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/ float(len(a))\n", + "\n", + "import functools\n", + "def mean2(a):\n", + " return functools.reduce(lambda x, y: x + y, a) / float(len(a))\n", + "\n", + "print(mean1(dizi))\n", + "print(mean2(dizi))" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "def median(ls):\n", + " # orjinla diziyi bozmayalım diye kopyasını alallım\n", + " data = sorted(ls)\n", + "\n", + " # // --> Floor division\n", + " mid = len(data) // 2\n", + "\n", + " # ~ --> bitwise not\n", + " # https://www.w3schools.com/python/trypython.asp?filename=demo_oper_not\n", + " med = (data[mid] + data[~mid]) / 2\n", + " return med\n", + "\n", + "print(median(dizi))\n", + "\n", + "import statistics\n", + "print(statistics.median(dizi))\n", + "statistics.mode(dizi)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "source": [ + "Varyans = Topla((Her terim - ortalama))^2 / n\n", + "* Varyans, verinin ortalamadan ne kadar uzaksadığının / yakınsadığının ölçüsü\n", + "* Veri örneğinin varyansı için, yine tüm değerlerin ortalaması kullanılır ama n-1'e bölünür.\n", + "\n", + "Standart Sapma = karekök(varyans)" + ], + "metadata": { + "collapsed": false + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/YZM509/nb/02_matplot.ipynb b/YZM509/nb/02_matplot.ipynb new file mode 100644 index 0000000..e8f72d9 --- /dev/null +++ b/YZM509/nb/02_matplot.ipynb @@ -0,0 +1,119 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "years = list(range(1950,2011, 10))\n", + "gdp = [300.2, 543.3, 1075.9, 2862.5, 5959.6, 10289.7, 14958.3]\n", + "\n", + "#create a line chart, years on x-axis, gdp on y-axis\n", + "plt.plot(years, gdp, color='green', marker='o', linestyle='solid')\n", + "\n", + "#add a title\n", + "plt.title(\"Nominal GDP\")\n", + "\n", + "#add a lebel to the y-axis\n", + "plt.ylabel(\"Billions of $\")\n", + "\n", + "#add a label to the x-axis\n", + "plt.xlabel(\"Year\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "years = list(range(1950,2011, 10))\n", + "gdp1 = [300.2, 543.3, 1075.9, 2862.5, 5959.6, 10289.7, 14958.3]\n", + "gdp2 = [226.2, 362.3, 928.0, 1992.0, 4931.0, 7488.0, 12147.0]\n", + "gdp3 = [1206.0, 1057.0, 1081.0, 2940.0, 8813.0, 13502.0, 19218.0]\n", + "\n", + "# create a line chart, years on x-axis, gdp on y-axis\n", + "# use format string to specify color, marker and line style\n", + "# e.g. `bo-`: color=`blue`, marker=`o`, linestyle=`solid`\n", + "# detailed info: https://python-course.eu/numerical-programming/formatting-plot-in-matplotlib.php\n", + "plt.plot(years, gdp1, 'bo-',\n", + " years, gdp2, 'r*:',\n", + " years, gdp3, 'gd-.')\n", + "\n", + "# add a title\n", + "plt.title(\"Nominal GDP\")\n", + "\n", + "# add a label to the y-axis\n", + "plt.ylabel(\"Billions of $\")\n", + "\n", + "# add a label to the x-axis\n", + "plt.xlabel(\"Year\")\n", + "\n", + "# add a legend\n", + "plt.legend(['Country A', 'Country B', 'Country C'])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/YZM509/nb/readme.md b/YZM509/nb/readme.md new file mode 100644 index 0000000..1193dcb --- /dev/null +++ b/YZM509/nb/readme.md @@ -0,0 +1 @@ +ipynb's which are worked through the course \ No newline at end of file