简介
之前参与过114对话系统的项目，中间搁置很久，现在把之前做过的内容整理一下，一是为自己回顾，二是也希望分享自己看的内容，中间也遇到一些问题，如果您可以提一些建议将不胜感激.
114查询主要分为4个任务，该对话系统希望通过构建神经网络学习模型，以实现将传统的需要接线员回复用户问题的方式，转换为可以实现机器自动回复用户问题的智能对话。由于拿到的是114电话录音数据，并没有标记好的文本，加上语音中有当地方言、特定字母数字在现有商用转录识别效果差等问题，所以需要自己实现语音识别的模块，以便后期可以针对我们数据集的特定进行训练优化。这篇blog将介绍语音预处理内容。
由于本人研究生阶段研究方向是NLP,未系统学习信号内容，所以专业知识有所欠缺，以下资料是在项目过程中查阅资料等整理的，如有不当，还望指教～

参考链接：

采样与量化，重构与内插：https://wenku.baidu.com/view/bd6b310b700abb68a882fb64.html
音频信息处理：基础知识：https://wenku.baidu.com/view/614101450722192e4536f6bc.html
ADPCM编码和解码： https://www.cnblogs.com/hwl1023/p/5580813.html
java实现V3格式音频文件向wav文件的转换: https://mox-sir.iteye.com/blog/2181641
WAVE PCM soundfile format: http://soundfile.sapp.org/doc/WaveFormat/
wav文件格式分析与详解: https://www.cnblogs.com/ranson7zop/p/7657874.html
傅里叶分析：https://zhuanlan.zhihu.com/p/19763358
音频重采样造成音质损失的原理: https://blog.csdn.net/longbei9029/article/details/81237335
窗函数图示：https://blog.csdn.net/juhou/article/details/81194566
音频预处理：https://haythamfayek.com/2016/04/21/speech-processing-for-machine-learning.html

1. 语音基础知识¶

1.1 模拟音频信号¶

模拟音频信号有两个重要参数：频率和幅度.声音的频率体现音调的高低，声波幅度的大小体现声音的强弱。那么给出一段语音信号，如何度量频率和振幅呢？

频率
一个声源每秒钟可产生成百上千个波，我们把每秒钟波峰所发生的数目称之为信号的频率，用单位赫兹(Hz)或千赫兹(kHz)表示。
幅度
信号的幅度表示信号的基线到当前波峰的距离。幅度决定了信号音量的强弱程度。幅度越大，声音越强。对音频信号，声音的强度用分贝(dB)表示，分贝的幅度就是音量。

In [186]:

from IPython.display import Image

Image(filename = "/home/lsy/project/dialogue/ASR_test/preprocess/window_func_img/freq_amplitude.png", width = 400, height = 400)

Out[186]:

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
" alt="" width="400" height="400" />

1.2 声音的A/D转换¶

A/D转换就是把模拟信号转换为数字信号的过程，模拟电信号变为了由"0","1"组成的bit信号。
A/D转换关键步骤是声音的采样和量化和编码。

1.2.1 采样¶

为实现A/D转换，需要把模拟音频信号波形进行分割，这种方法称为采样(Sampling)。 采样的过程是每隔一个时间间隔在模拟声音的波形上取一个幅度值，把时间上的连续信号变成时间上的离散信号。 该时间间隔称为采样周期，其倒数为采样频率，表示计算机每秒中采集多少声音样本。

奈奎斯特(Nyquist)理论
采样频率与声音频率之间有着一定的关系，根据奈奎斯特理论，只有采样频率高于声音信号最高频率的两倍时，才能把数字信号表示的声音还原为原来的声音。$$f_s >= 2f$$

采样的方式有很多，这里不再赘述，可以参考链接1学习了解。

1.2.2 量化¶

采样只解决了音频波形信号在时间坐标上(横轴) 把一个波形切成若干个等分的数字化问题，但是还需要用某种数字化的方法来反映某一瞬间声波幅度的电压值大小，该值的大小影响音量的高低。 我们把对声波波形幅度的数字化表示称之为"量化"。
量化的过程是将采样后的信号按照整个声波的幅度划分为有限个区段的集合，把落入某个区段内的样值归为一类，并赋予相同的量化值。

如何分割采样信号的幅度呢？
采取二进制的方式，以8bit或16bit的方式划分纵轴。也就是说在一个以8位为记录模式的音效中，其纵轴将会被划分为$2^8 = 256$个量化等级，用以记录其幅值大小。也即为若每个量化级用长度为b比特的二进制表示，那么量化级n的个数为 $n = 2^b$
如下图所示，b = 3时的量化方式，其前三个采样值可以用二进制序列”100 110 111“表示。

所以可以简单理解：采样是横轴对时间分段，量化是纵轴对振幅分段。

In [195]:

from IPython.display import Image

Image(filename = "/home/lsy/project/dialogue/ASR_test/preprocess/window_func_img/quantizing_enc.png", width = 300, height = 300)

Out[195]:

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
" alt="" width="300" height="300" />

1.2.3 编码¶

模拟信号量经过采样和量化后，形成一系列的离散信号——脉冲数字信号。这些脉冲数字信号可以以一定的方式进行编码，形成计算机内部运行的数据。
编码就是按照一定的格式把经过采样和量化得到的离散数据记录下来，并在有用的数据中加入一些用于纠错、同步和控制的数据。 在数据回放时，可以根据所记录的纠错数据判别读出的声音数据是否有错，如在一定范围内有错，可以加以纠正。

编码的形式有很多，常用的编码方式是脉冲编码调制(PCM).在wav中也有采用ADPCM的编码方式，这里主要对这两种进行介绍。

1.2.3.1 PCM¶

如果我们对一个声音信号进行采样，采用16位量化，比如采集53个点.如果我们直接存储每一个点的16位的采样值，这样就需要53X16=848位，大约是106字节。如下图：

In [189]:

from IPython.display import Image

Image(filename = "/home/lsy/project/dialogue/ASR_test/preprocess/window_func_img/pcm.png", width = 300, height = 300)

Out[189]:

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
" alt="" width="300" height="300" />

1.2.3.2 DPCM¶

但我们换个思路，我们不存储采样值，而存储采样点两两之间的差值（采样值可能会很大，需要更多的位数来表达，比如16个位，但是两点之间一般来说是比较连续的，差值不会太大，所以这个差值只需要很少的几个位即可表达，比如4个位）。这样，我们只需要知道前一个点的值，又知道它与下一个点的差值，就可以计算得到下一个点了。这个差值就是所谓的“差分”。DPCM即为差分脉冲编码调制。 这样对于1.2.3.1中用16位表示53个点，DPCM只需要4位，这样存储大小减为原来的 1/4。

1.2.3.3 ADPCM¶

ADPCM为自适应差分脉冲编码调制。自适应体现在哪里呢？
考虑DPCM存储的是两点之差，但对于有的差值大，有的差值小；如果差值大过有限位数可表示的范围，那么数据就会丢失，造成失真。如何更好的保存原始音频的信息呢？
如果有一种方法，可以把两点之间的差值变换到固定的几个位即可表达的范围内，那就好了。而且这种变换是实时的，并且具有自适应性和预测能力的。这就是ADPCM的基本思想。它定义了一些因子，这种算法如果发现两点之间差值变大之后，就会用差值去和相应的因子作除法，从而减小了差值，让它可以减少到几个位可表达的数值范围内。而选择哪一个因子来除它，这就是ADPCM编码要作的事情了。

ADPCM算法巧妙的利用了音频信号的特点，也就是音频信号上的点与它前面的若干个点是有一定的相关性的，从而可以对下一个点进行预测，从而预先估计这个差值，从而选取相应的除数因子，去把差值归化到数值范围内.

In [190]:

from IPython.display import Image

Image(filename = "/home/lsy/project/dialogue/ASR_test/preprocess/window_func_img/adpcm.png", width = 300, height = 300)

Out[190]:

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
" alt="" width="300" height="300" />

2. V3 转 wav¶

114的电话录音数据是.V3格式的，一般播放器是不支持的，并且也没有见到直接用该数据格式进行音频处理的。音频处理常用是转换为.wav格式。在转格式时，注意几个点，编码格式、采样率、编码位数、通道数、文件头。
本实验中采用的是https://mox-sir.iteye.com/blog/2181641 中的代码。本实验中采用的ADPCM编码，单通道，对于采样率和编码位数则需要看V3文件中是如何采样的。本实验中试了几种方式，但只有6khz采样率，uint8编码合适。转换时也尝试采用了8k采样率和16bit编码，但效果很差，基本听不清楚。采用8k采样率，8-bit编码的效果是：说话人声音很尖，语速被加快；采用8k采样率，16-bit编码的效果是：说话人声音很低，很粗，完全不像女声了；并且语速非常慢，以至于转换后只有前部分的语音被转换来，后部分的都丢失了。
在文件格式转换过程中，文件头信息设置很重要。(当然上面链接的代码中都写好了，但还是可以了解一下)。
Digital Audio - Creating a WAV (RIFF) file http://www.topherlee.com/software/pcm-tut-wavformat.html 中有对wav的文件头信息的详尽介绍。
这里涉及到一个点就是RIFF.
RIFF
在windows环境下，大部分的多媒体文件都依循着一些通用的结构来存放，这些结构称为“资源互换文件格式”（Resources Interchange File Format)，简称RIFF。RIFF可以看作一种树状结构，其基本构成单位是块（chunk）。每个块由“辨别码”、“数据大小”及“数据”等构成。
RIFF文件的前4字节为其辨别码“RIFF"的ASCII字符码，紧跟其后的双字节数据则标示整个文件大小（单位为字节Byte）。由于表示文件长度或块长度的”数据大小“信息占用4Byte，所以，事实上一个WAVE文件或文件中块的长度为数据大小加8。
WAVE
wav文件又称波形文件，来源于对声音模拟波形的采样，并以不同的量化位数把这些采样点的值轮换成二进制数，然后存入磁盘，这就产生了波形文件。wav声音文件是使用RIFF的格式描述的，它由文件头和波形音频文件数据块组成。文件头包括标识符、语音特征值、声道特征以及PCM格式类型标志等、WAV数据块是由数据字块标记、数据子块长度和波形音频数据3个数据字块组成。
在WAVE文件中，所采用的编码方式有PCM（Pulse Code Modulation-脉冲编码调制）和ADPCM(Adaptive Differential Pulse Code Modulation-自适应差分脉冲编码调制）两种。
WAVE文件是非常简单的一种RIFF文件，它的格式类型为"WAVE"。RIFF块包含两个子块，这两个子块的ID分别是"fmt"和"data",其中"fmt"子块由结构PCMWAVEFORMAT所组成，其子块的大小就是sizeofof(PCMWAVEFORMAT),数据组成就是PCMWAVEFORMAT结构中的数据。

参考链接：https://blog.csdn.net/cwfjimogudan/article/details/71112171
https://wenku.baidu.com/view/614101450722192e4536f6bc.html

In [192]:

from IPython.display import Image

Image(filename = "/home/lsy/project/dialogue/ASR_test/preprocess/window_func_img/canonical_wave_file_format.png", width = 500, height = 500)

Out[192]:

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
" alt="" width="500" height="500" />

以上图示显示了一个wave file format的格式，简洁形象。
那么根据这个图示，再看V3转wav的代码就很明了了。其中

int wFormatTag = 1; // format tag (01 = Windows PCM)
tmpArr = new byte[2];
toShortBinary(wFormatTag, tmpArr, 0);
filewriter.write(tmpArr);// format tag (01 = Windows PCM)

表示了转换后的wav文件是采用的PCM编码。

为什么要强调看这个信息呢？因为下面需要对采样位数、采样率进行转换，不同的编码格式显然需要不同的转换方式。

3. 特征提取¶

3.1 读取音频文件¶

可以使用scipy.io.wavfile.read(somefile)来读取.wav音频文件。它会返回一个元组，第一项为音频的采样率，第二项为音频数据的numpy数组。
一般常用的是
16-bit PCM [-32768, +32767] int16
8-bit PCM [0, 255] uint8
训练集清华的thchs30的音频数据格式：16k的采样率， int16编码。
我的音频是6khz采样率, 8bit.
所以涉及到格式转换的问题。uint8 -> int16; 6khz -> 16khz

In [171]:

import scipy.io.wavfile as wav

import matplotlib.pyplot as plt

import os

import numpy as np

通过plot显示wavsignal

In [172]:

# load the china-unicom test data

filepath = "/home/lsy/project/dialogue/ASR_test/preprocess/test_6kuint8/0747033-6k-uint8.wav"

fs, wavsignal = wav.read(filepath)

plt.plot(wavsignal)

plt.show()

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3.2 PCM格式WAV文件uint8转换为int16类型¶

为了与训练数据集中数据的格式统一，需要将uint8转换为int16.除了使用常用的sox等开源工具，想能否自己代码实现转换。转换前首先要考虑wav文件的编码格式，在2中介绍了，本实验中采用的PCM编码方式，也就是非压缩格式，那么存储的直接是8位采样值。那么这就简单一些了。

思路是将uint8数据范围scale到int16范围内，如以下convert_scale函数所示. 由于uint8是无符号类型的，int16有符号，所以应先减去中值再扩展。

(但是如果采用的其他编码方式，比如ADPCM编码，则不可以用这种转换方式，因为ADPCM存储的信息并不是原本的采样量化后的值，而是差分值。如果直接将uint8 scale到int16空间，相当于将原音频的采样点之间的差值人为放大，这会造成失真。）

当然用c++的话，可以直接用移位实现，https://stackoverflow.com/questions/24449957/converting-a-8-bit-pcm-to-16-bit-pcm
INT16 sample16 = (INT16)(sample8 - 0x80) << 8;

In [193]:

def convert_scale(x):

    return (int)(x - 128) * 256

w = [convert(x) for x in wavsignal]

In [174]:

plt.plot(w)

plt.show()

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3.3 重采样 (6kHz -> 16kHz)¶

尝试了sox转换，scipy.signal.resample转换等方式，但都有高频部分丢失的问题。(虽然转换后人耳听是正常的，但是看文末的语谱图便发现高频部分信息都丢失了)目前这个问题并没有很好的解决，如果您有很好的resample的方法欢迎指导交流～

首先查看自己的音频的采样率

In [175]:

print(fs)# sample rate

由于训练集中采用的是16kHz的采样率，为了与其保持一致，这里将自己的语音数据由6kHz重采样到16kHz.
很多开源工具提供该功能，比如使用sox, 或ffmpeg等，这里直接使用的scipy.signal.resample函数。https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.resample.html
scipy.signal.resample(x, num, t=None, axis=0, window=None)
Resample x to num samples using Fourier method along the given axis. 当然采取这种重采样方式可能是造成高频信息丢失的原因，具体分析见文末语谱图的分析部分。

In [176]:

from scipy import signal

wavsignal = signal.resample(w, (int)(len(w) / 6 * 16))

wavsignal = np.clip(wavsignal, a_min = -32768, a_max = 32767)

plt.plot(wavsignal)

plt.show()

print(len(wavsignal))

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
" alt="" />

3.4 观察数据细节¶

从上图看出，其噪声是非常明显的，以至于人声的特征并不清晰。所以我们需要将其中的细节plot出来进行分析，以方便之后的处理。

In [177]:

plt.plot(wavsignal[12000:14000])

plt.show()

aaarticlea/png;base64,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
" alt="" />

以下几幅plots将不同阶段的wavsignal表现出来。最后三张图的波形分布与之前有明显的不同，可以认为是噪声。

In [178]:

start = 12000

step = 1000

for i in range(5):

    fig = plt.figure(figsize=(20,3))

    plt.plot(wavsignal[start + i * step: start + (i+1)*step])

    plt.show()

aaarticlea/png;base64,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这个wav是通过v3直接转换过来的，为了使语音更加干净，还需要预处理。

3.5 预加重（Pre-emphasis）¶

3.5.1 定义：¶

预加重是一种在发送端对输入信号高频分量进行补偿的信号处理方式。随着信号速率的增加，信号在传输过程中受损很大，为了在接收终端能得到比较好的信号波形，就需要对受损的信号进行补偿，预加重技术的思想就是在传输线的始端增强信号的高频成分，以补偿高频分量在传输过程中的过大衰减。而预加重对噪声并没有影响，因此有效地提高了输出信噪比。

3.5.2 对语音进行预加重处理的原因：¶

参考：
1) https://blog.csdn.net/xiaoyaoren3134/article/details/48678553
2) https://blog.csdn.net/cwfjimogudan/article/details/71112171
3) https://haythamfayek.com/2016/04/21/speech-processing-for-machine-learning.html
(1) 平衡频谱，因为高频相较于低频通常具有较小的幅度。声道的终端为口和唇。从声道输出的是速度波，而语音信号是声压波，二者之比的倒数称为辐射阻抗。它表征口和唇和辐射效应，也包括圆形头部的绕射效应等。语音信号s(n)的平均功率谱受声门激励和口鼻辐射的影响，高频端大约在800Hz以上按6dB/oct (倍频程)衰减，频率越高相应的成分越小，为此要在对语音信号s(n)进行分析之前对其高频部分加以提升。
(2) 避免在傅里叶变换操作期间的数值问题；
(3) 改善信噪比
备注：在现代的ASR系统中，预加重并没有非常大的影响，因为其大部分作用可以通过下文所讲的mean normalization实现。虽然预加重可以避免FFT中的数值问题，但是在现代的FFT实现中，这并不是大问题。

3.5.3 预加重的方法¶

一般采用一阶FIR高通数字滤波器来实现预加重，公式为
$H(z) = 1 - uz^{-1}$
设n时刻的语音采样值为$s(n)$,经过预加重处理后的结果为
$y(t) = x(t) - \alpha x(t - 1)$
其中a为预加重系数，$0.9 < a < 1.0$,一般取值0.95或者0.97.

In [179]:

# origin plot

plt.plot(wavsignal)

plt.show()

# pre-emphasised plot

pre_emphasis = 0.97

wavsignal = np.append([wavsignal[0]], [(wavsignal[i + 1] - pre_emphasis * wavsignal[i]) for i in range(len(wavsignal) - 1)])

# clip to int16

wavsignal = np.clip(wavsignal, a_min = -32768, a_max = 32767)

plt.plot(wavsignal)

plt.show()

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3.6 分帧 (Framing)¶

3.6.1为什么要分帧呢¶

首先需要了解当前的算法是如何处理语音信号的。一般首先采用的是傅里叶变化，将语音信号由时域转换到频域空间。傅里叶变化是针对周期函数的，这是它的限制所在。语音信号，其频率是不断变化的，也就是“非周期性”的。如果直接将这样长的语音信号进行傅里叶变换，是很难获得其信号频率的良好近似的。那么如何采用傅里叶变化对语音信号进行处理呢？
这就需要考虑到语音的特性了。语音在较短的时间内变化是平稳的，即具有”短时平稳性“(10-30ms内可以认为语音信号近似不变)，因此可以将长语音截断为短的片段，进行“短时分析”。我们可以认为这段短时语音是具有周期性的，可以对其进行周期延拓。这样就得到了一个周期函数，可以进行傅里叶变换了。
上面中”短的片段“，每一个短的片段称为”一帧“。将不定长的音频切分成固定长度的小段，这一步称为分帧。

3.6.2 帧长和帧移¶

帧长就是每一帧的时间长度，一般取20mx-40ms.
帧移就是每次处理完一帧后向后移动的步长，一般设置与帧长有 50%(+/-10%)的重叠。

3.6.3 为什么要设置帧移¶

考虑不设置帧移的情况。对于一个100ms长的音频，取frame size =25ms,那么可以得到4帧，[0,25), [25,50), [50,75),[75,100)，每一帧经过处理后得到一个值，这个值可以看做对应帧的特征表征，那么最终也就得到4个值。
考虑设置帧移的情况。同样取frame size = 25ms, frame stride = 10ms, 那么可以得到9帧，[0, 25), [9, 34), [19, 44)...[89, 100)，每一帧经过处理后得到一个值，那么最终可以得到9个值。相比较，2中可以提取到更为细致而丰富的语音信息，因为显然其处理的粒度比1小很多，也可以更好地捕获到1中相邻两帧的边缘信息。(举个例子，对于1中25ms附近的语音信号特征，只在第二帧[25,50)中进行了提取；在2中，[0,25),[9,34),[19,44)这三帧都对其进行了特征提取，所以更为平滑准确。)

3.7 构造海明窗¶

在上面进行分帧后，需要对帧加窗函数。

3.7.1 为什么需要加窗函数¶

(1) 截取一小段音频以便进行周期性延拓与傅里叶变换
(2) 不同的窗函数的频谱泄漏不同，可以根据数据与任务要求进行选择
仍然承接以上分帧的思路，运用计算机实现工程测试信号处理时，不可能对无限长的信号进行测量和运算，而是取其有限的时间片段进行分析。做法是从信号中截取一个时间片段，然后用截取的信号时间片段进行周期延拓处理，得到虚拟的无限长的信号，然后就可以对信号进行傅里叶变换、相关分析等数学处理。那么窗函数就需要是在某一区间内有非零值，而在其余区间值几乎为0，那么用该函数f, 乘以任何一个其他函数g, f * g只有一部分有非零值。这里的f即为窗函数，g即为我们的音频，这样就可以截取出一小段音频了。

无限长的信号被截断以后，其频谱发生了畸变，原来集中在f(0)处的能量被分散到两个较宽的频带中去了（这种现象称之为频谱能量泄漏）。
也可以想象成，如果将原波形在窗口两端直接截断，使其取值为0，这就为在进行傅里叶变换，也就是进行时域到频域的变换时，为了要拟合这个突然降为0的波形，需要引入高频成分，那么这样进行傅里叶变换的结果并不能很好的反应原音频的真实情况了。
为了减少频谱能量泄漏，所以需要用这种在两端平滑变为0的窗函数，以避免谱泄露。

3.7.2 窗函数的选择¶

不同的窗函数对信号频谱的影响是不一样的，这主要是因为不同的窗函数，产生泄漏的大小不一样，频率分辨能力也不一样。信号的截断产生了能量泄漏，而用FFT算法计算频谱又产生了栅栏效应，从原理上讲这两种误差都是不能消除的，但是我们可以通过选择不同的窗函数对它们的影响进行抑制。(矩形窗主瓣窄，旁瓣大，频率识别精度最高，幅值识别精度最低；布莱克曼窗主瓣宽，旁瓣小，频率识别精度最低，但幅值识别精度最高)。
https://baike.baidu.com/item/%E7%AA%97%E5%87%BD%E6%95%B0/3497822?fr=aladdin 中对矩形窗、三角窗、汉宁窗(Hanning)、海明窗(Hamming)、高斯窗进行了比较。
https://blog.csdn.net/juhou/article/details/81194566 中则显示了窗函数及其主旁瓣衰减的图示。

(1) 矩形窗¶

这种窗的优点是主瓣比较集中，缺点是旁瓣较高，并有负旁瓣，导致变换中带进了高频干扰和泄漏，甚至出现负谱现象。

In [180]:

from IPython.display import Image

Image(filename = "/home/lsy/project/dialogue/ASR_test/preprocess/window_func_img/rect.png", width = 400, height = 400)

Out[180]:

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
" alt="" width="400" height="400" />

(2) 汉宁窗 (Hanning)¶

汉宁窗主瓣加宽并降低，旁瓣则显著减小，从减小泄漏观点出发，汉宁窗优于矩形窗．但汉宁窗主瓣加宽，相当于分析带宽加宽，频率分辨力下降。

In [181]:

from IPython.display import Image

Image(filename = "/home/lsy/project/dialogue/ASR_test/preprocess/window_func_img/hanning.png", width = 400, height = 400)

Out[181]:

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
" alt="" width="400" height="400" />

(3) 海明窗 (Hamming)¶

海明窗与汉宁窗都是余弦窗，只是加权系数不同。海明窗加权的系数能使旁瓣达到更小。分析表明，海明窗的第一旁瓣衰减为一42dB．海明窗旁瓣衰减速度为20dB/（10oct），这比汉宁窗衰减速度慢。海明窗与汉宁窗都是很有用的窗函数。
在Scipy.signal.hamming中对Hamming window有简要的介绍：
$$ w(n) = 0.54 + 0.46cos(\frac{2\pi n}{M - 1}), 0 <= n <= M- 1$$
其中,M是输出窗口内点的个数；w是窗，最大值被归一化为1.
本实验中选择的是海明窗。

In [182]:

from IPython.display import Image

Image(filename = "/home/lsy/project/dialogue/ASR_test/preprocess/window_func_img/hamming.png", width = 400, height = 400)

Out[182]:

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
" alt="" width="400" height="400" />

In [183]:

x=np.linspace(0, 400 - 1, 400, dtype = np.int64)

w = 0.54 - 0.46 * np.cos(2 * np.pi * (x) / (400 - 1) ) # hamming window

fs= 16000

# wav波形 加时间窗以及时移10ms

time_window = 25 # 单位ms

window_length = fs / 1000 * time_window # 计算窗长度的公式，目前全部为400固定值

print('window_length = ', window_length)

wav_arr = np.array(wavsignal)

wav_length = len(wavsignal)

print(wav_length)

window_length =  400.0

317920

3.8 傅里叶变换并生成语谱图¶

这里直接调用的scipy.fftpack进行傅里叶变换，并将变换后的结果用语谱图表示。

3.8.1 语谱图¶

语谱图就是语音频谱图。 https://wenku.baidu.com/view/30c1ae2da517866fb84ae45c3b3567ec112ddc14.html
语音的时域分析和频域分析是语音分析的两种重要方法，但各有局限性：
(1) 时域分析对语音信号的频率特性没有直观的了解；
(2) 频域特性中又没有语音信号随时间的变化关系。
因此人们研究语音的时频分析特性，把和时序相关的傅里叶分析的显示图形称为语谱图。
语谱图用三维的方式表示语音频谱特性，纵轴表示频率，横轴表示时间，颜色的深浅表示特定频带的能量大小，颜色深，表示该点的语音能量越强。 它综合了频谱图和时域波形的特点，明显的显示处语音频谱随时间的变化情况，或者可以说是一种动态的频谱。

In [184]:

from scipy.fftpack import fft

# 获取信号的时频图

# 计算循环终止的位置，也就是最终生成的窗数 = (总的ms - 最后一个窗口ms) / 窗口移动步长

# 10为帧移

range0_end = (int)((len(wavsignal)/fs*1000 - time_window) // 10)

data_input = np.zeros((range0_end, 200), dtype = np.float) # 用于存放最终的频率特征数据

data_line = np.zeros((1, 400), dtype = np.float)

for i in range(0, range0_end):

    p_start = i * 160 # 16khz/s --> 16hz/ms --> 10ms * 16hz/ms = 160hz

    p_end = p_start + 400  # 16hz/ms * 25ms = 400

    data_line = wav_arr[p_start:p_end]

    data_line = data_line * w # 加窗

    data_line = np.abs(fft(data_line)) # 傅里叶变换

    data_input[i]=data_line[0:200] # 设置为400除以2的值（即200）是取一半数据，因为是对称的

data_input = np.log(data_input + 1)

#data_input = data_input[::]

fig = plt.figure(figsize=(20,10))

plt.imshow(data_input.T, origin = 'lower')

plt.show()

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
" alt="" />

3.8.2 分析¶

上图是音频经过傅里叶变换之后得到的语谱图。可以看到在纵轴75以上的部分信息是丢失非常严重的。该信息的丢失是在由6k->16k采样率变化时丢掉的。(对于6k采样率，每个窗口中的数据为 6 * 25 = 150, 由于对称保留一半，所以留下 150/2 = 75，也就是上图所示的0-75的低频部分。) 我试过用sox修改采样率，但是也会产生同样的问题。为什么会有这样的问题呢？

对于整数倍的上采样或降采样其效果较好，但是对于分数倍数，则会在插值时有一些问题.
https://blog.csdn.net/longbei9029/article/details/81237335 中用图示给出了形象的解释。(以44.1khz->48khz为例)
从图中可以看出，原始波形分4段5个采样点（包括首尾），如果整数倍转换，采用了8个分段9个采样点（采样率翻倍），波形是没有改变的。
但是，如果新的采样率是原来的1.5倍，采用6个分段7个采样点，新的波形就会和原波形相差很远，造成很大的误差，换言之，这是一个有损转换过程。同样，44.1KHz和48KHz之间的转换也是属于非整数倍转换，会带来可观的音质损失。

In [194]:

from IPython.display import Image

Image(filename = "/home/lsy/project/dialogue/ASR_test/preprocess/window_func_img/fraction_sample_rate.png", width = 400, height = 400)

Out[194]:

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
" alt="" width="400" height="400" />

另外，在http://forum.doom9.org/archive/index.php/t-131642.html 中”Terranigma“提出类似的问题：
”Does resampling from lets say, 44100 to 48000khz = loss of quality, or perhaps it may seem that way since 48000khz can hold higher frequencies than 44100khz?“
一位名为”3dsnar“的用户给出的解释是：从resample时采用的FIR作为一个低通滤波器的工作原理出发给出的解释. ( 至于为什么需要低通滤波器：“由于抽取可能产生混叠，内插可能产生镜像，因此需要在抽取前进行抗混叠滤波，在内插后进行抗镜像滤波。抗混叠滤波和抗镜像滤波都是使用低通滤波器实现。”)

”To clarify.
resampling applies an anti-aliasing (lowpass) FIR filter to the input signal during the resampling process.
This causes some errors, including Gibbs effect in the time domain, and some frequency domain distortions (since the frequency characteristics of these filters is inperfect)

Resampling 44,1 -> 48 is possible, because you upsample 160 times and than downsample 147 time. This normally would be very ineficient, however something called polyphase filterbank and polyphase filtering routine is used, which applies both in one shot.

Anyway, this is still pretty computationally complex (44,1 -> 48), hence older resamplers used to use shorter FIR impulse responces for constructing the polyphse matrix, and therefore this particular convertion had alwas (than e.g. 44,1 -> 88,2) been viewed as more problematic and results of lower quality.

Today, a good resampler can make this conversion nearly perfectly (i.e. errors are inaudible, although present).“

目前我还在咨询并寻找更好的resample的方法，如果您有相关的建议欢指导交流！

In [197]:

from IPython.display import Image

Image(filename = "/home/lsy/Downloads/zhifubao.png", width = 200, height = 200)

Out[197]:

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
" alt="" width="200" height="200" />

[支付宝] 如果您愿意送我一个小礼物～ O(∩_∩)O

The scientist does not study nature because it is useful to do so. He studies it because he takes pleasure in it, and he takes pleasure in it because it is beautiful. If nature were not beautiful it would not be worth knowing, and life would not be worth living. ~ Henri Poincare

.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 */
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巴特西

[NLP-ASR] 语音识别项目整理(一) 语音预处理

1. 语音基础知识¶

1.1 模拟音频信号¶

1.2 声音的A/D转换¶

1.2.1 采样¶

1.2.2 量化¶

1.2.3 编码¶

1.2.3.1 PCM¶

1.2.3.2 DPCM¶

1.2.3.3 ADPCM¶

2. V3 转 wav¶

3. 特征提取¶

3.1 读取音频文件¶

3.2 PCM格式WAV文件uint8转换为int16类型¶

3.3 重采样 (6kHz -> 16kHz)¶

3.4 观察数据细节¶

3.5 预加重（Pre-emphasis）¶

3.5.1 定义：¶

3.5.2 对语音进行预加重处理的原因：¶

3.5.3 预加重的方法¶

3.6 分帧 (Framing)¶

3.6.1为什么要分帧呢¶

3.6.2 帧长和帧移¶

3.6.3 为什么要设置帧移¶

3.7 构造海明窗¶

3.7.1 为什么需要加窗函数¶

3.7.2 窗函数的选择¶

(1) 矩形窗¶

(2) 汉宁窗 (Hanning)¶

(3) 海明窗 (Hamming)¶

3.8 傅里叶变换并生成语谱图¶

3.8.1 语谱图¶

3.8.2 分析¶

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巴特西

[NLP-ASR] 语音识别项目整理(一) 语音预处理

1. 语音基础知识¶

1.1 模拟音频信号¶

1.2 声音的A/D转换¶

1.2.1 采样¶

1.2.2 量化¶

1.2.3 编码¶

1.2.3.1 PCM¶

1.2.3.2 DPCM¶

1.2.3.3 ADPCM¶

2. V3 转 wav¶

3. 特征提取¶

3.1 读取音频文件¶

3.2 PCM格式WAV文件uint8转换为int16类型¶

3.3 重采样 (6kHz -> 16kHz)¶

3.4 观察数据细节¶

3.5 预加重 （Pre-emphasis）¶

3.5.1 定义：¶

3.5.2 对语音进行预加重处理的原因：¶

3.5.3 预加重的方法¶

3.6 分帧 (Framing)¶

3.6.1为什么要分帧呢¶

3.6.2 帧长和帧移¶

3.6.3 为什么要设置帧移¶

3.7 构造海明窗¶

3.7.1 为什么需要加窗函数¶

3.7.2 窗函数的选择¶

(1) 矩形窗¶

(2) 汉宁窗 (Hanning)¶

(3) 海明窗 (Hamming)¶

3.8 傅里叶变换并生成语谱图¶

3.8.1 语谱图¶

3.8.2 分析¶

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3.5 预加重（Pre-emphasis）¶