{ "cells": [ { "cell_type": "markdown", "id": "e99cd48f", "metadata": {}, "source": [ "# Blink preprocessing\n", "\n", "One important step in the processing of pupillometric data is the handling of blinks. In `pypillometry`, this is done in three steps:\n", "\n", "1. detect blinks (`pupil.blinks_detect()`)\n", "2. merge blinks that are very close to each other (`pupil.blinks_merge_close()`)\n", "3. interpolate the pupil signal during blinks (`pupil.blinks_interpolate()`)" ] }, { "cell_type": "code", "execution_count": 1, "id": "652c95e7", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:49.476365Z", "iopub.status.busy": "2026-11-10T13:33:49.475938Z", "iopub.status.idle": "2026-11-10T13:33:50.438360Z", "shell.execute_reply": "2026-11-10T13:33:50.436970Z" } }, "outputs": [], "source": [ "import pypillometry as pp\n", "from pypillometry import u\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "8d5d03b4", "metadata": {}, "source": [ "## Blink detection\n", "\n", "The first step is the identification of blinks. For this, we can use the `pupil.blinks_detect()` function. The detected blinks are stored in the object and the pupil data during blinks is masked:" ] }, { "cell_type": "code", "execution_count": 2, "id": "a4150d25", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:50.442334Z", "iopub.status.busy": "2026-11-10T13:33:50.441793Z", "iopub.status.idle": "2026-11-10T13:33:52.347759Z", "shell.execute_reply": "2026-11-10T13:33:52.345957Z" } }, "outputs": [ { "data": { "image/png": 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Pv5mU21q+cVtRziXMdcYbWtQYF/TtkPIU2rojuyxVWNm+s4bWbkl4U3RtkZ6lraw0IYzDW9V7Nm5L9DtjrDgzoGMzPVng5u0JgR0AP2nbpFy7f/qPe2p7wCMGdtDfO/5fU2j2is34AwCQDAjjCvDajys116Q/v/hD2uucxbVOMn5QxEmKjJo3/w8uSwDIxvTF2W7Tn89bU5RzCSNCsG5YXmp7HGdQ5/AdZmXSxVgFft+UEMTr1ynNEgzFWgA3dW+pqo1TZXWi3zWrn56Z/5YjEt5ozGfJhKoA+MWOmlpN8cM0rpeY3+46ZkDaMeP/OQl/AACSAWFcAX7KQdMpkvosXlepW1AAAMVn/dYd9MSXv2mP7zp6AA3r3kJ7vGQ9wkpyFcYblzvX1e3QLBFT/e0idVw3VyQVC3xtXBrUCNzU/WF1chllK6QQgAQcLjGmb1vt8de/rvPpDABID5cw5i9gpeM141LJHJktSQ+iKKBaGBJQEwjjCtAtwx2RGdevnemxbBlvUDdhNRp6xye+nxsAwB2nPJWqBT2se3M6eo+O2mMW0J/4cgGa0QVik+lkGWfKShLLn0pxlCuSVrEOzepnvScs43BT95a1SfmndaNyKknG5Rs5eXgX7f6rX9dCMAC+ssUQctOqUcJdnbnggB407bqD9Odvfr9M+X+iamcNdbvtM+r+RS39UqFOKBJQEwjjClCV3F3t2a05fXzZfnTJQb3o4ZP3MD2WrSXGpB6TfoELLAAyMOf3lIdLzzaN9SRjzF3vz6WdNShN42QBEZZx4YJuh1BKvmlIeBl2OB8I07Jhurs0U5YUFHeg5rWnrN2RXd/dyLBuLfTcD6hkAoJQRrY3VFIQtG1Sj4Ynva2+X7JR6T+C18pR932uP7/mJ3iXAbmBMK4AW5MT8KDOzah328ZajdMyQ6x4Jv85e7j++LR/f0O12JwBUFRqDa50Z+/TXbvfvVNTMnoa3/AWMjLbsa2W2zHxuFGGu7AZFx2YqjRRE+AcyBabt39cTqMf+Jy+WeztpnjT9p1pddSNcIZvBtO9t6zbkeg7LQ2WSCPGZILvzfjd418HIMWWKntl5F8O6qUrIDdtUzehYM/rP9BDdpgBTZ09pQAoJhDGFXJNalDXeQMqYttE7Djzn6mLfTs3AIAzSzekNg5XHdxH92JZePeh+uv//XYpmtKGLckwSJY5OYGZE/v1aq0ft2hdekk5v3j9u6X02OcLaOHarbR4fSUd/+wP9PUG7xQBm5IZu5smS2wZER7UiKD0lnXV9pZx5oA+rbX7xQH1MxBNtuzYaauM3KNLIoEvc+ITU0k12LBkrCgkaFonO3wEAJmAMK4Am5PWkMzkMXacu98u+mNkVgeguCxKJmnr07Yx1csQJJ88fah237BuKVzVbdhSk7JEZiYvM4MtxaIO9PyVFeQ3bH3/6xszsl7/YXPc8xJbZpZx0SYIdvDHTd3KMs50SeZ1maZQfgIQrPfjL2u2FmwZr58MzWE2ViY7rkJYlQGthgbSV4L0LFMVCOMKxQm2MIkTtII3ZteN3zW02TWf/XqRpgGdMHtVsU8FgIL5PZl4q30yw7eRg3Zto8U3czz0vFX+C41hZWtSGHcTLy7o0SYhjF/wwvfkN49+9qvp6/ct9NAynnQ9NRXGk/fYN3nLaiGM26y/I3ZpqWe73oEMeiDHXBj9bv6Ixjz2DZ09wz4RmdjH2Rlm/nHiIO2+s0niXxmv/akpS2j6Jndz5O8ZZSrPGdHZk3KOX/2yVttzIjN7Nje+NZN6XPe+th/n24vTlhTW2BEFwrgCbEy6JjY3cU2049z9elDzZC3ap79aSGGguqZWsw4Ka/5FAWyiAQgqC3b7ptlZsDlDM8ePM7NzKGMYNSp2ZsfoOtEzKYz7rZBky8EDE+brzw/o04bG9jWveOGFl5SZMA43dX9YVRW3zGAvOHDXNvrjGcs3+XQmQEW+X5aa8yc6VMerSFrGG9qELLZrklD4fr94A8nOR7NW0h0TFtCxP7iTpheu3aI/Hr1bW6pXlqwgUUB5s6XrK+nUf0/T9pwT56ymKMNVXVjgPvLhrzRvjVWbt2eFuV735gwoLfIAwrgCbEq6JjYx2YC5taobN4qysrpiO/W6/gM6wRDrtAMZpoECrBQlqUyy4DL9OiSE8VkhEMZnr9xCMyviobCMX7B/D/3xne/NIb/gDZ1gePeWNLBTUzp2SKJ0Xd+UPsCzBG7NkkpWMzd1lN31JzzCzhrJoSeH9E8oXz6etdLjMwAqM3tVSsB0QigU7RJYivrjO2vjtMLCrVsWZv+emyfYNwsTCoYLD+hBT54+hMpKYzlZxtnyvWFruvv+RS+mDD7nPDc9si7Z3DZc1YX5adkmzVtj+F0TTY/tfu37muEMuAfCuALYxQk6cdno3qGJITrj/77V7r8LgUYXgFwQmV/bW1jXBnZupt2/+I3cLmAV26tp/BPf0mHf1dL2mmA3LVuTv5eLMG6MLfezzON8Q3jBiF1aaL/bqDwxX1fWeK+YhWU8eCWQk0fGmL5ttfunv14UxGkBRZi3eotl5Q2rmPHGNn2RS5yFJV/QtmRCOrfC4tcL1uphITzH1klWFdrpcil6YdoS2uP2CdT7hg/o+jdnaAagzHKEV736E0WR9UnDnVvYcAaB3D0QxiXf2P5n+nJakyydYkZNPE4VVfkL43/aL1FGiRl02wRp3Us4MYexDrNAuNkDEGZ+W5ewnHZraR7HNyJZH5bjTdk1TFaWGCzA623mLT/d1HMRxpkbD+ur3fsVy8tlzM79z3fa4/17t9YVAOI8RRb4QtGsOnYx4yKBm5xTfGhx2+/2691a72ebk6FlADixYG16jexNNtnI3FjGxTzEcM4dWS29XALyyUmp8EmnvSnvETlmvKwkRnt2S6yXdZKxOdUur1GUD+UxyoL5sDuzLb9v/LA8kkLmt0usw2uOGdyR6paW0OEDO6S9fl5y3QPOQBiXPDHCje/Ppz/NqHXcCOQrjGeWQ2P3EhkF8jvfm23pZj990Xopz1lV1lRU0WvfLUObe8i6pNbZaLUw0sbw+t8lDin5z5RU/Bi7Qcpoocxkn56ttPvVFVWaJcRLeF76y39/1J8P6ZoqLSTOU5x3oawxODbZJnBDcTPP4E3+xuQa3Momm3rm+xPnIPEoyM3zUbDBRsm5ektiEmjZ0L4vXnJQT/3xAx/Pk/KvuOPd9LChKgf5V4Rw9W7bWM8an4ub+vad1hPxJQf2pElXj9Kfs9VcFVi5P/IfU+iBhbWuPDR2bdc47fUz9upKDx4/iGbeejA9dMIg+tdpQ/T3Pp27mjblaFGPKhDGJeatH1do9z/ahM1sSs7TXC+X64fnwzfXHZT2nC3kMsEb2vdnpMfZPXzyHvrjYx+fQp9EPLFGULDGeM87P6ErX/2Jjn7062KfjhKwO3dV0iprFuubicz1xo3n5tY10Cs2J+fCJvVzE8Z7GZK4TVngkCEpRyb/mv59p+/VTX8sNozbar0XxjPL46UlcIvnX8P3spd/pFvfkcO19YM5q+ncmTW0cUfxrFRbDJ08l9Ki035DiTPgDuH5KLDr7pU7alz1xa4tE3HjzKOfL5Dur+DkYJmJwbY5hD2J8pS7tk8Ji7m4qb83yzpM6dLRvbXs82z9ZV6Zro4x4uFPf6Xlm7bT/1tsfz0zkvH7hw5oT8+eNUx73LFZfbrliH7aY5Y/uFzo2L5t6aaktxnz/LT0/xGYA2FcQnjT84hFGZxMNiWVTm428Vaw1e3zKw9Ifee2alqZUSKimCzdmDqXNo3LadE9h2ZlIv7Tc9OLcGbRYubyTTTq/s/15z8u3ahl1rz2jZ+Lel5hR1jWeCGzc3V9wqBx/n2TfIl3Mi32NUUSxhvXy20u5Gz1o/ok3DZ/c1HLNxcWr0993483jUmz2vP/7SYO1C0VScPOLq1TG20jJSKBW57fv999n9GbPyynpycnykqe+tQ0KiYXvDqLPl5L9MC87b6Fib0/e7Vt7gMhjNevU6Jv/O04c2RCGePmWACMFRIEdi7X25LWXWM9cTMyy/Btr/YwcYUHvJ00RBnZ5nCK7D7O9GlrEMZzcFMXruf16pTQPccMoC7J0m/z7hinrRHMZ1el9sn/+yn7HMMGhyhkKj2s+GT+Or2dOMyB9+GT/3pgWt4Vhp+ftU93OnJQB906DpzBiiAhu1z3Pt33kTvXIWEZz8dFPTPD5ivn7aU/f3/G7yRbpmnmL6N7afdmXgCsxADecORT0/U67tt21NBzUxbRYf/vKy0uK5OXvllK6zMykAL3bBQKtfp1shY2I2P7pRRQD34sn6v6Pyb+kvY8aMu4SITGNdlzZe8erUyvoVCufzMRg3jY7u2pWUbpyVLDf+2F4qLCQRkhfi4fuf/lb5fQsg3pY/+rX9fSo5+7Uxr7iV0Mbb6wcDLglo/pwtdm0SNLrL9/c/K3G9qUkjLSt30T7R7lzYAb2Poq4sBFmS677r496Y/NnpJ28DrTu23KI+gWiRK5sYDI5bEYPsfy5HVzfiQ3wrQQonN1UxehYofv3oFOHNaFvrx6lCZwlpel2pItwfv2SqwVH2R4a4aRf2asd26s/cO6t3T13Rce0FNPuPzzso15nmF0gDAuGWc+/U1Ox29Izsz5lDXLZFgySRRz27vmMdrFYJnBSn/ckM6Wx91hUZqI40A5zhm4Y8m2OP20okL3OOh/y0d009vpi/VZI1OJ/5jhd32C5s2TJcnu3dSFd8teuyQWwpkhKHEWdGIgEVPotBE1o62hpJxXCfKMsXJmyeFKkxtFr4RxsRawUscMPYFbHoLpNa+bx0j+7cPixJsaLXmNyqwVWPkyL+nyyry0wsYSKfIUuFQA7ZPcyP+0bCNiKYEjnE9CTKMtkuuDnWC5LTkuzMJUMnnn4n30x9MlqVCzs6aWelz3vv783j/sriVkY+yWE/YsWp002uyerDzC1Clx76YuDAotGqUrTTM5fmhnZSy+T076zVVcfpWh8ft1SCgUnTAqezisEdgDYVwilm2opM/mZcetDEzPl5DGqqRBsp1F4qdcuWhUqu4uW0bf/GEZFZtlSTf1E4Z2TrOI/3rnIfTa+XvpmtD/m5zKvCngrLVjHvySDnrgcy0OCTjzxNK4rVD1z5P2oOsP3Y2O2SNRJ5mpronTfyUvuyUra5MJedgDwQnOWspwZQGZYtaMbvPC+zpoy7iIKWQ3w1w5bEB7/fExHuVCOP3/pmV59PhpGRdu+lYhS+J/yUVHwn1s1xs/1J+fvU93uuCAHvT0H/fUXytGZuGJhhwhDQ1KDe++P5Vgrbe5179GVY59rn3T+tS2SbnmnTB/dW41lEH0EGO6TmlMjwO3S4y5TVjGXSiH2OIrcu/8unqLFBn+b31ndpoXyR5dmuvhNXbrCZfd2lFTq3n/cCijgNvNrZu6KN2V6cKfycBOCWGff4+TB4eZzATOVvkIRD4Sjpl3GxLLyt/rx++mPZ6/aguUjw5AGJeIfe79TH/MSRIEdlsNURYnl+Qxdlw+pk/a88te/omOeXSyLzHkc1dtoaeW1tIOh4lyadI1ulPz9BrMZaUlNLRbC/q/Pw5Ni3c3snDNVu01jrtatM7beFBVqWszK3x1zSg6YmAHLd71wRMG0Zzbxunv/fWNGbQYbZy3e3WP1ilNshtX9Y2SZCnl2Lm97v5Uf94haWUOOmZ8e3Ij4cYqlAnHBAqNP4diLDWUaMuXnwz1aft1aGrym6nHXrRVyk3ffC2IJVeSuNuavb+u1aprZJaBu2bcrnRAMsY+SJdrPie+cYzjRS9+r7/uRz8z/nfrq130uRySpwrl8Ve/JGoig+gycf5aunh2LW2yMHcbQ0+EhdjeTT0ZM+5yDhzQMTUvnfTEVCo2L09PJQB95syEwk+kV7DbJopQRs4ib8zHoLupx927qTfPCCfKxLgPDXPiYHYfX7sl3WPUKnfJquRhbZqU24bSZcLKW8GVr8E6bgeEcUnITKDxyCmDdetDrYsNWK61da0wJhUSfL9kI424eyKd/n+5udDbwZuqcf/6lu5YEKfXltrHGy9enxDGu7YyN1H0bJNyHRh468daHONt78zWYsiF2xZz3ONTXFkfo85qC49+jp/q1Dy9DnamBn7/+z7XXM3MYAGHS9TxPeL7s60f3VqZ1xg3wrkhWic1/z9KEod1yUs/6I93a99Ej/HbGSJhnHn0lMH640kFCkoizpNh7x0zygzSuBcJ3Jxi5nPJpr7v3z6jkzMStBkz5Bo3ZF55Elhx1jPfal5arBjgG5f8NOIUS5oPGw1KXbvs1SK5m+jzbhCWNa5jDKLLknWVdPZ/Z9A7q+P0d4skhHqFiHplupBp5aZeWROnHcn+6FRnXGCMrxalwYqZIFaE83ApMVHOU3gQ1bgQxtsbwo3S3NRdOO+sr0yWhXNwU2fF7el7ddUefxZSV3UO2/zDY4l5e48uKbd+qzZendyiW5VetWur0bu10R5z/iGznEMgAYRxSbj2jVRM3pRrD9TuRQZHu03tFgdrSD78dPNYrabiaSMSE47gy/lrtE0Ru8g6wZm2j3v8a7r0vz9QlUn9xiMfmaw/XiAuwoLFycRBxoXDDo5jZJf1f335W5owzmU/LnjhO1ffEWVWViU6nNENfcJl+1keb8zEz/S8/gP6ZPaqNIGblSC8wX9y0kLtnpMUCqXMxuQiGFVyzQLObq7M698VP4SEF1gjH/xlX8PmKVhpXMTv5iuMc7mf/h0T1vEFaxI1VfNlhWHTwd47Zhj1nl4oLiod4peF/Oy0L+U5MzNZG7smnjKii+VnvMzGzDk+Jv+6VtswjrhromNsph9Kn7WGHCN29Y2rkpedizD+x2RGdbZK8ToJoglXJxBstYigW5fUCTVvWFfPDG7lpi68JPmwxi6NM6xUE6FPxQo5EXCCWMHpe3fLMhDZrScrk+M1U1hMeRO4cFPfmmjsFg412pkDd00ImPNWVdCnc9PXQNmZu3KzVp5WYMw+b/Xvr0ruCcXeIxceOH6Q/njkPZ/CEGMBhHEJ4I0Ml4wxxpUxbhJX6Buw8vw2oFbWN66pePtR/TWNbCaH/GOSJpQbb2y9EDGsf37xezrqkcn07aINWq30c56drm08WCv2xJcLqNf179PPBjfAVuXW3ZAXnjVbEsJah2bWWrkFd43Peu3eD+fS9gxL+OcmMfnAvNTWsUM7aUqZ+XccQr0ME7ZZJv6v/5pQIAnOeW46nfDEFD1O6IYMaxbz8Ke/aJYurmvP/eeeD+ZGcqJem9RFOMWqCU4ZnlCSvfvz71qsX7Hg0k/GkoJCYVNI1u5CqMrDZTiTtRWJP+PfX2Xnn8gFIWQNNyTFNNsI5xPHbUVl8vobWGzEhTXb6X+Zsyq9T91+ZD/68aaxaVmFmZ9uGqs/9ipfROWOndqG7ZSnpmkbxpUWyfSuHNubLhjZxRc3dV7H1rgUxrcn/7hcFEBG76LLX/kx39MEErJuSxW9/eNy04SNAg7leiyjtne7euauv5uSmiZ2nRbxz8kUI1lsM3gG5eJKfO5+u+iPz/9PcYwVX8xP35e1alSeJYzX5mMZd5lNnROUrUrO/ZnfYcbInolEjMzFL6Y8w2SF51XeK7z38+807qFJae9dd+huugK91sEy3qZxvbzkib17pDKwvydRpSaZ8M6cCvLGmCDnydNT8c9uEldsTe5EjPVrveS9S/alhWu3Uu+2jTVXdSvYepEZX2h0+Rx6h3W2bRtZXEscwRMEKyZa2WgsecJ+4Zzh2ibOLsO626y3UUaUy2tWv66mlHFDh2bp8fwMK2MG3vYxnb9/D3r9+2wr7v2G8lzcf/j2+BeJTcrs2w721NtDZkQWbOMGxI5jh3TSPWnu+2gu/eu01JwRFKxcM45p3tAJhY0ujFNx3NTdJC+y4uKDeurlyFhJmq+VfdHaRH4Knjft4E0Qu6h7EzMed+WmXuvwz/y6JhUv/9TpQ2l037amx3H2f67PzklHpy1cT3/MqLCQKxsqd9CzXy/i7XDWe7yZ43JDHNcvcis8PmGOL5ZxzsXAyZlcCeN5WMaZXds1prkrKzyvaw+Kx4atOzSlMucb+Av9SFeM6U0XH5SeuJE9bg564Iuszwqrt3XMeBlV70gotq2M16Iv5lpNwmgZnTh3tRZG5nbd94q3DMaoSzLaTOyD7ebI35PKs3ZZwrg7N/UN1QnLO+8jjQngrODv5Yoy7IG5VeLQx6m/rdNybLAQbsZvd43XPHC5mWpqrNtYJHATIXK58uKfRmhGO+bDWSu1+byly/1OVIBlvMhkZqoW8RVuNYJc+iLf2rpu4El5v96ttUnu9Qv2zumzQ7s2d3Wc3WZnpa6RK9fd9u20lWzFnXrtQfpriFHJ3Sq0qdp9qS0jv9x5CA0x+c+FgM1cOroXPX/2cMfv6nvTR1pMnR33fzSP9rn307T/mEsScVgEZ/fm32WNcFiUH6xBdgNvBDiJHvPRrOK4yD38aXp96WsP2TUrUVjQTg6Fuqkzhyfblbnvo/zLdi1zGVoj5vidHrgRbHWbwM3hp1Ynk/rwvG8liAsuHJWoJfvBzJX0bYGZhROCeHaypB9uHKNt5rjPG5McCs8xL0vosYXt/OfTrYNWlkhjzHiu3hiXju6tP46iN1CY4YSwIveJgAWNPW6fkJb474EJ87XXB9zykXbPNZ3vtCi/apXEVgjjnBNI3w+Ss2U8F9iKbowbfr8Ilktj0rSzkmEcApGPzU4YF96TmYK02/nVmAjZrVfBmYbzlDEZ42Uv/0gnPjHVUhCfe/s4fU8tFB5WU5Go+NLKIZ7ejr+fMFC75/MZcscnunAOEkTD9CQxxthCdvM0TgSpiST/DLpewoIWa9I4K+LYvm1p3sotdPjA9rShslpPBmHk1fP30iwMRz48WbMCiFrmLCixtXT+sg307LfL9ZJEdotRU4cMlwIufcaKA3ab3vueVIZnAWsx2YXMWCINpGvXxebTql6xnZDICht2h+Ls+6f+O91LgTlrn+7UxGVsNMfUcfZmXpx5XHDc+X+mLqIjB3XU4suEKym7tf5x7270jMlmnl3fmQNbEP19z1py4YEWOHqSnvruxzBvBDiLuUgW5lUCRzfw+DG29bw7xqXNW3qiMCqSZbwAYdzYN9lVnUuzOCkBzVi3NdE3WzW2n7fcKFxd/+YOe6WO2/9FxF/ubsi0bAUn7DMmyFx49/icXGSFMH3g/Z+TUY0389aDHft0aQ41hN1y+8e/aFb+TGUxKyljNm7qufY5o9KdFRmH7p7tDQDk4OnJC7WSW1cd3Efbt3CSWIbzn/AeZ/4q+xJ1FdsTE/yDE1KeYGKcHtGvDf1n+nLLJIEVIkFvvTKDwBR3SGCZ+97mzQtHaiETb3y/nH4OqDpCZp4I5oZDd6NmGXs9XekWd06Y2SRj7nM7devtnMM6avQeuPCF7+jnWw6moPltzRbtnEWyO8HmbdX07s+8PzDvC+9evE+a0sapb6UMBvkL43vtknLtN3qTcD4EAGG86PCA5s0sW1IySxulEle4iJPMYwLOB96YPphMyDCuf+r1L68aRXNWbqbzkjFHLBzxpozjDD+81Dz5110rNzlmq9U1ljkKG2Zu04Lpi9fT3j2yJwZAtDHpMs0LYL7eFj3bNNJubClnq8D2ZMAWJwYUwg7H+LMlbc9uLfR+ztlUMxO53P7ubO3G/39FcsG96/2EgG3ETBA38ul6onvnbqe7hgXrfucqPjUpRLlJHCPg+quCq1/7iR49ZQgF6fommHbdQVmxxHqisHiw7Sg2o+UFzoX/+/NIOuLhRIJJLoe4i4uSc1ax51xqxw43LphuEXkwm1t4tAgh2el/eX76CtdWkMzN69s/rqCjDIkf7WDlGgsynMyzhGqpefKr5t1+CNWp4zzfu9mk58p7s1Oxq6N3a0ufJOuN87Ro1hrbkutTgxz7HJflFHw8OzrCOOeM4USJHL7Btdw5uSGHjtnlJCkWT375Gz0/bTEtTnposadMprcMK6Ay4dKO71y8j2b9s4LLsR64a1u6538zbMek7h7cqJwWOMyrhXoGHbNHJ00Y5/8laFYnY77NsnWn5kjrgb4lmUkxc5/oZPHVP2/wQMgFDi3jkC02MvkNh02x1wJ7b7HhgxUYByZDHib/9UDqaNjzPv015zxJn1O+vX40jf/nJK1scv8MRauT94Exq3++sJFsWLcW9I3Bg+qGt2fSIyenqphEGVjGJYA3s2Y1ht1sNrywBnlBl5YNtNvPt4zVtHKZJbDMKHPIDspsybFUh5HXL9iL/vBYYrEc3KWZVqLNOPGDbDYlhfFm9d27a1nBC8bc2w8xfY8F8BG7pJJ6MGKBePPCvenojHJJQhAvBKes/cWA3b/YvZCHgnExzYX3Z6zUvATyjedyCyce4koK5z+fqPF84p6dbTdPQaJZL6lwN3Vm907NtP+Cwx+en7qEbjo8VdLLrWJg6YbKrJq0ZrhJ0ukWp824m1h+oYxj3ApIXP1D1Jm/9OUfNQH2HyfuYVomU9D/5o/Syr8Jzti7m2tPBFEZzivL+DqDPzp7fv39hEHU7+aPtOe81zcVxoWbeh59jhOkcpk2jlGPAqw0fGW6cwUIrshg9LgoBizo3Pm+uUu5FU+cNkSzUPZt30TzvOO90EvTlmiKB+4fz01ZpHlBcIz2qD4JzwjR1a0ETZHFmr9XFywdk/nmt60f0Cmx/rLy/KlJv9E5+6YSu/nNrBWbTGO+3c5bYi7J3Ce6rSAhtgbspp4LnNzyghe+T0v46CVbq3Zq+yi2WIvcUpe/8pNm6GCPQAE/5hKaz09ZSKOaVaeFInFJWsG0aw8ynV+dlMKF9i3BU38cqoUfCoMLu6w/dEJtWm34qAJhXGL0AWJzjEjaUegG1CvY8unWDVlYB+w2U8aYqVwZ0jWlrWSB/w+DO2mJxBBHbs3G5IbU7X/oB2z15QXk3Oem08cZpbMyYQv78f+aQt8t3kDn7b+LtiiyK2G9slK64tUftSRygv1aF++arNicFH4a1i3LOXTipT+NoJOenKo9fu27ZXTBAT3ITw7/f1/R5qTLJTN+gLk1Tyz1QRbJqTLsIvi/L5Rz9u2uuaZygp4rxvbOaROyZusOrYwi73mclJKlHgqU2xwS2LnJ3L5su3nGYDu4+gdbhr5Jundzln+ulvHl1aNMj7eKFWxYtywtdtSJlLLavvFYkcdx2U1dVpFgnjh9aFost1VMbyGuwUOS3i2cSfq7xevT1itV4PmYk0xynLXb/BZcreWTy/fXvKsY/h/e+XkFtWtST8uu/5f/JjLQnzSsi5Y4snurhp6cK3tqlJXG6LrXZ9DL36cSipnxzJl70h+f/lZ//uDxA2lsv3Zpx/Aaet7+qTl5L0NGabdhKkJIZIukk8CkJ/PN06ON3eaFpZcr0QQljHP/F0nQ+rRrbJnrwo6KpGU8c55263lUkZyAc91nCoUl5wr4fskGGmzwWCuE696cQS9Os65Q0ev6D7JeO/bxKZqH0aKyVIz4O3/eJ+0YK0Wn6Idxh3wkhVZt4jHBRpf7jt2drnrtZ+217xdvoOEZhpkoAmFcYnhhcNo8pZJ2hE+zlKqbaX2MWIzysYwz/zl7GN39/ly66+gBusshu5p9MPN3evfiffP6TpVZlYx7aJlj8jY/4A0xJ2Nbu2UH/e3DuVptT44X55h0TtQ2fkA7zXpvlViQXbcf+exXmrl0A01fuonqBjhEOLHT6o3byboyc4JtyU1AgzxOjjd3bJ3+77dL6celKaWDXy5yRkGc2bdXq4Lcob1ECEU8pYhyNoVw1KCOmjDOsHXUaF1wYvH6bXqojJOCxY0LplucsimL37L7pVVJA4+ot+4WDksSwjizxJDcSsBhKWZuvReN6kGfz1lFh3bLbY4vdbF+sEXpwEemacqR74bHyS5lxMakgVok3eONK/8E92OrzbwQ0uvmYdnZrX1K8Hjyy4U05DR1hHGeL4xVYnJl9INfaP2Ya95b8dI3S7SbcH2dfsNorcID/xdslc7FQMHlVndPCjE/72QlY/r/+dGl+2UJirnMCVY4CYvbDDmBRBezmir0/EEFWC//ddoQLf9PdU2cVm3ebur55DWsSBeYGQH0XBdxa0+krclErdlu6vafzd5n5rbv6doypWw95tGvtVKwhWaiZ2u4nSDuFg6DEN4OTqQ8NOz7YX2PclMdvUdHXRg/4Ymp9Pipg2nvnq2KagQqNhDGJcZNabOUZl4Oy3g+ygaDZ6R1aY88F5h9e7Wmff/SWnvMG+OHPvlFezxz+WZav3UHtUDyCFNLrdua10GEcLDLMLu9ZsakO8Fu27cc0Y+ufOk7TRj3ugSSHftPq6VVk36i94aUUD8bb199A5Xn+D1iUAdNGPczqzpnDd73b5+lvTbjlrGWYQzFSOCWymqdW41dKzipDAv1vCkVG8Yhrd2FASxKCuPdWjpb7LxK4MbCvPCytnRTJ+eN6Zrkl3CMai4ctFsb3bU/0wLOpfjYcyOT724YrZ0rW7MuH92LJk1Kr3/rhJswLrb0i0zLi7aV0K6ppNGWwngzgyLSqfScqF+cjzDO/fT0vbrSc1MWa+V+wg67n7Ln2T8mJtZYqzmZQwA+mrVS++/ZHZ3DAV6YulgLD2H3aC6vxdgJ4kZEDKootchJY4UigH/rsVOH2IZM2NUEF/Rysd7kg1NeoFSC3tS8Zm0ZL7x8q7EayvC7JmrrLHsp+Akn8WIsPbscXM3XV6fmz8YZwpzfMePsXs1J50QJXV4nRT4At3DFF64eI+bK//2YyNlhhtGiLEohc3nJniaW8hsP2831OdgphdmrVKwt+e5TzLxije12fjL0zQsFV1iBMC4xTm6FvEmoCrEwXsdVzHji3ots0Ry7dd34XfUEYKPu/1xLKgZSVBZgqZUVL+Ny3bbhqmTinY/WxqlfB5tjkzurfGtj79YuZcF8dfpSOm5oZ/ISdlk0CuLsEvrZlQfYfkZ3U/fA2usWPxJZckbvPjckNvVsLTqoV0u6qFGcBjuEUq9Oxg+2d5G6XxeQPbKK21nGdY8Fm+/ZsDP3ZIJCacZJhDgzeo/r3k97z0wQf+Gc4QXXmXWT4PSd1ak31zmEZq9PKiKNClrNrbM27mwZL8tPAWQc9ztratMSu4UFtkxy/ezRD35pexwLDpxFnvvhnUcPSHtPuHOzt4+XJY84zEn0R042ydVrjMkvGU5qZcbbF42kgZ1ttDceIJx4nOLAWRhnxVDi2LivlXVYEb8uKSCzFxrXqa6qrtHqaudTWcIJ/n67/Bq6R4/FGFxsCK3JXEed4uwLjRln2J1fCJXMWc9M18qGudmTT5i9iv703HTbuZJzcrBnD2flH9S5Gf22dis99vkC+tsfdqcxydKTv955CFWxUileS/96+T1q2aiuq7xNbrymRL8qZJ9i1W53fzA3rTRlt+TY37Nbc3r1/NxKKYcdX4TxiRMn0uuvv06rV6+mDh060Mknn0wjRoxIO+a3336jhx9+mBYvXky9evWiSy+9lNq1a5fzMSrjlAgpGSYTXmE8ufEQ1gXbmPECsjgaOXe/HlrGUC61xnFsPPhZG8kaRy8samFHxJ35Vbe+GLgpEegly0XsCAuv9V26qec5fo1lQdhl02th/OQnEjHpRiHKiWIkcMu33rOTgHnn0f3p+jdnas8n/rKOJrL2vpP95zYmU2y7Kdki5pxCu6axPGS5RRu4SYSkeyLlOd/yWDt7n+5aWTgzOCaVEzQW6srpNmbcqIATybDIxsLGtDDErfNvVNkolkQlkHwTEP15VE/61xe/aY+vfWMG3Xdcohav7HCdbS7txcL1/FVbTMMSmNm3HZyzcMjhR5yUUrhNc1b/D2as1GKa+XfY9fb0vbrRhzNXajXhOXzp06Q13Q629DIjdmlBNx/eT0umxrW/mcx/j8Pa/BbEtd91UCiJpYTb0Mnl2qu43m+uH52mUOMkgwwn5h3Ro6VWAYVPZcbyTdqas626lv5xwiCqrq3VPA47NKun5ZH4edlGKtuxg+zSX7KQKdhp0QhOOUiER8sAk1KMKYOWQ16JAnITCU+xAbckSt4Jxfhpe6XXS89UYLHS1iiIZ/KXg3rRJQf1yvLquGbcrtrNCCvx+FZTU0ODDd4NbtHXhrj12sLKIKu1JV9+vnksXfLSD7o3jIBz/XCpvTuO6q/1fS6Vy6GK+/VuTUcM7KDljmB3fvbcUGXf7rkw/uSTT9JFF11E119/PR144IE0depUGjlyJL355pt0xBFHaMcsWLCA9txzTxo7diwdddRR9OKLL9LQoUPphx9+oNatW7s+RnWcMkGKGqdeb0JlclOftjG/xBp2cG1Q48TJ2siflm6kCT67Y4WBVKke9YRxowbWT0QyGKPFllxYPgrpzxyLy0mzNm+vLjju6tuF67XMv8zCTZxYJTG3PHDcQNuSgcUsbZZKZOntPHjK8K66MO6WDduqbet9+9FWYsNUv06JpfXKzca0woMSNjce1pcO2709ffXLWq3MGXtWcH4B3lhxWasglWzGAgqrk94qTsK4UYniFCpWSMx4plvtq98tC4Uwfse7s+mppLLlkznZQvDATk3prYtG5r1JvuHQvvTFvDV0wp5d6OBkUjSz5Hbj+rfT3Vqra2o14ZAzmXOZS678wJZETiaYydTf1mtJ4jI5eVgXWl+5g4Y27E7HD3XQuHmEXX1n7lui39V34abulWWcxxULl1za7Z+f/qq/zo+Nz42881O6a/VjpwzWsozzfDR1GFkmT1xvqCQwtl/bnAVFZoO2gYyZKj/d5MlgNiUb2s2cbTWOOZmsUGLc+PYsOmJQR8vvu+3d2fT05PRyrNzn2BOBPTivP3S3LJd7P7ELLTN6S3ot+HKI0r//uKeWb4QT8Rphoxnf2GOCw1t+WLKR3vhhuVaxQ3DaiK5aVQoV8FwYf+GFF+jEE0+km2++WXt+7LHH0k8//aQJ00IYv+2222iXXXahl156SftzTzjhBOrZsyc98MADdM8997g+RnWc3HPEBpTdvcPo3lYnWZvGzk29Hsso1amNlxfwJPfiOcPp5Kem6a/9snqLpmnnBV5lWJPNG5fTByZKq2QCy3jhbDXs3A1Gcls39UKUH2yp6NG6IS1Ys5V2TyqZJly2X161eyu2V9PJT02l3ct25G3h8sram49lPNeM9G647ch+dNPbs1wfv2SDSODm7KbuVXy9nmDHph85rSfplvHCNoLsCizcgf2KAyxzkSlZtItR2LZig7CMGzb1Ylm1WqKEV1chSQNZyXXFqz/pFjOZLT2c2ZyFXSsW3j2+4PNnhd+s28bl9Bn2TBCZrLmahuCQ/r/TRS8m4lHtuPuYAdSmcpFWQmzffXej0oD2U7qbuplF0rCOaG7qoi+SfzHjAh7/l4/tYyl8O8GCOMNW838ujtGNFrkJNxiEcbamm+EkUIsqCC1Mks66qSChfUfyNPIVxhneoxpjugfe+rHp3MehX5mCONcA97s0qT3WoXxiT+hn+eRh3VvQc2cN0/I3tGpcTkc9Mll/b9mGbdrNjKHdvMleLwOezzi77ror/fLLL5q7BFNZWUmLFi2ivn1TzioffvghHX300fqkXbduXTr88MO113M5JipYWsb1GqfhE8TdWsZFbhWzOuyFwJkbp157UNprH87M1qKHBU4wxS734vb2j8vpr6//rE38AnbLZ1dIFiy63fYZfZP0OvDSbVpG3GzavWSLoUMbhQE7i2ahMfqcqNDImL9/Sf9n4Spsx5zfK7Je481dLtaWVMw4BR8z7kFZs0xOHd5Vf9zFRXLhFZsTY65LC2crsCjbU2h4vbBesCXK+rdcuKkn+2O+bupBIjwA7PJvVRrec/JSETHjxvJqIk7XOmacCrKMM6OTcZ/Mqy7qcBeTSb+u1ZXnX1x1AO1iKCsmY6jXobu31wSiy8f0Nq0QwK+zAuHYId6G93jhpl5pMLawssEpGZmu2PXQi3DObeM0RW8h/HuZ9Yzzyfy1jp93mreEkq2ZSVlEt5U9CokZN8IhE0bYUs77sCtf/Yk2Vu7Q9mYi0aCAE74VVxC3Vwrr3pI+hy7u17u1NhdyXPzFB/Z09ZlDLcqrhhHPV9wHH3yQLr/8cs2q3bt3b5o9ezadccYZdN111+nCOceSd+qU7gbUuXNnWrhwoetjzKiqqtJugs2bN1OYERO11TwiNvoc2xhG3CTgEdpePzaH7ZrW0xZqFlrYbeitH1dopbNGZUyo7N7spWXeCzjxBwtJrFT4fdM2LcGUEVGLlWNxOGPtl/PXZH3H8T/W0qLO5u2tUsx40Nm9txg6tKh24GRFL1TrfMKenbMsVtynzxzZzdUG+e8T5tN/v11CqzZX6Rpa7gMjurSkh08ZmtO5FDebeokv8zDHyp/y1DSq7+Jv2lKV2L00re88Z7m13Lh3U7c+QTcb080eWcaDwI0LqhBQjIKz07U3MfxvTmtUte6mnv/6YLTGPTd1ER2/Z3EEQzec9UyitjbHcXPIwacOyRxlgWNv+SbgcB5W3PnhSZMLelK2uHNyT2dhnDy3YPJvT7ziAN3tn2tEc6zuhsodWv4HViJy9vwxfdtooQRceYNDnDifgBuWbTJkX3PytLK47k0ivMREGNfnV3KXTT2zTnmucFLKvXu0pK8XrNP3jlzthHnj+2xF24eX7ku7GpKwFgu7cCm9HwZooLlibB/dw4VLizLHDemk9b+b/5fwUvvm+oNC6RFshecSzoQJE+iVV17R4sYHDBigxYw/8cQTdOihh2qx4zt2JNwfGzRIT+DCz8V7bo4x4+6776Zbb72VVMGpFI2IGbezhshMyupgfoHssldonXG3GjnBmcnNBmNMDMNW9LZNyjULNJdO6dehaUEuTYVw6zuzdDenwwd2yIrXMrKmoorWVGQL4s51r9URxsVKE5Sldku1eSbSfGpDu4UVLhyzNmvFJi2JznVvztBe737t+3Tl2N7UvVUjTUNfUbVTEyy55jOHZpwyvAvd9f4c7TOZpXwO3b0D7bvvcCotze3cnDZPfiDmQr+8hMT3GrOWW81ZFUkNTKPyOoG59LvpR26UJGuTyysLW7KTSuxkfUXG8edkGReKM+PclxLG7RO4FSrUiRhbHoefz1tNB/QxDyMqBlx6iXOsGHNu7N9bnvPLB1nqGdtZxjO91JxqQQuHLD8UDMZcDyywGoXWvx6SSibGiRmvP7Svdjvt39No0i/2lu+VSS8iTvpohVMCN6FEM5YkzCU0x2iE8CI30Yt/GkEL127VqvUYydx/XD2ujxSCuFPSVd17L2A5o2Hyv2CDmbHSxBl7WyfGCzOeSzgXXnghnXfeeXT77bdrz48//nhav369lgn922+/pUaNGmmbO37NyLp166hZs0T2SjfHmHHttddqVnmjZZyt6WHFSfMfdjd1XalllUm0JvVWwwKTktjRraV5Zl9jhtYRdycysRoZ1q0FvXL+XuQ3bNU+68P3qZZKtHrrLFAJjIL4ru0aawlsOMlFvqgYMx60pTaXmHEvFzoWHLhWL9+EMM7c//H8tOPYwit4zyTBEcPCe74UxzLun5u60fvIjUAnBDc33jxeJXBLWS+c3dTtLsGrmPEg0J2VXHhWOYVDGQV3Y2WSVP1d+wRu+WZTF3CuEs5UzOWJLn7pB5pxy8EkA1U7a+jRzxZkJb+86TC7HNnAC4NEKiFbSUaZrrh9zXtJkvly8ksWxofYyJsiUSTnsbEilcAtbuOJFjO1aru1jKcy0Xuzz+QSoBz+8OzXi+iWd2anvcceBVxmTyZvS7vQMq8UjoVQppAF3ApPr5DjxNm9vEePVAINhhOvLV+eEBDKysqoX79+WlI3Iz/++CMNHDjQ9TFmlJeXU5MmTdJuYcZpo1bl8wbUb5yygxrL9fjpIsMD/fYj++X8uW8WrdcSXnkNLzqfzV2tWbU5zvv7JRv094yCeCavX7C3lo2X60++9KcRaXGMNxy6Gx3cr63mFjXp6lG+JhSTjaDrXhuzqTvFjKeygHvb3tNvGJ1XEpWj9+ioJSxjxU6hBBoznuy3XpdeybVerRBm+XA3Cq2U4iIuRQI3Ly1EfuOmbvrCymzB2akNjfkRxBTqZ8y4uJZ/n7Gn9pjdgTm2dHu1w+ThMc9MXqj97oMT5muJlPhxnxs+pIc/S0/iddKwztTUxAoJcscuKVume7A4Nu5kGZdEcHEThiiyqQ/t1iJvo9Q2m8R1bkJzeL/lVVm4zN/+48jumseaEY6HlkkQd/LQEjk5RClJ4A+ejlq2Zg8ZMoT++9//6u7kW7du1WqODx+eqk97+umna67snNiNYaH7o48+0l7P5RjVcaoLW1Xr7wbUb5yS4whBhRcXq3I9XsE1IX+6aSyN3q1tWlmT5g6bDnbfs9LY5suL3yzR3OX3vmciPT3ZOvZqcJdmtNcuLTUL/SeX769pdXmS55jDvXq0pDm3j6PJfz1Qc/M5Z99d6F+nDdXcokQMGpN57pUidkopy3isaJZxY/lBO4WT194trH2fe/u4lPVQcyG0Lkv28rkj6JXz9qK/nzCIThrWtaDxFnR7pyVw88lLKFn4wVHBsCKZsqRN43JXsfp6AjfyP2bcyWOBrXPCk8PLTalfOJU8MmZadhMzLq7d2IZ2Mb1p1sgCYsYF+/RqlfbcrCyXl3w8eyU9+PE8LUM65zkQFjyuvd37hg+yjt+/d2ttjuAa3MAb7IRFkZRRrMVOxotCa957jZMii9mYLAPZwiTe2224pp7nxsYyzh+12qf57YHJezLeozGj+rSW0s3azvBXnWw3WZQ8quJ5z3vqqafouOOO0xK49enTh2bMmKG5iv/jH//Qj7nkkkvom2++od13312LK2eL91lnnUUnnXRSTseojtioWe0hhGU8vMI4OWg8g42JZ23/U2cM1RNIsEDDEylbvzdWVtMX89doWS+ve2OGtjCKTOUcl8tCb0cXNZidkmhxMhQ3PH7qYBrX3z6TJJ+72TmJDSbDTVxmZhlXSBh3s2l3y9Slm6lNZZx2sTEcb8mhzrgbISpf2Nr+w41j6eHPfqEjBnaknm0aaULl0vXbtH7BSpmPZq2k5Ru2aVZxzxf2AMVxPxO45WIZF5l92zZxkXbduFmMe3P9tnOlUwIog+Dqlbumnzi53bMnjLE+uKMwbuJdkKplbhUzntyoetTvHjphkF5Hd8ayjXTsEH/qXbNgctEL32uhT27KV/Fa+OxZw3w5lyhjZ5AQ64jwUtEVQ2RvGS+kzJ6XlCY1mHb+HcIybhbv7dYolfLmKbWNhU44s9snefTLAzOIcMZCsPPQSpVvDKecERY8X3H79+9PM2fOpDlz5tCqVauoY8eOmlButBLUqVOHXn75ZZo3bx4tWbJEc2Pv3j09gYObY1THaJzS6o9aWMa90MoXAydNb2qDGbxgaNxMc/wk304dkShxdHC/dpoL4a43psrsjbznU+2eLQe5CDbsDjhvZQUt31hpK4j/dPNYalzfm/IXpaU2wriCpc3cuLO6Yd6WOJ34+Rzt8dzxcarnQhh3KqeWCjUp8U3BxMl0jLBQLuC+7DVuk+b4EzPuszDucE2bk/+96+oPLmManRCCpJ1ngJNlXHh08KY/DApep36WKXzvsPnvWHDXLeMmCdz8rDNu5Kg9OtL6rTu0SgjPTlmsZQDnDM1eM3/VFlfHXXVwH00h4Fa5BHLDro69CHcSQqZT5QXZhCYnrxLe07KRg2nRsG7e63eqAoy1ZVych5nDl7EspN8emLJi56El+pUoRQz8wRf1N7urs1DONztYSOdboceoSsxBqydDYoVCcMpUm7JUyHd9bHVk92+OqzNy/L+maIk7nFxUV27abpoUTnDMHh1pSJemtGJeNQ3u0jynOs9OZFrGjYtjKm5SHWHcK+vjlxtSX/D7tlrq3tC+TIorYdxjy5oMFCWBmwjZ8UmJ5JTJOKs8lssEaF4pLlLJPG1KmznkThBKJHZRl61edCFhXG4s40IplimM2yVw43b0I06Xq3iwMM4c89jX9MVV1jk+8k3K9sFMdoFP96xq37Se9lvc16OQMEkG7PqXXm4rufY7KQT9zKZeSGiP1ZzJQrQoDWhWlsytm3oqZjx7j2Scx2odqigUw+gThj1Syk1d/jUhzMjvixZh0izjJu+nLONyTL55u6k7JHDzOrmVl/x8y1ja/ZaP015jt/XvbxyjaXvf/GEZvfbdMvrbsQO1ckEPf/orPT91MW1IaoQz+ePe3ahrywZ05sjuWkLESVWLPT9nY/IQ40LJ1kXxVGRwVQE3WaTdYGyrjTapmY0x487CeOK+PKRj2JxgS8kZBa1ynzYMYsw4XVIqG3lZoH1TnyttNuJOsfyikkKjkCjinJKpZ1nGbRrZylXVLu5VWIy8tkZ2a5XS8i1eV0l/+3AuXT0uVT4qXzgu/JC/f04tt/ymv8au5yN7tITwLaFBIjNMz8kyLlvMeJlwU7c43w3VKW8eowIsl4zo/NWVoiShqZt66rFVu/kd4hQKbNpYNo8LVYEwHgLXETGRlCpmGXd0UxdJmSS+PraAsYWcrcoshAsG3z5By2p+9es/p7mx29GvQxO65Yjcs7oXIowbrWRbRdpMxbTEXlkfRQ1mxtBUBbmpex1zGlXLuPhv/bLoundTL5ZlnFwI4w6JkAyW8TDgVM9+R417N3VhXWPFtnF+tIvTNWZnr1vmbb/jqhfjHpqkPX708wX03ozfC7aQ3/X+HFq+cRu1NOz69uvVKhReEKpi58ot+q8wtjiWNpMuZpxcCeN2VnFG758OCjGzChBpMeOWwjiFukSwF9itQ7qbekRd+IMCwrjExAxzQ9zOGhTSjbxT6YtfKmqkdVM3WzA4e7UxjlwI4nZMvGJ/6tS8Pm2qrKY2AcXlGd3UjQmOxKJUXpK+iIUdJ3fWJdvidPa/f6I/tqql03d1J4wL1y0nK5uTxTNVGkm99g7SMh7UNTkVm9KF8fp1POmbbnGVeNEh9jLTLVZ2UokCzcksZWZnGRdWyEyPID2Bm0lnNgoCXnuncdULThbK5S2FhXx1xXZq0zj/NeLFaUvSyufceOhuEMSLjF6lwYWiVsQzO2f2l2O/5BTrLZJdNnMQxu0s48LNnY8x2wenWcYtUrgJy7hKCvFcsfPQEm0My7i/RLf3hQDjtGGuOVXDTd1qshYy+OIN2ykMsDv9N9cdZHvMwM7NDMeXUI/Wjai8rDQwQZwxJikxKkLEpFtXHbnQVa3RR5fE6bcN2+mmX+xFokrDF9hZxo0WOaOyw/TYkHu3yFLazG90N3WXlvFc3dQLbatNSbNYUxslgJObq7CMh8VNPdcEbnZj0aqqga3lMvkiG8X9UF5Ou/YgOnNkqgzSsDsnaq7muTJz+Sba596UZ9bw7i3plOFd6fS9o5UQV0ZKyNogkWlssctbwW7uYtmRRWhymts2JgekU/lYQdymjbj8m5mHR1rMeNyhLGZZOOa9oOdSMW+qZDCQkXCowCOKk/tYKt40pqSQJCy1+/VoTmGBherMxG6/3TVeu6+urdUE75+WbqSb/jeL/p0so1YMeGHPbHddAyrHWh7YpmCDJsg4j6FKl0K20SLnZB2uCrlCLZ+EO2HEbWkzkU3drZu60xzoli1JYbyJTUkyJyWJMYFbuMZ13JVl3C5kxKysmVFxaeYR4bfykn/75sP70fxVFTT513Xaa/1v/ohuP6o/nZas7GGXIHSveyaajsERu7SARVwS7LL1i/4r9nd2iqG0/AWSKHadlGUiv4adAjEtHMVmDFp5BCFmnAr20NKVjnBT9xU5Ri1wUdpMvXhT3U3dYjMl3IdYgA0bnFH9rqMH0JsX7q1tqvgmroOt429fNFKr3VoszGJg9QQw4dTtuLAIFibxGIVxsQkww1hb3K1lPKyhJrlunvwiHpSbetzbBG5exde76UdOShI9Zjwkbuq5WsbtFB7G8kZGxAa0ptY6A7vfystnzkyv733jWzO1jOhWcP6SUfd/btouL54zAoK4RNhZuzO9puzdtVOPZYkZdwrB2SKyoNsoENOvO/ubRB6IhhZzltFjxdLok3wjyjHjdgYLJHALhuj2vrAlcFNwI1/q0jIehphxM4Hk5OFdaI8uclr1zRb2ncndWwibuyDh0Kj0yrSmGfl+c+qxVTJ1FviNArjbBG5hHcOyxYz7lepAzFXxpLDjWcw4eaMo2iHGrs1G3G2dcVHXOOwx45mlzey8GoTit0GmZdxFvKrfhSfY7XjyXw9MsyD2uSGVm0Sws6aWvvplLd353hzaVp0trI/erS3t2b2FvycLciLlrWIiaGZUy7GLGTeuW3VEILrEtauNOSrMEq+lfw85JhdjN/V8KhKl5cpRaA3OFTsPLbGfkUXJoyrhUIFHFOPG0s59JKwurk6bKV1jGeFJ0j+48eNpk6+eAEaxOdcpi7Txciuq49TS4nu4XYQm3ipmPNMa5yyMU6jHsCzZ1P0mLSuvTVBDMudkztnUCyUz87IpDsrPrcnNcaZAKjtW/cyorK7aWWs7FoXXS6Z1zC6L/o4A58uOzerTTzePpZOfnEpfL0i4rG+vrqFnv15EXVo0oEMGtKeTn5pG3yxcn/a5X+48JC2GmMtlgnCsTVVZlnERX26dTJA9OYw5YWRWynKdcVfCeAFu6ukx43HbULFox4w7yxmy5CJQFQjjEmPcp5lNaCw4hCnGL9ds6nr9x5BtDsM1+cbVjxl3sIwv3ZZuHTQTxnkhN5ZGqnZY2AV2AoDRiu51aSQZLCKFWntlwig0839a4lUCN4+8CNyUNbKz8qbVGQ/JeuLkpi4EFPasYmG8No8EbnYuskFZxo08cvJg2uP2CdpjY+UOtnpnCuIvnzsCG2jJscs4nplPxE7GFuuRTNZLJzd1EdLTyGGutFNYiDHewGbTkjA72HnQJO7hpm6+Zqfc1OXpWyqi2LZbLdKtMXFL95qwWTLcuqnrmmFo5ALZyApLj0JyoWPZDr78Bducyx9lZWaudecaayeMG79TpT4uiWHGU4yen5bzVU1cn7PclzbzJr7ejfUiNebj9gncFCttJixedm7qqdJmpa4Ffr3NA+zvzRual4H6ZM6qtOdtm5TT8F2sfHyALNhVOEjFjMcyQlqsj5XJeunkpi6Uf04x42TzPUKZbWew0VvEZt6OugemnYeW7qYuSfiDqoRj1Y0oxuFhuhnQtaEl4a6xaZWAR6//qODuvsiYWcl0y7hizW3naspCtTH+O1OY1l/PkKqtErMZy5oxdk6hxu8MaxLGQpKdOcFC440LS6hFnRhd3oqKiptEQBWGTuHkeimw22DnQnUuCdzIIYFbaCzjyQcOCdyExcveMm6en0QoS2wTbAU8dOfePi7NKm7ksN3bU882jWhYN8SGhz1WNzOEyd5dWxwbk25/Z+W5IhK4NXabwM3ke4TLvp0ymz/P49c6HDJxH+2YcbLJ1C+f14WKQBgPUZyiau4jdjFQqsbTyrwJ0Bd0xZrbzl0uU/g2ZqVNPy79uaUCKTNplI0AYPztOgqZk72y9i7YUkvPr0oIhn/qH6fG9ayPjQcpjFscszmp1WlcXqqH4Dh/rzfn72bD5JQ7IWx1xvVwCCfLeFLAto8ZN3dTF0uPqbBUU5ywHrYCcvlMZs7vm+nNH5bTl/PXUPum9eieP+zuWhEEio/dNJGZE8idwCTP4u02gZuTZdxu/XYT5uWk8BRK8WgL49b/lYxeFyqCWTvEMeMpbWg4B4nTfjWztAfwDrOFXV3LONm4mto/t8zM7LCwu6pHLpJuxdITzYQdrwTM1QYNyMbqWmrs4jOxIrqpC2G8ict48bRNUIGN5Sakxy4+Nd1NPRzCuJNyQYzl+i7c1DclE0JkWuns6svLkPByt/ZNtNt143cr3kmAvLHrX5nVclKZ162Plckw47QOCMu4czZ16+sWy639vJf4sFM4ZKSF8eS9XTb1Mon6lopEt/eFgJijZVxoTsM5SJzrxCY1liFVNsiM2UKpe1oo1tx2i3mmkG1V2kzUFBY4eXMI7GQsvX8r2t6Ful4vq7QTn4rpph63dVN3crtM/97EfbxAd343tWAdsxu7LDUkDQ4x43osqAs3dTEPZCoi7BV5yfVXsfELgsNuTGZZxsk5kZlM1kuvsqnbjUFdGLcRpEts8i4xiBm3X4fCLmeEBXlGLjAlbEk7vEzAI2MclCqYadlVtYzbbQoyhWwry7gosydwco0V2Fk8VRXGvfK4X7ndb+fz3JNNunFTz8Uyrn9nAZfKOgDxcbu50s4KlxYzHhrLuL0brG4ZT7qe19okr8ssI+XGm6AY2dRB9PZ3wgXb1kvDRex08Lh1Uy/Ne5/oxjLu5EGTihkPx7znB3YeWrqcgQRuviLTyAU5ZjmU0TXJSwuarhmOsPuQX5glRUltLsPZn/KJORMCSK6Wcaekg6LH2tl2dTd1xbq3V+W6Mv8bmUOGjKUmc7OMFx5fL8ato4XIIeHZlpAlcEtZCu29VIxJ2ZwUv5lrqWgzM08YIcCrprwEwZEa/3HXMeN2lnGZDBd21lYes7qbuoPy0k5QFF5K5XZKSHGsxfuIGbf/r0TlGLip+4ti20D1sE3aEfZs6g4umkjgFmwCN1VLm6WyqZtteMhlArf0z1olgxLH1S91FkhVdXP1KoGbVWZ7M6wEMi+vKebw32/emU/MuHUda7cY+7CdYtYu4RkLm0K4DEupTKc6xrrnicHi5aj4zVhLhUeEuQCkpvISBId96bx0BZudhdhNacOgsROiK2tS49Y5ZpycY8ZdGGwQM+6MnZwhl9eFeqB1Qx3LQaEeJE4x42IzDsu4H22fLQToburh7E75jaG428Rs6c8t8xwkj6snsjDbnJcuACi2l3fKXusWUW4qp9/2MRGenZdSWjb1HIRxpznQDaIfcZcrs3EltLOsGRMPihjr8OccybaMWylSrNZSOzd1PZu6YuMXBIeVgM3KxUxjRKq/x0NRWcdOiBZeT7w2Z1YwsDZIZX9TjYs9sF1ptDTLeEjmPT+w89ASfasMSkdfiW7vCw0xZev/mdW6NgLLeABJzdLc1EnJzaXZtVpZwq08o7Ms42R/nBDG7YQsIeCrZhm3c73Mhe2FFir3GKdNXT7ZyB08x10hFEBOe0k7y9p2Q4euF5LYSV3p41TazGA1c7KMW7mp21YzUWz8gmJ4bVl7u4iYcbu5QsYEblbXZkx22bBumaMC1U4JmksCNyv0mHGJ2i5o7Dy0ZFT0qEh0e58CVr2wl/4yc5W2S2AC/O1XO5V1mybHJExOWdKz64xbxZanJ2Wzs4xXKZrAzc4C67dlvJgJJ8X55iSMO8yBbtDdpWP5h2tsq0l9h9sa6cXGqSxcZgK3fBS/dgKFqmEmoPhzijF3iRAS7fpiypU4FqpcLY1d5KewU7rtdOFCnVKoxR3CWaI7kO28jMIeDhsW0LqSk5rQbDRWIdk85R3zh0kg0Jhx5SzjNsJhpiXcyhibmdjNSYHkKmZcCECKzcJe1RmXzTLuJPxVJjuTk9ul123lNqu33TIh2jpMiiEn5YgYs+lu6vG8ErjZZrtWbL4EwWGVVDHdMp6RwI3CVVknXmCySLt5N2UZt8uVkQBVe2za2Oa/gmU8GOQbucCVxoo3FWJykXECdoNxc6ii5T9sIQLqxoxbx32KTKGOwrjbbOoZbur2MeOkpDBuF1qTC8Ja68bKHi9SngWz822Qk2U8+Z0FxYy7U6LZVa8QwrhQIoUBJx208GYpNyhHrK3o5vlJSpI/Yps0S7nxC4q9NglFLcuY4hjbZL4SuhLrYyduU9asrnN+DTslhJvSZk5zrIzJ74LGTuGRCoeNbvsEAVpXcqy0esZY17CWHDDGAmXOAaxscDPRgsLaPhox44Vbxqszj7P4LbGJchMzrmoCN68s49K5qdvkHhAZgnPNRu5FaTO37tJ2m9rtGf1WidKY4prK8k/gZh8zrqZnCwgOK0FRF4BibpNsyScw2S1ruvLPhSbLLiFoLjHjTt5sMrWdXKF88il6VCS6vS/kGisR36uCm7rZ9RktkYgZ96/tzeqMqyaM221iRMyZV27qVZlu6uTGTV2tBndyC2S+q4jRku3uLeO5/nYxEk7qbuo5SGd2iiK36JtJRzd1G8v4zhAK4w5Kn2rDRj3mcnxbxoyb1YEWifPUGr5AAsu46LtG72u7uULGOuN241OvlONCALZbv8V4tgtldFpeZWy7oinQTWPGE/d1bCp1gMJxX4MFSKWxMlr0wqrRS1XuzZ5ojcIPLOPBWC+Vdbu0sW6J0iis0GJlhFNMqcDJGleuNXDc1v1Yd6NVrL2dSk4t2FJDf5iVWHoWdbL+nm1Wqe0ljRnX3dRzsIx7UZPdbQI3+2zq4XNTd3Y/TW3UOSkdK7AtBXeHmHE7903Vxi8IjpSAHTc1thjXYrtwqx0SJtmyTX6YVGS5SZpml/NFrNd2grSTZVxGr4KieRllvM5J74TCA5Zxf4lu7wsJVpsBITjx22HJfpuJ3WkbS0mhvmEwCdz0epLh7E55uU0Lea9B0prp1jJuJbTnFDOuaAI3J4vlTxtqwumm7mQZT55vLgncPIkZd9mPrJJFGUubhUmw1MMGnNqlLKZfu9X41i11GcKBmCfNPqdqwksQHFZWX9O12GZelTGZb8yjfEB267cbN3WBVa4P3fILy3h22xgWuygrK4IArRvSDcdOBTYCaTHjFm7qbO1xqkMJ8mn77AVKLxOi2KxgV9JJXHPDpABlLYynP7cUAJLH1TPIY5lWj9SxalrWnMp1GUMDrJQaWQncqPjYWUmNlvxcErh5k03dZQI3G8taGOOf0xKAmvwpxnJlYg7INZt6qZ01MoRtBuTCKieBmCPTY8bNj5W1zrjukZZDWIjdF5l9j5u8QnbtxvMGYsatlcLGtTrKyoogkGjkglw2aypkvk7Pph6PhKAShgRuqlnG7S5HKLUaJAeSlWd0ppu6pYVNuPsa+q1jbWNF29tKwDS28dZkVt1MWHGy3c6toAg4JVurzMdNXU9CFvc/gVvy3q5mdpiUu2k5Rxw2/MJ7zKqZqy1iT+0UMMqG9YCiKy53mqzFqfknbq1Mk0hgMhpbLEO0XGw27N3U3Sdwc0rgKlPbBY1VuFS6ZTy67RMEWEZCm20z/IKT0eJtFTMOq4NfbZ+4r3XYAKiAXeya8IRumLRmOrmf51razO5YIbir1sdTloi4o8V7q4X2I98a43460dgJs2xhEW71uSRw88KrdIfLcWufjZlC1xftqnFkusLauakbK3dkWhbtvDz0NlNsvgTFD30RwrVRxrRL4Cajddc4LDI9V3RjS05u6nGbmHFny7j5vGe0/MrTdkFjtbalhcPCQ9VXotv7Qq6xMnNjUjGbepg2h2HCrCyQ6FOqCeN27nJCAaEL4xbW2OoMTb61gJ3tpu4kuKvWx52Skm3akXpni4UwLjKTy4SdmzfHXIszzi2BW+K+ECeAnTmWNjNTkqQs4+EZ/MYzNRtjqYzNHDNuHftttP5kVu6wy6CvajUEEBxWnhdi+jMrbWbr2SKR9dJobMmqo25RSjDXkpIpy3gsLyUqLL/2XhfGcFiEi/qLYttA9UhNJHGLhB0UWuz2MKrWYJYFM22xupbxxL2ZeCcUEE5u6rrFO6nJd0oEZbSMO8WXqyaMO8VWbzIUbRfeAV6UNSvmdQkX9dwTuNm7T3sZM24334bRMm7nWZVtGbdxma2xto7ZxZqHsc2AXFh5q5iuxXYWXgvPDnlyOlh4hbkqbZb8jozX4y5Lm9kpPI2W3ygnCrYKBVAhHDYsoIlDmplYd2MK8fxh52aoqtVQ5phx3dtCsUXJzAsgK5t6UoByEpzFom95XE0ebuoRixnfaBDGDUZy0+zeAhlE89SmLvtsKpO7Z/7fc6luoStbCzivVOyy/e/au1yHb741ytfm1sLUmLVzU09zVc1oQ2FoNFOWCMVbmL3TgKxhiNn7OzsvjVSt7JKQlK7NvbRZZhvxc/GS3fekSptZK9Sibvm1zk1FoZczwoI8IxfYC6xx9bKpp8UURcRqKAtmC7uqE6+VjFJrWOCFZdy6Fmn6om8VD22WTd06gVsybi5i2dQ3G4RxMY9ZuV67pRDLshf104VbfYNSb2uyu0EolJzGrZ3gH8oEbg7v6wpdtownJwHza7eu3GEXmiAEe4k8g0HIsKodrrupp8WMW88VQniXqcxtzEYhbVVKMJ9QTabcxnRr7xEUPiWkP5iv2bplXJ5upSyR74KyY7WBUsF9JM3NMCtmHJNkEG2fFjOugLdFLjFjxvjwlPt53JWburUF3b1lXNW8CE51xo0u3UarpCe/TcUJdxDCuDGLvhdt5Qa3G0q7BG56AqgSNUpjZpc2s7OOWa+ldmWRBIpNl0CCJGdma7GbMogSyeLujC2uYsbJXGFheMHWTd1FzLhqex6vLeOq7VFkBE0c1pIDLq0hYe2AiBkPPheBWwubKmPIKHjXS+7ErTY67hO4CaHMkLwmYnXG7RINZbqgG4zkIcD6ukSMe+6WcfIgZtydEs2+TnH4LCBpbuoZI9eYIZ2TO9l5INhtyJ36MgB+hOqZrcV2fVG8JJOntZ2xRQ/RcrHZsBq7erx4ib2LuZ0wrlvoFVuD/QyXAP4Q8S4Y3kGyM4Sbp1w0cnBTD77dVbWMp+JFMzfsyfe1xdjeTX1H3F0CN1M3dctjxUZArQZ3uhpj2bLM+u0yYxezma+bui7gk/8J3PRYfhuBNEyKITfVODIt4zV235fjfw5AoRinfjMvNbMxbbaciP5vjNOWKoFbATHjVntEt1Uk3FVEoEhj5TWlJwaMePsEgS9NvHPnTnriiSfoqKOOoqOPPppeffXVrGNmzJhBZ511Fh100EF0/vnn02+//ZbXMVF3Hwn7IClxcFMP0+Yw/Anc1OhTucac8UKclMWdhWwRM55LAjfLY0nJBG5OAozRMm4VGx4vQky4FzHj9fO1jBdwXm5DluxKzoUzZtzgfWJxPSLDdL4Wbj3W3MwaKUOnBKHGqvyX7q1R4s6zRX9JovHrJoFbTm7qmQap5HPjWpvLHjPtPCRqt2JgpagNo8dUWCnxQxAfP348PfDAA3TsscdqQvRbb71Fb775pn7M7Nmzae+996aysjK69NJLaf369TRixAhavnx5TsdEAaukHaq5j2RP1tBY+olZuQ/V+lSWht4iZpyF8VKHzXp1ZjZ1R2u3vXuc0i5yDknJjGXLwuSmbic4627qecaMW4UyuMFt3KPdZl4okcKkiLMrnWQUxo11xnMWxvXPWX9QJtdgoIhlXFQ2MXSulDItbu2mTuGodmBMruj8PeZjV7SRk8EmNW9ntxv2meltnG30gzAeFGVef+Gjjz5KkydPpnnz5lGnTp201w4++GCqrKzUj7n99ttp991316znDAvvvXr10gT4Bx980PUxUcDSRUdYMWWaffO9PluNZcgvUFLMNqeq1hm3TAAjYkpLnK25YlHSLeMWe3NjhmX+Tn5utY1X1fvDqS3ThHGP/H/jRQwZSreM5zZ47JKquWVzshEbO6zmqczg8bxd3aV1U3fIkJ6vB4IXngsA5BpqYaZgs8svobupx8IxPqsylNv5CNNCmV7P5TXbKSFVW4NzxaoWuyoeuGHA8yZ+7rnn6Mgjj9QFcUGDBg30x5988gkdfvjh+vPS0lI67LDDaMKECTkdEwWcYsbDLjjpLkQZEy00lj63u8nkq3wCt6wEMKmF2KkcV2aMmxsZ0skap6pl3Cw5oNG1t2KneXkab37cv85r10fyjRm3i+N2i9BtOAnSdoJlGEv8GJNfZVneMmJBnca3dozZa0jgBgJL4Ba3LZtnpVQ2vmb8Prnc1M33d+7qjFuFmbl0U7fzCEK28Iw2Sm8kWMaDw/Old9asWTRo0CC66667aMyYMXTKKaekuahv3bqV1q5dSx07dkz7HD9fsmSJ62PMqKqqos2bN6fdwo7VRCSehz33k5W2Fxq54AVU1d3UMzcxerblWGrT45j53KHOuFtLauI7KXQCkBvsNoQbdmRuysyPk9ESaefumG82dbs4bq9xk8AtTH0xlkOYk1USRydSnwtHHwXhwsqVW+QjMO7vrJTKiReTx1BIEizqMePOZ1ziYJBydFMnmwRuYp6QqeGKGQ6b8Tr24cHh6dLLEwgLxPfccw+tXLmSrrzySho6dCideuqpdN9992nHVFdXa/f16tVL+2z9+vVpx44dro8x4+6776amTZvqt86dO5PKViYVsAjnhUbOZ8ysZLqFLUQb8oIs4wZX1hLXMePuhSf9Oy2O1q13im0E7JQQWzL80o21Yu2IS7xh8aLOeBCls+wEf+GlES43daNl3FzJI8ZWaXLCy7WZ9VwSBZ0pAC68OwoI/9FjxmPyl21LL22Wv2Vc7FecvsLOvV8/D8X2PN4ZxcK3LoQVT2PGedA0b96cdtttN/rnP/+px4uvW7eO/v73v9NVV11FjRs3pjp16mivGeHnLVq00B67OcaMa6+9li6//HL9OVvGwy6QexFTKDNivs6ybGCS9Lnds4VP1S3j2Yu50U3dfkMkXi+zya6c+RtONaTFd6jW3nZCX6bVvDpESkY7d8dtebqpp8J08sdtE9rXGQ+nIo5Pt9bF+pGv0sMug75AseELiuXd4dA37SzjujAuUW80nkl2Ajdy76Zu8R1mv2P3fjxC3mneJXBTc48SiQRugwcPzhKY2b1848aNmuWcY78HDBhA3333Xdox33zzDe2xxx7aYzfHmFFeXq7dlBRWM0ZJiPawtuhzoMVkDY2cT+2uC59x5RO4WVm9RcwZC+PCcmZV2szpuzKJRbhGsdPmyUi4ErjZWMbzdFPPN8u36fk5vW/zW3rMuEymNRfwGONTz7LoZCi67No5LonnAogeVtZjc0Wm9Xv6a7GwJFhMzjc5JHDLdwzaeZemSjpK1HBFwGqeUyUcNgx4rg8699xztSRroiY4x3//5z//oVGjRumbAa4dzrXH586dqz2fMmUKTZw4UXtd4OaYKGBlOVa/jjrch/xt93QtOy9UuvVX0YnXMmacs6m7tk6Yf5f5sd4JWqp482TGW3sljAtiRc6mnrswnrgPoovYbajCOt/q8aBZyur0mFs3ijGz/Xgq1ASA4Eqb6X3S5LF5zfvs42UKI8lyUxcWaReW8UKT0tnWZ0++lmMRDOWwi6sHIbWMH3fccTRjxgwaOHCgVops8eLF1L9/f71EGXPBBRfQzz//rCV669GjBy1YsECLLz/mmGNyOiYKCLcjVTf0Vm6aYSy1EyYyF3ajUKSaMG7lLl5jEEBKnCzjcXeu52a/q+rYtSKXNrLKpi6j548fbupBKmzsBMuweiJplxR3E2+bXztbZRlmJOyiIGTY5T2wOtbOMi6bgTc5PNPmc1aU5eKmXqiHmRehQKpjmxwQhFMYZ2677Ta69NJLNet4+/bts7Kil5SU0L/+9S+69dZbaenSpdS9e3dq1apVzsdEAeHFo7rGyipxRNgsNWEhc2E3ZhkOW9yo+2tN72Q1Bjd1twu+cGevddGPnfI9qLru5eLN49YyLkNblbhwU6+foz9fMRQ25iV+4qEc+ynLeNwXYdyNcCOZ/AMonHkPagvwzBFrm0wx4+KceWjGLSpouHFTFxeed8x4RJXiXnhooclCLowzHDdul2yNadeunXYr9BiVsdpEqDJIrPauIuYv6u5DfpEpBIj4ae09ioalVlwzx8mmxpnDpp5yiBlPPnY8VrE+nou112s3dT+xSwSUv5u6UO7kP6O7tYrZ1xmnUCo/9f/EYX20zUQNcxCQrA+bx4ybK5WNn5VtLeFz5jXVeG1C8cfUdeGGV2goj928rco+2m/LuGTdSklCtvRGDzEB1yg6SJxciMJ+fbKS6bKabtElpbByzxWb8NK0OuNutexx90IpRQu7zU8mXmVTjxdZyZB3NvUcXPoLxU7hFNYSNk4bdXE5bpRtIbt0oAhuhU03c0VM1nC4AizjbhXl1p9PnkOI2i1ooppsViYgjEuOXcyaCgSZwAiYtHuEGt52MXYQnDOzirppNtXHrhebpzC5Dtr9n1tFnfF8Y8Y9OD/n30rcm/0tYS0laZfUystwANOPhajvgnD24fQEbtZzhbQx4yYWV722d8xdcjYr7xevQ1miTKEKD1A4IVt6o0ep4hmZC51oQZ7tHiFNqFPsNiMs406lzdyWQEv8rn3fVrXLF7MChJ+bUTuL/zZR2izHFTXImHG7cZBZCkw1i06+WdFli8EF6uF2DrCbV1PZ1OXqr2bnrJc1K/HI+6WA8ByQbEOyaCM0WmBAGA+p0KTKGElN1ulXBOHc73ZXW8njRiiO25R6s/6uHGLGXQoAcm2fCsePzY8M84FVH+Fwh4Jjxgu4vlw/alvei8KF25KEtuWNCjyHsLUZkDVUL9UTzfqzfQI3cRBJKuTF8/bCKdR7CAafwhVCknUrJYEwLjlOljjZ3JK87oAhv7wQCExx5dvcyQuA33frKZCLoBnVLK65lGMMU9NY9RGumSuuI3c3de/awWnculU4hQmnUJDsmHHr71Jt3gPhwO06YWf11t3USS7Mxp2IGWc3dQpgHTWLW7f6jagSJeOMrEAYlxwvLCcyE8XY5ULZuHEj7dy5s6DvUHFjXsi1inAQLvG2vaqK1m3caBEz7n485usaG3bcuFOGEas6v8IqLn+dcVKuP7rZaHux2Q5zv3XLtm3bin0KkcQuia3bbitvzHj2tdXmWCnHKrzGrL3M9kXFKB8pIxs2bNDKTZsBV/7iA2FcclSfSIwL0fKVK+nXpUv19yrnf0133Xs17TtmDL311lsUZb777js69NBDqX79+tS8eXMqLy+nPn360MMPP5xXaR4VN+b5bNg3rVxKP3z1nt4esz99mRrvtx+1PfhgOuiCC2hLZWVO4zHd9T35mtWxIR7Txx57LC1YsMA3j4BcPxpMNnLz69qZ/PESg1LHiSuvvJL++te/0pplCxPfScVN4CaTi8LXX39NZ511Ft1www20bt06/XVeA/71r3+5vyYvsPk7JWqynJk3bx6NGDGCDjnkEFq6dCntu+++1KBBA+ratSt99dVXFGWB5YwzzqAzzzxTU3pzP+TSugcddJDlfFconsyXksaMe2FscfqOdUt/oSOOO45atmxJderUodatW9Pxxx9Pv/zyS2Td1Fkpwf3XeHvnnXfosssu0x5XZuxrYBkvPhDGw+KmrnhMNV/OhMmT6YUPPtCeb1i1lNa+93fad58xdPbpp2sLpF+LoexUVFTQ+PHj6cADD9Q0mzU1NdqE+vjjj9MjjzyStUF1Q+bkq1h3cmXRZCo3raPF83/QtO/VG1fS/C9fp5kvv0wVX3xBjRs0oH/+97/mpQZdtJjbTM9ybZ9SVFVV0ZYtW0xvs2fPtrSkuUmY5xd+bka99Cb5/fffafny5XT/ZafQyheuphlTPqKteVom3Z6Pm/+l2H1x7dq1mtKRN9QsGLHAuHBhQmGxaNEimjNnjnmm5IzvCXJ9lM0a6YZHH32Uxo0bpwnj++23H40aNUpr78svv5zOO+88iiq8lrKg0rFjR9p///21Nvnggw9o8ODBmoDuB6ls3+6Ot9OlydcVC18L7MKetm3eQJ89eysdffjh9O9//5uGDx9Ozz77rKZU4rlj6bJltm2i2j5aMHnyZGrVqpVmuBE33kP/73//0x6ffvrprizjIowxjHNc2Cgr9gmAaLsTW9W0Xjp3OjXoM5L222cMnX7SAfTltGk0YcIE6tGjB0WN+fPnU+/evemKK67QX2vcuLG2gbr22mu1Cfb888/P6TvtBEXV5t2UZj37Ykvr1KXKio1UUkK0c/1yataxF/Xp1k177/gxY+idL79MO97topSIQw93S3KfYgEoV3KxRIRpXrPLpp4PN998M+1z2l/p5seepznfTqCOb/9L63NnH3kkDe/fP+/zc3pfZi8r9gA6+OCD6d5779Wef/LJJ5oi8v3338/LapY5BCV3CggMHtcXX3wxtWnTRvPS4MfNmjXT7q+66irNslZWFr3tISt72IK4++67a15n//nPf7TH/fv3p6ZNm2oKSvZKK8a84mY5kW3JMbP6xz0Me1qzaC617zmIzmThskEDzeNj0qRJdN9992leNc++8AJR42EUNXr16kV77703nXPOOXTaaadpr73xxhv08ssva7cS3vAYgGW8+MAyLjm6JU7RLIeZ2XA5EQ9vBGp5M9CktX5cly5daNWqVRRF2ErEi4ywEAlqa2vp448/1tomV4ppvQwaOzfA5h13oQ1rVtDED96iuu160vaKDbRy7VqtbT+YPJl6d+0aOqHRS7755hvNAp5569u3b14bwriK/aiAi6pbXk4N++5PR//5XvrhhReoTfPm9Ierr6YFy5aR54RgsahXr16a0mz06NH0z3/+U7PimimGcrUq5kuY+60ZLFjOnTtX9zabNWuWLoyyojeKgjjTokUL2rRpk/a4bdu2mnWRKS0t1YTwQnO15Kosditcp9zUw2Fsye07hGU8u33q1m9IWzet1Z9zyAWH8jFDhw6l5StWuPoN2dqtUDp06KApMtmQc9xxx9GaNWs0AZyFbh7bmcJ4lMIWZSWaM26IEIPETV3jMGJ0j+GJ4p5nntFuPPE22fuktGPziY1WARa22Uo5YMAAGjJkiBbDtnXrVvr+++81d7oHHngg5++MUuI8O8VDnfJ6dPjp19CzT/6T1m7dQfXL61HXww+nhvXra9bJR665xrfzkr3pOf6OhSO+ZbLbbrvpmx4/kLFfOiXky8cqZYxD796xI91x4YV063nnBT7XydLcw4YN0yw37MLPcxszZswYuv/++7U8BRdccIHp52p9ugJbF1cKL0cffbTmos6C99NPP00nnHCC5orNyrdLL72UospJJ51E//jHP7QYelaAC9hVfezYsdSwYcOiJSF0l8BNLrFSdzEv5DtsLOOtu+9Gc794h/YZPZpatGqlWcV5X8TUrVtXEzyF+sSscozK8PXffffdNG3aNG3u7Jb0+LP3wI1WG8kEhHHJiYoFk6/vjGOOoaeuuYZKS0rowikb6P1lVfr7nJAjytx2222aCyEvNuwh0KhRI7rxxhu1GKl8yKzdqfIcbOWeK5527T2Q/vPax3Taw/+jttVr6eZhbanfLrvo7upm32U1IM0Ws7A27RNPPGFpAX/ttddIJuKBWsYL/zUOL2Fhs+T3FVmbVbbC+YltzHiR9/Ks4GFhPDPB0OGHH05ffPGFpiByc75hHXNBCuMXXnihZiFn5S6vI19++aWWNG/kyJEUVVgZxG69PI8bBVsWwh977DE5kvSaHCc+W+zx62sCN5P3Ssvq0LgL7qNx7TZQZU2NlguhU6dO2nvsok0nn0wXPvYZRRke2xMnTqR77rlH8/zIJVQilYtAso6lIBDGQ4oqmw3djcnBDd/OLTYq8KaJXY783gDItqD7mcBNe5+1yHXqUr0uA6hjk1I65sBUeITZsa5+U0HXt6jOUZmKUS/gGFQWPL2sluEcMx6OHslzvZlCghMy5UrmFZsJBYXqVsLRqtn07NlTb2d+zDdAWhx9poX5gAMO8K1pzEItci1zJmsCN12BaXgtVwu1UzxznfL69MfTDtNixqO+RlnB3m233HJLZKs2hQHEjIcc2SZfL2tsgiAWSfVb3osamuq3knfYCX35tqPbz/mpSLLasHiRKRj4ixv3XVVzHQC5sXPDdjs7pLJex+RUhBeg9Pcq8STGsE0bO4RgAf+BMA5CLyiBfNo9Og3vRR3XQrD62ajFsIUfh5hxCi9h74l+hdlIJtsABclMYpsP0lrGPVjrrHJ1uE1aB4VnDm0c9oUgxEAYlxzVNwOpMkhq11GXjczsmSo3dy55F5w2DU46jLTXcyiDBmzaURJUSXooc53xXLE63yD+orD3AyAHYv6viRew9kgbM154aV7ZrklF9L6V6fWFOS4wIIyHFFXGiNe1e4HLdrfRhMYiZhmP5eQy5+5A1dowJ3JwugjTuHfKpl4IhVnFhIuq/XHY1Iarv4FoEPNgPlixPTkHkFyYKRBkEvAkOpWiIlu/iSIQxkNO2AeRF3UoQR7tnryPQoyQEKCx8BaffDdicYmyqWdZDwr6UpICmTbI+RD3uURZ2NsHqM3m6kQHrZbMz9iufnXQU5/dGJZkGgYRBsJ4SFB1M4AEbuF1HwujwsepjqYr9/McsfrJKLR90MSKmN8CG7rgifn8XYg3BWGgbb1E723RIL30X/HxcJ9h5dmGiRcoAIRxyVF9nrGKw4ScEqzrtsrtbVysrZNv5Zba1Y3QrvrYDcL1WsbQjhofTi3Iq7VTSEW9z+aCfD0UqO3d4ezhVSqZq6GdZdwtcl2RmljlI8AcFxwQxsOKYqME1iZ5am+rtvgZBe1CSqwkvst71GtvNacxWf9791mFo4NVm4Spv4EIx4yTGpiF9sh0bU6eciB6a0exgDAedmE15KNEMkVuZChxmcFVBcI+RoDcqDCE4qpbFQusIa5SBnqgHrLOQXaVTHIdN4Veou0YxiAGRQbCuOREp7RZkU8kYijerfLHKr7bIYmX/Veiczs0r3MbypDBLeJzdRRjxgEICrcCq30isphy+zureVWvIuHyHIAzEiyjkQXCOIhsnVhgaG/Dailc2FXEqsSK16XNEse6PxcVKcb1BdF1/VCuBJkNPsrk+t+hzYDfxBTui2bhcKqve2HEal+D/yo4IIyHlKhY28K4AAG5CFJzno8FIBbhMRumTPPWFhrvvzMXJGyqopPpyeLnbwBQ7L4VD0miWNmQ9LSkA/tw/4EwHvoEZ2ps5TEpot1VAosXCBOhV+7GC6gz7uLSEW8KwoBs606qHGRc7pjxAr8bgEKBMC49ak8Tal+dvKjsil5I1n7LkmXJHbtVCRDT77RJXhNVVGgLGa32uRDy008jotMYUBGXlT7CNH7dlGNz+x15fx5zhJtGVmJtCzMQxoGUYFIIuL1JYTxcjLGu57IB865XyZC/zQ8vJL2tApjw3Jy/6htX++RX7l4DwEvc5ysJ3/qtW8Z9DBrHGPUP7MODA8J4SJF18vUaTLRA9XEZ5T5u6YlA4SEe8d+XgbhVzLifv4mGB5L1LenWEhEz7sFX+THcMIRD2q8UBMK45ORTSilMqG6JkRU0uzleDTO0b3FQJYdGPhRy5aquL1EPywHhIR6x+dj1kIz5X14Ns0OyjQpralAAEMYBAJHBakF27SqYS8w4RRuztg6z0OfURwoShgv4bM6/FeL/oGhjDBt5UIQ+bFpnHP8ECLAPgmCAMA6kBAtOQO0cD86tU4UamsUugxYGYISUs63c/JaK47+Q9kFfBtIQxqBxk7XO61ON8pzlN5J3K6WAMB7WmLiIjBJMtD61KxrWlz6Wl4Af4f/Cbcy4zNNdVObiMK6PYmhFeIiBEJJv8kvZ1hK784lJMM9i7naHZN1KSSCMS47qg0D16wNy4ZiVGwt+KAnUzVuyuUwXPGP5n39Y9QnFXD9CX5sdSAV6kz9j3KlsqRe/EXZyCb8D/gBhPOREfRIBIAhrQWqREqWoHH5TQitFJIiF66uD7CJufiuKXdbNBhQbeeAXMQ9qdssuRMl+fgAUGwjjQArC5JaqAlna4gy3TmDRbh42kKp9HH0IyEquQnWUs/OD4pNr75Otv/qZgE7PcyPXJQMgnzD+zjvvUP/+/enyyy/Pem/KlCl0zDHH0JAhQ+jEE0+kmTNn5nVMVMh0iVN1I58J5lngex8rcieLch+PhzBoL1txGL5riEyVBHEf5UEGQoGfSc5C7REAF+qir8eYPkMsjC9btowuvPBCqqmpoSVLlqS998MPP9CoUaOoZ8+e9NBDD1GjRo1on332oUWLFuV0TBTAJgKAAsdQgS6AORHPLVYNOLej9jQegtJmBexYCrm8XCshSNCUAAAPkX1MF/P8IEi6aSO0kpLCOAvgp5xyCl133XXUo0ePrPfvuOMO2muvvehvf/sb7bvvvvTkk09S27Zt6f7778/pGABhHai9iMtCZnZmJ6K8tNlZMvzqbzII69IrW1HaLO++g5hxIM28GqLJLizGpLCcJ1AXX4Tx2267jZo0aUIXXHCB6fufffYZjR8/Xn8ei8W05/x6LscAhQnPehNOMlafKMZfFbsMGbo4AMGOpZzlmAjNh0CBmPEQ9Nd8dQlZ4UDIcwMUoszrL/ziiy/oqaee0tzMzdi6dStt2LCB2rdvn/Y6P1+6dKnrY8yoqqrSboLNmzdT2NHdZ83nodATU2BxAeHBbCMQU3BchQWv29vf6cJdJn1QfMTGPbV+OPcMLDWgmKRNK4rNMYXMmYW6UKc8CrLfU6yZPfdmy7VsJpDEMr5u3To69dRTNZfyNm3amB6zc+dO7b5u3bppr5eXl1N1dbXrY8y4++67qWnTpvqtc+fOBV8TACoTBcHCzUKS62ITd/N68kudmhjrnPv2lZmYh8pWX2PGzTalYWxwbBKBAnhSejOk4xcA4IMwPmnSJFq1ahVdffXVWhZ1vn355Zc0YcIE7fGKFSuocePGmpDNgrsRft6qVSvtsZtjzLj22mtp06ZN+s3Oiq4KqmzksZgEiyr9JihyFXiirEn2QsDMBBnLC8eNhSnK/dYO0/wHEICAdIlI5SIsicHCcZZAZTx1Uz/ooIPo+++/T3vtoosu0izaDz74ILVu3ZpKSkpo0KBBNG3atLSY8q+//lorYca4OcYM/h2+gfBgtfnDPkduYTOsJIS69KvM5Zo5d4Vn5xLBTh6m5ENWhP8KIhwznuNnXQlAqk+aIBDiEelbcY/czDEPA5Xw1DLOFm1hERc3fo2TufHjOnXqaMedd9559Nprr9F3332nPf/444/p888/p3PPPVf/LjfHRAEVJ+NciPjlg6Asgsl7BWTFSBIvpuIwZH0mZKdrS8xl9YOor6NAbcI4poMakygx6r6NomqkUTKBmxvOOussmjdvHo0cOZJatmypJWvjeG9j9nQ3x0SZsG0AQXjKTwFvYsajLuAX47KLKXTl9dMejsNCLj2iXRSAohPzcjxKJjXJrgSL6toMIiiMP/roo6aunffeey/dcMMNtHLlSurYsSM1aNAgr2OijuRznfLnD6IBNMQ54EVCosK/IjrEPUxkWPDJqAkyMYNiAwU6AOriuzDepUsXy/fYhZ1vdrg5RmWi6mITtestNplunSphFELMysfkFjPu8rgcvjNKxEM8H1jNxTKcW9Rxm4vAPGbc+rNQYICgUCGfhhXxQmLGC3wfuGhjeEqqFTMOQL4gW3JxUHf5l8edzlUZtIii8P4zJ4JsBpWa3HV1A5/PA4B8seubrssVKnxtXiFrG8kM2iw4IIyHFAwSUAjYnBY4/uLOr7u2oiv2ZxTDm0eG+TCf/zHIvz4meft5ST7Xo9o4BOElrngpMVlQbd4D4QXCeMgJ+9Qb9vMH0bDEwoIbLDK2t1WJHWnyGcSiOx/H/R7/BfwmAF4gBG3Z5p+c3dRzvIAgXKjDOu95TRj7lipAGJecqMZyYFIItp293NCHrmxHzLDRcfoulw2kYDN6gt/zWDEsQ1Gbm6MELI0gDPNIFOcglfcsQYN5rvhAGAdSg3nWp3bFClYQcQ/ctaO4gcq7DRRtLFmt7WHBbXInu+kObQ9U2eOEaVkP6lRTJUYxyeaKaLMQdavQAmEcFBUMchB1VBsDqnvzxEP6P0ZJIM0rZtyH8wAgH5Qbj3E520SxZgYhBsJ4SLCaiMKkCQWgKFiVNvOhzjgW9+IQhNVDVlc+t30TFDL+MbKBvEpOWa2+Zh54uZc2839mi/w+WnEFehiAMC490dxiYfMTbK+KR7wtVLfmyoLbPWOY/gdJ98HKnG8xiZI3ASgOkRcEC20/l+2L4QpkBsI4kHohwkIFwlq2C/HAzni9QQrbfOE2cSAobP2ws64V2vYh63IgRMQU6YvxEJ0rSIEkecEBYTykQCsPgDuMG3EZhR7VNiV+lOCR4X8Lm6CfiZ8CqWxgfQRhxk54DdNY9WTK9NGyjXkioz18aGPgDgjjkuPkYhPy/aEOJoFggeuWPxpihFeAoPFyQxlWhYMX4Q92l45NO/Ab9LHiEdJpzzOifv0yAGEcSAmE84DbOx69STluWv4k2kKNLMQjcq7FUIqFqW2d8HuY2QroPv82iAZRKG0Wl6C8IcYrkBkI46CouJ1IAfCCQoXtXIR2W7dghc0gdpufzNe8aoUgWtPpvzfLHCwTkp9e8RKxBXkiAERozNqdf6HXhnEbHCHvhqEAwnhIwUQE0I+C39DILnBFHfw7+aHaehJkuTdMCcDrMWg6HoUXTVz98RuUZRthZck2tuhbKvcr2YAwLjmRcbFR/gLlAkKLeYMU2g3zMXjjv3DRrvn8GRHDbT/KN25a9f4R1msHIMia3Plg9ART2CkMgLyBMA6kBBN2wO2d3M7KuZT7i1/XHBlFWsQpKGbcgy+BdSeHdgYASDHuYkHHjNvMsZgfQLGBMA6kBpMkkKkPpQTseEG/qbKAnkt8rtUGScaY+rBXtpD9/GQEseYgDEg4Xfo/7yp8zcUirGubCkAYl5yoxHKodj1h6VgqL+K+gFUJAOmwSgzoarh6lNQRAM9ixk2qmwgX9DAu2bKes6znJUt4A/aHwQFhHAAQeZxcyv1clJAAKtwU0je8LG3mth9F2V3T9tqRcR0UAZVLm5klPA1aAJasSQAwBcJ4yIkpev7QWBYH2RZzr6/JNGNtzKfa5UWoIa0qcSn6r5yWKdnOJ0hiEZ7XAADegOkBFBsI40BqMEn6265R3sj7uvl3eF/ldrdLmOM23CaM7SP9XCX9CYYrOzVcOIGXFNKfwjhfukV3z7e4SCjaPGjjkOdDUQEI45JjFSckY4IjAMKK2/rhWPiBaqiwlmRdgknMreVn/TghAArALOeBG08r2YQm2c4nCwx+IAkQxkFRgXADZMIyu3eUNyzAt7ADL5MyRbHOeK7rR77tHOU4e+AvUdsDBR4zHrH2BeEEwnjIwUQDvMAse6uKrqZpm+oCrjkXY6IChkdfvAxywakNI9bEefUvO5dr9XG+9ii3Dgg38RDOUbmGfBV6jbZKyIgP/ohfvhRAGAdSIPtiohpILpZnu7lctrC4uRvTXo/7YgqcYf3PMfcq+KeC0KHiOPRTyE258mOQet6oGURdWREEEMYlx2oQqDJxO41xTAIgyH4YdxhZXvXHqFnLgQVF2OTEo1RnHJtIIDl2XTS9zniBXwYiMRd6CdonOCCMAwCUXsutSpvlQj6fcysIqNjmUcoSH1do0xM24TXmQTsX6sERsiYDCiK7cjdexHO1q+4BgCxAGA85qm4EMHEGtUAlVqgorlNmGWtz/WzW62blvCiaRPW6Ze3HYRO0vcTNtUe4eYAERG2+dK2sDmBgRn3sI2yx+EAYlxxo9QCQh6gv2oUSz3MHGg+B8i6swq4ETSftNYT0LwWRVSihxwIf+h4a1XcgjIOi4mjNCeg8gLrEXGzac83s6nhcTH0ByE9kEK6trQfenRyUrcF6C3jZryTsokC1mPFYOOZGJ0yKmIAQEMa+FlYgjIcU1caIatcTlvJTcUWsezIuSrBSRCQhmkI7llgEz9fN36fOPwzCQK5zisr90yuFZb75IqIA9irFB8J4yAnb5sktmCTR3jKOISslhgALvsGCjEEcKPAyyr9tCmp3VRdhEChezJey9UWxXpq+F+iZADdgyS4eEMYlR/XECpiQgQxAgCwOcYWsB2Gdy1RQmvh1DbIJN0A93IdIhbcz+jnFhLdVAEgBYRyACBKlBcyonQ/KpdipfRWQf/Ii3+Z3TOBGwRFXQNmqkmt9LkTzqoFKhN37Ku6Rdd3t90Rpr+M1YepXYQfCeEhRbi+l2vWEFCxc3tcZj5rg40kcL4WHsJyriuW9rM43lyGXb53xqI1rEI6ymzLh5fkXOtrMx3CBX6oKinvghgEI49Kjpmuk0wYRk0KwRHNRiufsiuqHJVNVV9hidKliNmWx/0ZV+5HsbYNmB7IQC9H+QqZzlelcQDTxXBhftmwZXXHFFTR06FAaOHAgnXPOObRo0aKs4yZMmEAHHngg9ejRg8aNG0fTpk3L65ioEElZCQCPsS5tZp+YLXVcft8Pwt9eukDn4Ul7EQeajyINpYZM/ouYWnG6QC1FEZRtaJdigVkwhML4cccdR506daLHH3+cnnnmGVq9ejXts88+tHbtWv2YKVOm0KGHHkqjR4+mt956i/r166cJ3fPmzcvpGKA+mAR8aldkvPaVmEPfjaYnQriE7yDxsnZ5lHASULLqjKOdQcgJ00zhZZ30fK8bSgwXbeRxmwMJhPGvvvqKLrvsMs0yvscee9CLL75IK1eupA8//FA/5u6779YE6+uuu44GDBhADzzwAHXv3l27z+UYAAAohsLH65hUlbArZ5Nvm8msvJD41CJr5fVa6Dbrf2H530H4+qxqgqcMYwVjOL82AiEVxktLS9OeV1dXa4lO6tSpo7/2xRdf0JgxY9KOYzf0L7/8MqdjooCj5l/SybfQDSImhWBRfQ6OOVyz0ziK+zjeQj6ELQnSChnELzl6qRf5j1S1H3nR1+wUEarPfUBuojpuZbrusO+jQfgp8/sHbrjhBmrevDmNHTtWe15RUUGbN2+mdu3apR3Xtm1bWr58uetjzKiqqtJuAv4OVVB9w6D69cmGD+GvoaDQEllO1kUokXL8P+LR3lR5ES6Sz0cRM+4ON90pZF0OhJQwhj3FihCKAkAY8TWb+iOPPEJPPvmk5qrOAjlTW1ur3ZeVpesB2HJeU1Pj+hgz2LW9adOm+q1z586eXxMIlrBtrgFw03cl3Tv5jooxu7JuhKNALMcxaPdfYakBYZhHwjjfeHHKmdftth0wrguvEoN9eIiF8SeeeIIuv/xyeuWVV3SrONO4cWMqLy9PS+jG8PPWrVu7PsaMa6+9ljZt2qTfli5dSqoSwvkYRCTeNwpg/EXP6yLsQ8NVnfGQXyMp2vdAtBCCZq7DMUp5IbxQBGOecGgzNFC4hfGnnnqKLr74YnrppZfoqKOOSv/BkhItudvkyZPTXp80aRINGzbM9TFmsADfpEmTtJsyG9uIDYqIXW7wZOy6VW/vmMsLdXRTR8x4IMg831mXx8sdbJ2D6S+2XiouOpvZERJ3URAx4iFU7qui+ANASmH86aefposuukgTxI855hjTY/j9N998kz799FPt+auvvqplYb/wwgtzOgZgMwfUXMRlBXXG5ex/MgvvMmJsL7SdNRAYgDQ4uBJLTdzHUJT8v9rT7wgz8KhQMIEbC9GsDbvkkku0m4Bd1vnGnHTSSbRo0SLNas7x4WzRfuyxx2jUqFH68W6OAeEniIkWgGIQ1QXO3gpJyhEPye9HsTfmcs1RbB+g1jwSBuVRvnlD8i73VuDno4TVfxOCbhV6PBfGf/nlF1O3r0yXcY7vvuqqq2jDhg3UokWLrJJobo9RHavJVcVNLSg+qk66dgtyLI9NTC7u7JEdq3HVFCAx5f9PVca/yv8RUB9Vuq/s8wnmCYf2UaYnRlAY79ixo/sfLyuzTcjm9pgooPqgiEfsemUTTqO4KJlds/lrqRcRMx4MYeyOecWMF8n1NIztW1hJQh9+U7VGBEXBrm8a1xs7RaPsXdFKCe4GJJUFUcDX0mYAAABAoZtI2TebMpCvwBnmtvVCyI6H2LIH1MGLuVDl/pqvC7WbNlG53XJSCod5MQg5EMZBUXGyNEY17hZ4S1CxdHEJrJ7Fxq6p/WqLeDFDhqi4uN5ARXAqjQUgyIQhTheAYmA2Noom8BV7og4xmOL8B8K45FgJo5hXgB+aUNUnXVN3uVge1+1USsnp4xEYwKpeopfXJZuyUa6zKSTMKR0IzCBUAmuO3xGF9cQP0GxoH1mAMB4SojZpYHEBRel3Dq/5ITxBUHD3P8jeloX8dtDzXdTWk0LBegSKQUyRdaKQ+SbElx0a0MbFB8J4yAn7IAr7+YNoEeYNkYyYVd4A+RHFvun3Ndslj0LPBV7iyVSo8BwQzzfUMRbpZgMhAcK45ERxg2Uk4pfvG7K5xwaWPd6jHXQuXxO1Tbsf2W9lkNmtyuMV+9zch4xHa8znGjPu1W8AEDQSTI+uQch4+MAc5z8QxkM6g4Vp8nVDsTe0USUrtpKiR6LOeLKGdEC/GYXSfU4u/6B4A85qvo0pu344X1nUFd+gOMQisB8yux73pc0svrOgMwKuQCMHBoRxAADmXBvSY8bdgX19sGu9DHuGWMjPH1iD/wcUuxa3uxJdMXW9pDAIfSOqlV9kAsJ4yAm7Nj/kpx9awt5vcqUYlwvBPX9ktAzJPmRi+VqYJGxrv/4Ts2vN9/pD3Gwg5IQ514bXZ+5JnXHZJ3egPBDGJSfqcwQmSX8J75LucRIYDzTIVhukqLWxoBj7xVjoSpsVThRCHvIF6weQHW/mALmR4fxkOIewgnnUfyCMhwTZkgYBNYnipJt2yQGNq8gOX4WtkGFyU883M3FY10c/MyqHtMkA8B27seF2rvFzfIXZw8BLrMIb0DrBAWEcFBWriRaTQLBEcVFye8XGpnEbk4cNunr4kSUehIPozY5AuphxNwolhacojMEA2hiNXDQgjIcchedeEES/idjkG+TlyqD5LwZF2RDGi7dhkWUIOSmKrBWfslxBADHjXv54eJsNhJx4iM9XRoFPtTUYhA8I45KjsqbTDRG/fBAQOceMmyWCsviMjJuPIIjoZedE1Od3GXJB2PVT/D/Ab1SeArwYP155JEV1HfYClfuoLEAYDwmqziPY7MhFLOLXHFidcVUHtANxheeTYsWMe9mXVBn/8QCvS5U2A+EnFiGvFi+mvYguw9lYJKZF+wQHhPGQEmbXQjdEVVgJikyhRfXmtrNo+1JnPCZfzddQx+1T8cG/KR9B/SdYj4D/ncz0oU6Y15Ni7lfD22ogSkAYl5784gDDhgyb7SiCdk8ADw3vUGVOCkJQ83KDnXedcYoOUbpWEP61x82YDVvy1WKdbbhaCUQNCOMhIWTzLQChxHGY2dQZz/s7FaUg1+uItVrQ87ty60kB12MbM+7PTwIQCaVyEKcj2SWHErR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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d = pp.EyeData.from_file(\"../../data/example_shortblinks.pd\")\n", "d.pupil.blinks_detect()\n", "\n", "plt.figure(figsize=(12, 4))\n", "d.plot.plot_pupil();" ] }, { "cell_type": "markdown", "id": "99bf5581", "metadata": {}, "source": [ "Detected blinks are marked in red in the plot. In this case, the blink detection did a reasonable job with the default settings, but `pupil.blinks_detect()` has many parameters that can be tweaked.\n", "\n", "The function looks for blinks using two strategies (argument `strategies`):\n", "\n", "- `\"zero\"`: blinks are runs of missing data, i.e., `NaN` or another placeholder value for missing data (argument `blink_val`, default `0`)\n", "- `\"velocity\"`: blinks are everything between a fast drop and a fast rise of the pupil signal, based on its velocity profile\n", "\n", "The blinks found with both strategies are merged, and only blinks that are at least `min_duration` long are kept.\n", "\n", "As a consequence, there are several parameters that can be adjusted (see the [API docs](../api/index.rst) for details).\n", "The most important ones are the following (durations are in ms or can be given with units, e.g., `20 * u.ms` or `\"20 ms\"`):\n", "\n", "- `min_duration`: minimum duration for a blink\n", "- `vel_onset`: negative velocity (in pupil units per ms) that needs to be crossed at the blink onset; can also be given as a percentile of the velocity distribution (e.g., `\"5%\"`)\n", "- `vel_offset`: same, but positive, for the offset of the blink\n", "- `vel_onset_min_duration`: how long the velocity has to stay below `vel_onset` to count as an onset (avoids noise-induced detections)\n", "- `vel_offset_min_duration`: same for the offset\n", "\n", "In practice, it often makes sense to start with a default set of parameters and adjust them for each subject by visually inspecting the results (see [this notebook for a fully worked example](preproc_example_pavlov.ipynb)).\n", "\n", "In the next example, the default parameters produce suboptimal results. Here, we detect the blinks on a copy (`d | pp.pupil.blinks_detect()` returns a processed copy) and get them with `get_blinks()`, without changing the data:" ] }, { "cell_type": "code", "execution_count": 3, "id": "5eb20eb6", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:52.351895Z", "iopub.status.busy": "2026-11-10T13:33:52.351379Z", "iopub.status.idle": "2026-11-10T13:33:52.374413Z", "shell.execute_reply": "2026-11-10T13:33:52.373010Z" } }, "outputs": [ { "data": { "text/plain": [ "{'left_pupil': Intervals 'left_pupil_blinks' | 65 intervals (total duration: 14640.00 ms), 225.23 ms +/- 247.91 ms, [24.00 ms, 990.00 ms]}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = pp.EyeData.from_file(\"../../data/test.pd\")\n", "blinks = (d | pp.pupil.blinks_detect()).get_blinks()\n", "blinks" ] }, { "cell_type": "markdown", "id": "15eaa7a5", "metadata": {}, "source": [ "`get_blinks()` returns one `Intervals` object per channel (in ms). The detection stores the blinks in the object, where they mask the data. Above and below, we detect on a copy (`d | pp.pupil.blinks_detect()` leaves `d` unchanged) to be able to try different settings on the same data:" ] }, { "cell_type": "code", "execution_count": 4, "id": "b6cdb86b", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:52.377939Z", "iopub.status.busy": "2026-11-10T13:33:52.377585Z", "iopub.status.idle": "2026-11-10T13:33:52.677834Z", "shell.execute_reply": "2026-11-10T13:33:52.675918Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 4))\n", "(d | pp.pupil.blinks_detect()).plot.plot_pupil(plot_range=(4, 4.3) * u.min, units=\"min\", show_events=False);" ] }, { "cell_type": "markdown", "id": "27852960", "metadata": {}, "source": [ "Several periods of seemingly valid pupil data (e.g., around 4.08 and 4.17 min) were marked as blinks because of a downward change in the pupil signal which resembles the onset of a blink (a likely source of these artifacts are eye movements but we would need eyetracking data to corroborate this hypothesis).\n", "\n", "This can be fixed by setting a stricter value for the velocity threshold `vel_onset` or by requiring a longer onset transient with `vel_onset_min_duration`:" ] }, { "cell_type": "code", "execution_count": 5, "id": "f22b1e9a", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:52.682265Z", "iopub.status.busy": "2026-11-10T13:33:52.681874Z", "iopub.status.idle": "2026-11-10T13:33:53.351269Z", "shell.execute_reply": "2026-11-10T13:33:53.350097Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 9))\n", "d1 = d | pp.pupil.blinks_detect(vel_onset_min_duration=30 * u.ms)\n", "d2 = d | pp.pupil.blinks_detect(vel_onset=-15)\n", "\n", "plt.subplot(2, 1, 1)\n", "d1.plot.plot_pupil(plot_range=(4, 4.3) * u.min, units=\"min\", show_events=False)\n", "plt.title(\"vel_onset_min_duration=30 ms\")\n", "plt.subplot(2, 1, 2)\n", "d2.plot.plot_pupil(plot_range=(4, 4.3) * u.min, units=\"min\", show_events=False)\n", "plt.title(\"vel_onset=-15\");" ] }, { "cell_type": "markdown", "id": "5110227d", "metadata": {}, "source": [ "Both settings remove the false positives. However, the very short blink at 4.02 min is not detected in either case because it is shorter than the minimum blink duration (20 ms). We can decrease `min_duration`:" ] }, { "cell_type": "code", "execution_count": 6, "id": "637b0f33", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:53.356551Z", "iopub.status.busy": "2026-11-10T13:33:53.356094Z", "iopub.status.idle": "2026-11-10T13:33:53.629339Z", "shell.execute_reply": "2026-11-10T13:33:53.628052Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d.pupil.blinks_detect(vel_onset=-15, min_duration=5 * u.ms)\n", "\n", "plt.figure(figsize=(18, 4))\n", "d.plot.plot_pupil(plot_range=(4, 4.3) * u.min, units=\"min\", show_events=False);" ] }, { "cell_type": "markdown", "id": "6efbca40", "metadata": {}, "source": [ "To check all detected blinks at once, `plot_blinks()` plots each blink in its own panel (it can also write the plots to a PDF file with `pdf_file=`). The number in each panel is the index of the blink, which helps to find individual blinks in the data:" ] }, { "cell_type": "code", "execution_count": 7, "id": "e4ea74e0", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:53.633595Z", "iopub.status.busy": "2026-11-10T13:33:53.633111Z", "iopub.status.idle": "2026-11-10T13:33:57.412233Z", "shell.execute_reply": "2026-11-10T13:33:57.411031Z" } }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d.plot.plot_blinks(nrow=3, ncol=6, figsize=(15, 6));" ] }, { "cell_type": "markdown", "id": "cbe09a40", "metadata": {}, "source": [ "## Merging blinks\n", "\n", "Some subjects blink in quick succession so that the eye almost immediately starts closing again once it opens from the previous blink. In that case, it is difficult to define the onset and offset of such blink sequences and interpolation is even more difficult.\n", "\n", "We go back to the first example above, which is from a dataset recorded in our lab. We see a couple of \"normal\" blinks, as well as some fast sequences of blinks (e.g., between seconds 131 and 134)." ] }, { "cell_type": "code", "execution_count": 8, "id": "b21526e2", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:57.416942Z", "iopub.status.busy": "2026-11-10T13:33:57.416646Z", "iopub.status.idle": "2026-11-10T13:33:57.759998Z", "shell.execute_reply": "2026-11-10T13:33:57.758532Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d = pp.EyeData.from_file(\"../../data/example_shortblinks.pd\")\n", "d.pupil.blinks_detect()\n", "\n", "plt.figure(figsize=(18, 4))\n", "d.plot.plot_pupil(show_events=False);" ] }, { "cell_type": "markdown", "id": "dec84d2e", "metadata": {}, "source": [ "If we interpolated these blinks separately, the interpolation would fail because the signal \"neighbouring\" each blink is contaminated by other blinks. Therefore, such sequences should be merged before interpolation using `pupil.blinks_merge_close()`. The argument `distance=` sets how much clean signal there needs to be between two blinks for them to be treated as separate blinks:" ] }, { "cell_type": "code", "execution_count": 9, "id": "3d673808", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:57.764787Z", "iopub.status.busy": "2026-11-10T13:33:57.764342Z", "iopub.status.idle": "2026-11-10T13:33:58.080504Z", "shell.execute_reply": "2026-11-10T13:33:58.079122Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d.pupil.blinks_merge_close(distance=130 * u.ms)\n", "\n", "plt.figure(figsize=(18, 4))\n", "d.plot.plot_pupil(show_events=False);" ] }, { "cell_type": "markdown", "id": "469f5d25", "metadata": {}, "source": [ "Here, we require 130 ms of clean signal between two blinks. As a consequence, the rapid blink sequences have been merged and can be interpolated together.\n", "\n", "## Interpolating blinks\n", "\n", "The final step in the treatment of blinks is to replace the contaminated parts of the signal, a procedure known as *interpolation*.\n", "\n", "`pupil.blinks_interpolate()` implements a procedure suggested by [Mahot (2013)](https://figshare.com/articles/A_simple_way_to_reconstruct_pupil_size_during_eye_blinks/688001) that uses four points around each blink for a cubic interpolation. The on- and offsets of each blink are first refined using the velocity profile, and the `margin` parameter extends the interpolated region before and after the blink.\n", "\n", "We store the interpolated signal as a new variable (`store_as=\"interp\"`) so that we can plot it on top of the original one:" ] }, { "cell_type": "code", "execution_count": 10, "id": "902a4509", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:58.084472Z", "iopub.status.busy": "2026-11-10T13:33:58.084067Z", "iopub.status.idle": "2026-11-10T13:33:58.657381Z", "shell.execute_reply": "2026-11-10T13:33:58.655999Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d.pupil.blinks_interpolate(store_as=\"interp\")\n", "\n", "d.plot.plot_timeseries(variables=[\"pupil\", \"interp\"], show_mask_highlight=False, units=\"sec\",\n", " figsize=(18, 4));" ] }, { "cell_type": "markdown", "id": "e17c4cd4", "metadata": {}, "source": [ "Each blink has been replaced by a smooth curve. There are, however, some jumps in the reconstructed signal at the end of some blinks, e.g., at about 127 s and 137.5 s. The reason for this is that the opening of the eye was rather slow for this subject and therefore the signal at the end of the blinks has not yet fully recovered to the pre-blink level.\n", "\n", "The solution for this dataset is to set the `margin` parameter to a larger value. Here, we set it to (50, 150) ms (50 ms before the onset and 150 ms after the offset). The interpolation with the larger margin has no jumps:" ] }, { "cell_type": "code", "execution_count": 11, "id": "a4866850", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:58.662039Z", "iopub.status.busy": "2026-11-10T13:33:58.661523Z", "iopub.status.idle": "2026-11-10T13:33:59.270522Z", "shell.execute_reply": "2026-11-10T13:33:59.268489Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d.pupil.blinks_interpolate(store_as=\"interp2\", margin=(50, 150) * u.ms)\n", "\n", "d.plot.plot_timeseries(variables=[\"interp\", \"interp2\"], show_mask_highlight=False, units=\"sec\",\n", " figsize=(18, 4));" ] }, { "cell_type": "markdown", "id": "6f3d2aa2", "metadata": {}, "source": [ "Note that the interpolation cannot recover the signal during the long sequence of merged blinks between 134 and 137.5 s: the cubic curve only connects the signal before and after the gap. For long gaps like this one, it can be better to exclude the affected trials from the analysis.\n", "\n", "The procedure has more parameters that can be tweaked to make the interpolation even better. Please refer to [Mahot (2013)](https://figshare.com/articles/A_simple_way_to_reconstruct_pupil_size_during_eye_blinks/688001) for a short and readable summary of what these parameters do.\n", "\n", "Usually, you will want to replace the pupil data with the interpolated signal (`store_as=\"pupil\"`, the default). The interpolated samples are then used like any other sample in the following analyses (they are no longer masked). They keep their `\"blink\"` and `\"interpolated\"` mask layers, so you can still see where data were interpolated: `get_interpolated_blinks()` returns these periods, and the `\"strict\"` mask policy leaves them out (see [Masks](../user_guide/data_model.rst#masks-layers-and-policies)):" ] }, { "cell_type": "code", "execution_count": 12, "id": "eea3d522", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:33:59.275082Z", "iopub.status.busy": "2026-11-10T13:33:59.274650Z", "iopub.status.idle": "2026-11-10T13:33:59.296447Z", "shell.execute_reply": "2026-11-10T13:33:59.294519Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "masked samples: 0\n", "masked samples (strict policy): 4950\n" ] }, { "data": { "text/plain": [ "{'left_pupil': Intervals 'left_pupil_interpolated' | 9 intervals (total duration: 9900.00 ms), 1100.00 ms +/- 921.94 ms, [394.00 ms, 3454.00 ms],\n", " 'left_interp': Intervals 'left_interp_interpolated' | 9 intervals (total duration: 8460.00 ms), 940.00 ms +/- 921.94 ms, [234.00 ms, 3294.00 ms],\n", " 'left_interp2': Intervals 'left_interp2_interpolated' | 9 intervals (total duration: 9900.00 ms), 1100.00 ms +/- 921.94 ms, [394.00 ms, 3454.00 ms]}" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.pupil.blinks_interpolate(margin=(50, 150) * u.ms)\n", "print(\"masked samples:\", d.mask(\"left\", \"pupil\").sum())\n", "print(\"masked samples (strict policy):\", d.mask(\"left\", \"pupil\", policy=\"strict\").sum())\n", "d.get_interpolated()" ] } ], "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": "3.15.1" } }, "nbformat": 4, "nbformat_minor": 5 }