##// END OF EJS Templates
rerunning notebook serially
Jonathan Taylor -
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@@ -1,326 +1,334 b''
1 {
1 {
2 "metadata": {
2 "metadata": {
3 "name": "rmagic_extension"
3 "name": "rmagic_extension"
4 },
4 },
5 "nbformat": 3,
5 "nbformat": 3,
6 "worksheets": [
6 "worksheets": [
7 {
7 {
8 "cells": [
8 "cells": [
9 {
9 {
10 "cell_type": "heading",
10 "cell_type": "heading",
11 "level": 1,
11 "level": 1,
12 "source": [
12 "source": [
13 "Rmagic Functions Extension"
13 "Rmagic Functions Extension"
14 ]
14 ]
15 },
15 },
16 {
16 {
17 "cell_type": "heading",
17 "cell_type": "heading",
18 "level": 2,
18 "level": 2,
19 "source": [
19 "source": [
20 "Line magics"
20 "Line magics"
21 ]
21 ]
22 },
22 },
23 {
23 {
24 "cell_type": "markdown",
24 "cell_type": "markdown",
25 "source": [
25 "source": [
26 "IPython has an `rmagic` extension that contains a some magic functions for working with R via rpy2. This extension can be loaded using the `%load_ext` magic as follows:"
26 "IPython has an `rmagic` extension that contains a some magic functions for working with R via rpy2. This extension can be loaded using the `%load_ext` magic as follows:"
27 ]
27 ]
28 },
28 },
29 {
29 {
30 "cell_type": "code",
30 "cell_type": "code",
31 "collapsed": true,
31 "collapsed": true,
32 "input": [
32 "input": [
33 "%load_ext rmagic",
33 "%load_ext rmagic",
34 " "
34 " "
35 ],
35 ],
36 "language": "python",
36 "language": "python",
37 "outputs": [],
37 "outputs": [],
38 "prompt_number": 1
38 "prompt_number": 1
39 },
39 },
40 {
40 {
41 "cell_type": "markdown",
41 "cell_type": "markdown",
42 "source": [
42 "source": [
43 "A typical use case one imagines is having some numpy arrays, wanting to compute some statistics of interest on these",
43 "A typical use case one imagines is having some numpy arrays, wanting to compute some statistics of interest on these",
44 " arrays and return the result back to python. Let's suppose we just want to fit a simple linear model to a scatterplot."
44 " arrays and return the result back to python. Let's suppose we just want to fit a simple linear model to a scatterplot."
45 ]
45 ]
46 },
46 },
47 {
47 {
48 "cell_type": "code",
48 "cell_type": "code",
49 "collapsed": false,
49 "collapsed": false,
50 "input": [
50 "input": [
51 "import numpy as np",
51 "import numpy as np",
52 "import pylab",
52 "import pylab",
53 "X = np.array([0,1,2,3,4])",
53 "X = np.array([0,1,2,3,4])",
54 "Y = np.array([3,5,4,6,7])",
54 "Y = np.array([3,5,4,6,7])",
55 "pylab.scatter(X, Y)",
55 "pylab.scatter(X, Y)",
56 ""
56 ""
57 ],
57 ],
58 "language": "python",
58 "language": "python",
59 "outputs": [
59 "outputs": [
60 {
60 {
61 "output_type": "pyout",
61 "output_type": "pyout",
62 "prompt_number": 12,
62 "prompt_number": 2,
63 "text": [
63 "text": [
64 "<matplotlib.collections.PathCollection at 0x10b9747d0>"
64 "<matplotlib.collections.PathCollection at 0x10b9f2590>"
65 ]
65 ]
66 },
66 },
67 {
67 {
68 "output_type": "display_data",
68 "output_type": "display_data",
69 "png": 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69 "png": 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70 }
70 }
71 ],
71 ],
72 "prompt_number": 12
72 "prompt_number": 2
73 },
73 },
74 {
74 {
75 "cell_type": "markdown",
75 "cell_type": "markdown",
76 "source": [
76 "source": [
77 "We can accomplish this by first pushing variables to R, fitting a model and returning the results."
77 "We can accomplish this by first pushing variables to R, fitting a model and returning the results."
78 ]
78 ]
79 },
79 },
80 {
80 {
81 "cell_type": "code",
81 "cell_type": "code",
82 "collapsed": false,
82 "collapsed": false,
83 "input": [
83 "input": [
84 "%Rpush X Y",
84 "%Rpush X Y",
85 "%Rinline lm(Y~X)$coef"
85 "%Rinline lm(Y~X)$coef"
86 ],
86 ],
87 "language": "python",
87 "language": "python",
88 "outputs": [
88 "outputs": [
89 {
89 {
90 "output_type": "stream",
91 "stream": "stdout",
92 "text": [
93 "hee",
94 ""
95 ]
96 },
97 {
90 "output_type": "pyout",
98 "output_type": "pyout",
91 "prompt_number": 15,
99 "prompt_number": 3,
92 "text": [
100 "text": [
93 "array([-0.2, 0.9, -1. , 0.1, 0.2])"
101 "array([ 3.2, 0.9])"
94 ]
102 ]
95 }
103 }
96 ],
104 ],
97 "prompt_number": 15
105 "prompt_number": 3
98 },
106 },
99 {
107 {
100 "cell_type": "markdown",
108 "cell_type": "markdown",
101 "source": [
109 "source": [
102 "We can check that this is correct fairly easily:"
110 "We can check that this is correct fairly easily:"
103 ]
111 ]
104 },
112 },
105 {
113 {
106 "cell_type": "code",
114 "cell_type": "code",
107 "collapsed": false,
115 "collapsed": false,
108 "input": [
116 "input": [
109 "Xr = X - X.mean(); Yr = Y - Y.mean()",
117 "Xr = X - X.mean(); Yr = Y - Y.mean()",
110 "slope = (Xr*Yr).sum() / (Xr**2).sum()",
118 "slope = (Xr*Yr).sum() / (Xr**2).sum()",
111 "intercept = Y.mean() - X.mean() * slope",
119 "intercept = Y.mean() - X.mean() * slope",
112 "(intercept, slope)"
120 "(intercept, slope)"
113 ],
121 ],
114 "language": "python",
122 "language": "python",
115 "outputs": [
123 "outputs": [
116 {
124 {
117 "output_type": "pyout",
125 "output_type": "pyout",
118 "prompt_number": 14,
126 "prompt_number": 4,
119 "text": [
127 "text": [
120 "(3.2000000000000002, 0.90000000000000002)"
128 "(3.2000000000000002, 0.90000000000000002)"
121 ]
129 ]
122 }
130 }
123 ],
131 ],
124 "prompt_number": 14
132 "prompt_number": 4
125 },
133 },
126 {
134 {
127 "cell_type": "markdown",
135 "cell_type": "markdown",
128 "source": [
136 "source": [
129 "There is one more line magic, %Rpull which assumes that some R code has been executed and there are variables",
137 "There is one more line magic, %Rpull which assumes that some R code has been executed and there are variables",
130 "in the rpy2 namespace that one would like to export to the python namespace. See below for an example."
138 "in the rpy2 namespace that one would like to export to the python namespace. See below for an example."
131 ]
139 ]
132 },
140 },
133 {
141 {
134 "cell_type": "heading",
142 "cell_type": "heading",
135 "level": 2,
143 "level": 2,
136 "source": [
144 "source": [
137 "Cell level magic"
145 "Cell level magic"
138 ]
146 ]
139 },
147 },
140 {
148 {
141 "cell_type": "markdown",
149 "cell_type": "markdown",
142 "source": [
150 "source": [
143 "For the cell level magic, inputs can be passed via the -i or --inputs argument in the line. These variables are copied ",
151 "For the cell level magic, inputs can be passed via the -i or --inputs argument in the line. These variables are copied ",
144 "from the shell namespace to R's namespace. It would be nice not to have to copy these -- rnumpy ( http://bitbucket.org/njs/rnumpy/wiki/API ) has done some work to limit or at least make transparent the number of copies of an array. This seems like a natural thing to try to build on. Arrays can be output from R via the -o or --outputs argument in the line. All other arguments are sent to R's png function, which is the graphics device used to create the plots.",
152 "from the shell namespace to R's namespace. It would be nice not to have to copy these -- rnumpy ( http://bitbucket.org/njs/rnumpy/wiki/API ) has done some work to limit or at least make transparent the number of copies of an array. This seems like a natural thing to try to build on. Arrays can be output from R via the -o or --outputs argument in the line. All other arguments are sent to R's png function, which is the graphics device used to create the plots.",
145 "",
153 "",
146 "We can redo the above calculations in one ipython cell. We might also want to add some output such as a summary",
154 "We can redo the above calculations in one ipython cell. We might also want to add some output such as a summary",
147 " from R or perhaps the standard plotting diagnostics of the lm."
155 " from R or perhaps the standard plotting diagnostics of the lm."
148 ]
156 ]
149 },
157 },
150 {
158 {
151 "cell_type": "code",
159 "cell_type": "code",
152 "collapsed": false,
160 "collapsed": false,
153 "input": [
161 "input": [
154 "%%R -i X,Y -o XYcoef",
162 "%%R -i X,Y -o XYcoef",
155 "XYlm = lm(Y~X)",
163 "XYlm = lm(Y~X)",
156 "XYcoef = coef(XYlm)",
164 "XYcoef = coef(XYlm)",
157 "print(summary(XYlm))",
165 "print(summary(XYlm))",
158 "par(mfrow=c(2,2))",
166 "par(mfrow=c(2,2))",
159 "plot(XYlm)"
167 "plot(XYlm)"
160 ],
168 ],
161 "language": "python",
169 "language": "python",
162 "outputs": [
170 "outputs": [
163 {
171 {
164 "output_type": "display_data",
172 "output_type": "display_data",
165 "text": [
173 "text": [
166 "",
174 "",
167 "Call:",
175 "Call:",
168 "lm(formula = Y ~ X)",
176 "lm(formula = Y ~ X)",
169 "",
177 "",
170 "Residuals:",
178 "Residuals:",
171 " 1 2 3 4 5 ",
179 " 1 2 3 4 5 ",
172 "-0.2 0.9 -1.0 0.1 0.2 ",
180 "-0.2 0.9 -1.0 0.1 0.2 ",
173 "",
181 "",
174 "Coefficients:",
182 "Coefficients:",
175 " Estimate Std. Error t value Pr(>|t|) ",
183 " Estimate Std. Error t value Pr(>|t|) ",
176 "(Intercept) 3.2000 0.6164 5.191 0.0139 *",
184 "(Intercept) 3.2000 0.6164 5.191 0.0139 *",
177 "X 0.9000 0.2517 3.576 0.0374 *",
185 "X 0.9000 0.2517 3.576 0.0374 *",
178 "---",
186 "---",
179 "Signif. codes: 0 \u2018***\u2019 0.001 \u2018**\u2019 0.01 \u2018*\u2019 0.05 \u2018.\u2019 0.1 \u2018 \u2019 1 ",
187 "Signif. codes: 0 \u2018***\u2019 0.001 \u2018**\u2019 0.01 \u2018*\u2019 0.05 \u2018.\u2019 0.1 \u2018 \u2019 1 ",
180 "",
188 "",
181 "Residual standard error: 0.7958 on 3 degrees of freedom",
189 "Residual standard error: 0.7958 on 3 degrees of freedom",
182 "Multiple R-squared: 0.81,\tAdjusted R-squared: 0.7467 ",
190 "Multiple R-squared: 0.81,\tAdjusted R-squared: 0.7467 ",
183 "F-statistic: 12.79 on 1 and 3 DF, p-value: 0.03739 ",
191 "F-statistic: 12.79 on 1 and 3 DF, p-value: 0.03739 ",
184 "",
192 "",
185 ""
193 ""
186 ]
194 ]
187 },
195 },
188 {
196 {
189 "output_type": "display_data",
197 "output_type": "display_data",
190 "png": 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4+BAeHk6pUqXYsmULrVu31jqWEHlGXFycWdox67nbJUuWAGnXba9fv05wcDBn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\nXqXv3bsXRVE4uG8f8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NZT0D4+PsLNzU00btxYfP/99zqf5f79+8Lc3FzUqFFDODk5CScn\nJ/HVV19lqR59++zVv99Zs2aJ7t27iy5duoilS5dmqQ59+/3Vc88L8fHx2XoKOr3v3xDnjfS+/7TO\nCcZWoKcjjI2NpUiRImmuT0xMRAhhsrkiMyMmJobChQtn6ZaWIWVknz179gxbW9scjCrtOAoXLoyZ\nmZne9Xnp+8/r4uLi0nzOITPbGKKe7EpOTkYIkaUHrDIjvc+SkJCAubl5mn/fhqrHEDJShyHOG+nV\nk945wdAKdAKWJEmSJFMpkG3AkiRJkmRqMgFLkiRJkgnIBCxJkiRJJiATsCRJkiSZgEzAkiRJkmQC\nMgFLkiRJkgnIBCxJkiRJJiATsCRJkiSZgEzAkiRJkmQCMgFLkiRJkgnIBCxJkiRJJiATsCRJkiSZ\ngEzAkiRJkmQCMgFLkiRJkgmYmzoA6fUePHhAbGyszrJKlSrx5MkTChcunOV5OoUQ/PPPP1SoUCFL\n74+MjMTGxgYrK6ssvV+SCrr4+HiePn1K6dKlTR2KZCLyCjiXGzVqFAMGDGD06NHaf48ePWLZsmUE\nBgYSERHB1KlTATh8+DAbN27MULkxMTF069Yty3FNmTKFY8eOZfn9klTQHT16FC8vL1OHIZmQTMB5\nwPz589m9e7f2X5kyZRgzZgxNmjTh7NmzBAYG8s8///DHH39w6dIlnj17Bmh+YV+5ckWnrISEBAID\nA4mJiUlVT3h4uPa9ADdv3iQlJYXk5GTOnTvHyZMniYuL03nPkydPePjwIQBqtZqbN29q1+mr/86d\nOxw9epTHjx9nb6dIUj7232MnrWMTIDQ0lOfPn2vX3b9/n6ioKM6dO4cQgpiYGE6cOEFwcDBCCO12\nYWFhhIeHExUVxZMnT7TL/1ueZDzyFnQe8OTJEyIjIwGwsrLCxsaGTz/9lJ49e3L8+HHu3r1LYGAg\nZ86cQQjB3bt3OXv2LFu2bMHR0ZHQ0FB++eUXnj59SqdOnXB1deWvv/5KVc/evXu5ePEiCxcu5MmT\nJ/Tq1Ytz587h6upK06ZNdQ7kF3bu3MnVq1eZO3cusbGx9OrVi5CQEHx9fVPVf+TIEebOnYubmxsf\nfPAB/v7+VK9ePcf2oyTlBfqOHX3HZlBQEL1798bR0ZHr16/Tv39/hgwZwqxZs7hw4QIlSpRg7ty5\nDB8+nDfeeINTp05RvXp1Vq1axbx58zhw4AA1a9YkKCiIcePG0b9/fzw8PFKVJxmPTMB5wKxZsyhW\nrBgAPXr04OOPP9au8/Dw4MKFC/Tp04c7d+4ghKB27doMHz4cX19fbG1tWblyJbt37+bSpUu8/fbb\nTJ06laNHjzJmzBidet58800WLFjA/Pnz2bp1KwMGDCA2NpapU6fStWtXbty4QceOHTN09bpy5cpU\n9f/999/UqFGDIUOGMHjwYOzt7Q27oyQpH9B37Og7Nvfs2UOtWrWYMmUKycnJeHh4aBPmkCFDGDly\nJKGhoaxbtw4XFxeOHj3Khx9+SGJiIl999RX379/H3Nwcd3d3gNeWJxmHTMB5wJdffknHjh0zvP2z\nZ8+4dOkSM2bM0C6rUqUKYWFh9OzZE4CGDRumel/hwoVp1aoVhw8fxtfXFx8fHywsLPDx8WHRokW4\nuLgghNDe+vovtVr92vrHjh3L0qVLeeutt0hJSWHjxo0UL148w59LkvK7tI4dfcfmV199xalTpxg/\nfjwADg4O2tvUVapU0b5/0qRJWFhY4OLiQkpKCpGRkTg4OGBurjn9u7i4AHDs2DG95dna2ubERy+Q\nZBtwHmdmZqZNiC/+39bWlrp167Jo0SI2bdpEjx49cHBwoF69ehw5cgSAwMBAveUNGzaMpUuXUqhQ\nISpVqsTevXtRFIWDBw/y2WefERsbq5OAra2tefDgAQAhISEAada/Y8cO2rZty+nTpxk0aBCbN282\n5q6RpDwnrWMHUh+bnTp1wtnZmU2bNrFmzRrKlStHkSJFAFCpNKf2VatW0b9/f37//Xd69+5NSkoK\n5cuXJyUlhYiICJKTk9m/fz/Aa8uTjENeAedxlSpVIiQkhHnz5tG+fXs8PT2pVasWs2fPZvjw4Vhb\nWxMfH8/WrVtp2bIlffr0oWvXrjg5OaEoSqryWrVqRWhoKLNmzQKgffv2zJ8/H09PTxISEqhevTp3\n797Vbu/q6sqcOXPo3r07pUqV0nZL0lf/P//8w/DhwyldujR37txhw4YNObOTJCmX2rt3L7Vr19a+\n9vf313vsQOpjs1OnTmzfvh13d3diYmIYOnSoNvG+0LdvXyZNmkRAQACWlpYkJyeTnJzMypUref/9\n97G0tKRIkSJYW1tnqDzJsBTx6mNxUp6kVqtJSUnBwsKCpKQkzMzMtAfO8+fPKVy4sM72cXFxme4/\n/OTJE4oWLZrp9frqf/r0KXZ2dpmqX5IKGn3Hjj7x8fEUKlRI7w9q0Jwfnj9/jo2NjXbZmjVrGDly\nJIqi8Oabb/LJJ5/QuHHjDJUnGY68As4HVCqVNuFaWFjorNN3AGdl8I7XJd/XrddXv0y+kpS+jCRf\nIN3BcFQqlU7yBU2S7datG0IIHBwcdJ4JkYPr5Bx5BSxJklQApaSkkJKSgqWlpalDKbBkApYkSZIk\nE5At7JIkSZJkAjIBS5IkSZIJyAQsSZIkSSYgE7AkSZIkmYBMwJIkSZJkAjIBS5IkSZIJyAQsSZIk\nSSYgE7AkSZIkmYBMwJIkSZJkAjIBS5IkSZIJyAQsSZIkSSbwf/WrCZmGNOguAAAAAElFTkSuQmCC\n"
198 "png": 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ff28o7sePHyc0NJT9+/djYWGRbzqMmpMUYBMZPXo0lStXZurUqQB069aNtWvX8uDBA1RV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\n"
191 }
199 }
192 ],
200 ],
193 "prompt_number": 5
201 "prompt_number": 5
194 },
202 },
195 {
203 {
196 "cell_type": "markdown",
204 "cell_type": "markdown",
197 "source": [
205 "source": [
198 "Often, we will want to do more than a simple linear regression model. There may be several lines of R code that we want to ",
206 "Often, we will want to do more than a simple linear regression model. There may be several lines of R code that we want to ",
199 "use before returning to python. This is the cell-level magic.",
207 "use before returning to python. This is the cell-level magic.",
200 "",
208 "",
201 "In this example, we will generate some random data, fit a LASSO model using the lars package and plot the results, returning the array of coefficients. This example assumes that the *lars* package is installed in R."
209 "In this example, we will generate some random data, fit a LASSO model using the lars package and plot the results, returning the array of coefficients. This example assumes that the *lars* package is installed in R."
202 ]
210 ]
203 },
211 },
204 {
212 {
205 "cell_type": "code",
213 "cell_type": "code",
206 "collapsed": true,
214 "collapsed": true,
207 "input": [
215 "input": [
208 "X = np.random.standard_normal((100,10))",
216 "X = np.random.standard_normal((100,10))",
209 "Y = np.random.standard_normal((100,1))"
217 "Y = np.random.standard_normal((100,1))"
210 ],
218 ],
211 "language": "python",
219 "language": "python",
212 "outputs": [],
220 "outputs": [],
213 "prompt_number": 6
221 "prompt_number": 6
214 },
222 },
215 {
223 {
216 "cell_type": "code",
224 "cell_type": "code",
217 "collapsed": false,
225 "collapsed": false,
218 "input": [
226 "input": [
219 "%%R -i X,Y -o larscoef",
227 "%%R -i X,Y -o larscoef",
220 "library(lars)",
228 "library(lars)",
221 "larsobj = lars(X, Y)",
229 "larsobj = lars(X, Y)",
222 "plot(larsobj)",
230 "plot(larsobj)",
223 "larscoef = coef(larsobj)",
231 "larscoef = coef(larsobj)",
224 "larspred = predict(larsobj, s=seq(0,1,length=101), mode='fraction')",
232 "larspred = predict(larsobj, s=seq(0,1,length=101), mode='fraction')",
225 "lcoef = larspred$coefficients",
233 "lcoef = larspred$coefficients",
226 "lfrac = larspred$fraction"
234 "lfrac = larspred$fraction"
227 ],
235 ],
228 "language": "python",
236 "language": "python",
229 "outputs": [
237 "outputs": [
230 {
238 {
231 "output_type": "display_data",
239 "output_type": "display_data",
232 "text": [
240 "text": [
233 "Loaded lars 1.1",
241 "Loaded lars 1.1",
234 "",
242 "",
235 "Warning message:",
243 "Warning message:",
236 "In predict.lars(larsobj, s = seq(0, 1, length = 101), mode = \"fraction\") :",
244 "In predict.lars(larsobj, s = seq(0, 1, length = 101), mode = \"fraction\") :",
237 " Type=fit with no newx argument; type switched to coefficients",
245 " Type=fit with no newx argument; type switched to coefficients",
238 ""
246 ""
239 ]
247 ]
240 },
248 },
241 {
249 {
242 "output_type": "display_data",
250 "output_type": "display_data",
243 "png": 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zysZZk49CvSkFHCsL3F+A40A70P4AhmeBtqBpFffTvEALBc0bNI/6rflSUVFR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\nAABJRU5ErkJggg==\n"
251 "png": 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IoIQQ92QTpSgB5syZQ3x8PLdu3TI6FCGKjABgGXDm9rYH8Cl6sQxJvkLYNpu4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\nSUVORK5CYII=\n"
244 }
252 }
245 ],
253 ],
246 "prompt_number": 7
254 "prompt_number": 7
247 },
255 },
248 {
256 {
249 "cell_type": "code",
257 "cell_type": "code",
250 "collapsed": false,
258 "collapsed": false,
251 "input": [
259 "input": [
252 "larscoef.shape"
260 "larscoef.shape"
253 ],
261 ],
254 "language": "python",
262 "language": "python",
255 "outputs": [
263 "outputs": [
256 {
264 {
257 "output_type": "pyout",
265 "output_type": "pyout",
258 "prompt_number": 8,
266 "prompt_number": 8,
259 "text": [
267 "text": [
260 "(11, 10)"
268 "(11, 10)"
261 ]
269 ]
262 }
270 }
263 ],
271 ],
264 "prompt_number": 8
272 "prompt_number": 8
265 },
273 },
266 {
274 {
267 "cell_type": "heading",
275 "cell_type": "heading",
268 "level": 3,
276 "level": 3,
269 "source": [
277 "source": [
270 "Using Rpull"
278 "Using Rpull"
271 ]
279 ]
272 },
280 },
273 {
281 {
274 "cell_type": "code",
282 "cell_type": "code",
275 "collapsed": false,
283 "collapsed": false,
276 "input": [
284 "input": [
277 "%Rpull lcoef lfrac",
285 "%Rpull lcoef lfrac",
278 "f = [pylab.plot(lfrac, c) for c in lcoef.T]"
286 "f = [pylab.plot(lfrac, c) for c in lcoef.T]"
279 ],
287 ],
280 "language": "python",
288 "language": "python",
281 "outputs": [
289 "outputs": [
282 {
290 {
283 "output_type": "display_data",
291 "output_type": "display_data",
284 "png": 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P+QwnbcMYd/r//jfw3Xd8uLoCCxfyMX+++b7AxDhguuLXNAIwFH5NUz92Kvza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\nA4rmRchQRSV5AAAAAElFTkSuQmCC\n"
292 "png": 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SkZGBjIwM7vXx48cn9T7TFmgODw/Hjh07Hhpo/uyzz3D+/Hl89NFHowLND7sW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\nAAAAAElFTkSuQmCC\n"
285 }
293 }
286 ],
294 ],
287 "prompt_number": 9
295 "prompt_number": 9
288 },
296 },
289 {
297 {
290 "cell_type": "heading",
298 "cell_type": "heading",
291 "level": 2,
299 "level": 2,
292 "source": [
300 "source": [
293 "Passing data back and forth"
301 "Passing data back and forth"
294 ]
302 ]
295 },
303 },
296 {
304 {
297 "cell_type": "markdown",
305 "cell_type": "markdown",
298 "source": [
306 "source": [
299 "Currently, data is passed through RMagics.pyconverter when going from python to R and RMagics.Rconverter when ",
307 "Currently, data is passed through RMagics.pyconverter when going from python to R and RMagics.Rconverter when ",
300 "going from R to python. These currently default to numpy.ndarray. Future work will involve writing better converters, most likely involving integration with http://pandas.sourceforge.net.",
308 "going from R to python. These currently default to numpy.ndarray. Future work will involve writing better converters, most likely involving integration with http://pandas.sourceforge.net.",
301 ""
309 ""
302 ]
310 ]
303 },
311 },
304 {
312 {
305 "cell_type": "code",
313 "cell_type": "code",
306 "collapsed": true,
314 "collapsed": true,
307 "input": [
315 "input": [
308 ""
316 ""
309 ],
317 ],
310 "language": "python",
318 "language": "python",
311 "outputs": [],
319 "outputs": [],
312 "prompt_number": 9
320 "prompt_number": 9
313 },
321 },
314 {
322 {
315 "cell_type": "code",
323 "cell_type": "code",
316 "collapsed": true,
324 "collapsed": true,
317 "input": [
325 "input": [
318 ""
326 ""
319 ],
327 ],
320 "language": "python",
328 "language": "python",
321 "outputs": []
329 "outputs": []
322 }
330 }
323 ]
331 ]
324 }
332 }
325 ]
333 ]
326 } No newline at end of file
334 }
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