From 3f4a114771bd5c6c1206953363a3fe1a7af445fe Mon Sep 17 00:00:00 2001 From: Jalen Jones Date: Sun, 14 Mar 2021 23:40:38 -0600 Subject: [PATCH 1/9] Added my first working plot in a jupyter notebook --- .gitignore | 1 + Jalen Scratch.ipynb | 113 ++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 114 insertions(+) create mode 100644 .gitignore create mode 100644 Jalen Scratch.ipynb diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..87620ac --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +.ipynb_checkpoints/ diff --git a/Jalen Scratch.ipynb b/Jalen Scratch.ipynb new file mode 100644 index 0000000..d27ea43 --- /dev/null +++ b/Jalen Scratch.ipynb @@ -0,0 +1,113 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import numpy\n", + "import matplotlib.pyplot as plt\n", + "\n", + "a = numpy.loadtxt('samples/1.raw',skiprows=1,delimiter=',')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt.plot(a[:,0],a[:,1])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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XLPD/U3w9jYoKD6CaIqMSpanT1Ro0dObP5Ml+wLjrLl8Q68orffbIRRf56zDf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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(a[:,0],a[:,1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda root]", + "language": "python", + "name": "conda-root-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From e79070a04837ef2bfa6121e0c3400d33637ba72f Mon Sep 17 00:00:00 2001 From: Jalen Jones Date: Mon, 15 Mar 2021 00:03:32 -0600 Subject: [PATCH 2/9] Added a second plot to notebook: graph looks similar --- Jalen Scratch.ipynb | 33 +++++++++++++++++++++++++++++++++ 1 file changed, 33 insertions(+) diff --git a/Jalen Scratch.ipynb b/Jalen Scratch.ipynb index d27ea43..df0394b 100644 --- a/Jalen Scratch.ipynb +++ b/Jalen Scratch.ipynb @@ -79,6 +79,39 @@ "plt.plot(a[:,0],a[:,1])" ] }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ee+e3nl69vNPxTTfV72Z+99zj2zo3/e2MdOvmQ4OToSW+keOAAf5c+v4zS5Z4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\nDlhoZj8CfmFm40MIO+rzwuJOuMOH1+e3RUREpC6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D2pE0kO1qYHrZfWlxHjYFniEdcdwe\n2BN4DLi87L60Mg+5+W4A7m50ve16eoiIuFnSeGAhaUfzALBvRLychXQA2+Tin5b0ddKzOY4hVciH\nRzaSdJXVm4vM/UD/wFVTSTvwZ0gXnVVSA3k4knQ04ZLs1e860pXxldVALsaQfqQmkm5jfII0KOmV\nLWt0ARr8boxKDeTiQ8B5pOdxrAIeAvaJiLta1+rma2Df8aakGcDFpD/yXiEVMPNb2vAma+S7IWlz\n4ADSPrQhHjDRzMzMKqEtr2kxMzOz6nHRYmZmZpXgosXMzMwqwUWLmZmZVYKLFjMzM6sEFy1mZmZW\nCS5azMzMrBJctJiZmVkluGgxMzOzSnDRYmZmZpXgosXMzMwq4X82j52imaH7eQAAAABJRU5ErkJg\ngg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "a = numpy.loadtxt('samples/2.raw',skiprows=1,delimiter=',')\n", + "plt.plot(a[:,0],a[:,1])" + ] + }, { "cell_type": "code", "execution_count": null, From 49c5f03b8ff61ee595088079da1973cebbd621bb Mon Sep 17 00:00:00 2001 From: Jalen Jones Date: Fri, 19 Mar 2021 21:57:03 -0600 Subject: [PATCH 3/9] started to figure out linear fit --- Jalen Scratch.ipynb | 62 +++++++++++++++++++++++++++++++++++---------- 1 file changed, 49 insertions(+), 13 deletions(-) diff --git a/Jalen Scratch.ipynb b/Jalen Scratch.ipynb index df0394b..5cd7f7f 100644 --- a/Jalen Scratch.ipynb +++ b/Jalen Scratch.ipynb @@ -24,7 +24,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 3, @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -57,18 +57,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 5, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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XLPD/U3w9jYoKD6CaIqMSpanT1Ro0dObP5Ml+wLjrLl8Q68orffbIRRf56zDf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\n", 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hxZAWTFg4gYaVG/LxTR+r0ykPUbARERHZDVOXTaXVsFZ8Mf0LEo9MVKdTHqVgIyIishOL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\nrkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -76,12 +76,19 @@ } ], "source": [ - "plt.plot(a[:,0],a[:,1])" + "plt.plot(a[:,0],a[:,1])\n", + "stop = 15\n", + "x = a[:stop,0]\n", + "y = a[:stop,1]\n", + "a = numpy.loadtxt('samples/1.raw',skiprows=1,delimiter=',')\n", + "a_1, a_0 = numpy.polyfit(x,y,1)\n", + "fit = numpy.poly1d((a_1,a_0))\n", + "plt.plot(a[:,0],fit(a[:,0]))" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -89,18 +96,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 6, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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ee+e3nl69vNPxTTfV72Z+99zj2zo3/e2MdOvmQ4OToSW+keOAAf5c+v4zS5Z4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\ngg==\n", + "image/png": 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T+GrlV7Sq3Yq+5/fl6Pijw25LcomCjYiIFApL1i6hw+gOfLjwQxod1Yjpt02n0VGNwm5L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\nvz7EGzQIHgvBh0fOfI86KnhM6dJBAIt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ooFwEykMF5SJQHjInk0dsHLgOaAW0BnYF7ip/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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -108,8 +115,37 @@ } ], "source": [ + "stop = 7\n", + "x = a[:stop,0]\n", + "y = a[:stop,1]\n", "a = numpy.loadtxt('samples/2.raw',skiprows=1,delimiter=',')\n", - "plt.plot(a[:,0],a[:,1])" + "plt.plot(a[:,0],a[:,1])\n", + "a_1, a_0 = numpy.polyfit(x,y,1)\n", + "fit = numpy.poly1d((a_1,a_0))\n", + "plt.plot(a[:,0],fit(a[:,0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "120" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b = numpy.loadtxt('samples/2.raw',skiprows=1,delimiter=',')\n", + "len(b)" ] }, { From e7b4f282d97aaa66be57ac6a3fd8248a95033217 Mon Sep 17 00:00:00 2001 From: Jalen Jones Date: Fri, 19 Mar 2021 22:28:44 -0600 Subject: [PATCH 4/9] linear fit returns Young's Modulus --- Jalen Scratch.ipynb | 36 ++++++++++++++++++++++-------------- 1 file changed, 22 insertions(+), 14 deletions(-) diff --git a/Jalen Scratch.ipynb b/Jalen Scratch.ipynb index 5cd7f7f..d66aaa1 100644 --- a/Jalen Scratch.ipynb +++ b/Jalen Scratch.ipynb @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -57,18 +57,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 12, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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hxZAWTFg4gYaVG/LxTR+r0ykPUbARERHZDVOXTaXVsFZ8Mf0LEo9MVKdTHqVgIyIishOL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\nrkJggg==\n", 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ZZbyfHEBnzpyptcnmnZtVRouOmTUm6XUsWKDap4/qpk1Fzy1dqgqqEyfa46OP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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -77,37 +77,44 @@ ], "source": [ "plt.plot(a[:,0],a[:,1])\n", - "stop = 15\n", + "stop = 12\n", "x = a[:stop,0]\n", "y = a[:stop,1]\n", "a = numpy.loadtxt('samples/1.raw',skiprows=1,delimiter=',')\n", "a_1, a_0 = numpy.polyfit(x,y,1)\n", "fit = numpy.poly1d((a_1,a_0))\n", - "plt.plot(a[:,0],fit(a[:,0]))" + "plt.plot(a[:stop,0],fit(a[:stop,0]))" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4227107.5145035945\n" + ] + }, { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 14, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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T+GrlV7Sq3Yq+5/fl6Pijw25LcomCjYiIFApL1i6hw+gOfLjwQxod1Yjpt02n0VGNwm5L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\n", 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cs5v53Xuvb+u85LczpXNnHxocD1qiGzn26+ePJe8/s3Spd9vkGrSAT2jXrp2f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\nWvKk5IMSmm04mkMPaVnoXREREWmSFLTkyVs7Szh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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -115,14 +122,15 @@ } ], "source": [ - "stop = 7\n", + "stop = 10\n", "x = a[:stop,0]\n", "y = a[:stop,1]\n", "a = numpy.loadtxt('samples/2.raw',skiprows=1,delimiter=',')\n", "plt.plot(a[:,0],a[:,1])\n", "a_1, a_0 = numpy.polyfit(x,y,1)\n", + "print(a_1)\n", "fit = numpy.poly1d((a_1,a_0))\n", - "plt.plot(a[:,0],fit(a[:,0]))" + "plt.plot(a[:stop,0],fit(a[:stop,0]))" ] }, { From 18c89fba436653eb42a63702ffedf67d9a8e061c Mon Sep 17 00:00:00 2001 From: Jalen Jones Date: Fri, 19 Mar 2021 22:49:46 -0600 Subject: [PATCH 5/9] Got all of the Young's moduli --- Jalen Scratch.ipynb | 1067 ++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 1044 insertions(+), 23 deletions(-) diff --git a/Jalen Scratch.ipynb b/Jalen Scratch.ipynb index d66aaa1..d9d19ab 100644 --- a/Jalen Scratch.ipynb +++ b/Jalen Scratch.ipynb @@ -88,49 +88,1070 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def get_modulus(fname):\n", + " a = numpy.loadtxt(fname,skiprows=1,delimiter=',')\n", + " stop = 10\n", + " x = a[:stop,0]\n", + " y = a[:stop,1]\n", + " \n", + "#plt.plot(a[:,0],a[:,1])\n", + " a_1, a_0 = numpy.polyfit(x,y,1)\n", + "#print(a_1)\n", + "#fit = numpy.poly1d((a_1,a_0))\n", + "#plt.plot(a[:stop,0],fit(a[:stop,0]))\n", + " return a_1\n", + "moduli = []\n", + "for i in range(999):\n", + " fname = \"samples/\"+str(i)+\".raw\"\n", + " moduli.append(get_modulus(fname))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4227107.5145035945\n" - ] - }, { "data": { "text/plain": [ - "[]" + "[2550687.1702633803,\n", + " 2352200.831932312,\n", + " 4227107.5145035945,\n", + " 4485375.397215831,\n", + " 2878190.878514462,\n", + " 2993328.8117715595,\n", + " 3508611.657288583,\n", + " 2400047.0530644082,\n", + " 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cs5v53Xuvb+u85LczpXNnHxocD1qiGzn26+ePJe8/s3Spd9vkGrSAT2jXrp2f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\nWvKk5IMSmm04mkMPaVnoXREREWmSFLTkyVs7Szh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RzdYhIj4MvI0cWkaEPdgmArg/In5e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\n/g9192T6+PP3ogAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "4227107.5145035945" ] }, + "execution_count": 31, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "stop = 10\n", - "x = a[:stop,0]\n", - "y = a[:stop,1]\n", - "a = numpy.loadtxt('samples/2.raw',skiprows=1,delimiter=',')\n", - "plt.plot(a[:,0],a[:,1])\n", - "a_1, a_0 = numpy.polyfit(x,y,1)\n", - "print(a_1)\n", - "fit = numpy.poly1d((a_1,a_0))\n", - "plt.plot(a[:stop,0],fit(a[:stop,0]))" + "get_modulus('samples/2.raw')" ] }, { From c86cefe6960a1942cbd29e7611bb175ca1648e99 Mon Sep 17 00:00:00 2001 From: Jalen Jones Date: Fri, 19 Mar 2021 23:09:29 -0600 Subject: [PATCH 6/9] found average and standard deviation of Young's Modulus (completed project) --- Jalen Scratch.ipynb | 89 +++++++++++++++++++++------------------------ 1 file changed, 42 insertions(+), 47 deletions(-) diff --git a/Jalen Scratch.ipynb b/Jalen Scratch.ipynb index d9d19ab..1158b4d 100644 --- a/Jalen Scratch.ipynb +++ b/Jalen Scratch.ipynb @@ -114,7 +114,47 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2839761.905057464\n" + ] + } + ], + "source": [ + "average = sum(moduli)/len(moduli)#average Young's Modulus\n", + "print(average)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "895172.4476987906\n" + ] + } + ], + "source": [ + "stdev = numpy.std(moduli)#standard deviation of Young's Modulus\n", + "print(stdev)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, "metadata": { "collapsed": false }, @@ -1123,7 +1163,7 @@ " 2184281.549645025]" ] }, - "execution_count": 34, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -1132,51 +1172,6 @@ "moduli" ] }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "4227107.5145035945" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "get_modulus('samples/2.raw')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "120" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "b = numpy.loadtxt('samples/2.raw',skiprows=1,delimiter=',')\n", - "len(b)" - ] - }, { "cell_type": "code", "execution_count": null, From 1ff622080d92911477a63b9ea452841ea56e6fa5 Mon Sep 17 00:00:00 2001 From: Jalen Jones Date: Fri, 26 Mar 2021 12:37:55 -0600 Subject: [PATCH 7/9] Made some changes suggested by Professor Jankowski --- Jalen Scratch.ipynb | 42 ++++++++++++++++++++++++++---------------- 1 file changed, 26 insertions(+), 16 deletions(-) diff --git a/Jalen Scratch.ipynb b/Jalen Scratch.ipynb index 1158b4d..86e1fdb 100644 --- a/Jalen Scratch.ipynb +++ b/Jalen Scratch.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 49, "metadata": { "collapsed": false }, @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 50, "metadata": { "collapsed": false }, @@ -24,12 +24,22 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 3, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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XLPD/U3w9jYoKD6CaIqMSpanT1Ro0dObP5Ml+wLjrLl8Q68orffbIRRf56zDf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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -38,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 51, "metadata": { "collapsed": true }, @@ -49,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 52, "metadata": { "collapsed": false }, @@ -57,18 +67,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 20, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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ZZbyfHEBnzpyptcnmnZtVRouOmTUm6XUsWKDap4/qpk1Fzy1dqgqqEyfa46OP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\n3A/VU7XQIulZSR0Fr3ZJnyuqGSXpVkmvSVoh6TJJfYpqDpd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49TRKSjyAqo+MSpSmTlVrUNOZPxMm+Anj3nt9Qaxrr/XZI5dd5u/DXAPNP/7R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\nzMysZ/0Xjz/Liz76w10AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -77,7 +87,7 @@ ], "source": [ "plt.plot(a[:,0],a[:,1])\n", - "stop = 12\n", + "stop = 5\n", "x = a[:stop,0]\n", "y = a[:stop,1]\n", "a = numpy.loadtxt('samples/1.raw',skiprows=1,delimiter=',')\n", @@ -88,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 53, "metadata": { "collapsed": false }, @@ -114,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 56, "metadata": { "collapsed": false }, @@ -134,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 55, "metadata": { "collapsed": false }, @@ -154,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 57, "metadata": { "collapsed": false }, @@ -1163,7 +1173,7 @@ " 2184281.549645025]" ] }, - "execution_count": 41, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } From 0b6788795be70dd8eb0b76a9a0759f29ab0c4a50 Mon Sep 17 00:00:00 2001 From: Jalen Jones Date: Thu, 6 May 2021 12:25:26 -0600 Subject: [PATCH 8/9] Changed stop to 4 instead of 5 --- Jalen Scratch.ipynb | 22 ++++++++++++---------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/Jalen Scratch.ipynb b/Jalen Scratch.ipynb index 86e1fdb..99c66f8 100644 --- a/Jalen Scratch.ipynb +++ b/Jalen Scratch.ipynb @@ -87,7 +87,7 @@ ], "source": [ "plt.plot(a[:,0],a[:,1])\n", - "stop = 5\n", + "stop = 4\n", "x = a[:stop,0]\n", "y = a[:stop,1]\n", "a = numpy.loadtxt('samples/1.raw',skiprows=1,delimiter=',')\n", @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 58, "metadata": { "collapsed": false }, @@ -117,14 +117,14 @@ "#plt.plot(a[:stop,0],fit(a[:stop,0]))\n", " return a_1\n", "moduli = []\n", - "for i in range(999):\n", + "for i in range(1000):\n", " fname = \"samples/\"+str(i)+\".raw\"\n", " moduli.append(get_modulus(fname))" ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 59, "metadata": { "collapsed": false }, @@ -133,7 +133,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "2839761.905057464\n" + "2841676.341589874\n" ] } ], @@ -144,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 60, "metadata": { "collapsed": false }, @@ -153,7 +153,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "895172.4476987906\n" + "896768.5206213011\n" ] } ], @@ -164,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 61, "metadata": { "collapsed": false }, @@ -1170,10 +1170,11 @@ " 3349635.09496172,\n", " 2773436.5812360025,\n", " 2248355.543500523,\n", - " 2184281.549645025]" + " 2184281.549645025,\n", + " 4754198.437468158]" ] }, - "execution_count": 57, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -1193,6 +1194,7 @@ } ], "metadata": { + "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda root]", "language": "python", From ad2a738d85ea4f5799a9e460fb085c27b8371649 Mon Sep 17 00:00:00 2001 From: Jalen Jones Date: Fri, 7 May 2021 01:21:01 -0600 Subject: [PATCH 9/9] Created o new simpler project1 --- Jalen Scratch.ipynb | 80 +++++++++++++++++++-------------------------- 1 file changed, 34 insertions(+), 46 deletions(-) diff --git a/Jalen Scratch.ipynb b/Jalen Scratch.ipynb index 99c66f8..3d32838 100644 --- a/Jalen Scratch.ipynb +++ b/Jalen Scratch.ipynb @@ -2,10 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 49, - "metadata": { - "collapsed": false - }, + "execution_count": 1, + "metadata": {}, "outputs": [], "source": [ "import numpy\n", @@ -16,29 +14,29 @@ }, { "cell_type": "code", - "execution_count": 50, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 50, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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XLPD/U3w9jYoKD6CaIqMSpanT1Ro0dObP5Ml+wLjrLl8Q68orffbIRRf56zDf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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -48,10 +46,8 @@ }, { "cell_type": "code", - "execution_count": 51, - "metadata": { - "collapsed": true - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "matplotlib inline" @@ -59,29 +55,29 @@ }, { "cell_type": "code", - "execution_count": 52, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 52, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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49TRKSjyAqo+MSpSmTlVrUNOZPxMm+Anj3nt9Qaxrr/XZI5dd5u/DXAPNP/7R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\nzMysZ/0Xjz/Liz76w10AAAAASUVORK5CYII=\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -98,10 +94,8 @@ }, { "cell_type": "code", - "execution_count": 58, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [], "source": [ "def get_modulus(fname):\n", @@ -124,10 +118,8 @@ }, { "cell_type": "code", - "execution_count": 59, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -144,10 +136,8 @@ }, { "cell_type": "code", - "execution_count": 60, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -164,10 +154,8 @@ }, { "cell_type": "code", - "execution_count": 61, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { @@ -1174,7 +1162,7 @@ " 4754198.437468158]" ] }, - "execution_count": 61, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -1196,9 +1184,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [conda root]", + "display_name": "Python 3", "language": "python", - "name": "conda-root-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1210,7 +1198,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.8.5" } }, "nbformat": 4,