin: 2em;
text-align: center;
}
div.error > h1 {
font-size: 500%;
line-height: normal;
}
div.error > p {
font-size: 200%;
line-height: normal;
}
div.traceback-wrapper {
text-align: left;
max-width: 800px;
margin: auto;
}
/**
* Primary styles
*
* Author: Jupyter Development Team
*/
body {
background-color: #fff;
/* This makes sure that the body covers the entire window and needs to
be in a different element than the display: box in wrapper below */
position: absolute;
left: 0px;
right: 0px;
top: 0px;
bottom: 0px;
overflow: visible;
}
body > #header {
/* Initially hidden to prevent FLOUC */
display: none;
background-color: #fff;
/* Display over codemirror */
position: relative;
z-index: 100;
}
body > #header #header-container {
padding-bottom: 5px;
padding-top: 5px;
box-sizing: border-box;
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
}
body > #header .header-bar {
width: 100%;
height: 1px;
background: #e7e7e7;
margin-bottom: -1px;
}
@media print {
body > #header {
display: none !important;
}
}
#header-spacer {
width: 100%;
visibility: hidden;
}
@media print {
#header-spacer {
display: none;
}
}
#ipython_notebook {
padding-left: 0px;
padding-top: 1px;
padding-bottom: 1px;
}
@media (max-width: 991px) {
#ipython_notebook {
margin-left: 10px;
}
}
[dir="rtl"] #ipython_notebook {
float: right !important;
}
#noscript {
width: auto;
padding-top: 16px;
padding-bottom: 16px;
text-align: center;
font-size: 22px;
color: red;
font-weight: bold;
}
#ipython_notebook img {
height: 28px;
}
#site {
width: 100%;
display: none;
box-sizing: border-box;
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
overflow: auto;
}
@media print {
#site {
height: auto !important;
}
}
/* Smaller buttons */
.ui-button .ui-button-text {
padding: 0.2em 0.8em;
font-size: 77%;
}
input.ui-button {
padding: 0.3em 0.9em;
}
span#login_widget {
float: right;
}
span#login_widget > .button,
#logout {
color: #333;
background-color: #fff;
border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
color: #333;
background-color: #e6e6e6;
border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
color: #333;
background-color: #e6e6e6;
border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
color: #333;
background-color: #e6e6e6;
border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
color: #333;
background-color: #d4d4d4;
border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
background-color: #fff;
border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
color: #fff;
background-color: #333;
}
.nav-header {
text-transform: none;
}
#header > span {
margin-top: 10px;
}
.modal_stretch .modal-dialog {
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: vertical;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: vertical;
-moz-box-align: stretch;
display: box;
box-orient: vertical;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: column;
align-items: stretch;
min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
max-height: calc(100vh - 200px);
overflow: auto;
flex: 1;
}
@media (min-width: 768px) {
.modal .modal-dialog {
width: 700px;
}
}
@media (min-width: 768px) {
select.form-control {
margin-left: 12px;
margin-right: 12px;
}
}
/*!
*
* IPython auth
*
*/
.center-nav {
display: inline-block;
margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
background-color: none;
display: inline;
}
.alternate_upload.form {
padding: 0;
margin: 0;
}
.alternate_upload input.fileinput {
text-align: center;
vertical-align: middle;
display: inline;
opacity: 0;
z-index: 2;
width: 12ex;
margin-right: -12ex;
}
.alternate_upload .btn-upload {
height: 22px;
}
/**
* Primary styles
*
* Author: Jupyter Development Team
*/
[dir="rtl"] #tabs li {
float: right;
}
ul#tabs {
margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
margin-right: 0px;
}
ul#tabs a {
padding-top: 6px;
padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
text-decoration: none;
}
ul.breadcrumb i.icon-home {
font-size: 16px;
margin-right: 4px;
}
ul.breadcrumb span {
color: #5e5e5e;
}
.list_toolbar {
padding: 4px 0 4px 0;
vertical-align: middle;
}
.list_toolbar .tree-buttons {
padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
padding-top: 1px;
float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
float: right !important;
}
.dynamic-buttons {
padding-top: 3px;
display: inline-block;
}
.list_toolbar [class*="span"] {
min-height: 24px;
}
.list_header {
font-weight: bold;
background-color: #EEE;
}
.list_placeholder {
font-weight: bold;
padding-top: 4px;
padding-bottom: 4px;
padding-left: 7px;
padding-right: 7px;
}
.list_container {
margin-top: 4px;
margin-bottom: 20px;
border: 1px solid #ddd;
border-radius: 2px;
}
.list_container > div {
border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
background-color: red;
}
.list_container > div:last-child {
border: none;
}
.list_item:hover .list_item {
background-color: #ddd;
}
.list_item a {
text-decoration: none;
}
.list_item:hover {
background-color: #fafafa;
}
.list_header > div,
.list_item > div {
padding-top: 4px;
padding-bottom: 4px;
padding-left: 7px;
padding-right: 7px;
line-height: 22px;
}
.list_header > div input,
.list_item > div input {
margin-right: 7px;
margin-left: 14px;
vertical-align: baseline;
line-height: 22px;
position: relative;
top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
margin-left: -1px;
vertical-align: baseline;
line-height: 22px;
}
.new-file input[type=checkbox] {
visibility: hidden;
}
.item_name {
line-height: 22px;
height: 24px;
}
.item_icon {
font-size: 14px;
color: #5e5e5e;
margin-right: 7px;
margin-left: 7px;
line-height: 22px;
vertical-align: baseline;
}
.item_buttons {
line-height: 1em;
margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
margin-left: 5px;
}
.item_buttons .btn {
min-width: 13ex;
}
.item_buttons .running-indicator {
padding-top: 4px;
color: #5cb85c;
}
.item_buttons .kernel-name {
padding-top: 4px;
color: #5bc0de;
margin-right: 7px;
float: left;
}
.toolbar_info {
height: 24px;
line-height: 24px;
}
.list_item input:not([type=checkbox]) {
padding-top: 3px;
padding-bottom: 3px;
height: 22px;
line-height: 14px;
margin: 0px;
}
.highlight_text {
color: blue;
}
#project_name {
display: inline-block;
padding-left: 7px;
margin-left: -2px;
}
#project_name > .breadcrumb {
padding: 0px;
margin-bottom: 0px;
background-color: transparent;
font-weight: bold;
}
#tree-selector {
padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
float: right;
}
#button-select-all {
min-width: 50px;
}
#select-all {
margin-left: 7px;
margin-right: 2px;
}
.menu_icon {
margin-right: 2px;
}
.tab-content .row {
margin-left: 0px;
margin-right: 0px;
}
.folder_icon:before {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
content: "\f114";
}
.folder_icon:before.pull-left {
margin-right: .3em;
}
.folder_icon:before.pull-right {
margin-left: .3em;
}
.notebook_icon:before {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
content: "\f02d";
position: relative;
top: -1px;
}
.notebook_icon:before.pull-left {
margin-right: .3em;
}
.notebook_icon:before.pull-right {
margin-left: .3em;
}
.running_notebook_icon:before {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
content: "\f02d";
position: relative;
top: -1px;
color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
margin-left: .3em;
}
.file_icon:before {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
content: "\f016";
position: relative;
top: -2px;
}
.file_icon:before.pull-left {
margin-right: .3em;
}
.file_icon:before.pull-right {
margin-left: .3em;
}
#notebook_toolbar .pull-right {
padding-top: 0px;
margin-right: -1px;
}
ul#new-menu {
left: auto;
right: 0;
}
[dir="rtl"] #new-menu {
text-align: right;
}
.kernel-menu-icon {
padding-right: 12px;
width: 24px;
content: "\f096";
}
.kernel-menu-icon:before {
content: "\f096";
}
.kernel-menu-icon-current:before {
content: "\f00c";
}
#tab_content {
padding-top: 20px;
}
#running .panel-group .panel {
margin-top: 3px;
margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
background-color: #EEE;
padding-top: 4px;
padding-bottom: 4px;
padding-left: 7px;
padding-right: 7px;
line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
text-decoration: none;
}
#running .panel-group .panel .panel-body {
padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
margin-top: 0px;
margin-bottom: 0px;
border: 0px;
border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
float: right !important;
}
.delete-button {
display: none;
}
.duplicate-button {
display: none;
}
.rename-button {
display: none;
}
.shutdown-button {
display: none;
}
.dynamic-instructions {
display: inline-block;
padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
padding: 0px 5px;
}
.selected-keymap i.fa:before {
content: "\f00c";
}
#mode-menu {
overflow: auto;
max-height: 20em;
}
.edit_app #header {
-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
/* Use a negative 1 bottom margin, so the border overlaps the border of the
header */
margin-bottom: -1px;
}
.dirty-indicator {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
width: 20px;
}
.dirty-indicator.pull-left {
margin-right: .3em;
}
.dirty-indicator.pull-right {
margin-left: .3em;
}
.dirty-indicator-dirty {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
width: 20px;
}
.dirty-indicator-dirty.pull-left {
margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
margin-left: .3em;
}
.dirty-indicator-clean {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
width: 20px;
}
.dirty-indicator-clean.pull-left {
margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
margin-left: .3em;
}
.dirty-indicator-clean:before {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
margin-left: .3em;
}
#filename {
font-size: 16pt;
display: table;
padding: 0px 5px;
}
#current-mode {
padding-left: 5px;
padding-right: 5px;
}
#texteditor-backdrop {
padding-top: 20px;
padding-bottom: 20px;
}
@media not print {
#texteditor-backdrop {
background-color: #EEE;
}
}
@media print {
#texteditor-backdrop #texteditor-container .CodeMirror-gutter,
#texteditor-backdrop #texteditor-container .CodeMirror-gutters {
background-color: #fff;
}
}
@media not print {
#texteditor-backdrop #texteditor-container .CodeMirror-gutter,
#texteditor-backdrop #texteditor-container .CodeMirror-gutters {
background-color: #fff;
}
}
@media not print {
#texteditor-backdrop #texteditor-container {
padding: 0px;
background-color: #fff;
-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
color: black;
}
.ansired {
color: darkred;
}
.ansigreen {
color: darkgreen;
}
.ansiyellow {
color: #c4a000;
}
.ansiblue {
color: darkblue;
}
.ansipurple {
color: darkviolet;
}
.ansicyan {
color: steelblue;
}
.ansigray {
color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
background-color: black;
}
.ansibgred {
background-color: red;
}
.ansibggreen {
background-color: green;
}
.ansibgyellow {
background-color: yellow;
}
.ansibgblue {
background-color: blue;
}
.ansibgpurple {
background-color: magenta;
}
.ansibgcyan {
background-color: cyan;
}
.ansibggray {
background-color: gray;
}
div.cell {
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: vertical;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: vertical;
-moz-box-align: stretch;
display: box;
box-orient: vertical;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: column;
align-items: stretch;
border-radius: 2px;
box-sizing: border-box;
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
border-width: 1px;
border-style: solid;
border-color: transparent;
width: 100%;
padding: 5px;
/* This acts as a spacer between cells, that is outside the border */
margin: 0px;
outline: none;
border-left-width: 1px;
padding-left: 5px;
background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
border-left-color: #90CAF9;
border-left-color: #E3F2FD;
border-left-width: 1px;
padding-left: 5px;
border-right-color: #E3F2FD;
border-right-width: 1px;
background: #E3F2FD;
}
@media print {
div.cell.jupyter-soft-selected {
border-color: transparent;
}
}
div.cell.selected {
border-color: #ababab;
border-left-width: 0px;
padding-left: 6px;
background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
div.cell.selected {
border-color: transparent;
}
}
div.cell.selected.jupyter-soft-selected {
border-left-width: 0;
padding-left: 6px;
background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
border-color: #66BB6A;
border-left-width: 0px;
padding-left: 6px;
background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
.edit_mode div.cell.selected {
border-color: transparent;
}
}
.prompt {
/* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
min-width: 14ex;
/* This padding is tuned to match the padding on the CodeMirror editor. */
padding: 0.4em;
margin: 0px;
font-family: monospace;
text-align: right;
/* This has to match that of the the CodeMirror class line-height below */
line-height: 1.21429em;
/* Don't highlight prompt number selection */
-webkit-touch-callout: none;
-webkit-user-select: none;
-khtml-user-select: none;
-moz-user-select: none;
-ms-user-select: none;
user-select: none;
/* Use default cursor */
cursor: default;
}
@media (max-width: 540px) {
.prompt {
text-align: left;
}
}
div.inner_cell {
min-width: 0;
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: vertical;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: vertical;
-moz-box-align: stretch;
display: box;
box-orient: vertical;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: column;
align-items: stretch;
/* Old browsers */
-webkit-box-flex: 1;
-moz-box-flex: 1;
box-flex: 1;
/* Modern browsers */
flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
border: 1px solid #cfcfcf;
border-radius: 2px;
background: #f7f7f7;
line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
is no content in the output_subarea and the prompt. The main purpose of this is
to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
padding-top: 0;
padding-bottom: 0;
}
div.unrecognized_cell {
padding: 5px 5px 5px 0px;
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: horizontal;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: horizontal;
-moz-box-align: stretch;
display: box;
box-orient: horizontal;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: row;
align-items: stretch;
}
div.unrecognized_cell .inner_cell {
border-radius: 2px;
padding: 5px;
font-weight: bold;
color: red;
border: 1px solid #cfcfcf;
background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
color: inherit;
text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
color: inherit;
text-decoration: none;
}
@media (max-width: 540px) {
div.unrecognized_cell > div.prompt {
display: none;
}
}
div.code_cell {
/* avoid page breaking on code cells when printing */
}
@media print {
div.code_cell {
page-break-inside: avoid;
}
}
/* any special styling for code cells that are currently running goes here */
div.input {
page-break-inside: avoid;
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: horizontal;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: horizontal;
-moz-box-align: stretch;
display: box;
box-orient: horizontal;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: row;
align-items: stretch;
}
@media (max-width: 540px) {
div.input {
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: vertical;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: vertical;
-moz-box-align: stretch;
display: box;
box-orient: vertical;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: column;
align-items: stretch;
}
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
color: #303F9F;
border-top: 1px solid transparent;
}
div.input_area > div.highlight {
margin: 0.4em;
border: none;
padding: 0px;
background-color: transparent;
}
div.input_area > div.highlight > pre {
margin: 0px;
border: none;
padding: 0px;
background-color: transparent;
}
/* The following gets added to the if it is detected that the user has a
* monospace font with inconsistent normal/bold/italic height. See
* notebookmain.js. Such fonts will have keywords vertically offset with
* respect to the rest of the text. The user should select a better font.
* See: https://github.com/ipython/ipython/issues/1503
*
* .CodeMirror span {
* vertical-align: bottom;
* }
*/
.CodeMirror {
line-height: 1.21429em;
/* Changed from 1em to our global default */
font-size: 14px;
height: auto;
/* Changed to auto to autogrow */
background: none;
/* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
/* The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
/* We have found that if it is visible, vertical scrollbars appear with font size changes.*/
overflow-y: hidden;
overflow-x: auto;
}
.CodeMirror-lines {
/* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
/* we have set a different line-height and want this to scale with that. */
padding: 0.4em;
}
.CodeMirror-linenumber {
padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
border-bottom-left-radius: 2px;
border-top-left-radius: 2px;
}
.CodeMirror pre {
/* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
/* .CodeMirror-lines */
padding: 0;
border: 0;
border-radius: 0;
}
/*
Original style from softwaremaniacs.org (c) Ivan Sagalaev
Adapted from GitHub theme
*/
.highlight-base {
color: #000;
}
.highlight-variable {
color: #000;
}
.highlight-variable-2 {
color: #1a1a1a;
}
.highlight-variable-3 {
color: #333333;
}
.highlight-string {
color: #BA2121;
}
.highlight-comment {
color: #408080;
font-style: italic;
}
.highlight-number {
color: #080;
}
.highlight-atom {
color: #88F;
}
.highlight-keyword {
color: #008000;
font-weight: bold;
}
.highlight-builtin {
color: #008000;
}
.highlight-error {
color: #f00;
}
.highlight-operator {
color: #AA22FF;
font-weight: bold;
}
.highlight-meta {
color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
color: #00f;
}
.highlight-string-2 {
color: #f50;
}
.highlight-qualifier {
color: #555;
}
.highlight-bracket {
color: #997;
}
.highlight-tag {
color: #170;
}
.highlight-attribute {
color: #00c;
}
.highlight-header {
color: blue;
}
.highlight-quote {
color: #090;
}
.highlight-link {
color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
color: #008000;
font-weight: bold;
}
.cm-s-ipython span.cm-atom {
color: #88F;
}
.cm-s-ipython span.cm-number {
color: #080;
}
.cm-s-ipython span.cm-def {
color: #00f;
}
.cm-s-ipython span.cm-variable {
color: #000;
}
.cm-s-ipython span.cm-operator {
color: #AA22FF;
font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
color: #333333;
}
.cm-s-ipython span.cm-comment {
color: #408080;
font-style: italic;
}
.cm-s-ipython span.cm-string {
color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
color: #f50;
}
.cm-s-ipython span.cm-meta {
color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
color: #555;
}
.cm-s-ipython span.cm-builtin {
color: #008000;
}
.cm-s-ipython span.cm-bracket {
color: #997;
}
.cm-s-ipython span.cm-tag {
color: #170;
}
.cm-s-ipython span.cm-attribute {
color: #00c;
}
.cm-s-ipython span.cm-header {
color: blue;
}
.cm-s-ipython span.cm-quote {
color: #090;
}
.cm-s-ipython span.cm-link {
color: #00c;
}
.cm-s-ipython span.cm-error {
color: #f00;
}
.cm-s-ipython span.cm-tab {
background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
background-position: right;
background-repeat: no-repeat;
}
div.output_wrapper {
/* this position must be relative to enable descendents to be absolute within it */
position: relative;
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: vertical;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: vertical;
-moz-box-align: stretch;
display: box;
box-orient: vertical;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: column;
align-items: stretch;
z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
/* ideally, this would be max-height, but FF barfs all over that */
height: 24em;
/* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
width: 100%;
overflow: auto;
border-radius: 2px;
-webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
margin: 0px;
padding: 0px;
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: vertical;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: vertical;
-moz-box-align: stretch;
display: box;
box-orient: vertical;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: column;
align-items: stretch;
}
div.out_prompt_overlay {
height: 100%;
padding: 0px 0.4em;
position: absolute;
border-radius: 2px;
}
div.out_prompt_overlay:hover {
/* use inner shadow to get border that is computed the same on WebKit/FF */
-webkit-box-shadow: inset 0 0 1px #000;
box-shadow: inset 0 0 1px #000;
background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
padding: 0px;
page-break-inside: avoid;
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: horizontal;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: horizontal;
-moz-box-align: stretch;
display: box;
box-orient: horizontal;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: row;
align-items: stretch;
}
div.output_area .MathJax_Display {
text-align: left !important;
}
div.output_area .rendered_html table {
margin-left: 0;
margin-right: 0;
}
div.output_area .rendered_html img {
margin-left: 0;
margin-right: 0;
}
div.output_area img,
div.output_area svg {
max-width: 100%;
height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
max-width: none;
}
/* This is needed to protect the pre formating from global settings such
as that of bootstrap */
.output {
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: vertical;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: vertical;
-moz-box-align: stretch;
display: box;
box-orient: vertical;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: column;
align-items: stretch;
}
@media (max-width: 540px) {
div.output_area {
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: vertical;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: vertical;
-moz-box-align: stretch;
display: box;
box-orient: vertical;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: column;
align-items: stretch;
}
}
div.output_area pre {
margin: 0;
padding: 0;
border: 0;
vertical-align: baseline;
color: black;
background-color: transparent;
border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
the prompt div. */
div.output_subarea {
overflow-x: auto;
padding: 0.4em;
/* Old browsers */
-webkit-box-flex: 1;
-moz-box-flex: 1;
box-flex: 1;
/* Modern browsers */
flex: 1;
max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
output types */
/* all text output has this class: */
div.output_text {
text-align: left;
color: #000;
/* This has to match that of the the CodeMirror class line-height below */
line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
background: #fdd;
/* very light red background for stderr */
}
div.output_latex {
text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
padding: 0;
}
.js-error {
color: darkred;
}
/* raw_input styles */
div.raw_input_container {
line-height: 1.21429em;
padding-top: 5px;
}
pre.raw_input_prompt {
/* nothing needed here. */
}
input.raw_input {
font-family: monospace;
font-size: inherit;
color: inherit;
width: auto;
/* make sure input baseline aligns with prompt */
vertical-align: baseline;
/* padding + margin = 0.5em between prompt and cursor */
padding: 0em 0.25em;
margin: 0em 0.25em;
}
input.raw_input:focus {
box-shadow: none;
}
p.p-space {
margin-bottom: 10px;
}
div.output_unrecognized {
padding: 5px;
font-weight: bold;
color: red;
}
div.output_unrecognized a {
color: inherit;
text-decoration: none;
}
div.output_unrecognized a:hover {
color: inherit;
text-decoration: none;
}
.rendered_html {
color: #000;
/* any extras will just be numbers: */
}
.rendered_html em {
font-style: italic;
}
.rendered_html strong {
font-weight: bold;
}
.rendered_html u {
text-decoration: underline;
}
.rendered_html :link {
text-decoration: underline;
}
.rendered_html :visited {
text-decoration: underline;
}
.rendered_html h1 {
font-size: 185.7%;
margin: 1.08em 0 0 0;
font-weight: bold;
line-height: 1.0;
}
.rendered_html h2 {
font-size: 157.1%;
margin: 1.27em 0 0 0;
font-weight: bold;
line-height: 1.0;
}
.rendered_html h3 {
font-size: 128.6%;
margin: 1.55em 0 0 0;
font-weight: bold;
line-height: 1.0;
}
.rendered_html h4 {
font-size: 100%;
margin: 2em 0 0 0;
font-weight: bold;
line-height: 1.0;
}
.rendered_html h5 {
font-size: 100%;
margin: 2em 0 0 0;
font-weight: bold;
line-height: 1.0;
font-style: italic;
}
.rendered_html h6 {
font-size: 100%;
margin: 2em 0 0 0;
font-weight: bold;
line-height: 1.0;
font-style: italic;
}
.rendered_html h1:first-child {
margin-top: 0.538em;
}
.rendered_html h2:first-child {
margin-top: 0.636em;
}
.rendered_html h3:first-child {
margin-top: 0.777em;
}
.rendered_html h4:first-child {
margin-top: 1em;
}
.rendered_html h5:first-child {
margin-top: 1em;
}
.rendered_html h6:first-child {
margin-top: 1em;
}
.rendered_html ul {
list-style: disc;
margin: 0em 2em;
padding-left: 0px;
}
.rendered_html ul ul {
list-style: square;
margin: 0em 2em;
}
.rendered_html ul ul ul {
list-style: circle;
margin: 0em 2em;
}
.rendered_html ol {
list-style: decimal;
margin: 0em 2em;
padding-left: 0px;
}
.rendered_html ol ol {
list-style: upper-alpha;
margin: 0em 2em;
}
.rendered_html ol ol ol {
list-style: lower-alpha;
margin: 0em 2em;
}
.rendered_html ol ol ol ol {
list-style: lower-roman;
margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
list-style: decimal;
margin: 0em 2em;
}
.rendered_html * + ul {
margin-top: 1em;
}
.rendered_html * + ol {
margin-top: 1em;
}
.rendered_html hr {
color: black;
background-color: black;
}
.rendered_html pre {
margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
border: 0;
background-color: #fff;
color: #000;
font-size: 100%;
padding: 0px;
}
.rendered_html blockquote {
margin: 1em 2em;
}
.rendered_html table {
margin-left: auto;
margin-right: auto;
border: 1px solid black;
border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
border: 1px solid black;
border-collapse: collapse;
margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
text-align: left;
vertical-align: middle;
padding: 4px;
}
.rendered_html th {
font-weight: bold;
}
.rendered_html * + table {
margin-top: 1em;
}
.rendered_html p {
text-align: left;
}
.rendered_html * + p {
margin-top: 1em;
}
.rendered_html img {
display: block;
margin-left: auto;
margin-right: auto;
}
.rendered_html * + img {
margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
max-width: 100%;
height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
max-width: none;
}
div.text_cell {
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: horizontal;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: horizontal;
-moz-box-align: stretch;
display: box;
box-orient: horizontal;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: row;
align-items: stretch;
}
@media (max-width: 540px) {
div.text_cell > div.prompt {
display: none;
}
}
div.text_cell_render {
/*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
outline: none;
resize: none;
width: inherit;
border-style: none;
padding: 0.5em 0.5em 0.5em 0.4em;
color: #000;
box-sizing: border-box;
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
}
a.anchor-link:link {
text-decoration: none;
padding: 0px 20px;
visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
visibility: visible;
}
.text_cell.rendered .input_area {
display: none;
}
.text_cell.rendered .rendered_html {
overflow-x: auto;
overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
font-weight: bold;
font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
font-size: 185.7%;
}
.cm-header-2 {
font-size: 157.1%;
}
.cm-header-3 {
font-size: 128.6%;
}
.cm-header-4 {
font-size: 110%;
}
.cm-header-5 {
font-size: 100%;
font-style: italic;
}
.cm-header-6 {
font-size: 100%;
font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
.notebook_app {
padding-left: 0px;
padding-right: 0px;
}
}
#ipython-main-app {
box-sizing: border-box;
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
height: 100%;
}
div#notebook_panel {
margin: 0px;
padding: 0px;
box-sizing: border-box;
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
height: 100%;
}
div#notebook {
font-size: 14px;
line-height: 20px;
overflow-y: hidden;
overflow-x: auto;
width: 100%;
/* This spaces the page away from the edge of the notebook area */
padding-top: 20px;
margin: 0px;
outline: none;
box-sizing: border-box;
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
min-height: 100%;
}
@media not print {
#notebook-container {
padding: 15px;
background-color: #fff;
min-height: 0;
-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
}
@media print {
#notebook-container {
width: 100%;
}
}
div.ui-widget-content {
border: 1px solid #ababab;
outline: none;
}
pre.dialog {
background-color: #f7f7f7;
border: 1px solid #ddd;
border-radius: 2px;
padding: 0.4em;
padding-left: 2em;
}
p.dialog {
padding: 0.2em;
}
/* Word-wrap output correctly. This is the CSS3 spelling, though Firefox seems
to not honor it correctly. Webkit browsers (Chrome, rekonq, Safari) do.
*/
pre,
code,
kbd,
samp {
white-space: pre-wrap;
}
#fonttest {
font-family: monospace;
}
p {
margin-bottom: 0;
}
.end_space {
min-height: 100px;
transition: height .2s ease;
}
.notebook_app > #header {
-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
.notebook_app {
background-color: #EEE;
}
}
kbd {
border-style: solid;
border-width: 1px;
box-shadow: none;
margin: 2px;
padding-left: 2px;
padding-right: 2px;
padding-top: 1px;
padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
border: thin solid #CFCFCF;
border-bottom: none;
background: #EEE;
border-radius: 2px 2px 0px 0px;
width: 100%;
height: 29px;
padding-right: 4px;
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: horizontal;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: horizontal;
-moz-box-align: stretch;
display: box;
box-orient: horizontal;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: row;
align-items: stretch;
/* Old browsers */
-webkit-box-pack: end;
-moz-box-pack: end;
box-pack: end;
/* Modern browsers */
justify-content: flex-end;
display: -webkit-flex;
}
@media print {
.celltoolbar {
display: none;
}
}
.ctb_hideshow {
display: none;
vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
border-top-right-radius: 0px;
border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
border: 1px solid #cfcfcf;
}
.celltoolbar {
font-size: 87%;
padding-top: 3px;
}
.celltoolbar select {
display: block;
width: 100%;
height: 32px;
padding: 6px 12px;
font-size: 13px;
line-height: 1.42857143;
color: #555555;
background-color: #fff;
background-image: none;
border: 1px solid #ccc;
border-radius: 2px;
-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
height: 30px;
padding: 5px 10px;
font-size: 12px;
line-height: 1.5;
border-radius: 1px;
width: inherit;
font-size: inherit;
height: 22px;
padding: 0px;
display: inline-block;
}
.celltoolbar select:focus {
border-color: #66afe9;
outline: 0;
-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
color: #999;
opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
color: #999;
}
.celltoolbar select::-ms-expand {
border: 0;
background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
background-color: #eeeeee;
opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
cursor: not-allowed;
}
textarea.celltoolbar select {
height: auto;
}
select.celltoolbar select {
height: 30px;
line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
height: auto;
}
.celltoolbar label {
margin-left: 5px;
margin-right: 5px;
}
.completions {
position: absolute;
z-index: 110;
overflow: hidden;
border: 1px solid #ababab;
border-radius: 2px;
-webkit-box-shadow: 0px 6px 10px -1px #adadad;
box-shadow: 0px 6px 10px -1px #adadad;
line-height: 1;
}
.completions select {
background: white;
outline: none;
border: none;
padding: 0px;
margin: 0px;
overflow: auto;
font-family: monospace;
font-size: 110%;
color: #000;
width: auto;
}
.completions select option.context {
color: #286090;
}
#kernel_logo_widget {
float: right !important;
float: right;
}
#kernel_logo_widget .current_kernel_logo {
display: none;
margin-top: -1px;
margin-bottom: -1px;
width: 32px;
height: 32px;
}
#menubar {
box-sizing: border-box;
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
margin-top: 1px;
}
#menubar .navbar {
border-top: 1px;
border-radius: 0px 0px 2px 2px;
margin-bottom: 0px;
}
#menubar .navbar-toggle {
float: left;
padding-top: 7px;
padding-bottom: 7px;
border: none;
}
#menubar .navbar-collapse {
clear: left;
}
.nav-wrapper {
border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
padding-top: 4px;
}
ul#help_menu li a {
overflow: hidden;
padding-right: 2.2em;
}
ul#help_menu li a i {
margin-right: -1.2em;
}
.dropdown-submenu {
position: relative;
}
.dropdown-submenu > .dropdown-menu {
top: 0;
left: 100%;
margin-top: -6px;
margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
display: block;
}
.dropdown-submenu > a:after {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
display: block;
content: "\f0da";
float: right;
color: #333333;
margin-top: 2px;
margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
color: #262626;
}
.dropdown-submenu.pull-left {
float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
left: -100%;
margin-left: 10px;
}
#notification_area {
float: right !important;
float: right;
z-index: 10;
}
.indicator_area {
float: right !important;
float: right;
color: #777;
margin-left: 5px;
margin-right: 5px;
width: 11px;
z-index: 10;
text-align: center;
width: auto;
}
#kernel_indicator {
float: right !important;
float: right;
color: #777;
margin-left: 5px;
margin-right: 5px;
width: 11px;
z-index: 10;
text-align: center;
width: auto;
border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
padding-left: 5px;
padding-right: 5px;
}
#modal_indicator {
float: right !important;
float: right;
color: #777;
margin-left: 5px;
margin-right: 5px;
width: 11px;
z-index: 10;
text-align: center;
width: auto;
}
#readonly-indicator {
float: right !important;
float: right;
color: #777;
margin-left: 5px;
margin-right: 5px;
width: 11px;
z-index: 10;
text-align: center;
width: auto;
margin-top: 2px;
margin-bottom: 0px;
margin-left: 0px;
margin-right: 0px;
display: none;
}
.modal_indicator:before {
width: 1.28571429em;
text-align: center;
}
.edit_mode .modal_indicator:before {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
margin-left: .3em;
}
.command_mode .modal_indicator:before {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
margin-left: .3em;
}
.kernel_idle_icon:before {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
margin-left: .3em;
}
.kernel_busy_icon:before {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
content: "\f111";
}
.kernel_busy_icon:before.pull-left {
margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
margin-left: .3em;
}
.kernel_dead_icon:before {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
margin-left: .3em;
}
.kernel_disconnected_icon:before {
display: inline-block;
font: normal normal normal 14px/1 FontAwesome;
font-size: inherit;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
margin-left: .3em;
}
.notification_widget {
color: #777;
z-index: 10;
background: rgba(240, 240, 240, 0.5);
margin-right: 4px;
color: #333;
background-color: #fff;
border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
color: #333;
background-color: #e6e6e6;
border-color: #8c8c8c;
}
.notification_widget:hover {
color: #333;
background-color: #e6e6e6;
border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
color: #333;
background-color: #e6e6e6;
border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
color: #333;
background-color: #d4d4d4;
border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
background-color: #fff;
border-color: #ccc;
}
.notification_widget .badge {
color: #fff;
background-color: #333;
}
.notification_widget.warning {
color: #fff;
background-color: #f0ad4e;
border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
color: #fff;
background-color: #ec971f;
border-color: #985f0d;
}
.notification_widget.warning:hover {
color: #fff;
background-color: #ec971f;
border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
color: #fff;
background-color: #ec971f;
border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
color: #fff;
background-color: #d58512;
border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
background-color: #f0ad4e;
border-color: #eea236;
}
.notification_widget.warning .badge {
color: #f0ad4e;
background-color: #fff;
}
.notification_widget.success {
color: #fff;
background-color: #5cb85c;
border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
color: #fff;
background-color: #449d44;
border-color: #255625;
}
.notification_widget.success:hover {
color: #fff;
background-color: #449d44;
border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
color: #fff;
background-color: #449d44;
border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
color: #fff;
background-color: #398439;
border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
background-color: #5cb85c;
border-color: #4cae4c;
}
.notification_widget.success .badge {
color: #5cb85c;
background-color: #fff;
}
.notification_widget.info {
color: #fff;
background-color: #5bc0de;
border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
color: #fff;
background-color: #31b0d5;
border-color: #1b6d85;
}
.notification_widget.info:hover {
color: #fff;
background-color: #31b0d5;
border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
color: #fff;
background-color: #31b0d5;
border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
color: #fff;
background-color: #269abc;
border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
background-color: #5bc0de;
border-color: #46b8da;
}
.notification_widget.info .badge {
color: #5bc0de;
background-color: #fff;
}
.notification_widget.danger {
color: #fff;
background-color: #d9534f;
border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
color: #fff;
background-color: #c9302c;
border-color: #761c19;
}
.notification_widget.danger:hover {
color: #fff;
background-color: #c9302c;
border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
color: #fff;
background-color: #c9302c;
border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
color: #fff;
background-color: #ac2925;
border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
background-color: #d9534f;
border-color: #d43f3a;
}
.notification_widget.danger .badge {
color: #d9534f;
background-color: #fff;
}
div#pager {
background-color: #fff;
font-size: 14px;
line-height: 20px;
overflow: hidden;
display: none;
position: fixed;
bottom: 0px;
width: 100%;
max-height: 50%;
padding-top: 8px;
-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
/* Display over codemirror */
z-index: 100;
/* Hack which prevents jquery ui resizable from changing top. */
top: auto !important;
}
div#pager pre {
line-height: 1.21429em;
color: #000;
background-color: #f7f7f7;
padding: 0.4em;
}
div#pager #pager-button-area {
position: absolute;
top: 8px;
right: 20px;
}
div#pager #pager-contents {
position: relative;
overflow: auto;
width: 100%;
height: 100%;
}
div#pager #pager-contents #pager-container {
position: relative;
padding: 15px 0px;
box-sizing: border-box;
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
top: 0px;
height: 8px;
background: #f7f7f7;
border-top: 1px solid #cfcfcf;
border-bottom: 1px solid #cfcfcf;
/* This injects handle bars (a short, wide = symbol) for
the resize handle. */
}
div#pager .ui-resizable-handle::after {
content: '';
top: 2px;
left: 50%;
height: 3px;
width: 30px;
margin-left: -15px;
position: absolute;
border-top: 1px solid #cfcfcf;
}
.quickhelp {
/* Old browsers */
display: -webkit-box;
-webkit-box-orient: horizontal;
-webkit-box-align: stretch;
display: -moz-box;
-moz-box-orient: horizontal;
-moz-box-align: stretch;
display: box;
box-orient: horizontal;
box-align: stretch;
/* Modern browsers */
display: flex;
flex-direction: row;
align-items: stretch;
line-height: 1.8em;
}
.shortcut_key {
display: inline-block;
width: 21ex;
text-align: right;
font-family: monospace;
}
.shortcut_descr {
display: inline-block;
/* Old browsers */
-webkit-box-flex: 1;
-moz-box-flex: 1;
box-flex: 1;
/* Modern browsers */
flex: 1;
}
span.save_widget {
margin-top: 6px;
}
span.save_widget span.filename {
height: 1em;
line-height: 1em;
padding: 3px;
margin-left: 16px;
border: none;
font-size: 146.5%;
border-radius: 2px;
}
span.save_widget span.filename:hover {
background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
font-size: small;
}
@media (max-width: 767px) {
span.save_widget {
font-size: small;
}
span.checkpoint_status,
span.autosave_status {
display: none;
}
}
@media (min-width: 768px) and (max-width: 991px) {
span.checkpoint_status {
display: none;
}
span.autosave_status {
font-size: x-small;
}
}
.toolbar {
padding: 0px;
margin-left: -5px;
margin-top: 2px;
margin-bottom: 5px;
box-sizing: border-box;
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
width: auto;
vertical-align: middle;
margin-right: 2px;
margin-bottom: 0px;
display: inline;
font-size: 92%;
margin-left: 0.3em;
margin-right: 0.3em;
padding: 0px;
padding-top: 3px;
}
.toolbar .btn {
padding: 2px 8px;
}
.toolbar .btn-group {
margin-top: 0px;
margin-left: 5px;
}
#maintoolbar {
margin-bottom: -3px;
margin-top: -8px;
border: 0px;
min-height: 27px;
margin-left: 0px;
padding-top: 11px;
padding-bottom: 3px;
}
#maintoolbar .navbar-text {
float: none;
vertical-align: middle;
text-align: right;
margin-left: 5px;
margin-right: 0px;
margin-top: 0px;
}
.select-xs {
height: 24px;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
background-color: #F37626;
color: white;
}
/**
* Primary styles
*
* Author: Jupyter Development Team
*/
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
* of chance of beeing generated from the ../less/[samename].less file, you can
* try to get back the less file by reverting somme commit in history
**/
/*
* We'll try to get something pretty, so we
* have some strange css to have the scroll bar on
* the left with fix button on the top right of the tooltip
*/
@-moz-keyframes fadeOut {
from {
opacity: 1;
}
to {
opacity: 0;
}
}
@-webkit-keyframes fadeOut {
from {
opacity: 1;
}
to {
opacity: 0;
}
}
@-moz-keyframes fadeIn {
from {
opacity: 0;
}
to {
opacity: 1;
}
}
@-webkit-keyframes fadeIn {
from {
opacity: 0;
}
to {
opacity: 1;
}
}
/*properties of tooltip after "expand"*/
.bigtooltip {
overflow: auto;
height: 200px;
-webkit-transition-property: height;
-webkit-transition-duration: 500ms;
-moz-transition-property: height;
-moz-transition-duration: 500ms;
transition-property: height;
transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
-webkit-transition-property: height;
-webkit-transition-duration: 500ms;
-moz-transition-property: height;
-moz-transition-duration: 500ms;
transition-property: height;
transition-duration: 500ms;
text-overflow: ellipsis;
overflow: hidden;
height: 80px;
}
.tooltipbuttons {
position: absolute;
padding-right: 15px;
top: 0px;
right: 0px;
}
.tooltiptext {
/*avoid the button to overlap on some docstring*/
padding-right: 30px;
}
.ipython_tooltip {
max-width: 700px;
/*fade-in animation when inserted*/
-webkit-animation: fadeOut 400ms;
-moz-animation: fadeOut 400ms;
animation: fadeOut 400ms;
-webkit-animation: fadeIn 400ms;
-moz-animation: fadeIn 400ms;
animation: fadeIn 400ms;
vertical-align: middle;
background-color: #f7f7f7;
overflow: visible;
border: #ababab 1px solid;
outline: none;
padding: 3px;
margin: 0px;
padding-left: 7px;
font-family: monospace;
min-height: 50px;
-moz-box-shadow: 0px 6px 10px -1px #adadad;
-webkit-box-shadow: 0px 6px 10px -1px #adadad;
box-shadow: 0px 6px 10px -1px #adadad;
border-radius: 2px;
position: absolute;
z-index: 1000;
}
.ipython_tooltip a {
float: right;
}
.ipython_tooltip .tooltiptext pre {
border: 0;
border-radius: 0;
font-size: 100%;
background-color: #f7f7f7;
}
.pretooltiparrow {
left: 0px;
margin: 0px;
top: -16px;
width: 40px;
height: 16px;
overflow: hidden;
position: absolute;
}
.pretooltiparrow:before {
background-color: #f7f7f7;
border: 1px #ababab solid;
z-index: 11;
content: "";
position: absolute;
left: 15px;
top: 10px;
width: 25px;
height: 25px;
-webkit-transform: rotate(45deg);
-moz-transform: rotate(45deg);
-ms-transform: rotate(45deg);
-o-transform: rotate(45deg);
}
ul.typeahead-list i {
margin-left: -10px;
width: 18px;
}
ul.typeahead-list {
max-height: 80vh;
overflow: auto;
}
ul.typeahead-list > li > a {
/** Firefox bug **/
/* see https://github.com/jupyter/notebook/issues/559 */
white-space: normal;
}
.cmd-palette .modal-body {
padding: 7px;
}
.cmd-palette form {
background: white;
}
.cmd-palette input {
outline: none;
}
.no-shortcut {
display: none;
}
.command-shortcut:before {
content: "(command)";
padding-right: 3px;
color: #777777;
}
.edit-shortcut:before {
content: "(edit)";
padding-right: 3px;
color: #777777;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
background-color: #BBDEFB;
border-color: #90CAF9;
border-style: solid;
border-width: 1px;
border-radius: 0px;
}
#find-and-replace #replace-preview .replace .match {
background-color: #FFCDD2;
border-color: #EF9A9A;
border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
background-color: #C8E6C9;
border-color: #A5D6A7;
border-radius: 0px;
}
#find-and-replace #replace-preview {
max-height: 60vh;
overflow: auto;
}
#find-and-replace #replace-preview pre {
padding: 5px 10px;
}
.terminal-app {
background: #EEE;
}
.terminal-app #header {
background: #fff;
-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
width: 100%;
float: left;
font-family: monospace;
color: white;
background: black;
padding: 0.4em;
border-radius: 2px;
-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
line-height: 1em;
font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
padding: 10px;
}
.terminal-app .terminal-cursor {
color: black;
background: white;
}
.terminal-app #terminado-container {
margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
-->
- Python统计分析可视化库seaborn(相关性图，变量分布图，箱线图等等)
Visualization of seaborn seaborn[1]是一个建立在matplot之上,可用于制作丰富和非常具有吸引力统计图形的Python库.Seaborn库旨在将可视化作为探索和理 ...
- python 可视化库
在做titanic分析的过程中,看了一些大神的想法,发现在分析数据的过程中,许多大神会使用到seaborn,plotly这些库,而我等小白仅仅知道matplotlib这个唯一的数据可视化库而已.上网查 ...
- Pycon 2017： Python可视化库大全
本文首发于微信公众号“Python数据之道” 前言 本文主要摘录自 pycon 2017大会的一个演讲,同时结合自己的一些理解. pycon 2017的相关演讲主题是“The Python Visua ...
- Python可视化库
转自小小蒲公英原文用Python可视化库 现如今大数据已人尽皆知,但在这个信息大爆炸的时代里,空有海量数据是无实际使用价值,更不要说帮助管理者进行业务决策.那么数据有什么价值呢?用什么样的手段才能把数 ...
- 5-1可视化库Seabon-整体布局风格设置
In [1]: import seaborn as sns import numpy as np import matplotlib as mpl import matplotlib.pyplot a ...
- Vis.js – 基于浏览器的动态 JavaScript 可视化库
Vis.js 是一个动态的,基于浏览器的可视化库.该库被设计为易于使用,能处理大量的动态数据.该库由以下几部分组成:一是数据集和数据视图,基于灵活的键/值数据集,可以添加,更新和删除项目,订阅数据集变 ...
- 动态可视化库Vis.js：社交关系谱
Form Here:http://code.csdn.net/news/2819345 Vis.js 是一个动态的.基于浏览器的可视化库,可处理大量的动态数据并能与这些数据进行交互操作.该项目是由Al ...
- 可视化库-seaborn-Facetgrid(第五天)
1. sns.Facetgrid 画一个基本的直方图 import numpy as np import pandas as pd from scipy import stats, integrate ...
- Python数据可视化库-Matplotlib（一）
今天我们来学习一下python的数据可视化库,Matplotlib,是一个Python的2D绘图库 通过这个库,开发者可以仅需要几行代码,便可以生成绘图,直方图,功率图,条形图,错误图,散点图等等 废 ...
随机推荐
- Android进阶之绘制-自定义View完全掌握(二)
这是自定义View系列的第二篇博客,我们继续来学习关于自定义View的知识. 今天我们来实现一下广告条案例. 我们要实现的是这样的一个效果. 要想实现这样的效果,我们可以借助ViewPager控件,然 ...
- 记一次微信小程序的开发
使用工具: 1.微信Web开发者工具 2.Visual Studio 2019 前端采用color UI,后端采用c# .net 过程中的几个重点点记录 1.color UI使用 下载colorUI以 ...
- Linux下使用 github+hexo 搭建个人博客06-next主题接入数据统计
之前说了 next 主题的优化和接入评论系统.让我们完成了自己所需的页面风格和排版,也可让访问用户在每篇博文评论,完成博主和访问用户的交互. 本章我们继续讲解其他重要功能. 既然是一个网站,那么我们就 ...
- Windows 7下安装hexo
安装hexo 随便在某个地方新建一个文件夹,然后在文件夹空白处按住Shift+鼠标右键,然后点击在此处打开命令行窗口,在cmd里面输入: npm install hexo-cli -g 安装好之后界面 ...
- Python比较配置文件
工作中最常见的配置文件有四种:普通key=value的配置文件.Json格式的配置文件.HTML格式的配置文件以及YAML配置文件. 这其中以第一种居多,后三种在成熟的开源产品中较为常见,本文只针对第 ...
- ubuntu 桌面版， ssh 连接时使用，x转发进行使用 gnome-terminal 时出现：Error calling StartServiceByName for org.gnome.Terminal: Timeout was reached 错误
当我按照这种情景使用时,出现了这种情况: 考虑着 gnome 桌面正在运行,可能是gnome-terminal 使用了工厂模式进行创建:查找gnome-terminal 文档,有如下解决方案: gno ...
- DenyHosts
下载软件并解压cd DenyHosts-2.6 #进入安装解压目录python setup.py install #安装DenyHostscd /usr/share/denyhosts/ #默认安装路 ...
- 03. Go 语言容器
Go语言容器(container) 变量在一定程度上能满足函数及代码要求.如果编写一些复杂算法.结构和逻辑,就需要更复杂的类型来实现.这类复杂类型一般情况下具有各种形式的存储和处理数据的功能,将它们称 ...
- 服务器jvm参数配置
Eclipse崩溃,错误提示: MyEclipse has detected that less than 5% of the 64MB of Perm Gen (Non-heap memory) s ...
- IT兄弟连 Java语法教程 数据类型3
字符型 在Java中,用于存储字符串的数据类型是char.然而,C/C++程序员要当心:Java中的char与C或C++中的char是不同的.在C/C++中,char的宽度是8位.而在Java中不是这 ...
