{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting pupillometric data for exploration\n", "\n", "It is crucial to validate preprocessing steps by visually inspecting the results using plots. Therefore, `pypillometry` implements several plotting facilities that encourage active exploration of the dataset. Some of the plotting functions require a Jupyter-notebook with enable widgets (see Installation instructions) so that the plots can be changed interactively, others are purely `matplotlib`-based." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.insert(0,\"..\")\n", "import pypillometry as pp\n", "import pylab as plt ## access matplotlib functions\n", "\n", "d=pp.PupilData.from_file(\"../data/test.pd\")\n", "faked=pp.create_fake_pupildata(ntrials=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each `PupilData` object has a default `plot()` function that, by default, plots the complete signal at once. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5))\n", "d.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Often, the signal is too long to fit comfortably into one plot, therefore plot allows to specify a range by specifying the `plot_range=` argument with a `tuple` giving start end end of the plot. For longer recordings, it can be useful to specify the range in different time units by using `units=`. `pypillometry` supports `ms` (milliseconds), `sec` (seconds), `min` (minutes) and `h` (hours)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5))\n", "plt.subplot(1,2,1)\n", "d.plot((260, 280), units=\"sec\")\n", "plt.subplot(1,2,2)\n", "d.plot((4.5, 4.7), units=\"min\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the scale of the plots went all the way to zero because missing data is represented by `0` in the used eyetracker. \n", "\n", "When we detect and interpolate blinks (see [blinks-notebook](blinks.html)), the scale is adjusted and detected blinks highlighted in red." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## detect and interpolate blinks\n", "d=d.blinks_detect()\n", "d2=d.blinks_interp_mahot()\n", "\n", "## plot results\n", "plt.figure(figsize=(15,5))\n", "plt.subplot(1,2,1)\n", "d.plot((260, 280), units=\"sec\")\n", "plt.subplot(1,2,2)\n", "d2.plot((260, 280), units=\"sec\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to enable interactive plotting, you can either use widget-based plotting in the jupyter notebook by using `interactive=True`, or pop-out the plot in `matplotlib`'s plotting window which allows zooming, moving etc. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "966a6639c256407b8b3b3712b170391a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatRangeSlider(value=(240.0, 360.0), continuous_update=False, description=' ', layout=…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## produces plot with adjustable x-axis for exploring signal\n", "d.plot(interactive=True)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using matplotlib backend: MacOSX\n" ] } ], "source": [ "## pops out the plot in matplotlibs native plotting window\n", "%matplotlib \n", "d.plot()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "## reset to inline-plotting\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In case you are interested in modeling the signal (see notebook [modeling pupillometric signal](modeling.html)), the `plot()` function allows to plot the different components (baseline and response-model) as well as the full model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Furthermore, it is also possible to plot several datasets simultaneously using the module-level function `plotpd()`. \n", "\n", "By default, the signals are plotted into the same figure in different colors:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEGCAYAAACUzrmNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydd3wVVfr/P+e29IQ0SggQWuhNQhMLVuwNde0NxV5/rmVdNbLryu5XXVdXcXcV2xbF7roqNuwETJBeAwQIoSQB0m+d8/tjZu6duXfm3plbZy7n/Xrx4mbKmTMzZ85zzvM853kIpRQMBoPBYITDkuoKMBgMBsP4MGHBYDAYjIgwYcFgMBiMiDBhwWAwGIyIMGHBYDAYjIjYUl2BRFFSUkIrKipSXQ0Gg8EwDSUlJViyZMkSSulpwfvSVlhUVFSgtrY21dVgMBgMU0EIKVHaztRQDAaDwYgIExYMBoPBiAgTFgwGg8GISNraLBgMs+PxeNDY2Ain05nqqjDSkMzMTJSXl8Nut2s6ngkLBsOgNDY2Ii8vDxUVFSCEpLo6jDSCUorW1lY0NjZi8ODBms5haigGw6A4nU4UFxczQcGIO4QQFBcX65q1MmHBYBgYJigYiUJv22LCIgX4OIprXlmB1k5XqqvCYDAYmmDCIgWc+NQ3+GZzMyb//stUV4XBYDA0wYRFCmjtdKe6CgxGRA4fPowXXnghqnOfeeYZdHd3x7lGASoqKtDS0hL3ch955BF8+aX6IC5R1zUDTFikgBuPG5LqKjAYEUmmsPD5fFFdJ97Mnz8fJ598cqqrYUiY62wK6HIb48NgmIfH/rseG5ra41rm6LJ8PHr2GNX9DzzwALZt24aJEyfilFNOQe/evbF48WK4XC6cf/75eOyxx9DV1YWLL74YjY2N8Pl8ePjhh7F//340NTXhhBNOQElJCZYuXapYfm5uLu655x4sWbIETz31FFwuF+699154vV5MmTIFCxcuREZGRth76Onpwfnnn485c+bghhtuwHnnnYfdu3fD6XTizjvvxLx58xTP8/l8mDt3Lmpra0EIwXXXXYe7774b11xzDc466yxceOGFqtd87rnn8N///hcejwdvv/02Ro4cierqauTm5uLee+8FAIwdOxYff/wx0imYKRMWKaDT5Ul1FRiMiCxYsADr1q3DqlWr8Pnnn+Odd97BihUrQCnFOeecg++++w7Nzc0oKyvD//73PwBAW1sbCgoK8PTTT2Pp0qUoKVGMSQcA6OrqwtixYzF//nw4nU4MHz4cX331FSorK3HVVVdh4cKFuOuuu1TP7+zsxCWXXIKrrroKV111FQBg0aJFKCoqQk9PD6ZMmYI5c+aguLg45NxVq1Zhz549WLduHQB+FqWVkpISrFy5Ei+88AKefPJJvPTSS5rPNTNMWKSADqc31VVgmIxwM4Bk8Pnnn+Pzzz/HpEmTAPAd9datW3Hsscfi3nvvxf3334+zzjoLxx57rOYyrVYr5syZAwDYvHkzBg8ejMrKSgDA1Vdfjeeffz6ssDj33HNx33334fLLL/dve/bZZ/H+++8DAHbv3o2tW7cqCoshQ4Zg+/btuP3223HmmWfi1FNP1VzvCy64AAAwefJkvPfee5rPMzvMZpECOiXCooeppBgmgFKKBx98EKtWrcKqVatQX1+PuXPnorKyEnV1dRg3bhwefPBBzJ8/X3OZmZmZsFqt/vL1MnPmTHz66af+c7/55ht8+eWXWLZsGVavXo1JkyapLjorLCzE6tWrMWvWLDz//PO4/vrrNV9XVI1ZrVZ4vfy3bLPZwHGc/5h0DNHChEUK6HAFhEWXm80yGMYkLy8PHR0dAIDZs2dj0aJF6OzsBADs2bMHBw4cQFNTE7Kzs3HFFVfg3nvvxcqVK0PO1cLIkSPR0NCA+vp6AMAbb7yB448/Puw58+fPR3FxMW655RYAvAqssLAQ2dnZ2LRpE2pqalTPbWlpAcdxmDNnDn73u9/56x0tFRUV/jJWrlyJHTt2xFSeEUmYsCCEDCCELCWEbCSErCeE3ClsLyKEfEEI2Sr8Xyg550FCSD0hZDMhZLZk+2RCyFph37PE5MtapbMJr0//iIrBSAbFxcWYOXMmxo4diy+++AKXXXYZZsyYgXHjxuHCCy9ER0cH1q5di6lTp2LixIl4/PHH8dvf/hYAMG/ePJx++uk44YQTNF0rMzMTr7zyCi666CKMGzcOFosFN910U8TznnnmGTidTtx333047bTT4PV6MX78eDz88MOYPn266nl79uzBrFmzMHHiRFxzzTV44okntD0UFebMmYODBw9i4sSJWLhwoV+dlk6QaKZ/mgompB+AfpTSlYSQPAB1AM4DcA2Ag5TSBYSQBwAUUkrvJ4SMBvAfAFMBlAH4EkAlpdRHCFkB4E4ANQA+AfAspfTTcNevqqqiRs2UV/HA//y/v7/vBAwoyk5hbRhGZePGjRg1alSqq8FIY5TaGCGkjlJaFXxswmYWlNK9lNKVwu8OABsB9AdwLoDXhMNeAy9AIGx/k1LqopTuAFAPYKogdPIppcsoL9lel5xjerwcm1kwGAzjkxRvKEJIBYBJAJYD6EMp3QvwAoUQ0ls4rD/4mYNIo7DNI/wO3p4Utn73FriedoyYfUNcy82yW9Hj8cHr4yIfzGCYmGnTpsHlksdBe+ONNzBu3LiI555//vkh+v8//vGPmD17tsoZ8bl+PK6bbiRcWBBCcgG8C+AuSml7GHOD0g4aZrvSteYBmAcAAwcO1F9ZBYZ/LSzqiZOwENV+A4uysXl/B1ugx0h7li9fHvW5ohtssq8fj+umGwn1hiKE2MELin9RSkWH5P2Cakm0axwQtjcCGCA5vRxAk7C9XGF7CJTSv1NKqyilVaWlpfG7kTji8vIzibxMXk6f9/yPqawOg8FgaCKR3lAEwMsANlJKn5bs+gjA1cLvqwF8KNl+CSEkgxAyGMBwACsElVUHIWS6UOZVknNMh+gJlZvJ1kMyGAzzkMgeayaAKwGsJYSsErb9BsACAIsJIXMB7AJwEQBQStcTQhYD2ADAC+BWSqmoo7kZwKsAsgB8KvxLONTn8evAOI7CYondY7fHw99SN1M/MRgME5EwYUEp/QHK9gYAOEnlnMcBPK6wvRbA2PjVThuuni5kCr/dXh8yHbE/LlFYcMwLisFgmAi2gjsM3t11/t9ud09cyhTVUL2y7XEpj8FIFCyfRWKu29DQgLFjkz72jRkmLMLgo4GJkccZn4Yvqp8umRIfby0GI1GwfBYMKczKGgavZHV7/IQFHwuqMMeOm2cNxT++2x6XchlpzqcPAPvWxrfMvuOA0xeo7mb5LJSJRz4Lr9eLq6++Gr/88gsqKyvx+uuvIzs7G3V1dbjnnnvQ2dmJkpISvPrqq+jXr59iGbNmzcK0adOwdOlSHD58GC+//DKOPfZYNDQ04Morr0RXVxcA4K9//SuOPvrosM9RC2xmEQZfT2fgtzs+USRFNVS2wwaH1QIvR5n9gmFIFixYgKFDh2LVqlU45ZRTsHXrVqxYsQKrVq1CXV0dvvvuO3z22WcoKyvD6tWrsW7dOpx22mm44447UFZWhqVLl6oKCiCQz2L58uWoqqrCNddcg7feegtr166F1+vFwoULw9avs7MTZ599Ni677DLccAO/DmrRokWoq6tDbW0tnn32WbS2tiqeK81nsXbtWlx77bWan4uYz+Lmm2/Gk08+qfk8KZs3b8a8efOwZs0a5Ofn44UXXoDH48Htt9+Od955B3V1dbjuuuvw0EMPhS3H6/VixYoVeOaZZ/DYY48BAHr37o0vvvgCK1euxFtvvYU77rgjqjoGw2YWYeCcgcxknjgJi26/sLDCYeNltdvHIdNijUv5jDQlzAwgGbB8FgHikc9iwIABmDlzJgDgiiuuwLPPPovTTjsN69atwymnnAKAn/2ozSqU6tLQ0AAA8Hg8uO2227Bq1SpYrVZs2bIlqjoGw4RFGKgrEGLZGydhsfUAP1vJcljhsEqEhZ0JC4ZxEfNZ3HjjjSH76urq8Mknn+DBBx/EqaeeikceeURTmfHKZ3HZZZeBECLLZ5GdnY1Zs2ZFzGexZMkSPP/881i8eDEWLVqk6brxyGcRHMmCEAJKKcaMGYNly5ZpqodaXf785z+jT58+WL16NTiOQ2ZmZrgiNMPUUGEgbomw8MRHWLz47TYAQI7DhteWNQAA6g90qp/AYKQIls9CO3rzWezatcsvFP7zn//gmGOOwYgRI9Dc3Ozf7vF4sH79et11aWtrQ79+/WCxWPDGG2/EzXmACYswWNxd/t9cnGYWIjkZNoiDKZYtj2FEWD4L7ejNZzFq1Ci89tprGD9+PA4ePIibb74ZDocD77zzDu6//35MmDABEydOxE8//aS7Lrfccgtee+01TJ8+HVu2bEFOTk60tyUjYfksUk088lm0vH03StbzU9O1J76GccfFHhldzGXRsOBMnPrnb7FlfyduPH4IHjyd5S1gyGH5LBiJxhD5LNIB4pF4Q8VJDTWgKAuzx/QBAGzZz5e/aa/26boSjVtXw9mjz7W3fvWP2FDzWUzXZTAYRw7MwB0GizsgLLg4CYtDXR7kZcpXb3fHkIe7p2Unyv91HP9HdZvm84a9fwb/Y7r2cxiMaDhS81m0trbipJNCIxt99dVXih5aatx666348Ud5dOo777xTl7tvPGDCIgwWTyec1I5M4kFOy5qYy3N7OXS6vHinrhFPXjQBj5w1GvM/3oDjK6MPp364eS+yYq4Zw6hQSkM8Z8zGkZrPori4GKtWrYp8YASef/75mMtQQq8JgqmhwmB1d2In5VVG3XHokl1e3pDdN593ZTtxJJ8k0O2L3m70z5/36D6Hk3hHeD3uqK/NSCyZmZlobW2Nyq2UwQgHpRStra263GrZzCIMFk8XmmgxRqARLl/sozuvIBRuPH4IAOBQN99RP/vVVtxzSnjvCTWIR3+AQ2dPJ7KF313th1BQ3CeqazMSS3l5ORobG9Hc3JzqqjDSkMzMTJSXl0c+UIAJizBYPZ04iN5wUyv2NR+IfEIEPJw833Z5YbbKkdrp7tJvHD90oNEvLDZ+9jdMv1zbIipGcrHb7Rg8eHCqq8FgAGBqqLBYPZ3ooFlwEB/O63wr5vLWN/HhQ575cisAoDSPX315cZV26R5MbtdO3edQSSyqoh3/jfraDAbjyIEJCzUohcXThU7BVnHAEXtI8T2HeJVRW49Htn1xbWPUZV7g/Z/uc5xdAQ+oSm984sYwGIz0hgkLNQ41wEK9sILDRm4g9tpjFxaVffIAAL+ePSLmskSax90MAOjQYYB3d7dHPojBYDAkMGGhQvf3fwUAzLBsgBMOWLnY11lwglfLpAG9/NsmDeyFY4eXAABqn74Qa755V1eZVHCrtFIuwpEBvK6uyAcxGAyGBCYsVGijfDyVBzw3wEkdsPpcEc6IjJh/O0MSYTY3w4ZOlxfgOFS1f4Hx31ynq0zq41VaNmiPL0XjtMCQwWAcOTBhoYLV3YZ2mo1NdCDcxAFbHGYWLR28wMmwBR57boYNnU4vqCe6THzUx6/+tjJhwWCYlvd/acTin3enuhphYa6zKngO70U75dVFbksG7NzBmMv8bN0+AEC7xMAtzix8rq6oXgblBGFBtC/cilfoEgaDETstnS7c/dZqAMDFUwakuDbqsJmFCrt270Yr8gEAXksm7DR2NdTxI/iwHsMFQzfAZ87b2+YE+Ta6TGjizEIPnHBOTeE5AAC3iwkPBiNVbJPkszFyimUmLIKoe+p8LPvHnehFOnCY5gIAfJYMOGjsYTGkKVVF/rd2L06w/AJrXSBLF+W0G6vFmYUenEJQNZpZAABoP6R/hTDn86F+9Y+RD2SYinU/fIwf3/xjqqtxRLG/IzAQDXarNxJMWAQxueNrzNjzKopIBw5SfgbgtWYgA6EzC8r5dHXsP+/gVVkOic0iEy78wf4y2vIr8X+eiwEAnR2HtVdYIix8Xg2Cg1Ics/kPAIDRTXz+4G2Lf6N4aPvhVricyraUFW/+HsPePwPrfvhIe10Zhmfsl5dj5qY/pLoaRxRv1wZsFaITjBFhwkKFPuQw2sDPLDhrJjIVZhZkfhEOPqZ9/cU3W/gRvM0SiDN1nfVT9CMHcX3zJWgGP9LvamvVXKZUDeVyanCJrXvV/3Nj7jQAwLSDoR2+2+VE/jNDkLGgH1r3hy4anL71aQBA585fNNeVYR4O7Q2fFpQRH7rdXny/tcX/d4cz+nQFiYYJizDMtKwFAPhsWXAQLzzu0NlFMdEem+nqGRXIy7AFQk53teB2x8f43DcZP9ORcFI+/IdbpdOnlOKuN39BSydfD46j/iTt/HkRggp6eoBv/4h9BRNR4fwXBlz2LACgGYUhh7bsDYQRKV44RrVI2h274d8I9EQRYyudWbWJrexPBqMfWSL7e9m2FpUjUw8TFmFY4psCAODsvKG7q/2QpvPUDMYurw8Zdskjr1mITNqDP3ovAQA4wSdFcvcoC4vqj9bjg1VNqPr9lwCAhz9ch18aAo3L7YogLGoXAR178UHRdQAIcguKAAClCL2v5u3aZgwz9ryq6Tgjs/bnb5H1f+X49qNXU12VlMNRfiDT28oWbqaCj9fsTXUVVGHCIoi9CCQiqrTw6heawdsuujXYEvbu3AzHE32A6oKQfU4PhwybYNx2dQI/vwTv8DOwjfYHAPSAn1l4VWYW326RG6L/tXwXrCSg4/S41NdqNO5rhvubJ/G9bywWbORXjGdkqMey52pfk2+oLsD2+RMUj13xl8tUyzEDu1d/DQA4uIalmXULDtxeZ2eEIxmJIDvDuKsZmLAIol91vf/3I55r+B+C1ujw/oaI5ze9fZ/qPpfXF1iQ98sbgPMwyDF3+vc7qQMA4FGZITS1hc5YbAgY2N0qxmgA+PdzD8HhOoinvRf5t1nCZGDzDD89ZNsQrgFtB0M9p6Ye0h/M0Ejk2vhn2L8kVMAfCXA+H35Z8ho4nw9uYXarNmBhxJeyAvmA7bstxs1dwoRFGA6Dn1Fktm4AAIz+7FeKx9UsvNH/e3LnN6rlubwc7wnl8wDLngcGzoBt0DT/fid4YeFTid3k9vKdmnQFuHTldtehfYFjXU6gugDLFt0HONswz/YxvvJNwi90uP8YCwG22PikS8GeVFyXsi2i5flTFGdNZsbr4W1ADof2rGHpRO0Hz2HSsjvw87tPw0v4kS3nZsIiGeRn2XHCiFLseOKMVFclIkxYKLB81G+wwHOJ/29n8Vj/75Z9u/gfklSX0/e/qancLzbsx6Z9HcD6D4C23cDMO2X7u8B3Vt6e8FFh+xcGIsxKZxYd21b4f9f/8g0AYMauvwE/PotepEs2qwD4mYWN4728Nv/8hWwf7TkEL7Wg7c5tsu1DfQEvmdr8k8PW0zR4+WfAWewprkhqmLr2UQCAranWP7Pgwqg0GfFj074OLN3cDEII+hVk4qzx/VJdJVWYsFBg2q/uxyvkPP/fFSfN9f9u2b0F7U4P9h2K7D2jvAaDAj/+BSipBIbPlu1pF4IXelq2hy23JCcDPmGlp3RmYSvgG9ru+rWyWRCteQH/9U3HelohK4cQoHUsH7hw9JJLZPsc7TthIxwKCkvUKzLsZBxEPuryTgxbX6NDOH4hlJtaIxwZG2uWvoO6T15J6DViYfLhz+AVbBaUzSySRnEOr1HIsie2/cUKExYaqc07CQCQlVuI8dWf48Q/fRHhDIDML8S2NT8B1QWoeekeAMBMyzpg/1rg6NsBC//4F1wwDkAgJ8WwXYvDluvy+nCgg7df5JNufyfHNdYBAAb88xj5CZwPT3ovDq0fIbDlFiteY3LH0sAf1W3wPhSqS/V1H4YPVmQ794XsU6S6AA3zx4Vs3rR8CVBdgKaGzaqLABOJ1cc/S+qLfZV+OMZ/OxeTV9yV0GvEit+MFWVgS4Z2KKUgBLhsGr9Wy2Ih/jQGRoQJCxWktl8CgIw6i/9DGHHlQFs8paHv8Ybi6Y0voyHzMtzs+BTI6Q2MD4z8L5nKNxaXYLPYVhpevdPu9OKHrS3IhhOnWOrwMTcDADCt+R3s2b4+5Pg/en6FnbSvYlmTTr1C033Y7I6QbTn9R6MUhzDKs0FTGQBQwe0K2TbyU16Qlb06FRkLkj8Nt3n4WSLxJilGVnUBdm1ZlZxr6cRK+ZkqYcIi4Tg9HCgFsh38bM5KCHQEhEg6TFhoxAbeADzo/bMBADlE7rG0b9dWTeUcg1XA1HmALUNx/wHaCxZv+PUSHU4PemU7cK71R+SRHrzhPcW/r//rR8uO/Yv3Arzonh1chCLBRu5DyFM5kmfssedqKtfoOLy8m6glgcIi+NkO/PfxCbtWtPySfTTsQjtnwiLxdLv5Zy3GiiME8LGZhfmxcYHV22VogZvKjaFaQ3S4SAYwZa7q/sM0BzZ3eAN3e48XH6/egyusX2IDNwi/0GHYTcoUj/2z90L4fX8j8PNieeTbQqjbZZaPfkj2dyzqo3aaHfW58YC4+JzkFl/ihEWnxgWdqcSd3Rd28PYbC5dYlZyZaDvcqisGnFbahdAeWaKw8HThH9tPQu2Hz8f9WvGACQuN7Bs8B097LgQAjLTIF8MBAOfTFi1ysedYILtIdf9h5CLD0xa2DLePw84132OMZSf+5TsJAMEA2hRyXFtQJzzvuCGo/W2oiqumD2/ctmTwBnZxFLyi8CzVOky7WL6eZO0Xb2D5W+rRSjmfeoA0PYmbEkGBMEtMpLDoajduWJSfOd592uLtQbagXmXCgufA7i0oeGYIlr38/+JetsvLt3uvT5hNdPF2wfJVf9ZVzoaaz1Dzz+o41kyZhAkLQsgiQsgBQsg6ybZqQsgeQsgq4d8Zkn0PEkLqCSGbCSGzJdsnE0LWCvueJSTMSrIEYrHZ8JrvVADAUNIkc1kFAHd3h6xDrOlzqWI5i3yhi92ktNFcZPrCzywA4HLrl+ikmfjANzNkX4NlINrv2o5Jrr/Ltq/afVhxjlE682oAwNS11QCANU/zqraphz6WHbflnA8BALWT/+TftnzMIwCAqrr7MG3jH7B9/oSAe7EEj0c9H4gVqVXUZlJRWMSes0SNng7tM4u1T8zi17JUF6DmxVsSVieRbCGicpbnoD89r4UzbqjsZLKnlv8Gjt6zKMKR+nF5+Hbft4BXSVst/AyjL9W3MG/0Z7/C9Po/J2T2IyWRM4tXAZymsP3PlNKJwr9PAIAQMhrAJQDGCOe8QAgR/cgWApgHYLjwT6nMhGMlBG3IRSvNw2Cyz/9R/Vx6AQBgzOeXYsNPfMPaYRkEUjJMsZwdNLwBt8eWjxxfeLfcfHTibOsyfOCbiS5kyfZ10ixUPLIW+b2KwQW93t55GVCStT6vvGMY3qUcF6ryqFlAdRuqzg4sQuw77gTZMUO4BpS8GOrxJI2XFdyoM4n+jmnlkjfQpSeUexislL9+PPKsq+Hq1CYs1n77Hsa5As9/+r5/JapKfjLBzyIKPIFOigkLHq4tdMYeL1z+RbZ8V+cgsUWc1ZXaIAoSJiwopd8B0Dr3PhfAm5RSF6V0B4B6AFMJIf0A5FNKl1FKKYDXAZwXrqBEYRXCiu+jRehDDvmFBc0KuJ6O/eoqAMBgbieGzLxQdr6HWnGM6y/4zRkjw16HAOgL9ciTw3rn4lLrUmQSD/7pCxi2982tw7pT/oncx9TdWEvzMhRnFkPGzZD9vb6YL/ewEKI9HHlFfSIeA8hDmLgiBDyMlJejsX4djlp2Gw4+PSPscVqxCR5AUrtUvHF38R/ylnPC5//wKczAdswfj4aNtQmpFwDkEv6avbyBdmdlaigAAOk/CQCwlquIe9miGkqMyFCI8OrnSOzZsjLmOoUjFTaL2wghawQ1lRgbuz8AabbyRmFbf+F38HZFCCHzCCG1hJDa5ubYYqyQoG5VjKO0lxahLzno17NnDpqseH5pWYXs74fGLUUjLUVeZvhVwoOFFdLdnaENx2GzYHy/bFxtW4KffKOxiQZyafQdMAxjZ54dtuyCLDuUlHjBbrEEvA71kCXMgjyBwhJtrq5eT6DzcUrCgVOOgydoMVyk6LlU6NyV7DTRYBU8gBIpLDxr3wcA2DPDG/MttlAX5cHcTlS8dVJC6gXAn9grj+PVny5qh5XNLAAAnId/DuMsDXEv2+mRzyzO5L7174tKpZRgT6pkC4uFAIYCmAhgL4CnhO1KA14aZrsilNK/U0qrKKVVpaWlaodFhTiz2C8IC7sgLIg1tPNfOe0ZhboJ5UQwuYgd9bov+KivYg4NSik8Pg4n+H5CGTmIl32nY0K5vhhNAwqzQ4SgiDTari+X96zKuuadiGUSi3ITOtwin+FIw673dAUEodvthD3IWSBcQEQA4LRkBNSBOLOwJ0hYtLXux5Q2Pm9BRlbAHVlpBuVz8W68K2f8NSF1USIL8lnEXloEO2V52QHA503cAGJ9E/8d+CgFPD04nX7v39elMFiMxMhPLox8UAwkVVhQSvdTSn2UUg7APwBMFXY1AhggObQcQJOwvVxhe1IhhEjUUIUoJh3IEqbusFhRUyqPuTRwgjz8Rdsd9RDzsEcyz6/rzy/Ws+cUoX71D7D/oTeWv7UAXo7CQn04Zs9L2Mr1x9fcJNxw3BBd91HZJ0/VizYHfGe+9XeTYenmZ2V9Bw5XPlgDh16Qr+0o/2fAEO/uDoS/7ukMNeZ7VPKBiOz78i9R10tKZ/shrPvhI//Mwk4T0zEUPFfp/91vUOD3/sZtIcf6hJhMpUMnhuxTSr4VM5wPGUE2oyZajAwuQm6UIwTOm7gZ1qa9/Aw7x2EFdnyHLLjwsY8PLNp5WFsSpOAZSCKN3EkVFoINQuR8AKKn1EcALiGEZBBCBoM3ZK+glO4F0EEImS54QV0F4MNk1lnELyzAu732J/zLJBY7yk65TXZsSdkgAMD2Cz9HTeWvUVBUCipMLSI5c+UO5eUn53Vh2PtnAgCmbXwCtR+/hKusn6OwZxeGXvonbH/iLNVZghoj++WpCqutufx1h/vqMa3lPV3lKjGYa1Dd55YEqXN28x/My97TsZLjnQL2bq0LWzYpO8r/W0ldp5Xcpysw9ssrkSMIfjWELX0AACAASURBVLtC6tx4I52J7VwSOnsQhUVGVm7I2pmmHRvjXh9OIcJxE0qQRY0tLFzO7qSEhklkCJiKEt5VvTg3A9j8KbqQia98fNt2dmlr18FGbTI/NOtlvEik6+x/ACwDMIIQ0kgImQvgT4Ib7BoAJwC4GwAopesBLAawAcBnAG6lomIauBnAS+CN3tsAfJqoOqvh8vpwuJtvNK2Uz5pXCuElWW3o1TswKfq5IDCiHjJ2GqZf9lsAAd2ZJUL/7sjijcqTV9wj2z7jl1/jUfsb2FVyLCwjz5QJHWukQgXsVouqeAkXWj0S+6EcX0pk089fyv72SoSFq4ufWazkhqMP4T2GvMv/EbY8KlENZD+pPQd6JHpr9seIDi/lP7cmwjsFDNoXmmypeBPv/ZSRlYsuq1zN6O4O71IdTefpVRAWrTQPWUlQQ1GOi7rDb39iJNoWqKf7jReNzYFnHmnUvvbb91D79BzNZedm8LaKXIcV2LIEyzAebeAFiLtHW/Kp9tb9mq8XK4n0hrqUUtqPUmqnlJZTSl+mlF5JKR1HKR1PKT1HmDmIxz9OKR1KKR1BKf1Usr2WUjpW2HcbpclfD/9jfSsOdsmFRW/CCwuLxYb8XsXYdsGnqD//E0y5WzkIIOefWYS/VlGZssutyPLxvwspRM/8Qm1ms6ziZh2lyOlTvR30kUNAtfJoKP8T+VoBmbDo4WcWXcjAPDe/8IkbG173yvUkbjV0IpuX7TG+3o4bvwIAlNEDIccM8/GqqezcfORfIc9WmPfhdapl133yMjIW9MOODT/rqpNS7pRumols4orolRYrNa/8GhkL+qEtig6vlLQlXLgDACdxp3a2h1cNjVt6Larav1TP5y6snRHpcHnhsFrgaG8AOprwE53gz5bp7tGWE75bqNPyMQ9rOj4W2ApuFWSBBAkwWJgyFgjeP6WCsBDVCkPHH41hE0IXyImINotw2ekAwKEQsE9kvPMfoFkBDyWxqEhlSlE7csY1CyLOEMKWq2Do3rT8cwBAGZV3BtIsbOJouZtm4rAQop0Lk9Kzs/0QSHfiOomO7sSrNkr68jNRMZKxiFPiBGB3ZKCsYgTa7qjHpjPfBQD0hbqH34Tl9wIABi/Wl2PE55bf728918Jl4dfudHdFXhwaDS5nN1BdgBm7XwIAbHjvD1GXFS4yQDwozw+kOXXuWRfmyADrv/53yDZp7LidG3k169++3Q63jwN21QAAaulIdNPwqZWDcQqRAfLKEz/LYsJCA1ZCMGlgIZbcdRxeu41fgV1C+A+JWLXFoNdqsyAE/gYTTDty+Ex7CudoJdyxpQ9rC4YYjpW5x/l/D/rkcsVjOE9AxeEVptvdyPCHaLdv/UTxvO7ONuQ+XYHpB96SbY+kHmhuUk4HK6WT8omnvlymbC/ZtWUVUF3gX1297ofw6yVE1EaZDZYBIQvfMv8YGt+roKgUI6fwAmCHpUL1OjYSnWGTEzqlJWOfxH15C/BP3yng7Lx7795ta2WLKePFpp/kkQGmNb6mcmRkDrdqDI8fJYQLzK68e9eqHid1PqD1X4Xs77uoyv973xfPyGewu34CsgpRT8vQLSRA82nMge7u5IVFVkEJlpdcoGltVLQwYaEB0SQwom8eiCMXPmum32ZBiLZHKLYNLf16NlH3erFbQ6+nb2ahfqxFIvhW5hynelw4jrr3v/7fWUTZOMhJFp55nXxn2o1M/2r0iT01iuft3qTckbcfDh/EsfTvE1DwrFy9t3OTfAGTT/gULvhBea2KGCVWXF099ssrw15T5IDg8bS85ALZ9gpuN47q+k5TGQCwDyVoyVNf0CmqETfaR2suEwCIEOGYZhQgezj/zjk73+FUfnQOHE9oW3Sph4Iffif720L0qf68EvWYS6NuPxoa69dh5s4X/H+TA3z4/21ra7DqT6fJZjWblwfsT5w9B7t+NxaoLpDNFkWsFUfj7TrJ8rFdNcCA6fBS4ldDBc/41PAK6Y9zCkrAZRQgj3YlzCOKCQsNWCxynZQ7owhDLPyIhvcCjoxos9DTsQPAgRtW4T/jXsYY58sAIJtZiCVptG/rYtydkddYaGFf9VD/7/Nc8wHIDdQ+QVh00iz4wAurFb2U8xF3NG2R/f3zpCcAAC2N6jMi6WJAkR0bfsagN+VhSjhrFPm3qwtQ+3F4Y3z7/p0AANJvguZit57735BtHuKAzaveMc5oWAgAcNv0jSzFUOQeayBsDHXk6CpDL8E5TWoH64t/5ZaM4qVu2PGG/ktuOyvZ8hZQXYCh787GxO5lWP5qIJimOMIHgLz2rRjo49cY73zz3tDO22LFfe+sAQAUow1orQcGzQCl1K9VoAq2JCW4Hn7QmterBCQzH1ZCo1qjoQUmLDQQvJDOkxGIGnt4yzJNZVCN6ywA4PBtm/2/e/cfjLJxx/tH3XZraAFqqq1Xrp2CB04fGXRshHoKhmq7Q1kVpoWdloB3mDR0yS7am7+GRFhQYRGamH8cAKYeVlZDVa283/+75aa1/nJavntJ8fiGjbWwPR5YbNh2iK9La30gdMZH4GcM+TSgLqr556Oa1UxVtfeG3T/uaz4ETH65fMTfgl4A5Cq0eutQrM6aiuGTQmd1A2gTJnX9ELlCeg30grDwWTMDThgZiVNlKK0tsVrU69zWuh9bV30vUyNKhUUiZxYDAv43ilhye/t/23N6+X+PdgfUVUMaP8CKF+QpCapqf+3//dwxwr0MnAGO8upYAOA0zizQcxhuakNmVg4sWXwdEhXhmAkLDViChu7uzICwUFvBHIyemUWvkr7YTcqw3jGev4Zkn9MTmPqKRamVeMKI3rjp+KEqe5XRej/h6HXbUsXtbjG/s1RYCJkHe5Ch2fayb24dSvoORPlRvP1oWsu7iobO4BAZBX/hn0XVygf82zb5+DWf9f0C4din1z+jWc2kFW/QSuASQY25cfkS/7Zhvm3ICDN70ALRG8FXUEN5rVl+OWOxBpwsWqEvSkAktn8RiITcfPdeeKkFdp/6mo6C5yox/IOzZGpEjyvwLD0aDcHR8G7RDQCAV72nKu7P7B1YFOvpVh7Nf1B8veK6pbnHDAYAHG3bCtgygX4TwVEKJxzgKAHRmAPd6jqEdpILYrHAms2vsehmwiJ1uL3yD1A6s9BqsxCFRaQ1EWKHOeDRjRjzm+9l2wAgy2FTOElTFULKShT5vUK9qlzUDjf40CikLRAGrHw3b+zkYIGVEKzMOU42MxGpXx0YVfcdwHcc0tXQ0Ro6m4dfiBHOV7Fs9CMh+2o/ehGAfPS/bMD1UV1n9HS5am2jnfdecXXw9hanoE4ZqZKitjbvJDQS9ThcomeV3gCAnTWvAwB8EjWUrSBwnWK0xVUHPmMn/0yXDbwRVpsNbciBzauvw3dLBISnJzEeWwAw5yCvYlzoPUdxv7OFV6dRjsNRNXcqHnPRgWf9vzfYx/p/d7u9KMnNAHYtA/pPBmwOQVgTfnahMVPh1IP/9Q88HLn8zMLZwYRFUpH2qX0L5PpsqbDIKFSNayjDy4nCIpq6BGrTv5eCbl2H5kHvqu9oUJqdrKGD/TMLzhGIjyQNBmixEHgd+cjhQj2IxNXsq7Om+rdJr9O8azMO7NmBQ9UD0LJvd8j5amTkFsMFB4jFgtopT8r2iWov6arYGXOfwhe+QPDIA1SY+nccxvLnrvIbNDvbD8k8iSxBXnPeY4WyhRwG21d/j3BwtixkhFkoV9XBe+BYNNrQRAHQ9xCvkvNYMv0Didyy4Wi7o97/rJf/e76mMvUw6MS5IOAHCSMb38bqpW9rOs/l7Eb/VwLP393eHFi/UF2QEFfa/VBOVjZtPf9cVn4ayHWxYfabquWMfuhH/+92pxclmT5g3xpgwDTZcT1w+B0P9JCRy9fT1a4ta6demLDQQIjNQqKGqjhKm1+71nUWSkhPycmQzixiKyuZ/N5zBQCCLpoBopLr2koIOHu2f6SkRP8r5faJZYP5UCttP/wDnS+fh0K0o+RFfgS33hFqVJYuNFuZcyysQidOKYVnz5qw99AluNdmjQ/kHhczy1mfHIZprR/63V9zn67AoT+Fxnfyl9XI67Un/nATACAjlxdIUtdjKZw9B9maQnBEHjms/fY9kPmFqP1ooX+b1yoPX19QVIoJPSsAANPr9WVu00I/Ie5YEfiZwYRvI8/YDu/fhV1Bodp9B+RODxuW/S8u9dOysnyT4HlWVPecf9voGafjx6xZIce23CR3u+1wejHJ2gBw3hBh4aQZuvLBiy7VuYW855q7U1tcKb0wYREF7oyAmkXrOotTR/MvcmipfuOh7CPOCh/iXIlHzhqN9285OqSsZLKG8vrdHmT4R01NOzbJjrFaCKYf4FfA79qySrZvq5VXPYlxt0QKRwteTYTAZ5E/mywvr0eWRgFueGKKv7yjfv2x3zmAo0DhpHMRjDT21LqxvGHS5gjM7nKJE26XU5bAiXp5VVAfH28gbbCEhiQZfJw8k2JnCz8bcveZFHIsANCsQuQQZ8RgguHeb83rDwPVBRi39FoAvO3mfSHTIgdriKNE5z0NYa8VC8RiASHwh7fQwtrPX8XwD+WuzVVN8uRQHZu/RTzY8NxFitv3XFWDmt5CsE8h2GK3LV92zKGSKSHnlfSVt4H2Hg8mQHBkKZcf3wMHrGHsOCJi2xTjsOX04hfsct2JiXDAhEUUSNVQYirESFw+bSDWPzYbA4rC5zNQUhNJP+Jsic1C6yzhumMGY9LAwpCykkVN5a9BhabmhMM/atq5VJ6q0kIC6WhpkDrBbc2W6XxFBozkFztxhUNh5/hyf8nmO8AhXAN+yZ6Jo06/1n/8UN92AEBLeeiMcMj4Y0K2bXoxYOieOoeP1xXsZtsRFCG0JygrXrCrKAD0KZc7HvT6vhoAUNoQ6jYLAMTGe8l0K2RDW/11IMTMSM8GoLogZDEg5/Nh+vZng08FB4LdnHI4/9z8gPqtdX+j4jGx4oWCDU4Fe9c+v2vpTe67+G1B4e1H7n4r5LxoCPY8WzNrEXZYKtB/yChMv4U30g/17QDlOIxxy2ekXXZltZWUDqcHo70bgeJhQI7cxpdDnMhzRg6uLba7mopbAQB5+YXgKAHtSUzGPCYsVAjXqUrVUBartsZOCAlSIempS1SnGQYxmCIAuEmGf9Rkze8LAHi7mFfFWC0EWSP48O49QXrXfu4GuBy9EEx2Dj+qm779Wewt572jPBmBTm5SN68nbrziR9l5lk5xnUwgZpcjI9QedFRnYKQq2kg4qzwkS+dBeTiT7GcqZX/XWyN7pA3i+M64pSBUIAJA2Q5+3Ut9TagwmfDdDSHbdm+WLzoMFmgAcABFmGP9AQMszTLlldKApXhh7OEk9u2uD9mmqjQLiqMEAI2uLOy18Wq+z7ipSmdhU//45nT4k+diAMD4WXMw+JHVIfsbt6/3/26ex+/vdETOpdN+uAVDnBuA8tD76E9aMdwbOZpC5yv8vRKhLVusVnSQbFicTFgklXAB5dwyYaFtZhELkWSFHs/6ZMmd1pvXw0OtOHiL3LuHFxb8DGDquscAAMUz+LUIVosFnk5eSHi+fgI1L/KLtSjHoQjtiusMpEbugbv56PUWnxO/fP5P2XH9KuTrTRw9fBA/8dkFP5e6PF5oLRvAd8Sbz3rfvy9YWDTVKAePFOl1Q/io+s1NDf7fGaNOVzzmwCTe2yajoLds+6ba0NASANDVIjfytzTtCDlGSyC+dacEnqMzxgVwzs6gcNog8CL0+9kj6YClDMwjGOoLvQ8A2Hstb1+ZseeVmOoowlG+RbziOy3scfs/qvb/FrNjdtjlM4UlgwJrcXxCuVW+Ncj1HQYGhAqLtVwF9iG8wPF5vf5ZMukfsI11klxY3YnxEGPCIgqkaiitM4tYUJvlGHnCUdynHPbHDqKot9xbzGPJhM0nN95lF/AfFyFA6Qg+r/Y410pM3/cv1H3ysuZE9P2FgIW9unZg0k/81Fw0SlttNtRO/pP/WAvlDd2BxZL801w57RnUDLsbkzu+BgDM2M27T/YdHBhZU6t8waLoDiqGHg9GDByoRsNbgcWGZaOV84pnl/K2mo4N8nDvIz++QOlw2LPlevSh785WPE6EUqo4g5Wm6t2vMDPQg1JqWI7Ku6CWpp3o//rRiudbDzfI/l569g9YNuB67PzV1+g3aERMdQtGDEHSA+WV/TWVvP1qTFtoyJZuQQ21NXsSfqy4Dade/ZB/38/9LgMAPGEXHDWCjNsAcNDeF05LwJW5/XArOtvlqs1DLQE11cQz5gWubcmD3cOERVIJp4bibAGjnFabRWx1ibA/jmUlGo8lEzbOKVMx2B38SJ0AcOTK9b3ebd9j2wo+7o5oWIwElax9EY3SAFB19o3+36PvFtZ3+BdL8tuPOv1aTL+iGptt8s4nR6K/5yzKq9sPnfxnfGedrqmOQGDWMqUtEFeod//BiseKeU767tNmwOV+CNgnDjWHX4ksouZWLa7hONwUe6BJANh9xQ/iBeGVdEE+jqLk7+NVz5vc/oXs78LeAzBj7lMYNGqyyhnRsWZp5FA3Y87kZ73NVn4GUFMeWKXNWRyY7nwOn4x/DjOveVw2+y09+goAQC/SBbctDygNjfflsWTBIcnamP/MEOQ+XeH/2+f1onEdr1ZdlzFRpj512vKQ4dEW3lwvTFioELZPlfS4wau7Y76uQnHxVEOlGgfXgxHezYr7KIDMPLmwmNb6PtwbBHdIh7In2SHIR9FSfe/oU+U5IFrmrUHDr77yhzPhgmYWIoXXyg2lNknoeM6mLCzGzDwT3gtfVdynRO7wYzUf26eCd9PkJIJQGvY6GGdWH6x74ngcat6LfX9Xnn2ItNMs2d/BbZAbxBv+B3+rvPBMLwOGjfP/9kgM3B1dyovzdnK9FbcnIiYaAIz/dm7EY3LzePvZQG4PAIDaAx02BbAPxaAK7aTv4EDYl5aSKYDCmiSHrzskrL/Iir9cDuvvi/0u192V58v2e+z5yFJYpxQPmLBQwUgdsNpsIBWeTbEy1qeUGjRwH1lZWSEh2qce4mcBA0++EUrsO105NhQA5BXIhU9J2SBUjKqSbFFOSlXcR111xFnUc47YgtSSP036k8qRQL/Ko1T3BZNXUIQumonm4oCbZcsu9TSrUw99jLGuVdi8+GGMUlkVLpJPwrtpjjhJiG+F6ENrqKW/dSHg7twjOUbqkMCBYBMX+j6iWbO05pt3sfztJ8MeI84qt9HQkPEiwQtPM/cHXL1pmDVVOXkBJ42OvsrqtuO45QCgGB5e/BZEKo+/RPa3157rd5aIN0xYREGyO+lI19OT3S3VAmY7Ca+/z7BZZL73jaSv/3durxKlUzBq2mx8bw01FG46K3Iu8UDoePlzsdoCnf6moLDf4SLU2iSBHnf/6gscfc481WPzCyN7zUhpJ3mwugK6a2n8KjEwYTDTmwMro32/VV/ZS6n6oKSgUPm5BxNuDYhS+ltCgA98gYRh3R1tWO8Yhw2OcSgfFvAKKyMHFQdv0TTl8d9ch2nrf+dfwb7imUv9nld7tvPCV5z5eq//RnO5otcdoD20T3e5crK0D/reAQA4+MSYEI+wYAqKlGddiQhTzoSFCRBXkAcnPjLfvAJoLAv1LpFnJSTokAiLchqI+aQUc0pkf16oy6nFEtn5QEs04OB4TcHeUFJsFgue9Z4HABgwamrYgqW65prKe7HupNfD1tVlyUR2T6j9YYN9LEqqd4Y9F5ALwINBqjuqYS7toer2uZ5HS2H/Q28+bLuOPNQv+87Arz28QHV1HUK2tx0uu7yD7IEDoyyhIVzUbCxq6WClkWtbD/DqI2mE47zXT5Qdn5mtfQGtdDZMNaZQdhdWKm63FvMLWKURmwFlARA8w+F6j0ELeqGnO/6qKCYsouRjX6gXQzxQamDidDZDJbBUqmcLeuizVx6RdlV2qPdPD8kK2RaJHkvoSuDhEyPbBIIN3FqgCgbu9Q5eD2+zEjztvRgVztDUmkqIHfD0yx7G2GNDV5BLqeB2Y4wQ/lqqohh4+8dqp6jSck7AJfZHn3wNhdqjCF4AJ0Wa6Kqq/UscFDrjYLZd8GnQdQhclBe+ns8ewWBupz+oYadgS7nTc5usjJe8vHtxsLp/2SBej6/mPVe/KBBSZOunfw0J6ZGPbtQ+HhAYkeKoHbghoHpquiAwi/WJMwuV7/I4x1sY43wZVpXvWRruXIqWECTTL30IJdU7kZ0b32jBAHQsn2TIuN1zO+7y3IrYnAm1IbY5u0JKVUCfGirVNPeeiRH7+KfWMm8NJvQdgF8aeV21eBueKJqlW+Jq6PnNAdhsdk3h1tUM3OHwSWcW1W04sGcHxgheTDadVlf7Y9FFCN2+9keMBLDFVolKiacWAGyzDlZdjyCSJdGdu2PsBras/AbBY+SiF0YD1fx77eniE+YeQh6Gjg/V0++gvKpxgouP+1QleD3ZH9yOR99Zhm/XObGXFqEf4Z/VFsqHlQ+2CVjzeNflno5DftXZ2u/eR8+BHeD2b8D0zm/8x87Y+SK2bjwTw4PqUuVRzsaohNRzTfoNim1KTQ3lJXZ0IUt1vyO3UHF7x+EWFUfe5MBmFiqE++QJAAqLrlAFsSA2quDERyaaUChSUjaIjxEUtL2LC32udXknhGyT4kRgtG93ZGjOyyGqX5Qe5Z6r+PSubXfKE/aQIHdpaadhi0M+EDXEUCg9XR3gvHwsqvbxoZ47XfZQdd2ysqtlf0vXB5WTFt5mEebaK4r49RZKUV0rPwo/IxKN21tG3qq4fx2tkP29zco/z4zMbDgK+XDpoqB4ccCTWOzj20JwX1u2/m8AgF3vBcLNj/v6Gkxd95jMdgPwscFal6tHiA1W00WisHfAJhO8dicYcbuasLBnKc8KuvbIHRq2nBN+sWe8YcLCBIgjKKX822Zj8jX/h7rcWTh06ybVY1w0NFjioMufUzgywAEbPzrdMPgafRUK82H3HzIKqG7TbOAF5AbueCMGYFz3jxvgFuJP5ZePCjmuqyR0rQLJkqs2CLGi9qg/AgCu9dwX0WLBFfEhS7o6+fwWegyoTiFOlSUzT7ZdfOYUFuyigQWNg7wB+4s4Sv+Ll3f/nTFlSsj5IvvyeFXg1MOfYNnfblU0DrsFtd9wXz2Qr54fZOuoWzUNxjoEVVmhZPEp9auhlM+JlAitsF+F//euy75FTSkf1LB7Ly8sDmdXoOnq5ag8albkCsYR8/c+aYZyIEH+f0caCAub3Y7J936IwtLAhxr80bcLBu41EwIjxF7FyqujRXY4KnGx62FsGHGHrvqInaQe7VE4XbZeNZQebG5+hD7l8KfwCDmfs/NDZxGlU0INzJZsuWrDYrWi6pyb8IepNWikkb2yLFn8+e2t+0HmF2L/fF6BI40cXJt/Mn4uCKwUFwVK01reTsXtXqFa/kASWFewdmZgYCB2rFmnPISWm9ZhwvhAaIvgztZTHFCGzdgrD/ci0iLJ/Dd9i7oLLe04oLpPSu6jTfD9tlXmPOAXBiptwSdIQLWBhVUSQmhg5UQUzeAX8rmaedXi7qGXomxw6GK+RGP+3icZBL3TZKt/vD6+cYV4Q5lQDRXBCRgAcJDyI9BcdGN50TnY4BgnWxSneCalWEFHAXZ9ucP1pLvVQrzKUWLYNX/z//YJYajzFNxv7Rl8ZOM1mYFRuK9dnkkwXJgaRScL4bl2/Ztfc9EXLUB1AcpeCzh6VN3zLqbcHYiTtVMIZlj+y9MAAJtLvtZC7UlNPPky/2//mgWLJSRsSvD5I8+4XaXEAHkIXVOy+qR/hWwjPdoSCBGLRSYogMi5a/w2jTBtZcWE32P5SD79r7uLf26TdvPeclzv0arnJRImLEyAx8eP0NTUUOYxbyt/QMFb3vXxXkxtA07EtDvewOjfhAYQDEbsVPSO7AMGbl2npYQCyexqxBY+HlVuQejMwp6RjX1z61B5Z0CnLUb4FREDYEpvO9wz4Nx8J1vp3aJ+UBCt23lvoX7gXVbd+YNUj9122TIA/FoQqb0pnDAP3iadrUqR5jPJIz3YdOa7sv2lg8cFn4LJN/1Dta6RiDQAoRrWYUw9/3ZMu+RBAMCwKnk4/ew8ZQN4omHCQg0DdR5eYTofPG1NRorUeKOlU95MB6LC+W/0FGoPDicaqvWGX4nGk4wQ4A73bbjV8Xvd58aLQvB2gOBRLQAQC0HfAcOQmSVZr3KUPJqtJchIL30MSo+k38RTdNcxa5U8AmzWEOUgiQBQVjECqG4LuZ/Aamjdl/dz1OnXYuGEQNTgYRPl2QhlwunhQ0B1W8SZbDjEOqtpjbUu2hORvkcAyM6Ivm6xwIRFFCS7k87N4A2+I/rkKe43k8hQMiSrCRA9Kp1oZxb+EOU6pxYfcUdjnUIypkTTctO6iMcEe2sBCNFxW3VGS84v6hv5IIHlRecAANoHyqPM9q2skv0tfeRqTmSxzPhqSi/yhw2RJiSSCoIW9AIkz8sSB7tgpJlFJDVVpHsWPcSSDRMWWkiinkepoYzom4fXr5uK6nOUE9CYSQ0VjuARrR5hoXe0FrioeC3tp4iHKqrUEiy5I4U75+sQqIT7wf3ouDt0zQUJEhaR6h1u9TwAHLw5kIPCMZI3cgfP2oKzA0qJl8txy7w1+LngVNBHDmH6rS/5w4b4bPIVCptsvBdZi71MUbjGQkSbRQQDtyLVAXuPPUN7Ktp4woSFSTiushSZ9qBGbaYpRRjUZmp6OnDRkzOc0VDxvBgM3Al0fAoLfYQ3btf0vlhxv1TF5MjIDAmmyB8j//T52FDqN0QsFiwvVl9PUdSn3P87t5Rfc2Bvka8LCF77In3v0TxLpeqWlA3ClLvfVlxn851vHD4ovRkAMOz+77C8ZA7yL381RCUXrnwtRBq4cBFWeEfC4tAf4SAeMGERBWYwhqYDulZVRzmzED9cPWeJ1Uqk51PY61ssQHUbpt+ibITVsiDRmBsIZAAAGqVJREFUr4ZSuAW1mWrvE5UX1TWcKQ9t4sjkR75VQfknwpHokDUEwFWeB/FdKR+l1WZ3YNpti3hbCYlvNxgpNlS0bbWO492VrTaD2ywIIaWEEH1hMhkMDajbLOJXlhpaAgmqofSxG8HpgGjo/ILTAWsJJDh4jHI8tEGT5cZzaTKiNd+8G3y4LuL9NBVtWnFede+f5arOLMLvV2tDV7gfxCzXU/pVrXEi7FMiPNWEkBYAmwBsIYQ0E0IeCXceI3p0jXATVovUENxdJWPkHrim/idv1ACOamoVKXoN3CLuB/djfv5jAIA9BUfB85sDYWcy47+5TnVfMh+feC2rQl0JiW/YnkhqJhph0Z4aPchEA+1nTGEB4C4AMwFMoZQWU0oLAUwDMJMQcnfCa5dCZB1V8KK85FYlIiaKI6gLPcIi2nfi/3CjmllEedEEE2yPUEJJWGh5BI6MTLRZ+dAhXke+P+Og0RFH60ozC2JVs1lE16oCHnbK+7koPfdEorV1xEqkVnUVgEsppX53CkrpdgBXCPvSFoMOGmUYdWQbL5Jxe5FUAuFI1UcbEQ0zC3E2oKTyiDT42GYdht96rkXN2OpoahcV8RoPKb1nS9xtFvz/at9nrFED4p3KWfN1I+y3U0pbgjdSSpsBhEZ7YzCiQD1tbDRlJd4bSjxUz5qRZKJlZhGMntkpJQT/9J0Cb2aol5Wf6jY0z1utux7BxGtAFFBDKb2z+L60SMXRSDYLA7QhJSK1KneU+9Ibg75MsxPsl58MmwXn1xnoP9ewH3UCw6QD8Pd2kdQo4fKYx4Nonr+iGkptsKK/eBmRBLBhZ6YqRGpVEwgh7YSQDuFfu/g3gNCAKoyY0dN+zNXU1FFfZ5EEA3c0Mwvh/1S5zkZCi4E7GELgv7FInlHiXiVjsaweEluAmEkw5JpJQryU4mwwzl9SoDTl53jscD7kfarUSdES9m1TSq2U0nxKaZ7wL1/yd1g1FCFkESHkACFknWRbESHkC0LIVuH/Qsm+Bwkh9YSQzYSQ2ZLtkwkha4V9z5J0V9Qz/ETlOqvz+GjSqooYNUOh1sRPUvjkR9oegp7QKnVTngIADLvnc911SgSKvUece5RIPdTfr6zCt7+eFd+LJoFIrrOZhJC7CCF/JYTMI/p8zF4FcFrQtgcAfEUpHQ7gK+FvEEJGA7gEwBjhnBcIIeKwZCGAeQCGC/+Cy0w6RvClTyfUbRb67Qh6ueHYIQCAMWXacxYbfbyiZ2ahdCuRZKCe0CqTz7weqG5DRmZ26LWT+R2FW52e5NeZ5bBiULF6yA6jtq5IQ5DXAFQBWAvgDABPaS2YUvodgOAEw+cKZYplnyfZ/ial1CV4XtUDmEoI6Qcgn1K6jPLDuNcl5xzxGLzP0k3oOovEX3PWiN5oWHAminJSsyo2ESTaZiEm70mVv79I3IzfquXHpfi0IdJMYTSldBwAEEJeBqCe6kobfSilewGAUrqXENJb2N4fQI3kuEZhm0f4HbxdEULIPPCzEAwcOFDtME2krp3ov7KW1bdGJh5RZyOVFU+M3odEY7PQQ9RBG4PQ865i1fiRoP8Z+ok0BPGIPyil3gTWQ+kd0jDbFaGU/p1SWkUprSotjS0yiXTUElwJo4w40l0dps/obIxnYYS2Ee2IW+tpgRwTBrhZnSh1HolSKxrUpBU1kWYWEwgh7cJvAiBL+JsAoJTSfJ3X208I6SfMKvoBEBPdNgKQ+tmVA2gStpcrbE84UuNlmr1zw6HW0ZuwLzIEegzcsTxiM72eqNbsRHmHsQ5cjNrutXpDiR5QNslvvYICAD4CcLXw+2oAH0q2X0IIySCEDAZvyF4hqKw6CCHTBS+oqyTnMASMMqqOlZB8FgZ1LTTqxxwLqfDsivUx6jk/3DeShq8zIcQ3gpYEQsh/AMwCUEIIaQTwKIAFABYTQuYC2AXgIgCglK4nhCwGsAGAF8CtlFKfUNTN4D2rsgB8KvxLKUZrXOlrs4iirCS+HXM/dXMRr2edbqqhZJIwYUEpvVRl10lKGymljwN4XGF7LYCk569MlXukrkV5RpNacUaXTtwYXpiGd6tVgxD9YjbWW9XyrOL1OMO/s8ReO10waNxMxpEEc11MPTIbXYTht1Hei1HqoUa6TWKYsIgCs44ejU48YkMlx3U2fd7/kdKUw91m3MN9xFycMV8KExYmxphNSj/xXGeRasxX4+iJWQ2l49h4GeCTad9LN/sIExYqpOqjP5I6m0jo83ZhxIoJZbNmorJZJKYqpoUJCxWkgwKjNxrzj2CUn7BhZxYGrVYsSNtQpPYUL7WNPmeO2KLFMtVx7DBhEQWGaXdGqUeciIfMS7NHknBi6fiT6qYcrxFREgZWsXuJxace8YYJCxUM+r4UMWrj0ko86m+UZ2CUeqQLKXUmYO9SBhMWKpjpoze/GkoFg74Dg1YrZpLdMWtRDSXDIJ2ob93si2WDYcJChXAdcCI/KV05HNKk24rrXaTHI4mKuqlPY0XhWTGXo7mLS/GzjmYBa3p138klYSu4GQzdBH3JUY34UtwbpFKATz5jLoC5UZ+v9XknNx1qnIzpYWNDqQSyTNG7NOp4h80sVDCTGspMdVUiHp4qyfyw09Gzho2440e6zPiDYTMLDQR/SEbrK9LWZsEwNKn+DHStwxHVUAofCyHASa7/AwXB1/GpmnCtOBZmAJiwMBjRfABmRzU2VFJrcWSw99oVIMSCvkHbpc863To5IHJb2kZDE3BG/X2lacNlwoJhGOLRRyWjnwsbZ8jgHUW/QSMUt6ulpTwSMNp9G1XNyWwWqhCFX+pbGNGjHiKaPedEE8sjNtP7MVFVDQsTFiaGtX9GIjDN+oC45bpQ84ZiSGHCwmAciSOgeHiPBAyYMRel+VqK+xJ/+cRxBDS+ZNpjTCJyNcOERRQY7ZtKl0YZ7KlyJBr7jYDWDtVMjzyZObhjLc+oz5UJCxNjJp1xONLkNhhJJpoZqZ6BVazfV9yCHxoEJizSgHTta5kQSR5p1q+FEE0+C4YcJixUYA3InCQl8Fw48WzidqO36un+jaT57emGCYsoSGggwQRPrY1MutyHGZF2/JHeg5nVn0ozKKPdj8Gq44cJCxNj1EalF/W0lmlygyZAjxrKKLp4o7Z/owmfeMGEhQaM/vKNXbvImC+QoDHqEQ9iqa3Z7lUvBv/skw4TFlFgNOFhjHFe7AQPWA32mNMe7SHKjSGYoyE5Nq30hAkLg6EroUviqpFU0uU+gDQRcAZRMwGGqkrSMOqMjQkLDRhFR8uITFJWcCf+EilBbyeVasGY6MsbtdNOFUxYRAFrQvElHp2OUdJmsrYRX+IlkETVGRv3RQ8TFiYm1SO7eGOaAHZpCHv28SfdBBMTFoyUo5oD2ajCMOxqYKNWWjta+7hU32nCn3WUxcdaLaM2ISYsosBwLzPNRjCM5ENAjNeu40gqbi3dZmtMWJia9Pi606mTMuutpFvHxog/TFhowPCqBYNXTysh6ywMemNGrVdUxJQqL37VSDTR3KbRP/tkw4RFFKRVZ2EA4vk0U+3mbLoORuF5mcUwa9RHbdR6xQoTFiqk6oVH1dmY5OPWi64Fiinopc3SqWolXTs5KXoGE0fC89ADExYqmKEfMN0oVg2T3Uc6xYaKpREl815jFcwpMXCboRPRARMWUWC4Ttpo9YkSs31bhmsHMZBuHRsj/qREWBBCGgghawkhqwghtcK2IkLIF4SQrcL/hZLjHySE1BNCNhNCZqeizobG5B+66jqLKMpK5qNQ7GBNJkCUqmtEzyglwRyNsE5mWtV0I5UzixMopRMppVXC3w8A+IpSOhzAV8LfIISMBnAJgDEATgPwAiHEmujKmaGZmKGO6Ug6PXdp5+kPmaKxR01mX2qmmU+sQsaoMspIaqhzAbwm/H4NwHmS7W9SSl2U0h0A6gFMTXRlUtU2j8TRjGryI4M/i3iNds3GEXCLccFMAk4LqRIWFMDnhJA6Qsg8YVsfSuleABD+7y1s7w9gt+TcRmFbCISQeYSQWkJIbXNzc4KqzkgYMXxc/g4siR9oOnQGRlf1iSgKZh21jyaQYLRCMV2FqS1F151JKW0ihPQG8AUhZFOYY5XVqkobKf07gL8DQFVVVUxt2gwv3Ogjb63E4y6S+SjCPXczvxG97SmZ95oOgtnspGRmQSltEv4/AOB98Gql/YSQfgAg/H9AOLwRwADJ6eUAmpJXW0aqMHrHmyayOoRI/XIybztNH3FYjDoITLqwIITkEELyxN8ATgWwDsBHAK4WDrsawIfC748AXEIIySCEDAYwHMCKRNcz3AeTyHdpzGaSWIz6cURCabRr1nsxKvGaUATynehYlMdepYxUqKH6AHhf+KhsAP5NKf2MEPIzgMWEkLkAdgG4CAAopesJIYsBbADgBXArpdSXgnozEkzwhxyda2QSciyzTsQYGPw9pJvmLOnCglK6HcAEhe2tAE5SOedxAI8nuGoyDN4OAZijjlow630oG13NSTQdWzJmUaZ8nqasdGSM5DprGkwX0oGRENLB6KrU36fDfQUTzRcb63cebVBLo/YuTFgYDKOqXhJJPNZZGMXoajYVlbQ/M1vdo/pWzP2ppBQmLEyM2T7uSMTjQ2adQfIwVfuLorKxp0c10wOKDBMWUWC0NmB2tZjZ6y/FbPfCkgIljlTnVok3TFikAWZXQ5mNdO8sI7UnM/eByah6rAMGo7YvJiw0YNB3Z7pRrCpxuI1owjkkAqN+6FrQ255Sfat6ri8e6/Mlr4GYWKYqwoRFFCR2UV6qP8HUkW4fV7piRoFYf6ATAPBW7e4IR8aOGZ+PFpiwYKScQGhss4iLNO0NDEysqtYDHc441SQypmnGOmHCwsSkywgmLoEE41BGPDDtO5H2cAbMZ5EKUnV/RtUuMGHBYERJunWWRr4fpQ7UqK6puw92AwCaO1wprkl8YcJCA8EDrURKfoO2/4Ri1I8+EoqBBA06KoyI5B0YUYsSqxoqme9lRcNBAMDHa/Ym7ZrJgAkLhmGIRydlxI7OFESlaE9CbKg4XSIaYROrgLGYdNygBhMWjJRjtuRH4a5ptkmS0WdC4WSYsWsePUZtQ0xYRIFRXyYjuaSb10s6N+tohGLs4T5iO99oMGGhAaO/c7N3Wun0UaXDrWh1YU7Ge0untmF2mLAwGLpWpabZhxSfQILJk5zp9vyNeD9mHwilE0xYRIHRvikjfuR6iI/ePPkPgaVVTS2JftTsTcphwiINYKOv5JKO8kDahLS2p2Q8hrg96xS8s2i/S6M2LyYsTIzRPVm0Es/ONxlyM109dNKlPSnCBlQxw4RFFCR0ZJnG32siScfRfjJhjy8UplKUw4SFCmZqJ2aqazoQ7nmb9V1EtSQvxTeb1jMhA8KEhQpmsgOYqa7pQDo9b6X+PtLtmVIgmqnOBq0rExZRYYy3acqPVoG42ixSnvzIvC9Fa9VT/YyjIoo6m/dNJgYmLDRg4u+fkQBYe+BJ9WPQ9R5M5A1lVJiwUIHFsk8eZrvndOsE9MKE5ZEJExYqyHLBBHUORvlYjFIPI8AeRfwwojBMRZ3YgFEOExaMlBPfjzLxvUo6CuloOuN0fA4MdZiwUMFMH4IBB4JpjRFH3vEk1kRDiSA1Iehju6jxnmJsMGFhMPS0T6NOV/WSHndhbow+OEp3AW0GmLBQwUwhHYxWn1QgdnbJ6FSM3rFGQ1RqqKRkykvDhx0Bo94yExaMlHMkdghGQfrk9b6HZKir4hVynrWw2GHCQgUz9V9shs6IJ2ZR+ZjpG00HmLDQQHCjNMpI2CDViJn4ZLNIk4dhIpgaKjzJTMSVDJiwMBjRfBrm/ZziT3p9nsbGTGooM2HU75kJizTA7J+TiQePaYXZXgObTSYXJiyiwChN1Cj1YJgfI66tAMythko3mLBQ4Qic/aaMeHQIrE9JHmxEf2TChIXBYCMphtEx6iwkXTBqH2AaYUEIOY0QspkQUk8IeSDx14tuXzIxSj0Y5kXahgILG80hDFj7Ty6mEBaEECuA5wGcDmA0gEsJIaNTWyuGETFJP2dItPa9TA11ZGIKYQFgKoB6Sul2SqkbwJsAzk3kBUvzMvy/rZbEfxzZDmvU5xbnOOJYk9Rht0b/nDPt/POzJqFFi7UsCvPcHTZzfFric8uyW2EX6pzlsIU9pzCJ7S1TqJNN8mKjae95meHvKRFk2PV90/17ZSWoJvEh+U8wOvoD2C35uxHAtOCDCCHzAMwDgIEDB8Z0wT+cPw7n/PVHHDOsBGeO6yevTK8sXDl9EI4a1Cuma0hZeMVkfLelGYXZds3nDCrOweXTBuK0sX11XevJiyYgS2dDjpV3b56B+gOdqvt/e+YoHDu8FACw6JoqbN6nfqwSj549Gn0LMnHyqD4x1VMLo8vyceX0QbhqxiDF/b+ePQKTBsavbSSSOUeVo6G1C5dMHQibhWBDUzuuPlr5vkR+c8ZIDCzKQmWfvJiv/+jZo8POUy6bNggtXW6cO7HMv+3FK/lvxa5jZHD/aSPxnxW78d4tRyvuP2lkb4zoG3o/d59cico+uZqvAwDLHjwRM574Gv++PqSLCstfLpmIz9btU+0DXrxickwDqlghZtBPEkIuAjCbUnq98PeVAKZSSm9XO6eqqorW1tYmq4oMBoORFhBC6iilVcHbzTFX5mcSAyR/lwNoSlFdGAwG44jDLMLiZwDDCSGDCSEOAJcA+CjFdWIwGIwjBlPYLCilXkLIbQCWALACWEQpXZ/iajEYDMYRgymEBQBQSj8B8Emq68FgMBhHImZRQzEYDAYjhTBhwWAwGIyIMGHBYDAYjIgwYcFgMBiMiJhiUV40EEKaAfz/9u42xI7qjuP496cxNUZt1KWNz6lPlSY+RZBqpE3zosTYakULtoIYLEUleWFoSt4YfFMppKUq+IBaq8WqYERhxYdYKijGpBibmIQoxGStIWCMGo1VIjH/vpiz7vT23p25mzszq/f3gSV3zjn3zH8O/92Tmbt7zttjfPsAsLOH4fSK4+qO4+qO4+rO1zGunQARMbe14ms7WewPSa+2+wvGpjmu7jiu7jiu7vRbXH4MZWZmhTxZmJlZIU8W7d3TdAAdOK7uOK7uOK7u9FVc/szCzMwK+c7CzMwKebIwM7NCfTdZSDpQ0r8kPdWmTpJul7RZ0uuSZubq5kp6M9UtqTmuq1I8r0taKemsXN2QpPWS1krq+W5PBXHNlvRROvdaSUtzdU2O1+JcTBskfSHpyFRX9XiN2n9TOVYirkZyrERcjeRYibgayTFJUyQtl/SGpE2Szm+pry6/IqKvvoBFwMPAU23q5gHPkG2z/H1gdSo/EHgLOAmYCKwDvldjXBcAR6TXFw3HlY6HgIGGxmt2h/JGx6ul3U+Bf9Q4XqP231SOlYirkRwrEVcjOdbNNdeZY8CDwK/S64nAlLryq6/uLCQdB1wM3NehyaXAXyOzCpgi6WjgPGBzRGyJiM+BR1PbWuKKiJUR8WE6XEW2U2DlSoxXJ42OV4tfAI/06tw90EiOFWkqx/ZDo+PVopYck3Q48APgzwAR8XlE7GppVll+9dVkAdwK/BbY16H+WOCd3PG2VNapvK648q4l+5/DsABWSFoj6dc9jKlsXOdLWifpGUnTU9m4GC9JhwBzgcdzxVWOV5n+m8qxbq67zhwr03cTOVbqmmvOsZOA94C/pEew90ma3NKmsvz6ymx+tL8k/QTYERFrJM3u1KxNWYxSXldcw21/RPaNfGGueFZEbJf0LeB5SW9ExIs1xfUacGJEfCJpHvAkcCrjZLzIHg+8HBEf5MoqGa8u+q89x0rGlQVXY46V7Lv2HCsZ17A6c2wCMBNYGBGrJd0GLAFuyrWpLL/66c5iFnCJpCGyW7A5kh5qabMNOD53fBywfZTyuuJC0plkj10ujYj3h8sjYnv6dwfwBNntZi1xRcTHEfFJev00cJCkAcbBeCVX0vJ4oMLxKtt/EzlW6robyLHCvhvKsW6uuc4c2wZsi4jV6Xg52eTR2qaa/KriQ5jx/kXnD80u5n8/HPpnKp8AbAG+w8iHQ9NrjOsEYDNwQUv5ZOCw3OuVwNwa45rKyB92ngf8O41do+OV6r4JfABMrmu8yvTfRI6VjKv2HCsZV+05VvaaG8qxl4Dvptc3A8vqyq++eQzViaTrACLibrI9vueRfdN8CsxPdXslLQCeI/utgvsjYmONcS0FjgLulASwN7JVJb8NPJHKJgAPR8SzNcZ1BXC9pL3AZ8CVkWVm0+MFcBmwIiL+k2tW9Xi17X8c5FiZuJrIsTJxNZFjZeKCZnJsIfA3SRPJfvjPryu/vNyHmZkV6qfPLMzMbIw8WZiZWSFPFmZmVsiThZmZFfJkYWZmhTxZmCVpRc8bcsfHSFpe0bl+ptwKqiXf87SkKQVt/iBpzv5FZ/b//KuzZomkaWR/5DejhnOtBC6JiJ097vdE4N6I+HEv+zXznYXZiN8DJyvbh2CZpGmSNgBIukbSk5IGJW2VtEDSorSg2yqN7GVwsqRn0yJyL0k6vfUkkk4D9gxPFJIekHSXpBckbZH0Q0n3K9uv4IHc+4YkDaS4Nkm6V9JGSSskTQKIiLeBoyRNrX64rJ94sjAbsQR4KyLOjojFbepnAL8kW3bid8CnEXEO8ApwdWpzD9lCb+cCvwHubNPPLLIF8vKOAOYANwKDwJ+A6cAZks5u08epwB0RMR3YBVyeq3stncOsZ/p+uQ+zLrwQEbuB3ZI+IvuhDrAeOFPSoWSbCD2WlnsA+Eabfo4mW2o6bzAiQtJ64N2IWA8gaSMwDVjb0n5rRAyXrUlthu0Ajuny2sxG5cnCrLw9udf7csf7yL6XDgB2RUS7O4G8z8gWoWvXd77ffN+jxfIFMCl3fHA6h1nP+DGU2YjdwGFjfXNEfAxslfRz+HI/5LPaNN0EnDLW85RwGrChwv6tD3myMEsi28PhZUkbJC0bYzdXAddKWgdspP3WlS8C5yj3rKpXJB1ENhG92uu+rb/5V2fNGpB2ORuMiL/3uN/LgJkRcVNhY7Mu+M7CrBm3AIdU0O8E4I8V9Gt9zncWZmZWyHcWZmZWyJOFmZkV8mRhZmaFPFmYmVkhTxZmZlbov+V/UiygfOQLAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pp.plotpd(d, d2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By giving the additional argument `subplots=True`, we can also plot them separately as above:" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pp.plotpd(d, d2, subplots=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is also an interactive version `plotpd_ia()` that produces a figure where the x-axis can be adjusted dynamically." ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fb812e74a6bd4c93ae9e44ec3bc8f28b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatRangeSlider(value=(240000.0, 360000.0), continuous_update=False, description=' ', l…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pp.plotpd_ia(d, d2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `plot_segments()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is usally a good idea to browse through the whole pupillometric data before and after preprocessing. This can be useful for tweaking preprocessing parameters or for detecting gross artifacts. `pypillometry` offers a function `plot_segments()`, that produces as many plots as necessary (each displaying part of the data). \n", "\n", "The default is to return a list of `matplotlib`-Figure objects that can then manually be plotted/inspected. " ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "figs=d.plot_segments()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for fig in figs:\n", " display(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function also allows to specify a (multi-page) PDF-file to which the plots will be saved for later inspection:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "> Writing PDF file '/tmp/test.pdf'\n" ] } ], "source": [ "d.plot_segments(pdffile=\"/tmp/test.pdf\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another useful feature of this function is to compare the signals before and after preprocessing using the `overlay=` argument:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figs=d.plot_segments(overlay=d2)\n", "display(figs[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `blinks_plot()`\n", "\n", "Blinks can be tricky to interpolate. To facilite the process, `pypillometry` includes a function to plot all detected blinks. The function works similar to `plot_segments()`, i.e., it returns a list of Figure-objects or allows saving to a PDF file. Each plot contains the index of the currently displayed blink which allows to identify and locate individual blinks in the full dataset." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[
]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d.blinks_plot(nrow=7, ncol=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A special diagnostic plotting option for blinks is available in the `blinks_interp_mahot()` function. When called with the argument `plot=True`, it will produce plots similar to `blinks_plot()` but including information used by the Mahot-algorithm implemented in this function (see API docs for details)." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d.blinks_interp_mahot(plot=True, plot_dim=(7,4));" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }