class EmptyAlgoToShareNotebooks(QCAlgorithm):

    def Initialize(self):
        self.SetStartDate(2020,12,1)  # Set Start Date
        self.SetCash(1)  # Set Strategy Cash

    def OnData(self, data):
        pass

import matplotlib.dates as mdates
import matplotlib.pyplot as plt
import pandas as pd
import numpy as np
import seaborn as sns


def plot_df(df, color='blue', size=(16, 7), legend='Close Price', y_label='Price in USD', title=None, kind='line'):
    plt.style.use('dark_background')
    plt.rcParams["figure.figsize"] = size
    ax = df.plot(kind=kind)
    plt.title(title)
    plt.ylabel(y_label)
    x = 0.1
    y = 0.05
    plt.text(x, y, 'www.ostirion.net', fontsize=15, transform=ax.transAxes)
    plt.legend(ncol=int(len(df.columns) / 2))
    date_form = mdates.DateFormatter("%m-%Y")
    plt.xticks(rotation=45);
    plt.show()
    
def plot_corr_hm(df, title='Title', size=(16, 7), annot = True):
    corr = df.corr()
    plt.style.use('dark_background')
    plt.rcParams["figure.figsize"] = size
    mask = np.triu(np.ones_like(corr, dtype=bool))
    cmap = sns.color_palette("RdBu")
    ax = sns.heatmap(corr, mask=mask, vmax=.3, center=0, cmap=cmap, annot=annot,
                     square=True, linewidths=0, cbar_kws={"shrink": .5}, fmt='g')
    ax.set_title(title)
    plt.setp(ax.get_yticklabels(), rotation=0);
    plt.setp(ax.get_xticklabels(), rotation=90);
    plt.show()

def plot_cm(df, title='Title', size=(16,7)):
    plt.style.use('dark_background')
    plt.rcParams["figure.figsize"] = size
    cmap = sns.color_palette("Blues")
    ax = sns.heatmap(df, cmap=cmap, annot=True, linewidths=0, cbar_kws={"shrink": .5}, fmt='g')
    ax.set_title(title)
    plt.xlabel('Predicted')
    plt.ylabel('True')
    plt.setp(ax.get_xticklabels(), rotation=0);

def plot_hm(df, title='Title', size=(16, 7), annot = True, x_rot=90):

    plt.style.use('dark_background')
    plt.rcParams["figure.figsize"] = size

    cmap = sns.color_palette("RdBu")
    ax = sns.heatmap(df, vmax=.3, center=0, cmap=cmap, annot=annot,
                     square=True, linewidths=0, cbar_kws={"shrink": .5}, fmt='g')
    ax.set_title(title)
    plt.setp(ax.get_yticklabels(), rotation=0);
    plt.setp(ax.get_xticklabels(), rotation=x_rot);
    plt.show()