{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#Intro to matplotlib" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from __future__ import division, print_function\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline \n", "# The \"magic\" command is so the plots show up in output cells\n", "# pyplot is the plotting interface and is what is typically used.\n", "# Tradition dictates it be called plt (like numpy is np)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[User's Guide](http://matplotlib.org/users/index.html) -- [Example plots](http://matplotlib.org/gallery.html) -- [Official Tutorial](http://matplotlib.org/users/pyplot_tutorial.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----\n", "## Scatterplot (and state)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index([u'Unnamed: 0', u'SepalLength', u'SepalWidth', u'PetalLength', u'PetalWidth', u'Species'], dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris = pd.read_csv(\"iris.csv\")\n", "iris.columns" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEACAYAAACqOy3+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4lGX28PHvPT2TSgIJIC1UkbIUBURKUIqCqAiKghIs\n", "K1ZQWdviAr4L62L/uQoWLLCiy6pYERBXQZEiinRECSg1IEQgkD5z3j9mGALpTNqQ87muuZiZp53n\n", "STh55sxdjIiglFIq9FiqOgCllFJnRhO4UkqFKE3gSikVojSBK6VUiNIErpRSIUoTuFJKhShbsDsw\n", 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State by default accumulates within the cell, \n", "so it is actually making several plots at once back in the prior cell. That is why there are **four** colors on the above plot, one supplied by the earlier plot!" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlYVdX6wPHvOoeZAwiI4AhqzkNO5axoVopZmZmm3TKb\n", "btrN7HobrG7YeKvbLysrLcsmb4NmlqVZqThbzjmQ8yyKIiBwmM/7+wM6gYJCwEGP7+d5eDr77LXX\n", "fvc2XtZZZ+21jIiglFLKfVmqOwCllFJVSxO9Ukq5OU30Sinl5jTRK6WUm9NEr5RSbk4TvVJKubkK\n", "JXpjjI8x5hdjzCZjzHZjzIullHvDGLPLGLPZGNO+IudUSilVPh4VOVhEsowxfUTEbozxAFYYY3qI\n", "yIo/yhhjYoDLRKSJMaYz8A7QpWJhK6WUKqsKd92IiL3wpRdgBU6dUeR64KPCsr8ANYwx4RU9r1JK\n", "qbKpcKI3xliMMZuA48ASEdl+RpG6wKEi24eBehU9r1JKqbKpjBa9Q0TaUZC8exljoksoZs48rKLn\n", "VUopVTYV6qMvSkRSjTHfA52AuCK7jgD1i2zXK3yvGGOMJn+llConETmzIX2Wio66qWmMqVH42he4\n", 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"------\n", "## Line Plots (Object Oriented)\n", "\n", "The stateful interface is common, and commonly used for simple plots. However, building custom plots becomes cumbersome under that interface...too much is hidden. The object-oriented interface is more precise. I personally encourage its use." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index([u'adj_close', u'close', u'date', u'high', u'low', u'open', u'volume'], dtype='object')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "goog = pd.read_hdf(\"GOOG.hdf5\", \"__data__\")\n", "appl = pd.read_hdf(\"AAPL.hdf5\", \"__data__\")\n", "\n", "goog.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A few notes on [HDF5](http://www.hdfgroup.org/HDF5/):\n", "\n", "* A file format for storing data and its metadata\n", "* Enables storing/sharing data as binary images (handy for large datasets)\n", "* A very simple file system, in a single file on your hard drive (store the data and the metadat in one place)\n", "* Supports chunking, striding, compression, row oriented or column oriented...if you know how to ask\n", "* Read/written by many analysis libraries" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAYcAAAEZCAYAAAB8culNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXeYFeXVwH+HpUkT0EgRFYyikthjb2vBYGxojGJsUaNG\n", "YywxMZjki2DUT/2iSYwxiSWKJcZuMFZEsMRCVKyIKIoCwoL0Iv18f5x5nblt997d23b3/J5nn5n7\n", "zjt3zt67O2fOeU8RVcVxHMdxkrSptACO4zhO9eHKwXEcx8nAlYPjOI6TgSsHx3EcJwNXDo7jOE4G\n", "rhwcx3GcDFw5OK0KERkhIndWWo76EJFpInJgCd53UxFZIiJS7Pd2Wh6uHJyKICLDRORVEVkqInUi\n", "8oqInF2GSzc6sUdE9haRl0RkoYjME5EXReRb0bEfiMgLRZQxLzlFZF30GS4RkRkicq2IZP2/VtXP\n", "VLWrenKTkweuHJyyIyIXAX8ArgZ6qWov4EfAXiLSvtSXb9RJIt2AfwN/BHoAGwMjgZXFE63RbKeq\n", "XYEDge8DZ6RPEJG2ZZfKada4cnDKioisj91Uz1bVh1R1GYCqvqmqJ6rqqjBPRO4QkTmRm+VXwR0i\n", "xq+j8ToRGRXdvMM1ThaRT0Xki8S8A3LIs3tkDSwQkTdFZL8cog80MfVeNVao6hhVfUdEtgH+AuwR\n", "PcHPb+h3iI6fISKTRGSxiLwnIjtkkW8bEflYRI5r6LNV1Q+AF4BviMhmkVVxmoh8CjyTGGsTvXdP\n", 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ax.set_ylabel('price')\n", " \n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-------\n", "## A Variety of Plots\n", "### Scatterplot revisited" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEPCAYAAABBUX+lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X+UXGWd5/H3l3TQBkWnEgmDOgECzuhuhnTIKoJOlyOd\n", "BkdYk8zJyIm7LbtHZuYciZqwRLejtJP0jDAmx+PMHzuwSrdORscR4wZH04keC83ir5AEUMA1JI4/\n", "QJDOiCBRCH73j3u7U13V1XXr1r1Vt+p+Xufck1v3Pv08Ty7hW7e/97nPY+6OiIh0v1Pa3QEREWkN\n", "BXwRkZxQwBcRyQkFfBGRnFDAFxHJCQV8EZGcSDXgm9n7zOx7Znafmf2TmT0vzfZERKS21AK+mZ0D\n", "vANY7u5LgXnAW9NqT0RE5taTYt2/BJ4FTjOz54DTgJ+m2J6IiMwhtTt8dz8GbAN+BDwM/MLdv5xW\n", "eyIiMrc0UzpLgHcD5wBnAy8ws3VptSciInNLM6WzArjL3ScBzOxzwCXAjqkCZqaJfEREYnB3a/Rn\n", 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"code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEKCAYAAADzQPVvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAGX9JREFUeJzt3X+cXHV97/HXO4QgIUigaBIgMTQQL1hqpQZBiqw0UqoS\n", "6H30gdBiI/Lwca9WwfaCENsrGx+PUqE/1Eep9z6q4iOmEgTUFGzvNYG6ykULAUEhIcUQlxBkNygk\n", "JNUSYD/3j/NdMtmdmWxmzu6cne/7+XjMY885c86Zz8wk7/nO93vOGUUEZmbW3aZ0ugAzMxt/Dnsz\n", "sww47M3MMuCwNzPLgMPezCwDDnszsww47DMj6RFJb+t0HZ0k6fckPSlpp6Q37sd2vZJWtvnYyyR9\n", "vp19lEXSH0r6VqfrsIkhH2ffPST1A5dGxF01y96Xlp2xH/uZD2wGpkbEULlVdp6kx4GPRsQd+7nd\n", "NcBxEfHe8anMbPy4Zd9dIt3KohL3tWen0gHjsd8xPraAecCGVjYvuZyO6eR7YJ3hsO9+e4W/pH5J\n", "Z6XpUyTdL2mHpAFJf51W+276uz11dbxFhT9P2w9KWiHp1TX7/SNJT0j6Wc16w4/TK+k2SSsl7QCW\n", "Slok6fuSnpP0U0l/J+nAmv0NSfqgpB9Lel7SJyUtSNtsl3Rz7fojnmPdWiUdBOwEDgB+KOnHDbZ/\n", 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"source": [ "fig, axes = plt.subplots()\n", "\n", "axes.hist(goog.close, bins=50, facecolor='g', alpha=0.75)[2]\n", "axes.set_title('Histogram of closing prices')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplot lib understands rgb tupples, but it also has a few color shortcuts:\n", "* b: blue\n", "* g: green\n", "* r: red\n", "* c: cyan\n", "* m: magenta\n", "* y: yellow\n", "* k: black\n", "* w: white" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-------\n", "### Points+Lines+Style" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAsEAAADICAYAAAAJITyVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl4E9XXB/DvbUvLHvZ9CVBAC4ogiysCslQFylpQaKGF\n", 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Common ones are:\n", "* . -- point\n", "* o -- circle\n", "* v -- triangle_down\n", "* ^ -- triangle_up\n", "* s -- square\n", "* \\* -- star\n", "* \\+ -- plus\n", "* x -- x\n", "* D -- diamond\n", "\n", "The \"rd\" above indicates that red diamons should be used.\n", "\n", "[Full list](http://matplotlib.org/api/markers_api.html)\n", "Note: If there are few enough data points, markers can be added with the 'markers' keyword argument. However, the downsampling required for clarity in this plot did not permit it.\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAsgAAADICAYAAAD1NBdfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXlclNX3xz8DCKLs+y7IKgyyi/uCC+5Lppm5oKW2WZba\n", "t8XS6pelZWaampVa5r7knojijiIou4iCIPu+r7Pd3x83RkdAgVmemeF5v17zqrk8yxFm7nPuued8\n", "DocQAhYWFhYWFhYWFhYWigbTBrCwsLCwsLCwsLAoE6yDzMLCwsLCwsLCwvIUrIPMwsLCwsLCwsLC\n", "8hSsg8zCwsLCwsLCwsLyFKyDzMLCwsLCwsLCwvIUrIPMwsLCwsLCwsLC8hRSO8gcDmcnh8Mp4nA4\n", "Sc855mcOh/OQw+EkcDgcP2nvycLCwsLCwsLCwiIvZBFB3gVgbFs/5HA44wG4EEJcASwGsE0G92Rh\n", "YWFhYWFhYWGRC1I7yISQawAqnnPIZAB//ndsNAAjDodjKe19WVhYWFhYWFhYWOSBInKQbQHkPPU+\n", "F4CdAu7LwsLCwsLCwsLC0mG0FHQfzjPvW/S35nA4bM9rFhYWFhYWFhYWuUMIedY3lUAREeQ8APZP\n", 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"axes.plot(t2, np.cos(2*np.pi*t2), ls='--', c=\"b\")\n", "axes.plot(t2, np.cos(3*np.pi*t2), ls='-.', lw=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Full List of Line Properties](http://matplotlib.org/users/pyplot_tutorial.html#controlling-line-properties)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "------\n", "### Bars" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAW4AAAEACAYAAACTXJylAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAADRxJREFUeJzt3W+MXXWdx/HPR4qpiDoxmtLFJpcHomg0LTGE2HX3qGCq\n", "URwe+KcJkRpjeMACw4PNVp/snSdufaCOyWZ9oC3FaFCDYQIoSsHeWGNE0RYKBVkTbtLutgMJjMpu\n", "JkH5+mBO69DeuX/OvWdOv+X9SiZz7r3nnvtNM3n38JtziiNCAIA8XtX0AACA0RBuAEiGcANAMoQb\n", 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"---------------\n", "## Annotation\n", "\n", "Adding labels and such to points in the plot" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEACAYAAAC08h1NAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4lMX2wPHvpNJCTaSDIl2RC9JBiYJUaYIC4lVEqSKi\n", "WFC8F/ipV7wqXlFEIHSliYJ0aYZiBAlNpIQgHZEeShKSzWZ+f0zAgElItuTd3ZzP8+xjdvfNvId1\n", "c3Z23pkzSmuNEEKIvMPP6gCEEELkLkn8QgiRx0jiF0KIPEYSvxBC5DGS+IUQIo+RxC+EEHmM04lf\n", "KTVVKXVaKbU7i2PGKaVilVK7lFJ1nD2nEEIIx7mixz8NaJPZk0qpdkBlrXUVoB8wwQXnFEII4SCn\n", "E7/WeiNwMYtDOgIz0o7dAhRVSpV09rxCCCEckxtj/GWB4+nunwDK5cJ5hRBCZCC3Lu6qW+5LnQgh\n", "hLBIQC6c4yRQPt39cmmP3UQpJR8GQgjhAK31rZ3rLOVGj38x8DSAUqoREKe1Pp3RgU2bapKTNVrL\n", "zZnbyJEjLY/Bl27yesrr6Wm3gcPOETiiBAfPHXIoKbtiOuccIAqoppQ6rpTqo5Tqr5TqD6C1Xg4c\n", "UkodBCYCgzJrKyQERoxwNiIhhPBdCxfC14c/oledbtxd4i6H2nB6qEdr3TMbxwzOTluzZkHdutCs\n", 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"text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "//anaconda/lib/python2.7/site-packages/matplotlib/text.py:52: UnicodeWarning: Unicode equal comparison failed to convert both arguments to Unicode - interpreting them as being unequal\n", " if rotation in ('horizontal', None):\n", "//anaconda/lib/python2.7/site-packages/matplotlib/text.py:54: UnicodeWarning: Unicode equal comparison failed to convert both arguments to Unicode - interpreting them as being unequal\n", " elif rotation == 'vertical':\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAlYAAAEACAYAAABxmjhoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXeY3NZ59v07KNNneyG5yy6SqpREqku2aKvLttx7d1xe\n", "J06xk8+J/SaxkstOYr8pjltiy3GJa+IiV0lWsSVbktW7RFFib8tdbt/pA+B8fwAHu4PdKVu4LMJ9\n", "XXthgTkADoAZ4MH93Od+hJSSECFChAgRIkSIEPOHdrQ7ECJEiBAhQoQIcaIgDKxChAgRIkSIECEW\n", 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2*np.pi, 100)\n", "X,Y = np.meshgrid(phi_p, phi_m)\n", "Z = flux_qubit_potential(X, Y).T\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(10,4))\n", "\n", "p = ax[0].pcolor(X/(2*np.pi), Y/(2*np.pi), Z, cmap=\"RdBu\", vmin=abs(Z).min(), vmax=abs(Z).max())\n", "fig.colorbar(p, ax=ax[0])\n", "\n", "p2 = ax[1].contour(Z, cmap=\"RdBu\", vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0,1,0,1])\n", "p2.clabel(p2.levels, inline=1, fontsize=10)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----\n", "#Exercises\n", "\n", "Solutions are revealed by editing the question" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the Iris data, make a scatterplot with the color tied to species. Include a legend.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 197, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XdcFEf/wPHP3h3cwR3l6IJIUVEx9l7BEmOJGk3sGhPT\n", "o4nJ86RXTW+/aIzGmGjUJCYaSzRGLLGgsRfsDSOKoihKh+Mod/P7A55TFKIIHIrzfr14cXs7O/Pd\n", "1fsyN7s7C5IkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSVIF0gE7gH3AEeDjUspNAU4A+4Fm\n", "9glNkiRJqijORb81wHag4zXrewNRRa/bFJWRJEmS7ERVAXWYin47Amog5Zr1/YC5Ra93AO6AbwW0\n", "K0mSJN2Eikj0KgqHbi4CGygcwrlaAHD2quUEoGYFtCtJkiTdhIpI9FagKYXJuzMQWUIZ5ZplUQHt\n", "SpIkSTdBU4F1pQMrgJZA9FXvnwMCr1quWfReMbVr1xYnT56swHAkSZKqvZNAnRsVKm+P3ovCMXcA\n", "J+BeYO81Zf4AHi563RZIo3CYp5iTJ08ihLitf959990qj0HGKeOUcco4//cD1L6ZRF3eHn0NCk+0\n", 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[ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAsoAAADSCAYAAABTjOafAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XucXVV99/HPF0K4BQWKEkISoJRggtZqDaKoDEoRlYu2\n", "j4KtFiWlVYpgW5CE+mhC2yhYb5XHtlqxSOUSUWms1SYoQy0WGZSbxIAhDCGQCTgJgUE0gfk9f6w1\n", "yZ4z+0zmcmb2mTPf9+t1XrNvZ+/f3ufM2r+z99prKSIwMzMzM7P+dqk6ADMzMzOzZuRE2czMzMys\n", "hBNlMzMzM7MSTpTNzMzMzEo4UTYzMzMzK+FE2czMzMyshBPlMSLpp5JeV3UcVZL0NkkPS3pK0kur\n", "jqdI0r9K+psGr3OxpKtGuY5Fkr7YqJhGQ9IfSfqvquMwq4LL8GrL8EaUpyXrfI+kH4xyHU1TLkp6\n", "raTVVcfR6pwoj4CkTklvqJnW7x8wIl4cEf+9k/UcKqlXUqt+Dn8PnBMR+0TEXWULSDpX0l2Snpa0\n", "QdJNkk4fh9givxq9ztGtIOJjEXF2I4IZrYj4akS8seo4zBrNZfiQDaUMl6S1ku5t8LabspOHZioX\n", "I+IHEfGiquNoda36zz3WGp1kqYHr2rFSadexWO8Qty1gNrBqkGU+B5wP/CWwPzAD+DBw0njESOOP\n", "+5h8jlWo8rtjNg5chu982zstw7PXAbsDL5D0ikaG0MB1tRxJU6qOYbJwotw4/QrdfMXi9Xn4aEm3\n", 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At least one should include multiple series in it and at least with markers." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }