Plotting.ipynb 1.82 MB
Newer Older
christian.foerster's avatar
christian.foerster committed
1 2 3 4 5 6 7 8 9
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting\n",
    "\n",
    "\n",
christian.foerster's avatar
christian.foerster committed
10
    "In this introduction to plotting with python, we'll be looking at some static and also dynamic libraries. The standart python plottling library is called **matplotlib**."
christian.foerster's avatar
christian.foerster committed
11 12 13 14
   ]
  },
  {
   "cell_type": "code",
christian.foerster's avatar
christian.foerster committed
15
   "execution_count": 2,
christian.foerster's avatar
christian.foerster committed
16 17 18
   "metadata": {},
   "outputs": [],
   "source": [
christian.foerster's avatar
christian.foerster committed
19
    "# libraries to manipulate the data, before plotting\n",
christian.foerster's avatar
christian.foerster committed
20 21 22
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
christian.foerster's avatar
christian.foerster committed
23 24
    "# importing matplotlib and the submodule pyplot\n",
    "# the cell magix line %matplotlib inline causes jupyter notebook to automatically show the plot\n",
christian.foerster's avatar
christian.foerster committed
25 26 27 28
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
christian.foerster's avatar
christian.foerster committed
29
    "# retrieving some data for plotting\n",
christian.foerster's avatar
christian.foerster committed
30 31 32 33 34
    "from sklearn import datasets"
   ]
  },
  {
   "cell_type": "code",
christian.foerster's avatar
christian.foerster committed
35
   "execution_count": 3,
christian.foerster's avatar
christian.foerster committed
36 37 38 39 40 41
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
christian.foerster's avatar
christian.foerster committed
42 43 44 45 46 47
      ".. _iris_dataset:\n",
      "\n",
      "Iris plants dataset\n",
      "--------------------\n",
      "\n",
      "**Data Set Characteristics:**\n",
christian.foerster's avatar
christian.foerster committed
48 49 50 51 52 53 54 55 56 57 58 59
      "\n",
      "    :Number of Instances: 150 (50 in each of three classes)\n",
      "    :Number of Attributes: 4 numeric, predictive attributes and the class\n",
      "    :Attribute Information:\n",
      "        - sepal length in cm\n",
      "        - sepal width in cm\n",
      "        - petal length in cm\n",
      "        - petal width in cm\n",
      "        - class:\n",
      "                - Iris-Setosa\n",
      "                - Iris-Versicolour\n",
      "                - Iris-Virginica\n",
christian.foerster's avatar
christian.foerster committed
60
      "                \n",
christian.foerster's avatar
christian.foerster committed
61 62 63 64 65 66 67 68
      "    :Summary Statistics:\n",
      "\n",
      "    ============== ==== ==== ======= ===== ====================\n",
      "                    Min  Max   Mean    SD   Class Correlation\n",
      "    ============== ==== ==== ======= ===== ====================\n",
      "    sepal length:   4.3  7.9   5.84   0.83    0.7826\n",
      "    sepal width:    2.0  4.4   3.05   0.43   -0.4194\n",
      "    petal length:   1.0  6.9   3.76   1.76    0.9490  (high!)\n",
christian.foerster's avatar
christian.foerster committed
69
      "    petal width:    0.1  2.5   1.20   0.76    0.9565  (high!)\n",
christian.foerster's avatar
christian.foerster committed
70 71 72 73 74 75 76 77
      "    ============== ==== ==== ======= ===== ====================\n",
      "\n",
      "    :Missing Attribute Values: None\n",
      "    :Class Distribution: 33.3% for each of 3 classes.\n",
      "    :Creator: R.A. Fisher\n",
      "    :Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n",
      "    :Date: July, 1988\n",
      "\n",
christian.foerster's avatar
christian.foerster committed
78 79 80
      "The famous Iris database, first used by Sir R.A. Fisher. The dataset is taken\n",
      "from Fisher's paper. Note that it's the same as in R, but not as in the UCI\n",
      "Machine Learning Repository, which has two wrong data points.\n",
christian.foerster's avatar
christian.foerster committed
81 82 83 84 85 86 87 88
      "\n",
      "This is perhaps the best known database to be found in the\n",
      "pattern recognition literature.  Fisher's paper is a classic in the field and\n",
      "is referenced frequently to this day.  (See Duda & Hart, for example.)  The\n",
      "data set contains 3 classes of 50 instances each, where each class refers to a\n",
      "type of iris plant.  One class is linearly separable from the other 2; the\n",
      "latter are NOT linearly separable from each other.\n",
      "\n",
christian.foerster's avatar
christian.foerster committed
89 90 91
      ".. topic:: References\n",
      "\n",
      "   - Fisher, R.A. \"The use of multiple measurements in taxonomic problems\"\n",
christian.foerster's avatar
christian.foerster committed
92 93
      "     Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n",
      "     Mathematical Statistics\" (John Wiley, NY, 1950).\n",
christian.foerster's avatar
christian.foerster committed
94
      "   - Duda, R.O., & Hart, P.E. (1973) Pattern Classification and Scene Analysis.\n",
christian.foerster's avatar
christian.foerster committed
95 96 97 98 99 100 101 102 103
      "     (Q327.D83) John Wiley & Sons.  ISBN 0-471-22361-1.  See page 218.\n",
      "   - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n",
      "     Structure and Classification Rule for Recognition in Partially Exposed\n",
      "     Environments\".  IEEE Transactions on Pattern Analysis and Machine\n",
      "     Intelligence, Vol. PAMI-2, No. 1, 67-71.\n",
      "   - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\".  IEEE Transactions\n",
      "     on Information Theory, May 1972, 431-433.\n",
      "   - See also: 1988 MLC Proceedings, 54-64.  Cheeseman et al\"s AUTOCLASS II\n",
      "     conceptual clustering system finds 3 classes in the data.\n",
christian.foerster's avatar
christian.foerster committed
104
      "   - Many, many more ...\n"
christian.foerster's avatar
christian.foerster committed
105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155
     ]
    }
   ],
   "source": [
    "# iris dataset\n",
    "iris=datasets.load_iris()\n",
    "iris\n",
    "print(iris[\"DESCR\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the right parts (the first 2 columns of the data)\n",
    "iris_data=iris.data\n",
    "x1,x2 = iris_data[:,0],iris_data[:,1]\n",
    "iris_header=iris.feature_names\n",
    "iris_group=iris.target\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(iris_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
christian.foerster's avatar
christian.foerster committed
156 157 158 159
       "[<matplotlib.lines.Line2D at 0x7f2ce71ab128>,\n",
       " <matplotlib.lines.Line2D at 0x7f2ce71ab240>,\n",
       " <matplotlib.lines.Line2D at 0x7f2ce71ab390>,\n",
       " <matplotlib.lines.Line2D at 0x7f2ce71ab4e0>]"
christian.foerster's avatar
christian.foerster committed
160 161 162 163 164 165 166 167
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
christian.foerster's avatar
christian.foerster committed
168
      "image/png": "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\n",
christian.foerster's avatar
christian.foerster committed
169
      "text/plain": [
christian.foerster's avatar
christian.foerster committed
170
       "<Figure size 432x288 with 1 Axes>"
christian.foerster's avatar
christian.foerster committed
171 172
      ]
     },
christian.foerster's avatar
christian.foerster committed
173 174 175
     "metadata": {
      "needs_background": "light"
     },
christian.foerster's avatar
christian.foerster committed
176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191
     "output_type": "display_data"
    }
   ],
   "source": [
    "# basics\n",
    "plt.plot(iris_data,\"+\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
christian.foerster's avatar
christian.foerster committed
192
       "[<matplotlib.lines.Line2D at 0x7f2ce6c8df98>]"
christian.foerster's avatar
christian.foerster committed
193 194 195 196 197 198 199 200
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
christian.foerster's avatar
christian.foerster committed
201
      "image/png": "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\n",
christian.foerster's avatar
christian.foerster committed
202
      "text/plain": [
christian.foerster's avatar
christian.foerster committed
203
       "<Figure size 864x360 with 1 Axes>"
christian.foerster's avatar
christian.foerster committed
204 205
      ]
     },
christian.foerster's avatar
christian.foerster committed
206 207 208
     "metadata": {
      "needs_background": "light"
     },
christian.foerster's avatar
christian.foerster committed
209 210 211 212
     "output_type": "display_data"
    }
   ],
   "source": [
christian.foerster's avatar
christian.foerster committed
213
    "# setting the figure size\n",
christian.foerster's avatar
christian.foerster committed
214
    "plt.figure(figsize=(12,5))\n",
christian.foerster's avatar
christian.foerster committed
215
    "# plotting to figure\n",
christian.foerster's avatar
christian.foerster committed
216 217
    "plt.plot(x1,\"k.\",x2,\"r--*\")\n",
    "plt.plot(x1+5,linewidth=4)\n",
christian.foerster's avatar
christian.foerster committed
218
    "# faking drift\n",
christian.foerster's avatar
christian.foerster committed
219 220 221 222 223 224
    "drift=np.linspace(0,10,len(x1))\n",
    "plt.plot(x1-drift,marker=\"<\",linestyle='',markersize=2)"
   ]
  },
  {
   "cell_type": "code",
christian.foerster's avatar
christian.foerster committed
225
   "execution_count": 15,
christian.foerster's avatar
christian.foerster committed
226 227 228 229 230 231
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
christian.foerster's avatar
christian.foerster committed
232
      "['fast', 'grayscale', 'seaborn-paper', 'bmh', 'fivethirtyeight', 'seaborn-deep', 'seaborn-dark-palette', 'seaborn-notebook', 'seaborn', 'seaborn-muted', 'tableau-colorblind10', 'ggplot', 'Solarize_Light2', 'seaborn-poster', 'dark_background', 'seaborn-dark', 'seaborn-bright', 'seaborn-ticks', 'seaborn-white', 'seaborn-talk', '_classic_test', 'classic', 'seaborn-pastel', 'seaborn-whitegrid', 'seaborn-darkgrid', 'seaborn-colorblind']\n"
christian.foerster's avatar
christian.foerster committed
233 234 235 236
     ]
    },
    {
     "data": {
christian.foerster's avatar
christian.foerster committed
237
      "image/png": "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\n",
christian.foerster's avatar
christian.foerster committed
238
      "text/plain": [
christian.foerster's avatar
christian.foerster committed
239
       "<Figure size 432x288 with 1 Axes>"
christian.foerster's avatar
christian.foerster committed
240 241 242 243 244 245 246 247
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
christian.foerster's avatar
christian.foerster committed
248
       "<matplotlib.collections.PathCollection at 0x7f2ce0e83198>"
christian.foerster's avatar
christian.foerster committed
249 250
      ]
     },
christian.foerster's avatar
christian.foerster committed
251
     "execution_count": 15,
christian.foerster's avatar
christian.foerster committed
252 253 254 255 256
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
christian.foerster's avatar
christian.foerster committed
257
      "image/png": "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\n",
christian.foerster's avatar
christian.foerster committed
258
      "text/plain": [
christian.foerster's avatar
christian.foerster committed
259
       "<Figure size 432x288 with 1 Axes>"
christian.foerster's avatar
christian.foerster committed
260 261 262 263 264 265 266
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
christian.foerster's avatar
christian.foerster committed
267
    "# check out different plot styles\n",
christian.foerster's avatar
christian.foerster committed
268
    "print(plt.style.available)\n",
christian.foerster's avatar
christian.foerster committed
269
    "# lets check out ggplot\n",
christian.foerster's avatar
christian.foerster committed
270 271 272
    "plt.style.use('ggplot')\n",
    "\n",
    "\n",
christian.foerster's avatar
christian.foerster committed
273 274 275
    "plt.scatter(x1,x2,marker=\"o\",c=iris_group)\n",
    "plt.show() # this line forces the plot to be output!\n",
    "plt.scatter(x1,x2,marker=\"+\",alpha=0.7,c=iris_group,s=100*(iris_group+1))\n"
christian.foerster's avatar
christian.foerster committed
276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_group"
   ]
  },
  {
   "cell_type": "code",
christian.foerster's avatar
christian.foerster committed
306
   "execution_count": 24,
christian.foerster's avatar
christian.foerster committed
307 308 309 310 311
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
christian.foerster's avatar
christian.foerster committed
312
       "<matplotlib.collections.PathCollection at 0x7f2ce02c1c88>"
christian.foerster's avatar
christian.foerster committed
313 314
      ]
     },
christian.foerster's avatar
christian.foerster committed
315
     "execution_count": 24,
christian.foerster's avatar
christian.foerster committed
316 317 318 319 320
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
christian.foerster's avatar
christian.foerster committed
321
      "image/png": "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\n",
christian.foerster's avatar
christian.foerster committed
322
      "text/plain": [
christian.foerster's avatar
christian.foerster committed
323
       "<Figure size 864x576 with 1 Axes>"
christian.foerster's avatar
christian.foerster committed
324 325 326 327 328 329 330
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
christian.foerster's avatar
christian.foerster committed
331 332
    "# using a colormap instead\n",
    "# sampling fake data\n",
christian.foerster's avatar
christian.foerster committed
333 334 335 336
    "np.random.seed(2)\n",
    "n = 100\n",
    "y = 2 * np.random.rand(n)\n",
    "x= np.linspace(0,10,n)\n",
christian.foerster's avatar
christian.foerster committed
337 338
    "\n",
    "# random sizes\n",
christian.foerster's avatar
christian.foerster committed
339
    "size= 2 * np.random.rand(n)*500\n",
christian.foerster's avatar
christian.foerster committed
340
    "# colors shifting linearly\n",
christian.foerster's avatar
christian.foerster committed
341
    "colors = np.linspace(0,1,n)\n",
christian.foerster's avatar
christian.foerster committed
342
    "# plotting\n",
christian.foerster's avatar
christian.foerster committed
343
    "plt.figure(figsize=(12,8))\n",
christian.foerster's avatar
christian.foerster committed
344
    "plt.scatter(x, y, c=colors, s=size, marker=\"o\", cmap=plt.cm.RdYlGn)"
christian.foerster's avatar
christian.foerster committed
345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fancy plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "multiple y axis"
   ]
  },
  {
   "cell_type": "code",
christian.foerster's avatar
christian.foerster committed
363
   "execution_count": 25,
christian.foerster's avatar
christian.foerster committed
364 365 366 367 368
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
christian.foerster's avatar
christian.foerster committed
369 370 371
       "[<matplotlib.lines.Line2D at 0x7f2ce0231518>,\n",
       " <matplotlib.lines.Line2D at 0x7f2ce0231668>,\n",
       " <matplotlib.lines.Line2D at 0x7f2ce02317b8>]"
christian.foerster's avatar
christian.foerster committed
372 373
      ]
     },
christian.foerster's avatar
christian.foerster committed
374
     "execution_count": 25,
christian.foerster's avatar
christian.foerster committed
375 376 377 378 379
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
christian.foerster's avatar
christian.foerster committed
380
      "image/png": "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\n",
christian.foerster's avatar
christian.foerster committed
381
      "text/plain": [
christian.foerster's avatar
christian.foerster committed
382
       "<Figure size 432x288 with 1 Axes>"
christian.foerster's avatar
christian.foerster committed
383 384 385 386 387 388 389
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
christian.foerster's avatar
christian.foerster committed
390
    "# generating data\n",
christian.foerster's avatar
christian.foerster committed
391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680
    "x=np.linspace(0,5*np.pi,400)\n",
    "y1=np.sin(x)\n",
    "y2=np.cos(3*x-1)*4+5\n",
    "y3=np.tan(x*5)+200\n",
    "y4=y1+y2+y3\n",
    "\n",
    "# have a quick look\n",
    "plt.plot(x,y1,x,y2,x,y3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ff83ccf28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig, axis = plt.subplots(figsize=(8,6))\n",
    "\n",
    "# create 2 more y axis\n",
    "axis2 = axis.twinx()\n",
    "axis3 = axis.twinx()\n",
    "\n",
    "axis2.grid(False)\n",
    "axis3.grid(False)\n",
    "\n",
    "# move 3rd y axis\n",
    "axis3.spines[\"right\"].set_position((\"axes\", 1.15))\n",
    "\n",
    "#set labels\n",
    "axis.set_ylabel(r\"Y1 [$\\alpha$]\")\n",
    "axis2.set_ylabel(r\"Y2 [$\\beta$]\")\n",
    "axis3.set_ylabel(r\"Y3 [$\\zeta$]\")\n",
    "\n",
    "axis.set_xlabel(\"X\")\n",
    "\n",
    "# nice colors\n",
    "cmap = matplotlib.cm.get_cmap('Spectral')\n",
    "rgbas = [cmap(0.1),cmap(0.8),cmap(0.9)]\n",
    "\n",
    "# add data and get the returned matplotlib object\n",
    "p1, = axis.plot(x,y1,c=rgbas[0],label=\"Y1\")\n",
    "p2, = axis2.plot(x,y2,c=rgbas[1],label=\"Y2\")\n",
    "p3, = axis3.plot(x,y3,c=rgbas[2],label=\"Y3\")\n",
    "\n",
    "#change tickpostion from Y3\n",
    "axis3.set_yticks([0,50,100,150,200,250,300,350,400])\n",
    "\n",
    "#change labels from Y3\n",
    "axis3.set_yticklabels([\"a\",\"b\",\"c\",\"d\",1,2,3,4,5])\n",
    "\n",
    "#some titel\n",
    "plt.title(\"header\")\n",
    "\n",
    "#add one legend for all axis p need to be indexed!\n",
    "lines = [p1, p2, p3]\n",
    "axis.legend(lines, [l.get_label() for l in lines],loc=\"lower right\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ff83e0e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#adjust all fonts in plot\n",
    "plt.rc(\"font\",size=15)\n",
    "\n",
    "# create a 2 by 2 plot grid\n",
    "fig,axes=plt.subplots(nrows=2, ncols=2,figsize=(16,8),sharex=True) #sharex=False, sharey=False\n",
    "\n",
    "#fill the single plots\n",
    "axes[0,0].plot(x,y1,label=\"sin\")\n",
    "axes[1,0].plot(x,y2,label=\"cos\")\n",
    "axes[0,1].plot(x,y3,label=\"tan\")\n",
    "axes[1,1].plot(x,y4,label=\"sin+cos+tan\")\n",
    "\n",
    "#add legends in each plot\n",
    "axes[0,0].legend()\n",
    "axes[1,0].legend()\n",
    "axes[0,1].legend()\n",
    "axes[1,1].legend()\n",
    "\n",
    "#some other things to do\n",
    "axes[0,1].grid(False)\n",
    "axes[1,1].set_facecolor(\"k\")\n",
    "axes[0,0].fill_between(x[:len(x)//2], 0, y1[:200],facecolor='c',alpha=0.4)\n",
    "axes[0,0].fill_between(x[200:], 0, y1[200:],facecolor='y',alpha=0.4)\n",
    "\n",
    "# takes care of padding and so on\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ff8a655c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes, InsetPosition\n",
    "\n",
    "# plot style\n",
    "matplotlib.style.use(\"seaborn-white\")\n",
    "\n",
    "#create figure\n",
    "fig, ax = plt.subplots(1,1, figsize=(16, 9))\n",
    "\n",
    "# fontsize of main window labels\n",
    "ax.tick_params(labelsize=20)\n",
    "\n",
    "#create inset (figure in a figure)\n",
    "axins = inset_axes(ax,width=\"30%\",height=1.)\n",
    "\n",
    "#optional accurate location specification\n",
    "pos = InsetPosition(ax, [0.7, 0.7, 0.3, 0.3]) #posx, posy, width, height\n",
    "axins.set_axes_locator(pos)\n",
    "\n",
    "\n",
    "# playing with the ticks of axins\n",
    "axins.tick_params(bottom=False,top=False,left=True,right=False,\n",
    "                  labelbottom=False, labeltop=True, labelleft=True,\n",
    "                  which=\"both\",width=3,length=6)\n",
    "axins.tick_params(axis='y', colors='r')\n",
    "\n",
    "axins.spines['bottom'].set_visible(False)\n",
    "\n",
    "# second y axis for inset\n",
    "axins2=axins.twinx()\n",
    "\n",
    "# playing with ticks of second axis\n",
    "axins2.tick_params(right=True,labelright=True,\n",
    "                  which=\"both\",width=3,length=6 ,colors=\"b\")\n",
    "\n",
    "\n",
    "# hide top axis \n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "\n",
    "# plot into the main window (ax)\n",
    "funny_signal=y1+np.cos(100*x)*0.1\n",
    "ax.plot(x,funny_signal)\n",
    "ax.plot(x,y1,c=\"b\",lw=2)\n",
    "\n",
    "#fill color with hexadecimal code or rgba possible\n",
    "cols=(224/255,224/255,224/255,0.5)\n",
    "half_band_width=0.15\n",
    "ax.fill_between(x,y1-half_band_width,y1+half_band_width,color=cols)\n",
    "\n",
    "#plot onto the left y-axis of axins\n",
    "residuals=funny_signal-y1\n",
    "axins.plot(x,residuals)\n",
    "\n",
    "# set ylim \n",
    "axins.set_ylim(-0.1,0.3)\n",
    "\n",
    "#adjust ticks\n",
    "axins.set_yticks([-0.1,0,0.1])\n",
    "\n",
    "# plot onto second axis of axins (axins2)\n",
    "#smoothed=\n",
    "res_squared=residuals**2\n",
    "axins2.plot(x,res_squared)\n",
    "\n",
    "# set ylim2\n",
    "axins2.set_ylim(-0.01,0.01)\n",
    "\n",
    "#adjust ticks\n",
    "axins2.set_yticks([0,0.01])\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ff8f100b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n",
    "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n",
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes, InsetPosition\n",
    "matplotlib.style.use(\"default\")\n",
    "\n",
    "fig, ax = plt.subplots(1,1,figsize=(8,4))\n",
    "\n",
    "xx=np.linspace(0.001,1,10000)\n",
    "yy=np.sin(1/xx)*xx\n",
    "ax.semilogx(xx,yy)\n",
    "ax.hlines(y=0,xmin=min(xx),xmax=max(xx),colors=\"r\")\n",
    "\n",
    "ax.tick_params(which=\"both\",length=4)\n",
    "\n",
    "\n",
    "'''first zoom inset'''\n",
    "#when using the accurate position the zoom statement doesn't work\n",
    "axins = zoomed_inset_axes(ax,zoom=2) \n",
    "\n",
    "#optional accurate location specification\n",
    "pos = InsetPosition(ax, [0.1, 0.6, 0.3, 0.3]) #posx, posy, width, height\n",
    "axins.set_axes_locator(pos)\n",
    "\n",
    "axins.plot(xx,yy)\n",
    "axins.hlines(y=0,xmin=min(xx),xmax=max(xx),colors=\"r\")\n",
    "# sub region of the original image\n",
    "x_1, x_2, y_1, y_2 = 0.002, 0.004,  -0.01,0.01\n",
    "axins.set_xlim(x_1, x_2)\n",
    "axins.set_ylim(y_1, y_2)\n",
    "\n",
    "axins.tick_params(bottom=False,top=False,left=False,right=False,\n",
    "                  labelbottom=False, labeltop=False, labelleft=False)\n",
    "\n",
    "# draw a bbox of the region of the inset axes in the parent axes and\n",
    "# connecting lines between the bbox and the inset axes area\n",
    "mark_inset(ax, axins, loc1=3, loc2=4, ec=\"0.5\")\n",
    "\n",
    "\n",
    "'''second zoom inset'''\n",
    "\n",
    "#when using the accurate position the zoom statement doesn't work\n",
    "axins2 = zoomed_inset_axes(ax,zoom=2) \n",
    "\n",
    "#optional accurate location specification\n",
    "pos = InsetPosition(ax, [0.5, 0.6, 0.3, 0.3]) #posx, posy, width, height\n",
    "axins2.set_axes_locator(pos)\n",
    "\n",
    "axins2.plot(xx,yy)\n",
    "axins2.hlines(y=0,xmin=min(xx),xmax=max(xx),colors=\"r\")\n",
    "# sub region of the original image\n",
    "x_1, x_2, y_1, y_2 = 0.006, 0.014,  -0.02,0.02\n",
    "axins2.set_xlim(x_1, x_2)\n",
    "axins2.set_ylim(y_1, y_2)\n",
    "\n",
    "axins2.tick_params(bottom=False,top=False,left=False,right=False,\n",
    "                  labelbottom=False, labeltop=False, labelleft=False)\n",
    "\n",
    "# draw a bbox of the region of the inset axes in the parent axes and\n",
    "# connecting lines between the bbox and the inset axes area\n",
    "mark_inset(ax, axins2, loc1=3, loc2=4, ec=\"0.5\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
christian.foerster's avatar
christian.foerster committed
681
   "execution_count": 26,
christian.foerster's avatar
christian.foerster committed
682 683 684 685
   "metadata": {},
   "outputs": [
    {
     "data": {
christian.foerster's avatar
christian.foerster committed
686
      "image/png": "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