From a55501170b118e84e1b1781ed6aa8420e4e24b41 Mon Sep 17 00:00:00 2001 From: Viktoria Wastring Date: Wed, 11 Oct 2017 20:18:54 -0400 Subject: [PATCH 1/2] completed --- Mini project 3.ipynb | 413 + Project write up and reflection.docx | Bin 0 -> 119121 bytes wuthering_heights.link.txt | 12486 +++++++++++++++++++++++++ 3 files changed, 12899 insertions(+) create mode 100644 Mini project 3.ipynb create mode 100644 Project write up and reflection.docx create mode 100644 wuthering_heights.link.txt diff --git a/Mini project 3.ipynb b/Mini project 3.ipynb new file mode 100644 index 0000000..a2410d0 --- /dev/null +++ b/Mini project 3.ipynb @@ -0,0 +1,413 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Mini project 3 - Text mining and analysis\n", + "By Viktoria Wastring" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Analyzing the word frequency of book" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "started by importig the book though the instructions on the course website" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import requests\n", + "wuthering_heights_full_text = requests.get('http://www.gutenberg.org/cache/epub/768/pg768.txt').text\n", + "# print(wuthering_heights_full_text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Making words in text into a dictionary" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import string\n", + "\n", + "def text_file(wuthering_heights_full_text):\n", + " \"\"\"Function which is creating histogram and are putting all words from text_line in the histogram dictionary \"\"\"\n", + " histo = dict()\n", + " wuthei = open(wuthering_heights_full_text)\n", + " for line in wuthei:\n", + " text_line(line, histo)\n", + " return histo\n", + "\n", + "def text_line(line, histo):\n", + " \"\"\"Function which is checking a line in in the text and is replacing punctuation and whitespace and making all characters \n", + " lowercase\"\"\"\n", + " line = line.replace('-', ' ')\n", + " \n", + " for word in line.split():\n", + " word = word.strip(string.punctuation + string.whitespace)\n", + " word = word.lower()\n", + " histo[word] = histo.get(word, 0) + 1\n", + "\n", + "histo = text_file('Wuthering_heights.link.txt')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next i am building a counter which counts the frequency of the most common words in text. In this case I am checking the first 50 words." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def most_common_words(histo):\n", + " \"\"\"Creating a list of tuples to be able to sort the list after frequency. Returning the 50 first elements in the list\n", + " (the 50 most common words in the book and their frequency)\"\"\"\n", + " list_of_tuples = []\n", + " for word, freq in histo.items():\n", + " list_of_tuples.append((freq, word))\n", + " list_of_tuples.sort(reverse = True)\n", + " return list_of_tuples[:50]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After doing this, I created a new dictionary with the most common words in the english language. I then subtracted the new dictionary from my histogram dictionary so that i would get a histogram without the most common words in the english lagnuage. This didn't give me any good results, so i decided to look at the least common words instead. (The code for the things i originally did is in the end of this notebook)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4217" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def least_common_words(histo):\n", + " \"\"\"Function is printing the amount of words that is only mentioned once (frequency = 1)\"\"\"\n", + " list_of_tuples = []\n", + " for word, freq in histo.items():\n", + " list_of_tuples.append((freq, word))\n", + " list_of_tuples.sort()\n", + " words_with_freq1 = []\n", + " for freq, word in list_of_tuples:\n", + " if freq == 1:\n", + " words_with_freq1.append(word)\n", + " return words_with_freq1\n", + "\n", + "l = least_common_words(histo)\n", + "len(l)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next i wanted to create a function which can check any frequency and print the number of words appering that many times. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def num_occurence(histo, num):\n", + " list_of_tuples = []\n", + " for word, freq in histo.items():\n", + " list_of_tuples.append((freq, word))\n", + " list_of_tuples.sort()\n", + " words_with_num = []\n", + " for freq, word in list_of_tuples:\n", + " if freq == num:\n", + " words_with_num.append(word)\n", + " return len(words_with_num)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next I created a function to run through all of the frequencies. To get a better overview of the results i decided to plot it. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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N7mi4LeANEfHXjRUkvbLN+cfY+Hj2nk1t/W5EfKSprbOBnzcUHafNv72IOCrp\nCtICLy8A9rSJxWxoPAdh0+4jwEuzdSeQdP/s2vpXAc+RdEp2xcxnNZxzmI0/2s9rams1u0w5kn4p\nu8pmKzcBp0t6VFZ/l6R64ngb8JfANRHxz309QrMe+R2ETbWI+KikXwH+MZs3/inw4oi4VtK7SVfK\nvJV0+fm6NwLvyVbw+ruG8reRPjq6NpuEvo2N5R7z+r5T0guBt2SX8f4Z8FTgp5EWxLkduGRAD9Ws\na/6aq1kBki4k/eF+44j6+wXgSuDBEXGiQ3WzofBHTGYTRtK/I62/fYGTg42T30GYmVkuv4MwM7Nc\nThBmZpbLCcLMzHI5QZiZWS4nCDMzy/X/ATj83ZcyesyaAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def occurence(histo):\n", + " list_of_i = []\n", + " list_of_occurence = []\n", + " for i in range(5000):\n", + " list_of_occurence.append(num_occurence(histo,i))\n", + " list_of_i.append(i)\n", + " return list_of_i , list_of_occurence\n", + " \n", + "xaxis, yaxis = occurence(histo)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "plt.plot(xaxis, yaxis, 'ro')\n", + "plt.axis([0, 500, 0, 10])\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Number of words ')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.plot(xaxis, yaxis, 'ro')\n", + "plt.axis([0, 5000, 1, 5000])\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Number of words ')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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A2cDkSBxmZlZIvUfHXl2ZlzQTuBT4CHATcHWt7czMbHKre41D0izgz4A+YBVwYkT8ohmB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\nZmaFOHGYmVkh/x+7f7WMHlcBvQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.plot(xaxis, yaxis, 'ro')\n", + "plt.axis([0, 200, 1, 250])\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Number of words ')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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JrjbMzGz43NWGmZnlcoIwM7NctU4Qkk6TdLekeyRdWHU8DZKeIOlaST+SdIek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\nAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.plot(xaxis, yaxis, 'ro')\n", + "plt.axis([0, 200, 0, 40])\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Number of words ')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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IbAQ4/PDD1+8u+ot61H77Jf/ffPAA8KsJU0vl3beK0fGa3HeVGoqMX+QYdWFcrdNSo9kU\nqtsginwP4qVDy4tI0uROqjqgpBOA2yNix7jtImJLRCxExMKaNWuqDlcvyaxM2tncXLl95e170n7q\n1DI8ZtOPv03j6piWGs0WoYkNIiJeO7T8fkRsjojba4z5LOBESbuATwDPk7S1xv7Gq5NklnXf/feH\n5csfvL+NG/NT6rLGy6tr3H5GlalltIZJqXrTlPa2eXPyWEctXz49NZotRnknJ4B3jFnOqnPiY2iM\nY2n7JHVEciJz7doIKflZ5sRm1n3z9jdYDxFzc8nPceOV3c/pp5evZdxjHt5m9epkqXKMurB1a1Lf\n4AT16tXTV6PZlKGtk9SS3pqxeiVwGrA6Ig6s25wkHUvOOYhhTpQzMyuvtUS5iPjA0CAHAW8CXkvy\nsdAH8u5XRkR8DfhaE/syM7Nmjf0mtaRDSb6vsIHkz1KPjoifdVGYmZn1K7dBSHofcAqwBXhyRNzT\nWVVmZta7cX/F9FbgEcCfAT8emm7j7iam2jAzs+k27hxEke9ImJnZIuUmYGZmmdwgzMwskxuEmZll\ncoMwM7NMbhBmZpZpthtE2dS0oklpZVLkmlJm/3VS5Jqut2h6Xt1xqj6msvfv8hhOMk212NJUZyKn\nrpbMyfqKJMVVSZMrkyLX1GRxZeosk0TXVircuDS6vo5LE/evO16TpqkWm1nUnKyv91/+RZbMBjGY\n7XR0Wbu23DZF91t2P2WUqTNv28Gsr23VWKSGPo9LE/evO16TpqkWm1l1G0SlyNGuZc7mWiQprkqa\nXJmkt6bSzMrUWTaJro3EtUk19HFcmrh/3fGaNE212MzqIlFuOhVJiquSJlcmoaypNLMydZZNomsj\ncW3SPvs4Lk3cv+54TZqmWmzJmt0GUSQprkqaXJkUuabSzMrUWSaJrq1UuHFpdH0dlybuX3e8Jk1T\nLbZ01fl8qqslN1GubGpa0aS0MilyTSmz/zopck3XWzQ9r+44VR9T2ft3eQwnmaZabCaxZM9BmJnZ\nWEv3HISZmbXKDcLMzDK5QZiZWSY3CDMzy+QGYWZmmdwgzMwskxuEmZllcoMwM7NMbhBmZpbJDcLM\nzDJ13iAkPVrSVyV9R9J1kt7UdQ1mZjZZH+8gHgDeGhFPBJ4OvEHSE3uoo7xxEZBlbysaJ5kX7XnG\nGfWiVOfnk2X0cp1oy6xa5+fhwAOTy1JyeX6+XlRpkcjVph9TX7GfVcfftm3vcR48D1XiWuvuw7o1\n8nqZh0Nr7a/OTH9NLMBngReM2yZ3NtcujYuALHtb0QjTcdGeZaM+m9xX3f3XGbNM5Gobj6nL2M+q\n42/dmrzGRo/B8uXl4lrr7sO6lfF6ORr2RJ3fz3XuXHcB1gE3Aw8bt91UNIhxEZBVbisSJ1nmvpPi\nKJvcVxP7rzpm2cjVNh5TV7GfVccf91zUjWvt8vFbORnP2XqIqPE7urfpviUdCFwKbI6Iz2TcvhHY\nCHD44Yev3717d8cVjhgXAQnlb8syGifZZLxo21GlZfdfdcw64zT1mLqK/aw6/rhjVDeutcw+rFsZ\nz9kCsD1ClXdZt6YqJO0PfBrYltUcACJiS0QsRMTCmjVrui0wy7gIyCq3FRmjbLxkU1GqXWxfdR9l\nI1fL7r/I9l3FflYdv4nXQZOvJetGG89LnbcfVRZAwN8A/6PofabiIyafgyh/fMosPgfR3Pg+B7E0\nLYZzEMCzgQCuBq5Kl5eMu89UNIiI8RGQZW8rGieZF+15+un1olRXr06W0ct1oi2zal29OmLlyr0v\n2pUrk3Wjj6fMmEUiV5t+TH3FflYdf+vWvcd58DxUaZB192HdGnm9zMNNUeP3tSNHzcwWKUeOmplZ\nK9wgzMwskxuEmZllcoMwM7NMbhBmZpbJDcLMzDK5QZiZWSY3CDMzy+QGYWZmmdwgzMwskxtEXWUT\nvyZt30aCWZmktdFth9Pghpe5ufFpcEUex6S0vCKpc2VSz0a3zVsG+6iSEphVS5lt66iaeFjk9nHH\nsUhK4PBzvd9++z7u0XTEvOe/SopiHUWSC8umOWY9/knHus9EwzoTOXW1TM1kfaPKzrY5afs2Zg+d\nNMvqpPGrzMRa5HFUGStrH0VnHM3bNm+Zm8ufcTdvht6s0KKs/eRtW2em1KqzDRd9vqocx3HjN7G0\nObNumVmD686knPe8N/D7ANgeMUOzuVZZprZBlE38mrR9GwlmRZLeJo1fZBmuscjjqDpW0X3UTecb\nt9+m9tXkc1018bDo81X1OE7r8ap6PPOSC+umOZY51iUec90G4dlc6yib+DVp+zYSzIoksE0av4jh\nGos8jqpjFd1H3XS+ceNDM/vK23+V57pq4mHZ112VZMK88ZvQVrpd12mOZY51icfs2Vz7VDbxa9L6\nNhLMyqS0NTVOkcdRdayi+6ibzjduv20mqjVxXEbXN/m6q5LKN43Hq+p+85IL6ybwlTnWXSb61Xn7\n0dUytR8x+RxEdo0+BzF+Pz4H0czicxAT4XMQPSub+DVp+zYSzMokrY1uO5wGN7zst1/yM6/GIo9j\nUlre6Pq8fRRNPRvdNm8Z7KNKSmBWLWW2raNq4mGR28cdxyIpgcPPtbTv4x5NR8x7/qukKNZRJLmw\nbJpj1uOfdKxrPOa6DcLnIMzMFimfgzAzs1a4QZiZWSY3CDMzy+QGYWZmmdwgzMwskxuEmZllcoMw\nM7NMbhBmZpbJDcLMzDK5QZiZWaZeGoSk4yXdIOn7ks7so4bW5aWINZVQVXTsSQlyRWtvcvtx+yiS\nIjduzDLHvczjGU1RGyTqjabuDafIjSbGnXFGfuJcXtJdkW2Gl0G6W97jH7weRpPNqjyerGM7nAaX\ntf+852q4rknpguOSDussgxqH6x5OyyuyftK+Rx9/3nM62L7sYx55HtfD+vL/GIfUmcipygLMAT8A\nHgMsB74NPHHcfaZ6sr4sebN9Zs0OWmV2yLJj1515ss4MtXVrztpXmZk28457mceTN/tq3jI3V3z7\nItuW2d/okvX4yy5542fNVFtkyXuulsoyePxlZheuuKyHiJih2VyBZwBfHLr+duDt4+4zcw2iTIJW\nlYSqumNXSb+qmpLXRM1F0+HK/BIt+3i8NLtUbXiLZeno8ddtEMtqvf2o5pHAvwxdvwU4ZnQjSRuB\njenVeyTd0EFto+aBfy17p1Jv6/bsyV6/ezc7pB1l6yo09ph9594/5z5lty81Zs6+crfPO5Yl6qv9\nltyKKfNcLUYdPf5dNe/fR4MoJCK2AFv6rEHS9qgxVW5bXFd501qb6yrHdZUjqVZOQh8nqX8EPHro\n+qPSdWZmNkX6aBBXAI+VdISk5cCrgIt7qMPMzMbo/COmiHhA0h8CXyT5i6ZzI+K6rusoqNePuMZw\nXeVNa22uqxzXVU6tumYictTMzLrnb1KbmVkmNwgzM8vkBjFE0i5J10i6avDnYZIOlfQlSTemPw/p\nuKbHp/UMlrskvVnSOyX9aGj9Szqo5VxJt0u6dmhd7vGR9PZ0OpUbJL2o47reJ+l6SVdLukjSqnT9\nOkm/GDpuH+24rtznrefj9cmhmnZJuipd3+XxerSkr0r6jqTrJL0pXd/ra2xMXb2+xsbU1dxrrM63\n7BbbQvK9kvmRdf8dODO9fCbw3h7rmwN+AqwF3gm8rePxnwscDVw76fgATySZRuUhwBEk06vMdVjX\nC4Fl6eX3DtW1bni7Ho5X5vPW9/Eauf0DwDt6OF6HAUenlw8Cvpcel15fY2Pq6vU1Nqauxl5jfgcx\n2UnA+enl84GTe6zl+cAPImJ3H4NHxGXAT0dW5x2fk4BPRMQvI+KHwPeBp3VVV0RcEhEPpFe/SfJ9\nm07lHK88vR6vAUkCXgFc0MbY40TErRGxM718N/BdkpkXen2N5dXV92tszPHKU/p4uUHsK4AvS9qh\nZKoPgN+IiFvTyz8BfqOf0oDkOyPD/3DfmL69Pbfrj76G5B2frClVxr142/Q64AtD149I33pfKuk5\nPdST9bxNy/F6DnBbRNw4tK7z4yVpHfAU4FtM0WtspK5hvb7GMupq5DXmBrGvZ0fEUcCLgTdIeu7w\njZG8T+vl74KVfKnwROBT6aqPkMyIexRwK8nHAr3q8/jkkbQJeAAYzPF9K3B4+jy/BfhbSQ/rsKSp\ne95GvJp9/xPS+fGSdCDwaeDNEXHX8G09/xvMrKvv11hGXY29xtwghkTEj9KftwMXkbz9uk3SYQDp\nz9t7Ku/FwM6IuC2t8baI2BMRvwL+mpY+jigg7/j0PqWKpFOBE4AN6S8W0rfXd6aXd5B8Dvu4rmoa\n87xNw/FaBpwCfHKwruvjJWl/kl922yLiM+nq3l9jOXX1/hrLqqvJ15gbRErSSkkHDS6TnIC6lmQa\nkNekm70G+Gw/Fe77P7vBP5jUy0hq7UPe8bkYeJWkh0g6AngscHlXRUk6HvgT4MSIuG9o/RpJc+nl\nx6R13dRhXXnPW6/HK3UccH1E3DJY0eXxSs9/nAN8NyI+OHRTr6+xvLr6fo2Nqau511jbZ9pnZSF5\nS/btdLkO2JSuXw18BbgR+DJwaA+1rQTuBA4eWvc/gWuAq9Mn/rAO6riA5C3r/yP5/PK0cccH2ETy\nv6cbgBd3XNf3ST5vvSpdPppu+zvp83sVsBN4acd15T5vfR6vdP15wB+MbNvl8Xo2ycdHVw89by/p\n+zU2pq5eX2Nj6mrsNeapNszMLJM/YjIzs0xuEGZmlskNwszMMrlBmJlZJjcIMzPL1HminFlXJO0h\n+XO/gZMjYldP5ZjNHP+Zqy1aku6JiAPH3L4s9k62ZmYj/BGTLSmSTpV0saR/IPnyFZL+WNIV6eRm\nfz607SZJ35P0j5IukPS2dP3XJC2kl+cl7UovzynJCBjs6/Xp+mPT+1yoJD9gW/otWCQ9VdI/S/q2\npMslHSTpMklHDdXxj5L+Q1fHyGzAHzHZYnaA0uAb4IcR8bL08tHAkRHxU0kvJJly4GmAgIvTSRrv\nJZk99yiSfyc7gR0TxjsN+HlEPFXSQ4B/knRJettTgH8P/Bj4J+BZki4nmffolRFxRTqh2y9Ipk84\nFXizpMcBD42Ib9c6EmYVuEHYYvaLSGbUHPWliBjkIbwwXa5Mrx9I0jAOAi6KdI4dSRcXGO+FwJGS\nXp5ePzjd1/3A5ZHOcZQ2rXXAz4FbI+IKgEhnCJX0KeAsSX9MMo30eUUfsFmT3CBsKbp36LKAd0fE\nXw1vIOnNY+7/AHs/nn3oyL7eGBFfHNnXscAvh1btYcy/vYi4T9KXSAJeXgGsH1OLWWt8DsKWui8C\nr0vn1EfSIyU9HLgMOFnSAeksvy8dus8u9v7SfvnIvk5Pp2BG0uPSmYHz3AAcJump6fYHpVNuA3wM\n+Evgioj4Wa1HaFaR30HYkhYRl0j6TeAb6Xnje4Dfi4idkj5JMrvv7cAVQ3d7P/C/lKQO/v3Q+o+R\nfHS0Mz0JfQdjImoj4n5JrwQ+LOkAkvMPxwH3RMQOSXcBH2/ooZqV5j9zNStA0jtJfnG/v6PxHgF8\nDXhCJMEvZp3zR0xmU0bSfybJFt7k5mB98jsIMzPL5HcQZmaWyQ3CzMwyuUGYmVkmNwgzM8vkBmFm\nZpn+P2WvBtr8gK8VAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.plot(xaxis, yaxis, 'ro')\n", + "plt.axis([30, 250, 0, 12])\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Number of words ')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.plot(xaxis, yaxis, 'ro')\n", + "plt.axis([30, 5000, 1, 12])\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Number of words ')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# End of project" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is the code i have been writing that i didnt use" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "eng = ['the' , 'he', 'at', 'but', 'there', 'of', 'was', 'be', 'not', 'use', 'and', 'for', 'this', 'what', 'an', 'a', 'on', 'have', 'all', 'each', 'to', 'are', 'from', 'were', 'which', 'in', 'as', 'or', 'we', 'she', 'is', 'with', 'in', 'when', 'do',\n", + " 'you', 'his', 'had', 'your', 'how', 'that', 'they', 'by', 'can', 'their', 'it', 'I', 'word', 'said', 'i', 'her', 'my', 'me', 'if']" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'different_words' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msubtract\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhisto\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0meng\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m \u001b[0mdifferent_words\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mres\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mNameError\u001b[0m: name 'different_words' is not defined" + ] + } + ], + "source": [ + "def subtract(histo, common_words):\n", + " res = dict()\n", + " for word in histo.keys():\n", + " if word not in common_words:\n", + " res[word] = histo[word]\n", + " return res\n", + "\n", + "res = subtract(histo, eng)\n", + "\n", + "different_words(res)" + ] + } + ], + "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": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Project write up and reflection.docx b/Project write up and reflection.docx new file mode 100644 index 0000000000000000000000000000000000000000..54931a3d5b9dd0e598592ab3a1fb0adddf4a4953 GIT binary 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