{"cells": [{"metadata": {"trusted": true}, "cell_type": "code", "source": "import pandas as pd\nimport seaborn as sns\nimport fmz\n\ndf = fmz.get_bars('MA001', start='2018-01-01 08:00:00', end='2019-10-31') \nreturns = df.pct_change().dropna()\nsns.distplot(returns.iloc[:,0:1])", "execution_count": 2, "outputs": [{"output_type": "execute_result", "execution_count": 2, "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fd1b8018278>"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "<Figure size 432x288 with 1 Axes>", "image/png": "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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {"trusted": true, "scrolled": true}, "cell_type": "code", "source": "df1 = fmz.get_bars('btc_usd_bitfinex', start='2017-01-01', end='2018-01-31') \ndf2 = fmz.get_bars('eth_usd_bitfinex', start='2017-01-01', end='2018-01-31')\n\nreturns_a = df1.pct_change().dropna()\nreturns_b = df2.pct_change().dropna()\n\nsns.jointplot(df1['open'], df2['open'], kind='reg', height=12)", "execution_count": 3, "outputs": [{"output_type": "execute_result", "execution_count": 3, "data": {"text/plain": "<seaborn.axisgrid.JointGrid at 0x7f9fda15b198>"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "<Figure size 864x864 with 3 Axes>", "image/png": "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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "returns = df1.pct_change().dropna()\nsns.distplot(returns.iloc[:,0:1])", "execution_count": 6, "outputs": [{"output_type": "execute_result", "execution_count": 6, "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f5250283208>"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "<Figure size 432x288 with 1 Axes>", "image/png": "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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "sns.violinplot(returns,size=24)", "execution_count": 7, "outputs": [{"output_type": "execute_result", "execution_count": 7, "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f524dc3a320>"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "<Figure size 432x288 with 1 Axes>", "image/png": "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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {"trusted": true, "scrolled": true}, "cell_type": "code", "source": "sns.pairplot(returns, diag_kind='kde', size=2.4)", "execution_count": 9, "outputs": [{"output_type": "execute_result", "execution_count": 9, "data": {"text/plain": "<seaborn.axisgrid.PairGrid at 0x7f51d6bd6be0>"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "<Figure size 864x864 with 30 Axes>", "image/png": "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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "sns.heatmap(returns.corr())", "execution_count": 10, "outputs": [{"output_type": "execute_result", "execution_count": 10, "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f51d5d98470>"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "<Figure size 432x288 with 2 Axes>", "image/png": "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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "sns.clustermap(returns.corr())", "execution_count": 11, "outputs": [{"output_type": "execute_result", "execution_count": 11, "data": {"text/plain": "<seaborn.matrix.ClusterGrid at 0x7f51d5cd6978>"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "<Figure size 720x720 with 4 Axes>", "image/png": "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\n"}, "metadata": {"needs_background": "light"}}]}], "metadata": {"kernelspec": {"name": "python3", "display_name": "Python 3", "language": "python"}, "language_info": {"name": "python", "version": "3.6.8", "mimetype": "text/x-python", "codemirror_mode": {"name": "ipython", "version": 3}, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py"}, "toc": {"base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "MarkDown\u83dc\u5355", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false}}, "nbformat": 4, "nbformat_minor": 1}