Merge branch 'development' of github.com:NeilNjae/cipher-training into development
[cipher-training.git] / plot-caesar-parameters.ipynb
1 {
2 "metadata": {
3 "name": ""
4 },
5 "nbformat": 3,
6 "nbformat_minor": 0,
7 "worksheets": [
8 {
9 "cells": [
10 {
11 "cell_type": "code",
12 "collapsed": false,
13 "input": [
14 "import csv\n",
15 "import matplotlib.pyplot as plt\n",
16 "%matplotlib inline"
17 ],
18 "language": "python",
19 "metadata": {},
20 "outputs": [],
21 "prompt_number": 1
22 },
23 {
24 "cell_type": "code",
25 "collapsed": false,
26 "input": [
27 "with open('caesar_break_parameter_trials.csv') as c:\n",
28 " results = [l for l in csv.DictReader(c, quoting=csv.QUOTE_NONNUMERIC)]\n",
29 "results"
30 ],
31 "language": "python",
32 "metadata": {},
33 "outputs": [
34 {
35 "metadata": {},
36 "output_type": "pyout",
37 "prompt_number": 6,
38 "text": [
39 "[{5.0: 2401.0,\n",
40 " 10.0: 4092.0,\n",
41 " 20.0: 4893.0,\n",
42 " 50.0: 4997.0,\n",
43 " 100.0: 4995.0,\n",
44 " 'name': 'Pletters',\n",
45 " 30.0: 4971.0},\n",
46 " {5.0: 2174.0,\n",
47 " 10.0: 3590.0,\n",
48 " 20.0: 4671.0,\n",
49 " 50.0: 4980.0,\n",
50 " 100.0: 4997.0,\n",
51 " 'name': 'cosine_similarity + euclidean_scaled',\n",
52 " 30.0: 4915.0},\n",
53 " {5.0: 2207.0,\n",
54 " 10.0: 3559.0,\n",
55 " 20.0: 4660.0,\n",
56 " 50.0: 4993.0,\n",
57 " 100.0: 4999.0,\n",
58 " 'name': 'cosine_similarity + normalised',\n",
59 " 30.0: 4931.0},\n",
60 " {5.0: 2175.0,\n",
61 " 10.0: 3751.0,\n",
62 " 20.0: 4761.0,\n",
63 " 50.0: 4995.0,\n",
64 " 100.0: 4997.0,\n",
65 " 'name': 'l1 + euclidean_scaled',\n",
66 " 30.0: 4950.0},\n",
67 " {5.0: 2188.0,\n",
68 " 10.0: 3662.0,\n",
69 " 20.0: 4770.0,\n",
70 " 50.0: 4993.0,\n",
71 " 100.0: 4999.0,\n",
72 " 'name': 'l1 + normalised',\n",
73 " 30.0: 4950.0},\n",
74 " {5.0: 2209.0,\n",
75 " 10.0: 3579.0,\n",
76 " 20.0: 4664.0,\n",
77 " 50.0: 4991.0,\n",
78 " 100.0: 4997.0,\n",
79 " 'name': 'l2 + euclidean_scaled',\n",
80 " 30.0: 4914.0},\n",
81 " {5.0: 2195.0,\n",
82 " 10.0: 3536.0,\n",
83 " 20.0: 4637.0,\n",
84 " 50.0: 4988.0,\n",
85 " 100.0: 4998.0,\n",
86 " 'name': 'l2 + normalised',\n",
87 " 30.0: 4915.0},\n",
88 " {5.0: 1978.0,\n",
89 " 10.0: 3243.0,\n",
90 " 20.0: 4477.0,\n",
91 " 50.0: 4979.0,\n",
92 " 100.0: 4997.0,\n",
93 " 'name': 'l3 + euclidean_scaled',\n",
94 " 30.0: 4822.0},\n",
95 " {5.0: 1949.0,\n",
96 " 10.0: 2966.0,\n",
97 " 20.0: 4351.0,\n",
98 " 50.0: 4959.0,\n",
99 " 100.0: 4999.0,\n",
100 " 'name': 'l3 + normalised',\n",
101 " 30.0: 4774.0}]"
102 ]
103 }
104 ],
105 "prompt_number": 6
106 },
107 {
108 "cell_type": "code",
109 "collapsed": false,
110 "input": [
111 "for r in results:\n",
112 " plt.plot(sorted([k for k in r.keys() if k != 'name']), sorted([r[k] for k in r.keys() if k != 'name']))\n",
113 "plt.legend([r['name'] for r in results], loc='center', bbox_to_anchor=(2, 0.5))"
114 ],
115 "language": "python",
116 "metadata": {},
117 "outputs": [
118 {
119 "metadata": {},
120 "output_type": "pyout",
121 "prompt_number": 7,
122 "text": [
123 "<matplotlib.legend.Legend at 0x7eff2f9fd250>"
124 ]
125 },
126 {
127 "metadata": {},
128 "output_type": "display_data",
129 "png": 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l3xjx7Qhe6/waL7R/ocZmfEIIIYQQQtwrJGCqB4mJMHMm7NqlD1zKpV7Mxyo8nwERDxrW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130 "text": [
131 "<matplotlib.figure.Figure at 0x7eff2f9f82d0>"
132 ]
133 }
134 ],
135 "prompt_number": 7
136 },
137 {
138 "cell_type": "code",
139 "collapsed": false,
140 "input": [
141 "for r in results:\n",
142 " plt.plot(sorted([k for k in [5.0, 10.0, 20.0, 30.0]]), sorted([r[k] for k in [5.0, 10.0, 20.0, 30.0]]))\n",
143 "plt.legend([r['name'] for r in results], loc='center', bbox_to_anchor=(2, 0.5))"
144 ],
145 "language": "python",
146 "metadata": {},
147 "outputs": [
148 {
149 "metadata": {},
150 "output_type": "pyout",
151 "prompt_number": 8,
152 "text": [
153 "<matplotlib.legend.Legend at 0x7eff2e0aba90>"
154 ]
155 },
156 {
157 "metadata": {},
158 "output_type": "display_data",
159 "png": 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OhoEvNqe/p2uDBwmtXktaYRqphamkFSRToDqOIv0M1oUp2FXmYW9WhkMzsHQCo6uEpADz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\nAAAAAElFTkSuQmCC\n",
160 "text": [
161 "<matplotlib.figure.Figure at 0x7eff2e0abd50>"
162 ]
163 }
164 ],
165 "prompt_number": 8
166 },
167 {
168 "cell_type": "code",
169 "collapsed": false,
170 "input": [
171 "bests = {}\n",
172 "for l in [k for k in results[0].keys() if k != 'name']:\n",
173 " bests[l] = max(results, key=lambda r: r[l])['name']\n",
174 "bests"
175 ],
176 "language": "python",
177 "metadata": {},
178 "outputs": [
179 {
180 "metadata": {},
181 "output_type": "pyout",
182 "prompt_number": 9,
183 "text": [
184 "{5.0: 'Pletters',\n",
185 " 10.0: 'Pletters',\n",
186 " 20.0: 'Pletters',\n",
187 " 30.0: 'Pletters',\n",
188 " 50.0: 'Pletters',\n",
189 " 100.0: 'cosine_similarity + normalised'}"
190 ]
191 }
192 ],
193 "prompt_number": 9
194 },
195 {
196 "cell_type": "code",
197 "collapsed": false,
198 "input": [],
199 "language": "python",
200 "metadata": {},
201 "outputs": []
202 }
203 ],
204 "metadata": {}
205 }
206 ]
207 }