{"cells": [{"cell_type": "code", "execution_count": 1, "metadata": {"school_cell_uuid": "d4dfb4f4745148b590e2fdf43109d125"}, "outputs": [{"data": {"text/plain": ["array([ 1.76405235,  0.40015721,  0.97873798,  2.2408932 ,  1.86755799,\n", "       -0.97727788,  0.95008842, -0.15135721, -0.10321885,  0.4105985 ,\n", "        0.14404357,  1.45427351,  0.76103773,  0.12167502,  0.44386323,\n", "        0.33367433,  1.49407907, -0.20515826,  0.3130677 , -0.85409574,\n", "       -2.55298982])"]}, "execution_count": 1, "metadata": {}, "output_type": "execute_result"}], "source": ["np.random.seed(0)\n", "x = np.random.normal(size=21)\n", "x"]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [{"data": {"image/png": 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"text/plain": ["<Figure size 2400x1500 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["bins = np.linspace(-4, 4, 17)\n", "sns.distplot(x, rug=True, kde=False, bins=bins)\n", "plt.title(\"\ud788\uc2a4\ud1a0\uadf8\ub7a8\uc73c\ub85c \ub098\ud0c0\ub0b8 \ub370\uc774\ud130 \ubd84\ud3ec\")\n", "plt.xlabel(\"x\")\n", "plt.show()"]}, {"cell_type": "code", "execution_count": 3, "metadata": {"school_cell_uuid": "b9c8e344804f479a94ccb02f53a9c4c6"}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["\ud45c\ubcf8\ud3c9\uade0 = 0.4206524782418389, \ud45c\ubcf8\uc911\uc559\uac12 = 0.4001572083672233\n"]}], "source": ["print(\"\ud45c\ubcf8\ud3c9\uade0 = {}, \ud45c\ubcf8\uc911\uc559\uac12 = {}\".format(np.mean(x), np.median(x)))"]}, {"cell_type": "code", "execution_count": 4, "metadata": {"school_cell_uuid": "6c326e483ca84464a41bf2b36e93c9be"}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["\ucd5c\ube48\uad6c\uac04 = 0.0~0.5\n"]}], "source": ["ns, _ = np.histogram(x, bins=bins)\n", "m_bin = np.argmax(ns)\n", "print(\"\ucd5c\ube48\uad6c\uac04 = {}~{}\".format(bins[m_bin], bins[m_bin + 1]))"]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [{"data": {"image/png": 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"text/plain": ["<Figure size 2400x1500 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["np.random.seed(1)\n", "x = np.random.normal(size=1000)\n", "x = np.hstack([x, 5 * np.ones(50)])\n", "bins = np.linspace(-6, 6, 12 * 4 + 1)\n", "ns, _ = np.histogram(x, bins=bins)\n", "\n", "sample_mean = np.mean(x)\n", "sample_median = np.median(x)\n", "mode_index = np.argmax(ns)\n", "sample_mode = 0.5 * (bins[mode_index] + bins[mode_index + 1])\n", "\n", "sns.distplot(x, bins=bins)\n", "plt.axvline(sample_mean, c='k', ls=\":\", label=\"\ud45c\ubcf8\ud3c9\uade0\")\n", "plt.axvline(sample_median, c='k', ls=\"--\", label=\"\ud45c\ubcf8\uc911\uc559\uac12\")\n", "plt.axvline(sample_mode, c='k', ls=\"-\", label=\"\ud45c\ubcf8\ucd5c\ube48\uac12\")\n", "plt.title(\"\ud45c\ubcf8\ud3c9\uade0, \ud45c\ubcf8\uc911\uc559\uac12, \ud45c\ubcf8\ucd5c\ube48\uac12\uc758 \ucc28\uc774\")\n", "plt.xlabel(\"x\")\n", "plt.legend()\n", "plt.show()"]}, {"cell_type": "code", "execution_count": 6, "metadata": {"school_cell_uuid": "26ad1a98533640bc9274215f0c927284"}, "outputs": [], "source": ["sp.random.seed(0)\n", "x = sp.stats.norm(0, 2).rvs(1000)  # \ud3c9\uade0=0, \ud45c\uc900\ud3b8\ucc28=2 \uc778 \uc815\uaddc\ubd84\ud3ec \ub370\uc774\ud130 \uc0dd\uc131"]}, {"cell_type": "code", "execution_count": 7, "metadata": {"school_cell_uuid": "4d301ef71ead4525ac14a453a1e52aff"}, "outputs": [{"data": {"text/plain": ["(3.896937825248617, 1.9740663173380515)"]}, "execution_count": 7, "metadata": {}, "output_type": "execute_result"}], "source": ["np.var(x), np.std(x) # \ud3b8\ud5a5 \ud45c\ubcf8\ubd84\uc0b0, \ud45c\ubcf8\ud45c\uc900\ud3b8\ucc28"]}, {"cell_type": "code", "execution_count": 8, "metadata": {"school_cell_uuid": "ab251cff5c04432c9b49593590e13fa2"}, "outputs": [{"data": {"text/plain": ["(3.900838663912529, 1.9750540913890255)"]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}], "source": ["np.var(x, ddof=1), np.std(x, ddof=1)  # \ube44\ud3b8\ud5a5 \ud45c\ubcf8\ubd84\uc0b0, \ud45c\ubcf8\ud45c\uc900\ud3b8\ucc28"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"data": {"text/plain": ["(0.03385895323565712, -0.0467663244783294)"]}, "execution_count": 9, "metadata": {}, "output_type": "execute_result"}], "source": ["sp.stats.skew(x), sp.stats.kurtosis(x)  "]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"text/plain": ["(0.0, 3.896937825248617, 0.2604706193725514, 44.84817401965371)"]}, "execution_count": 10, "metadata": {}, "output_type": "execute_result"}], "source": ["sp.stats.moment(x, 1), sp.stats.moment(x, 2), sp.stats.moment(x, 3), sp.stats.moment(x, 4)"]}], "metadata": {"celltoolbar": "Edit Metadata", "kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0"}, "pycharm": {"stem_cell": {"cell_type": "raw", "metadata": {"collapsed": false}, "source": []}}, "toc": {"base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false}}, "nbformat": 4, "nbformat_minor": 4}