{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import h5py\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "conns = pd.read_csv('Connections.csv')\n",
    "segs = pd.read_csv('L5Segments.csv')\n",
    "#conns[conns['Source Population']=='exc_stim']['Conductance'].hist(bins=40)\n",
    "\n",
    "#conns[conns['Source Population']=='exc_stim']['Conductance'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = h5py.File('./output_baseline/v_report.h5','r')\n",
    "g = h5py.File('./output/v_report.h5','r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fded06a5d30>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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O/dh0sOfbo9Rn0BSMyuQD9QTcuQk/hFKpnlW7G9wpkJ53eFtqOJNvrI5Pm5TqBGMM/qDVKpMPutISsyavVNxUb7Pr8RI1iMvtsUs2GuRVAotk7KlRNfmgOzWmQyg1yCvn2bsC+p/cdntatgZ5ldCawx2shzP5BixPWuJOhlKqxzVUwcEdUDSu7b60HA3yKqE1Be1gnup1QSgAVoCQR8s1Sh22Z5n9WDS+7T4N8irBtcrkAw0AGHdaTIdQapBXzrL1A3B5oeTUtvs0yKsEV++31xRO97nBXw+A5U2nOaiZvFK2bQuheCL4MtruS8uxyzlKJaiaxgAAfdO8ULcfAH9qnmbySgH2fdP2r4HiDm5PkJ5nj5O3YngvNaW6oDY6yB8KB/m0fjQFQ5gY3QtBg7xyjtrdEGyEvGHt788oAGNpyUYlrEgm3yfVC4fslV6C6YUYA/5QbLJ5DfLKOQ5ssh/zh7e/PyPffqwr75n2KPUZtQT5NE9LuSaYXgAQs5KNBnnlHJWb7ce8DoJ8ZqH9GFmlUqkEU1nnx+uWw5l8ej6+lFSAmI2V1yCvnGPPMkx6PmS1d3sD7HINaJBXCau8tonCrFR7PfnavZA1gFSPHYY1k1e9XnD7It6tH8ID72xu/w0tQb6y5xql1Gewt6aJfn1S7BeVGyFvKKlee/ZrrIZRapBXzlC7B8/BrSwKDuf+eRvbH4mQmg3ihnqtyavEtLWynsF5GeBvsNdgKhzVEuQ1k1e924a5AMy37OUM9tc2t32Py2WXcmr1/jQq8RxqCrCvtomhhZlQuQEwUDiyZbGyJs3kVW9mrX6ZbQwgmGN3uq7b28HNQbJL7bVtwj7ZVsXVjy7iqf9s64FWKtWxLRX2DNdhhZn2InsA/cZEZfIa5FVvVb4e1/YPeT7wOb4/9UQA1h41yG8HwLIMt7+0kv9sOcD/zFnD7E9391SLlWpjwz77e3ZYYSZs/8juQ8o9gRTteFW9mjHwzi9pklTey7iI6WMHMKBvKlvKO7iXa3apPWkqFODd9eVsrazn/q+cwsRBOdz5r9Xsr23q2fYrFfbh5gPkZ6ZwQl46bP8QSs8AEc3kVS+34G7Y8Br3+y/n4tNOxuN2MTgvg60H6tt/f3apPeu1Zhd/XbiVor6pTB9bxL1fPgV/yOJnL6+K2fRxpTpiWYYPN1dy1rA8pGI91OyEoecBkOqJjK7RTF71Jo3V8Nw18N6vmec7nxd8l/ONswYDMDg/g22VHQT5fLucs2P9Ej4qO8CsMwfjdbsYkp/BD6eeyDvry3l3vY6+UT1r3b5aDtT7OWt4Aaz7t71xxCXA4btEaSaveg9/A+axqYQ2vMF95hpuqf8m980cb88SBE7Iz6C6IUBNQ6Dt1/YfA+Ji3bKFpPvczDyttGXXdVMGM6wwkzteWc3emsaeOhulWLjJnrtx1pC+sPRJGPI56DMAgBQt16jepmn+vciBTXyj+YesHHwdc79/HuedWNiyf3C+vcxwuyUbXwbN2cPw7F/B1aeV2qv9hXndLv741fHUNQc54zfv8tD8tpOq/rO5kmcW78Afw3tuqt5n4eZKhhdm0n/PW3BoD0z+Tsu+SCYfq3KNJyafqtTxqirDveiPzA5N4cqrZjFjXHGbtwzJTwdga2Ud4wZmt9rnD1q81ziUs93vMvHstl970oA+PH3D6Vz96CLueXMDQwsyuXiMvUzCG6v38Z2nl2IZeGxhGZeM6c+E0hwuOKlfDE5U9RZNgRAfb63i6tNLYdGvIPcEGP75lv0+twsRzeRVL1H7yg9ptlxsHnd7uwEeYGBuOj63i3V7D7XaXtcc5LvPLuOp2vGk00z29rfa/fpTBmaz7L+nMrakL7e/tIIdBxr459Jd3PzMMsaWZPPg1eNxifDQ/C1879nlBGK0BKzqHZZsq6Y5aDEtby/s+hhO+5Y9cS9MRBiYk94yyqa7aSavEoZZP5c+O9/lfte13DBtSofvS/G4GV+azYebD69Rs2pXDd99dhk7qhq4c9qVsGo2vH2nvf78gHEwYGybz3jwqxO49I8fcM498wGYfEIuj147iaxUL5eePICXlu7ixy+tZP3eQ5xc0jc2J62S3gebKvC6hXF7XwRfJoy7us173r/9vJgdX4O8SgyBRhrm/JjdVjEll/6gVS29PVOG5XP/vI3sOdjIm2v28eu568jPTOG5G8/gtCG5MOzP8MxVMOe79j1hr3sVSie3+ozSvHRe/vaZzP50DyU5aVw5sQSv286wRIQpw+z16Zdur9Igr47bB5sq+VyJC+/aV2DC1yG1T48eX8s1KiE0L7iPjIZd/C3nZq48dcgx33/5+GI8LuHce9/jF/9eyznDC5j7vbPtAA925n7rCvjmW/Z6NrNvgUDbiVDD+2Xxo4tOZOZppXaAr9kFy5+GhiqK+vgYmhVi2Y6D3X26qpeorGtm7d5avpH+IYSa4dQberwNmsmr+KvaivvD3zMndAZf+tI19lrbxzAwN50Hr57AnBV7OHdEAV+aWILIEV/nSYHS0+ELD8A/roB3fgkX3QVHvq+lHWXw1GX2RBW3DzxpvBb0c+W2h4HxXT9P1etESooTauZByalQeFKPt0EzeRVfxlA/+0c0WS5WjvpRm9EyR3PR6P48dPUEvjxpYNsAH23YBXDqf8Gih+DFWdBQ1XLsFhUb4cnp4K+Hq/5mvz+zgFTTyKi6/7DnoI6rV5/dwk2VjE0tJ61qLYy5Mi5t6HImLyLfBW4BgsBrxpjbw9t/ClwPhIDvGWPe7OqxVPIx6+aQsX0e98jXuekLZ8fuQJfcDX2L4d27YOv7kJYDdRUw+dv2Ughv3wkuD8z6tz2hatQMuOgu/P87mqk1S/lkW1WHo32Uao8xhoWbK/lp7gqoEvt7Kg66FORF5DxgBjDWGNMsIoXh7aOAmcBooAiYJyIjjDGxGQiqnGnPcvyzf8BmaxD5F95KfmZK7I7lcsFZP4Ch58PC39u3CMwaAO/fbe8vHA0zn4bcqP4AETwjpnLm0uf5bVm5Bnn1mWypqGdvTRPneN+3FyPrUxSXdnQ1k/828FtjTDOAMSayKMgM4Lnw9q0ishk4Dfioi8dTyWLbh4T+8WWqgqk80OfHPDRlaM8cd8Ap8OUnDr+u2GCXaIrGt1urdw07n8xlT1KzaRHGjDt6WagL9hxsZN66/cw8tRSfR6uoyeC9DeUMl11k122Bs2+KWzu6+t00AjhbRBaLyAIROTW8vRjYGfW+XeFtbYjIjSKyRESWVFToDZh7hS3zCf39CrYF+nJL2j38zw1fahm62OMKToTiCR13xg45BwsXww59zH+2HOj2wxtjeHXlHs65ez7/PXsNLy7deewvUo7w1tr9zOqzDIhfqQY6EeRFZJ6IrG7n3wzsvwRygMnAj4EXxE512vuJaXd9V2PMI8aYScaYSQUFBV04FeUIG94g9PRVbAoW8tM+v+Ph71xKcXZavFvVsbQcKBrPBd5V3P3Geiyre5YpLquo4763NnDOPfO55ZnljC7qQ6rXxcvL9MYmyeBAXTNLth1gmusjGHwWZMVvaYxjlmuMMRd2tE9Evg28bOwFuj8WEQvIx87cB0a9tQTY08W2Kqdb+SLWKzexJlTK7/J/zSM3XEB2ui/erTom15jLGbPn56TuXsQ/Fpdw7RmD27xn6fZq/rV8N6leFz+YOoJ0X9sfrfJDTby0dBdzPt3D+n2HEIGzhuXzgwtH8IVTinjuzQX84v0Kdh9sTOxffOqYnvtkJ6PYSm7jdhjz/bi2pas1+X8B5wPvicgIwAdUAnOAZ0TkPuyO1+HAx108lnIqYwi+fx+e+b/kY+sk/jH4N/zlmrPJTHHINI1J12MW/4U/1/2JS18rZnRRXyYOyqHRH+Kjskqe/M923t9YQYbPTWMgxMLNB3j4mgn075vKO+vK+aiskjV7alm1q4agZZg0KIf/nj6KaScPoH/fVPt+n7P/H19f+Rw1nhm8tnIMN57TQ30Uqts1BUI88eE2fpP3CTSmwOgr4tqerv6UPQ48LiKrAT8wK5zVrxGRF4C12EMrb9aRNb2UFaJx9m2krXiSOaEzWD/5dzxwyVjcnZjwlDB86chXnyP7sQv5g+9PXPXnTAr7pFN+qJmQZShIEx6ZuJPzUjdSVbmfm3ecy4X3HcLrdtEYCJGV6mHUgD781zkn8NWhfkob1kL5m/Daeti/Fmp2gNdePvlr3gXM+nSXBnkHe2npLmrr6jjXtQBOmg5pnZ/7EQtdCvLGGD/wtQ723QXc1ZXPVw5UswvS88CbBv4Gap++lj7b3+ZR6wsUXvEbbh8/8NifkYj6j0Gm3cOkObfwVtFjLEqZQr/iAKNkOwMqFiJrdoMvi35WkBfc83hzxK1sTR/D1KydDPWvx9VwADashUVb7c9zeSF/OJRMginfg5O/DGXzyX7xOjL3fcTWykkMCa+br5wjGLJ49IMybs1fgrfuIIy7Jt5N0mUNVPdZ/fcfMmbLYzS50qnuP4WsqtVkNu7jXu9/cdF1dzp/ka/xX4OGSoa+91uGBt+zt6Vmw8DTYPrv7Zm19ZW4XvoGl2z73eGvS8u1x0gXjIQzbrY74vKGgfuIRdhGXIKV0ocrQh/w4pIvcvvFIzvVrKZAiKcX72DZjmr6pnmZUJrD9LEDYrZ0rerYy8t2U3Ggihv6PgsDJ9vzMuJMg7zqFutfe4gxWx5joetUqq1Uxu9ezlKriPcLb+Wm675JQVYMJzr1FBF7QtVpN0LtHvCkQt+S1sMvs/rBtXPsdcMP7rQXSisY2fEQzWjeVFyjL2f68ueZuGANh5qCjCnuQ3a6j+w0LzkZ9mN+ZkrL+j6byw9xyzPLWb/vEKW56Rxs8PPM4h0s3FTB72fqejs9qbKumfve3sidufNIaaiEi57v3HWPMQ3yqsv2rZrP0E/uZJlnPJN+/Boej5eVu2vIsAx3lOZ0asExR/Fl2KWWjrg9MOhMGHQcnz3ualKWPcW9xR/wvSXp/H1R2xuWFGencc6IfDwuFy8u3UmGz8MT153KeUOzsFwp/PK1dfzto23cNvVESvPSj6MRqjOMMfzpvS3MW7ef7DQvS7ZXkx2s5KrUV2D05XYpLgFokFfHxVgWOxb9E+vT5ykuf4+95NPvm0+TmmJn7BNKc+LcQocaeDqcfBUXr3qCdWemUlV8LlUpA6mQPA42Wxyo87NgYwVzV+2jORji3BGF/HrCQXLfvwqeW47Lk8rP+k9gt2sKf/toCD+fPireZ5S0nvhwG/e8uYFBeek0BSwuHFnI/w08jXtrEC74n3g3r4UGefWZrfz0Ezyv3cqowBoqTF/muc+i5Eu/ZmyRru3SZSIw40Fw+3B//GcKeJgC4ERxQVYRZBYyq3gCZsrF4MtGPn0CXvw7ZA+Cz/0EmmvxbZjLg74/csmSYdz2+fbH7KuuWVx2gLvmruMrw+G3pe8jbjeULbDLdOfd0XoNpDgTY7pnBl93mDRpklmyZEm8m6E6UN8U4JUn7uaKfQ8QEC+rR/2QYZ+/kX7ZmfFuWnJqrLbH0Fdvt9e4r9ll9wXs/Ni+rSGAuOHMW+wA7wuXZg5swTx4Ko8FLiJt+m/52uTjqRupjmwur2PmIx8x3FfN0647cdXts3fkngCTvwOTrm91D9eeICJLjTHt1of0V7zqlH3l+1n/6A18LfA+O7MnkX/tk0zJc+hwSKdIy4ETzm273V8Pu5ZAsBn6jbI7f6PlDYUxV/K11f/mkreWcf7IQop0Bm2XGWN4eMEW7n97I/28jTyV+TtcTY1w04dQOKrHA3tnJWarVEJZtW4d/j+dw1n+hZSNvY2Bt75Fmgb4+PFlwAmfgxGfbxvgw2TKraSZRr4SepWr/vIRLy/bRXlt29sfqs6paQzw7X8s4+43NvCFEzN5t+RRfId2wMxn7PsPJGiAB83k1TGs21xG+nNXkCc17Ln8JU4Yd0G8m6Q6o/8YGHMl31o7m3VM5LYX7PLOD6eO4LsXHGVkkGrjnXX7+cnLq6iub+bxCVs5b+u9SGM1XPGYPechwSXur5/PoLKqiqWfLqOh/lC8m5I0jBViw4pFyNNXUCKV+K96llIN8M4y7V5cOYN4IPALPhn/BjcVlfH4uyvYWdUQ75Y5xrvr9wixi7gAAAxOSURBVPOtvy9lbHoVS4Y/xflr70DyhsH182Dsl+PdvE5Jikx+x6JXmPjxbZSTx54vPsmwcefEu0mOVV9bzcoX72LEzhc5kYP48bB/2uMMHHVevJumPqv0XPjG68hbP6dgzfP8JNTMNZ5CHn67hF9/ZXK8W5fQ6pqD/GXBFv7yfhk3537C9w/9EalzwdRfwhm3gMs5s4mTYnRN9e5N7P54Nnkr/kyOOciKkT/glC9+n9Q0XfujRXOd3WGXlg2etrNPQ4FmVvzr9wxe8yC51PJp+hn4h13K0MlfIK9ocM+3V3WvplrY9Bb883oeDl7Gmd/6I6d8hpum9yaLyw5w2wsr2H2wgYeL3+KSA0/B4LPhikfidgu/Yzna6JqkCPIRlft3s/evV3Oy/1MqyWbt4GspOnMmpUNOxOft3B8tzcEQPrcrZrd56w7GGNbvLKdx9xpGj51ASkb7P6wm0Mi+Za9R8eHfGFX7AR4sQrjY7yvlQOYIgumF+JoO4GmqJKd+K4WmktXek3Ff9CtOmnRuz56U6hH+l76FrH6Jma7/5efXzWC8TloDoMEfZO6qfbyxei/z1+/jm1mf8CPfS6TU7bYXGZv+e/Ak7r0Pek2QB3sm5rpFr2MW3MPo5uUA1JsUdroHUpU+GFNyOuOmf5uMzCyMMby7ehdli+aQWltGyN9IasNe0tJSOe36BxjQr7A7Tuv4z8UYFm6qYOOHs0krX0o6zUhaNnk1q5kUXE6qBKjw9CfnlnfxZB+eiLR9XyU7336IMWWPkW1qqTZZrMi7hMasQYQO7ia3biNDglvJpZYD9KHKlUu9Nw8zcRanT52JJPBIAdVFdeWE/jCRHYG+XB/4MbddNZXpYxMzO42lA3XNfFR2gHlr97NiVw07qhrob5VzRdYaZvoWUly/FgaMs8e9j70qIdagOZpeFeSjVW5Zxs6VC7DK15NWs5mCxq0UmAOUk8OK/OnU1DVwbuPb5Etty9fUebJJDdSywT2cgm+/SmFBzwd6YwzbK+t54fmnuKj8MU5xlWEhBMRHimmm2pVLZenFlHuKOGXTg9Sl9Cf3pldZuXkHB9+9n7Mb3yNFAqzwjWf/yd9izJTpFOVmtTlOUyCE1+1y1truquvKFmA9/3Xq/IbvNN9M1qipnD28gO1V9ZTXNmOMIT8zhfNGFnLakNz43X+3iw7UNbPnYBNpPhfGQFPAYuuBep5ZvJ3FZZWMlm1clrKc09P3Umz2kd9YZn9hVhFccCeMnZnQQyOj9dog355Ni+divXc3wxpXALCv37n0P/8m3IPOsGvVnhS2vP8spe/czFYpYeuZv+HzU6fFtHyzp7qBZR/Ngz0r8B5YS07DVvJNNSe49lGXOoCUC3+G95SrwJsKgUZwp7R8873y8rNMW/FdUiQAQBM+thZfRv4ZV1MwRkfDqA5UbsZ6/hqkYgMvmvOZG5hIkesgQ1NrcWEob/bwQfAkdqaM4MJR/blodD/Gl+ZwsMHPnpomahsDWOHYYQwYDC4RBuVlMLwwk4x27voVCFks33GQ/bVNnD4kl8I+qZ1u7tLt1fx1YRllFfXccPYJXDmhuM3PpDGG9fsOsXZPLa+v3sen6zfRn0p8BAniJoibk2QHV6Z+wmlmFR7jx4gLKRgJ2aVQOhlOusyeuZrgmfuRNMi3x18PgSbIyGt39+5P5pD2+q1kh6r5IOtisr/wKwaXDiIrxfOZV1XcW9NIdVUVmBDp6emkpaVT39hEdflutu7ex9BFP2O8bASgTjKozhiKlZZH1uiLyD3r+mPWAj9e8jG1y/5JbnY2oy++npQ+8S0zKYdoroN3foFZ+iQS8rf7loOeAl4PTmSOfyKfWCfixqIP9bixcGEQDIdIoxkfQdyEsEedDMxNY2JpDpmpHqobAlTX+1m3t5bqhgD51FAjGZx6Qj9mjCuiKDsNQcjN8DEwN42sVHud/dW7a3hp6S6WlFUwoHwB3/K9zmjKWBQayb9LbmP6584gw+dhR1UD2w7UM39dOWn7l3C6az1n+TYw2azERdtVPE12KXLiNLscM/zzHcYAJ9Egf5xMUy1rnr2DE7c9jVdC7DfZ1JgMGiSDJlc6AW8f/FklSHouwWAAj/8QnlADxp2C5cuiMeTCe2AdIwIbGOQq7/A49ZJB4+f+m/xxl7Zdn1ypWKurgMoN9vden2JweaC+Eja/DetexWx5Bwk2YRCEjuOFEReN6UVU+kpYJSP4Z81I6iwf/VKD5KdYTHGvYbJ/EZmHthB0pfApI5nbPJZDpOHF/vkqM0XUphbTNyONtANruN77Jhd6ltPHqsXKHgSDzya06mWCwSBzrdPZaQrI4RClrgpGe3ZTaFXYbckdhoy6DEpOBbcPTAisIGT2h+IJSfczpkG+i2p3rGLf4hcx1duR5lrc/kN4g4fwBWrJC5bjJQhAAA+NpOLDTyp2ZlTtzqcm7xT8hWOx3KmE/E2EAk243S5SsgfgJUTp5MuRHF1ESiWo5joomw97loM33R6G6/IeDpTNdRBssv86rt5m/8LYtxqO/IUgbhg8BYZeAHXlmM1vI5Ub2xwuhJs6Vx/6WtUYXyYycjqMnAYnTrPvplWzi+A7v8Ksfx2v/yAhXx9cOYOQ3CEw8lI7O0/Pjfl/SyLRIB9LVsiuk7s8ds08IhS0v/FTdIVG1Qs1VMHW9+1fBL4MQKBofNvgW7PL/hlye6FmN1RuhOqt9vZ+o2H81zu+EbYVLsU4pHM0lnQVylhyudsP5G4PuDXAq14qPRdGf/HY74teYK1PEQw8tfPH0ODeKfq/pJRSSUyDvFJKJTEN8koplcQ0yCulVBLTIK+UUklMg7xSSiUxDfJKKZXENMgrpVQSS6gZryJSAWw/zi/PByq7sTlOoOfcO+g59w5dOedBxpiC9nYkVJDvChFZ0tG03mSl59w76Dn3DrE6Zy3XKKVUEtMgr5RSSSyZgvwj8W5AHOg59w56zr1DTM45aWrySiml2kqmTF4ppdQRNMgrpVQSS4ogLyIXi8gGEdksIj+Jd3tiQUQGish8EVknImtE5Nbw9lwReVtENoUfc+Ld1u4kIm4RWS4ir4ZfDxGRxeHzfV5Ejn6XcwcSkWwReUlE1oev9xm94Dr/IPx9vVpEnhWR1GS71iLyuIiUi8jqqG3tXlex/SEc01aKyITjPa7jg7yIuIGHgEuAUcBXRWRUfFsVE0Hgh8aYk4DJwM3h8/wJ8I4xZjjwTvh1MrkVWBf1+nfA/eHzrQauj0urYusB4A1jzEjgFOzzT9rrLCLFwPeAScaYMYAbmEnyXesngYuP2NbRdb0EGB7+dyPw8PEe1PFBHjgN2GyMKTPG+IHngBlxblO3M8bsNcYsCz8/hP2DX4x9rk+F3/YU0Il7rjmDiJQAlwKPhV8LcD7wUvgtSXW+ACLSBzgH+CuAMcZvjDlIEl/nMA+QJiIeIB3YS5Jda2PM+0DVEZs7uq4zgL8Z2yIgW0QGHM9xkyHIFwM7o17vCm9LWiIyGBgPLAb6GWP2gv2LACiMX8u63e+B24HwHZvJAw4aY4Lh18l4rU8AKoAnwmWqx0QkgyS+zsaY3cC9wA7s4F4DLCX5rzV0fF27La4lQ5CXdrYl7bhQEckE/gl83xhTG+/2xIqITAfKjTFLoze389Zku9YeYALwsDFmPFBPEpVm2hOuQ88AhgBFQAZ2ueJIyXatj6bbvteTIcjvAgZGvS4B9sSpLTElIl7sAP+0Mebl8Ob9kT/jwo/l8WpfN5sCXCYi27BLcOdjZ/bZ4T/pITmv9S5glzFmcfj1S9hBP1mvM8CFwFZjTIUxJgC8DJxJ8l9r6Pi6dltcS4Yg/wkwPNwT78PusJkT5zZ1u3A9+q/AOmPMfVG75gCzws9nAbN7um2xYIz5qTGmxBgzGPuavmuMuQaYD3wp/LakOd8IY8w+YKeInBjedAGwliS9zmE7gMkikh7+Po+cc1Jf67COrusc4NrwKJvJQE2krPOZGWMc/w+YBmwEtgB3xLs9MTrHs7D/XFsJfBr+Nw27Tv0OsCn8mBvvtsbg3M8FXg0/PwH4GNgMvAikxLt9MTjfccCS8LX+F5CT7NcZ+AWwHlgN/B1ISbZrDTyL3ecQwM7Ur+/oumKXax4Kx7RV2COPjuu4uqyBUkolsWQo1yillOqABnmllEpiGuSVUiqJaZBXSqkkpkFeKaWSmAZ5pZRKYhrklVIqif1/IjbDdziIkEQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.arange(0,100,.1),f['report']['biophysical']['data'][2000:3000,0])\n",
    "plt.plot(np.arange(0,100,.2),g['report']['biophysical']['data'][1000:1500,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "metadata": {},
   "outputs": [],
   "source": [
    "segs['segmentID'] = segs.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "metadata": {},
   "outputs": [],
   "source": [
    "conns.loc[conns.Type=='dend','Sec ID'] = conns.loc[conns.Type=='dend','Name'].apply(lambda x: int(x.split('dend[')[1].split(']')[0]))\n",
    "conns.loc[conns.Type=='apic','Sec ID'] = conns.loc[conns.Type=='apic','Name'].apply(lambda x: int(x.split('apic[')[1].split(']')[0]))\n",
    "conns.loc[conns.Type=='soma','Sec ID'] = conns.loc[conns.Type=='soma','Name'].apply(lambda x: int(x.split('soma[')[1].split(']')[0]))\n",
    "conns.loc[conns.Type=='axon','Sec ID'] = conns.loc[conns.Type=='axon','Name'].apply(lambda x: int(x.split('axon[')[1].split(']')[0]))\n",
    "\n",
    "conns['X'] = conns['Name'].apply(lambda x: float(x.split('(')[1].split(')')[0]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {},
   "outputs": [],
   "source": [
    "conns.rename(columns={'Distance':'conns_Distance'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "metadata": {},
   "outputs": [],
   "source": [
    "conns['Sec ID'] = conns['Sec ID'].astype(int)\n",
    "conns['X'] = conns['X'].astype(float)\n",
    "\n",
    "segs['Sec ID'] = segs['Sec ID'].astype(int)\n",
    "segs['X'] = segs['X'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = segs.set_index(['Type','Sec ID','X']).join(conns.set_index(['Type','Sec ID','X'])).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_syn_count = df.groupby(['segmentID','Source Population'])['X'].count().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>segmentID</th>\n",
       "      <th>Source Population</th>\n",
       "      <th>X</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>54</td>\n",
       "      <td>exc_stim</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>116</td>\n",
       "      <td>exc_stim</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>139</td>\n",
       "      <td>exc_stim</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>142</td>\n",
       "      <td>exc_stim</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>145</td>\n",
       "      <td>exc_stim</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>2493</td>\n",
       "      <td>exc_stim</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>2495</td>\n",
       "      <td>exc_stim</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>2496</td>\n",
       "      <td>exc_stim</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>2501</td>\n",
       "      <td>exc_stim</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>2508</td>\n",
       "      <td>exc_stim</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>167 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     segmentID Source Population   X\n",
       "8           54          exc_stim  15\n",
       "10         116          exc_stim   7\n",
       "13         139          exc_stim  23\n",
       "15         142          exc_stim  19\n",
       "17         145          exc_stim   4\n",
       "..         ...               ...  ..\n",
       "343       2493          exc_stim  29\n",
       "345       2495          exc_stim   7\n",
       "347       2496          exc_stim  24\n",
       "349       2501          exc_stim  24\n",
       "351       2508          exc_stim  34\n",
       "\n",
       "[167 rows x 3 columns]"
      ]
     },
     "execution_count": 342,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_syn_count[df_syn_count['Source Population']=='exc_stim']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = h5py.File('./output_control/v_report.h5','r')\n",
    "#g = h5py.File('./output_NMDAblock/v_report.h5','r')\n",
    "#x = h5py.File('./output_nablock/v_report.h5','r')\n",
    "\n",
    "h = h5py.File('./output_control/inmda_report.h5','r')\n",
    "#i = h5py.File('./output_NMDAblock/inmda_report.h5','r')\n",
    "\n",
    "#cont_na = h5py.File('./output_control/NaTa_t.gNaTa_t_report.h5','r')\n",
    "#spks = h5py.File('./output_control/spikes.h5','r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "metadata": {},
   "outputs": [],
   "source": [
    "def voltage_criterion(data=None, v_thresh=-40, time_thresh=260):\n",
    "    threshold_crossings = np.diff(data > v_thresh, prepend=False)\n",
    "    upward_crossings = np.argwhere(threshold_crossings)[::2,0]\n",
    "    downward_crossings = np.argwhere(threshold_crossings)[1::2,0]\n",
    "    # If length of threshold_crossings is not even\n",
    "    if np.mod(np.argwhere(threshold_crossings).reshape(-1,).shape[0],2)!=0:\n",
    "        legit_up_crossings = upward_crossings[:-1][np.diff(np.argwhere(threshold_crossings).reshape(-1,))[::2]>time_thresh]\n",
    "        legit_down_crossings = downward_crossings[np.diff(np.argwhere(threshold_crossings).reshape(-1,))[::2]>time_thresh]\n",
    "    else:\n",
    "        legit_up_crossings = upward_crossings[np.diff(np.argwhere(threshold_crossings).reshape(-1,))[::2]>time_thresh]\n",
    "        legit_down_crossings = downward_crossings[np.diff(np.argwhere(threshold_crossings).reshape(-1,))[::2]>time_thresh]\n",
    "    return upward_crossings, legit_up_crossings, legit_down_crossings\n",
    "\n",
    "# Input: upward and downward crossings\n",
    "# Output: bounds of NMDA spikes meeting current criterion\n",
    "def current_criterion(legit_uc_iso=[], legit_dc_iso=[], p=1, control_inmda=np.array([1])):\n",
    "    bounds = []\n",
    "    sum_current = []\n",
    "    \n",
    "\n",
    "    for ind1 in np.arange(0,len(legit_uc_iso)):\n",
    "        e1 = control_inmda[legit_uc_iso[ind1], p] #current @ up_crossing[ind1]\n",
    "        #all the indices where current crosses 130% of e1\n",
    "        x30 = np.argwhere(np.diff(control_inmda[legit_uc_iso[ind1]:legit_dc_iso[ind1], p] < 1.3*e1, prepend=False))\n",
    "        #all the indices where current crosses 115% of e1\n",
    "        x15 = np.argwhere(np.diff(control_inmda[legit_uc_iso[ind1]:legit_dc_iso[ind1], p] < 1.15*e1, prepend=False))\n",
    "        \n",
    "        if len(x30)>0:\n",
    "        \n",
    "            x15_copy = x15\n",
    "            x30_copy = x30\n",
    "            \n",
    "            try:\n",
    "                i = x30[0][0]\n",
    "            except:\n",
    "                import pdb; pdb.set_trace()\n",
    "                \n",
    "            n = 0\n",
    "            \n",
    "            \n",
    "            while n==0:\n",
    "                if len(np.sort(x15[x15>i]))!=0:\n",
    "                    b1 = i\n",
    "                    b2 = np.sort(x15[x15>i])[0]\n",
    "                    bounds.append([legit_uc_iso[ind1]+b1,legit_uc_iso[ind1]+b2])\n",
    "                    sum_current.append(np.sum(control_inmda[legit_uc_iso[ind1]+b1:legit_uc_iso[ind1]+b2,p])/10)\n",
    "                else:\n",
    "                    b1 = i\n",
    "                    b2 = (legit_dc_iso[ind1]-legit_uc_iso[ind1])\n",
    "                    bounds.append([legit_uc_iso[ind1]+b1,legit_uc_iso[ind1]+b2])\n",
    "                    sum_current.append(np.sum(control_inmda[legit_uc_iso[ind1]+b1:legit_uc_iso[ind1]+b2,p])/10)\n",
    "                    n=1\n",
    "                \n",
    "                x30_copy = x30_copy[x30_copy>legit_uc_iso[ind1]+b2]\n",
    "                #import pdb; pdb.set_trace()\n",
    "                \n",
    "                if len(x30_copy)!=0:\n",
    "                    i = x30_copy[x30_copy>b2][0]\n",
    "                else:\n",
    "                    n=1\n",
    "    return bounds, sum_current\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "metadata": {},
   "outputs": [],
   "source": [
    "#control_v = f['report']['biophysical']['data'][:]\n",
    "#NMDAblock_v = g['report']['biophysical']['data'][:]\n",
    "#nablock_v = x['report']['biophysical']['data'][:]\n",
    "\n",
    "#control_inmda = h['report']['biophysical']['data'][:]\n",
    "#NMDAblock_inmda = i['report']['biophysical']['data'][:]\n",
    "\n",
    "#control_gna = cont_na['report']['biophysical']['data'][:]\n",
    "\n",
    "spktimes = spks['spikes']['biophysical']['timestamps'][:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 346,
   "metadata": {},
   "outputs": [],
   "source": [
    "na_df = pd.DataFrame(columns=['seg_id','na_lower_bound'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 348,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(np.log(np.abs(h['report']['biophysical']['data'][h['report']['biophysical']['data'][:,54]!=0,54])),bins=100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.jointplot(x=f['report']['biophysical']['data'][:,54], y=h['report']['biophysical']['data'][:,54],alpha=0.02)\n",
    "plt.ylim(-0.007,0.0001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Kaeb3UtjOPEkh6SftGGdC/03NQ9KhkpZJeib/jK2VdG47x7yHsTTztzJJ0nfzz9Z2SY9Iujjx3gMtJekASVfkf6/b88/HlMS2zd3sJSJG5APYn+z7z2uAk8iOHf6K7Ljk+IT2NwDPku12/y1wC/AicORomgtwGdlXHz8LvJfscMNDwO+BA0fTXArbmQa8APwO+MlomwfQC2wlO0l4EnAc2TWvnx9NcwHGA4+QHeKanc/ji/nfyk3DMJdj88/EHcBdZOcopiS2/QbZN9nOz+exGHgV+GBS+05Pto5/lHOBV4CDqsqmAjtrfeCAt+f/iP9QVTaO7DjkbaNsLt0lZZPzX/KFo2kuhe3clX9Y7x2mMGzmdzKG7HKwWzs97jbM5f3538r7C+UL8/b7d3guY6p+/nRqGAIT8yD8eqH8HmB1St8jeTe5EzeI6JSG5xIRm0rKHgc2AW9t8ThTNPN7AUDSJ4B3kJ0wGy7NzONYsmtgh7xjU4c1M5d98+ethfJnyUI/5ZtmLRMRrzbYtOmbvYzkMOzEDSI6pZm57EbSoWT/JXyoyXE1oqm5SOoiuzLhixFR+s2iDmlmHu/On18nqU/Sy5KelvTt/OqJTmtmLj8i28X+pqQeSW+QNJ1stXl1RGxr7VDbpumbvYzkMOzEDSI6pZm57CK/aP1qspXhtc0PrW7NzuVSsmNU17VwTI1oZh5/nj/fBNxNdsnZP5Pt1n2vVQOsQ8NziYgdZOFe2fV/nmzX8gdk1xePFk3f7CX1Rg3Dpd03iOikVo3nSuBdwIciotZ3w9uloblIeg9wBvCOkg/tcGj0d1JZRCyNiAvyn+/Nr5VdKKknIjr9FdJGfyevIwv1iWR3sd8IvJPszvQ7yb4kMRo0/Tc/ksOwEzeI6JRm5vIHki4hO2M5OyLubtHY6tXMXBaTrWZ/LemNedk4YGz++sV47Sua7dbMPH6fP/9XofxushMPR9LZ79M3M5dPkR0DPSgiHsvL/lvSc8ASSVdHxAMtG2n7NHSzl2ojeTe5EzeI6JRm5gKApPnAl4FzI+L6Fo6tXs3M5VDgM2R/oJXHMcDR+c+dXIU0+/mC3VcilVVIoycBGtXMXA4HtlQFYcXP8+dDmxxbpzR9s5eRHIaduEFEpzQzFyR9DrgYmB8RV7RpjKmamctxJY8HyA7+Hwd08quXzczjh2QH648vlM/In1t6a6kEzczlKbIVVfGk4l/lz0+2aIzt1vzNXobjuqjE643Gk63gfkV2ecBMsj+c/wPeUFVvMtmxjQsK7W8kW218muyi65uBHWTHq0bNXIBTyFYaPyRbQVU/ekbTXIbY3r0Mz3WGzX6+vpaX/xPwPrJV+4vAdaNpLsAUsstqHuG1i66/kJf1U3XdXwfn8+H88R2y1fdZ+ev3VtXZCVxbaLcw/xv/PNmu/3fyv50Tk/rt9ETr/EeZBHw//8U8D/wHhQsw819mAAsK5a8nuw7sqfwf6GfAsaNtLmRnXWOIx72jaS5DbGtYwrAFny/lf3TryFYkj5P9Hx/3GYVz6QH+nexOVC/mwXgZ0DVMc6n5ec9fX1doNxb4Sv67GARWAx9O7dc3ajAzY2QfMzQz6xiHoZkZDkMzM8BhaGYGOAzNzACHoZkZ4DA0MwMchmZmgMPQzAyA/wcIGcMxOUL36AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "\n",
    "\n",
    "plt.subplot(3,2,2)\n",
    "sns.jointplot(x=f['report']['biophysical']['data'][:,54], y=h['report']['biophysical']['data'][:,54])\n",
    "\n",
    "plt.subplot(3,2,4)\n",
    "#plt.hist(np.log(np.abs(h['report']['biophysical']['data'][h['report']['biophysical']['data'][:,77]!=0,77])),bins=100)\n",
    "\n",
    "plt.subplot(3,2,6)\n",
    "#plt.hist(np.log(np.abs(h['report']['biophysical']['data'][h['report']['biophysical']['data'][:,552]!=0,552])),bins=100)\n",
    "\n",
    "plt.subplot(1,3,1)\n",
    "plt.plot(segs['Coord X'], segs['Coord Y'], 'b.')\n",
    "plt.plot(segs.loc[0,'Coord X'], segs.loc[0,'Coord Y'], 'k.',markersize=20)\n",
    "\n",
    "plt.plot(segs.loc[54,'Coord X'], segs.loc[54,'Coord Y'], 'r*',markersize=20)\n",
    "plt.plot(segs.loc[77,'Coord X'], segs.loc[77,'Coord Y'], 'r*',markersize=20)\n",
    "plt.plot(segs.loc[549,'Coord X'], segs.loc[549,'Coord Y'], 'r*',markersize=20)\n",
    "plt.xticks(ticks=[-200,-100,0,100,200])\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(300000, 400000)"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Lly6+5J2VleU5/FK3bt0s6/fLL78AAPbv3++pHC/o33WsvFs9Zm3S6LiXNYCxpi0Z4baOpWEd3ccffwxA8ReIBOqzLAsh7+Q6Ok6cNliRncL999+PW265BXfddZfvZfHQuHFj/PPPP47KnT9/PrKzs4PCjXeuSNS9iRrlOs0rGhjV30n7jYRGJ5rSUk83HD9+HAkJJV21H4PtshoEQUVqdA6Jhkb3ySefoHv37kLL8nKtG23upptuQteuXbnTOzUV2+XjhtKi0TnBy/OMdQEPOKtjeno6WrduHbIQPhbvsVq1aqhduzZ3+xM5qCsrSEHHSSw3iFj6OHft2oXLL788uHmjW0Q87/nz52PTJiWWrJuP34lJUH8tT1q/cauZRaLOsTBH17t3byxbtgxbtmzx5fueNm0aTp8+LSSvkydPBn83e3alwfwaLaSgc4ioD3TNmjXIzMwM/t2+fXs8+eSTltcQEf73v/+F/B1rvPnmm/jjjz/QoUMHEJHnuTwvz/umm27yVLaeWHzegDjNU5QWzUMsDc78qMuSJUvQrVu3oICKZMAC0eb+WG33TpCCjhPRXpctWrTAzTffHPx77ty5ePvtt23zHTduHFf50WbVqlUAIrsgffDgwcLCYVkhqiP56KOPcMkllwjJSwRe5/acEAlBt2LFCvz999+m543uTVS9jh/3b/u1SGt0ZQEp6DjhbUROGtuvv/7qtjoxSzRNd0OGDMFHH31keC5S8xZO7v/BBx/En3/+6bosnjLcpOUx2RJRzA+6rr76apx//vm26RhjpWLj1UgLMqnRlWNiaR2dl7JivfE60aDXrFkTtkBfXbjvhVgyr7lBhPek1XVDhw41PWc3Rxup9WpOQ56JKjea31c0PJVjHSnoOInFdXSxKKxEaXRO7q1FixaoX79+yLFTp065Kldbdix1XlY4qacojc4q3cyZM3HmmWdi6dKljq91S7QXjPfr1y/4u1Hbi9R+iLGUZywhBR0nIifqRTeqstxIo3FvTtfRFRcXY+jQob7Oy7jBqUanpjl48GDQW9CNAPn5558BAKtXr3Z8rVd42wsRYceOHcFrvApKbZzIp556ylNeZvgx0OIZFMXqAM8JUtCVYrQN8MiRI+jVq5era6+99lqh9RKB14/LzfXZ2dno06cPsrKyAPBrSj/++CNefvllPPbYY2HnIimor732WrzzzjuuNTr1usaNG6Njx4625dndm9X5WNDoVM1LdF0OHz4sND89cnmBc6Sg84lIayLPPfccpkyZ4upaNdyWCErzR/H+++/jgw8+4PJ+1aIuOM7ODt9EubBIbPik06dPY/HixYbnfvnll5C4pydPngQR4Y033nD8XhYuXOi6jjxlxXJMSRHon8F7770nPE8rZsyYEdRYjdDvkBErz80vpKDjxM50+cwzz4CIgukyMjLwxRdfeC63tO8X5/UD8mNi3SxP3ph+v/32W8jfVptXFhaL7UD69euHdu3a4a+//goeM7sf1SGENyCv6NBnot5dYWGh7f6OP/74o5CyRGB036+//rqv+evPd+3aFU2bNjVNo+55aPXOx48fH9zJo7QjBZ0J+oZpJ+jeeuutkL9XrlyJe+65Bzt37vRUj0aNGtmmiYR7NC+i6uHn/ZjtwcfrSKMVMjzpRbJx40YAoeu0RC8v0OLGDCpao7vyyiuRkpJimUa7U4NTSos2Y/dc9ee1oc3c0qlTJ895xAJS0JmgXyPk1uvSKASQqA8rVoSbFdHS6KyezYYNG9xWx7KsSHSYTpxKVEQNhKLlObhmzRph5dpRFr5N3nvQLqYvLcLeLeVa0E2fPh05OTlcaUuDUCkLLFmyBJMmTRL+vHlMl3YanRsh4xc892N3nR6nkVFiyRnFK36uqeNl5syZXDuvi3JGqVu3LldZZaHv4xJ0RHQuEU0nokwiyiKib4nI/ikp16YQ0QgiOkhEuUS0koiuM0gXR0SDiGg3EZ0monVEdIdN3v8momIiYkTkaMuh9PR0/Oc//8Hjjz9ueP7QoUOGx2+55RYnxcRs3MBYbbxt27ZF7969g3/7odHF2mJ+xhhOnTrFNR9rFrZK6znrl0bHi5uyXn75Zaxfv95z2VbPO1KRiNy2ry5duqBly5bBvydPnox33nkn+Heklxf4WW6ksRV0RJQKYBGAJgB6AegJoCGAxUSUxlHGZAC9AbwEoCOAgwDmEtFlunSvABgMYAyAWwCkA5hGRB1M6pUIYAIAY4lkgxpQWR9RQyU/Pz9kh2n1ZR87dsxROdpGn5KSAiLyZTPRWGmMoufoYmlxrNm9WTmj8HLBBRdwzceaofWctVr/JFKjs8NOo7v//vuxYMEC5OXlYejQobjqqqtcl2XH9OnTTfN3qx1r8eP7e+ihh0K8aFViffF5LMKj0fUGcB6A2xljMxljswB0AlAPwMNWFxLRpQDuAfAEY+wDxthCAN0A7AUwVJOuJoCnAbzBGHuLMbaYMfYwgMUA3jDJ/hkABOBDjnswqpttGjcLXq3yVT3H/BhZxqqgi5UPyU093HgZhkcA4bvO6S4PPHXTDhZEjNydLMbm4ZNPPsGNN94YDNdWWFjIdZ0VZnW00pbNnk9mZiamT5+O2bNno0qVKsjNzeWuR7S0L7c4HQCVNngEXScA6Yyx7eoBxtguAMsBdOa4tgDAV5prCwF8CeBmIkoOHL4ZQBKAT3XXfwrgYiJqoD1IROcDeB7A/wL5+04s2PD1eKmTk2vz8/PxzjvvhHVE2m2GShNu5zjsNDrDfD2E3HJcli6N3zDGkJmZiblz57q6VqVWrVphx6KFtg73338//vOf/+D2229HZmYmdu/e7TiPaOCk/Jz8IsfXlEZ4BF0zAEZuahsBmC/UKLl2F2NM7/GxEYpgu0CTLg/AdoN0MChnHIDpjLFlNuVHnGhoNH6XMWLECPTv3z/MhVsby1BF1P37GRmFt05lZe7Tj7WI6t9333032rdv7zivtWvXCqmTHpHtTRVsap4iNE4e3MZpddP2CorsHYpisU07hUfQVQNgFMQvA0BVD9eq59WfJ1h4K9WnAxHdC6AlFNOla9QNEe0WomrKdVWOn0IoUg3wxIkTAIDPP/88IuVpEfX8jKKW2LFixQohZRvRrFmz4O+RDIcleo7ObE2hXVki0lsxbNgw7rx5y7UKKKB9Tl7v47LL9O4LocTSvLUXiKgREb1DROuJKDvgsDg7MOVllL43EW0mojwi2kJEj/CWxbu8wOgp8PSyxHktVzoiqgZgJIDnGGPcAeWIqA8RrSai1eqo7JVXXgEALFtmrhRqX34smi5V1q1bh4MHDwrNU4t672qwXr/QxggU7Yxy//33B3/nzXPJkiVc6dzUddOmTdxpvZbl16jcLN9oDgrVsl988UXPddDfR1FREXceXp739u16w1Zofbws6zDIlD+teG4C0BbAJwBugzIVdSaAX4mohTYhEfWG4nz4DYD2AKYBGEtEfXkK4hF0x6HRqDRUhbG2piXD4lr1vPqzKoW3Dn26YVC8LL8moipEVAWAGjKhspkXKGNsImOsJWOsZUKCsgrBap8qI2JZ0AHA7NmzhedpB6/rvBXZ2dnBTn/q1KnB46I75h07dqBDhw6WdfI6R2eURsQz4qkDL9HyuhT9HETnYXWf6jleQecXbtun3+V64EsAlzLGRgYcEGdAEWK5AILrvgJLx14FMJUx9nwg7QsAPgbwSsAD3xIeQbcRyhyanqYA7IalGwE0CCxR0F+bj5I5uY0AkgHotwNW5+Y2af6+GMAxKEL2OIBnA+eOAvjMpj5BVIEnGp6OLhYmfmPlo+jYsWPQjOe3KVaNh+jX8zd814aGisjg1OvSDtFel7GC3X3Fx8cDEC/o9u3bh/79+zvOV6hGx1GWX++TMXZUP13FGMsEsBVAbc3hVlA0Pb2z4lQA1QFcY1cWj6CbDeAqIjpPPUBE9QFcHThnd20igP9ork0AcBeAeYwxdYLsJyiCr4fu+nsBbAh4eQJAfyiqrvbfJ4FzNwB4geN+AJQ03tJMpDoUs3KMPiinGo3WoUXk/bjJy235fmpZbq5xMkeXnZ0ddH4QrdE5JVoa3fTp0w2vV+89Lk7pJq0Ekps5ugceeADvvPOO5fSJWRlWfP/991zptBQLDj7ulsD01EUAtJO/qqKld4o0c1YMg0fQfQBgN4BZRNSZiDoBmAXgbyg2U7WC9YiokIheUo8xxtZCWVowmogeIqLroairDQC8rEl3GMDbAAYR0ZNE1IaIxgFoB+A5bX6MsSXaf4G6AcBSxphtEEPGGHJzcx1rdNpGdvvtt4c4E5ilU8szqkN5xWrBvdGHHEsT7zz1i0XTpdWovGLFiqhUqRJ3Prz5GqWPVUaMGGF5XhV0vLtbAHzvSfUXcOO0E8lNfjX3kqD6OgT+9fGhuPeg+GaM1hxTp7/0Nx3mrGiGraBjjJ2CInC2QlEVPwOwC0A7xpjWlY0AxBvk+QCAj6DMr80BcC6A9owxfaTW5wNpHgcwF4rG2I0x9p1dHZ2Qm5uLK6+80rGgUxs7AMyaNcu1M4FIIrWOzgw3nbjZolszgcEYw4EDB9C/f39h7t2RNF36aPYxPee0TCcdOE8domm69PpujeZb/dLo3D6n9957D9WqVbPcb04kmnoWqr4OgX8TdeluICUco92/JSblDIISYKQf06zbRolTouuXy9XbM8b2ArCMO8kY262pkPZ4LoAnA/+sri+CIuiGWaUzuG4wlNBh3Pz555+8eQd/1wo6r0RypLt27Vpbd2U7omEiVX/v0qVL8Fj79u1drdlyUz7veb1WI9oMyVMHJ/l7EZDRXC4QKYzq7JdGZ1WmFWr/pd8CTJTjkAdWALiQI11YJP3AUoHXALzAGNNHu9Jqblr38mq686b445FRimjevDlXOpEu05HsAHbv3s0l6HJzc7Fv3z40bNiQO2+RGgzPpLdfHY0oov2uVdzOtdldVxqcTPz0uhT9Lp0+T1+ev8DBDVMCg2x2XgXqCWAsgJGMsVcNkqhzcc0QKuj0zoqmlOttegDgoosu4krntpHp97WLVbp3745GjRoJ2azRLaI1Cqf5iJ7/8lofUdeI0ujKG36bLt3Wx+xvv/CzHCLqAmVqaxJj7GmTZCuheNUbOStmQAlHaUm5F3R+29M/+OADV9eJgvf+5s2bB8A4zJGfXpfadJHyuoykliW6KCfPSIQ2Zvcco+2pKbpsEabLaJlszd7FZ5/Zr7oqjo7l4ToAXwBYD+BjIrpK8y9oamOMFQB4EUAvIhoWcFYcCuBBAC8xxmxH5+XedGlFrM/RiXRG8cs844RImcn88rp0m6/fzzxaGp22rKIIua/7YbrkEXRetC3eOq9cuZI7Ty2jR49Gjx56ZYgPP9fRQXFyTAbQHOFa2R4A9TX1GE9EDMBTUMI/7oXitDKWp6ByL+hEa3Si3cm9wluWky1InORt5JLOky5SSw1EYDVI8Ks9OBVYIuboeOtg9DyOnuSLKRuLuHFG4cGpANm7d6+r673W20fP4cFw4EjIGJsAzZI2J0jTJWcnI1KjE4UfDdCrg4mfziiiBN2UKVMMj4vwuvQbN5q3qMFcJJdPuMVrG9Fer96b+tNMYHz33Xchc9tO24Tf0ydeBB1jDFWqVHF9fawQe713hPEi6FRTwrp163wpUwSxuNbJDJGmy1jxuuSpRyTX9Zlx4MCBmGgT/fr1Mz0nWqPSYjSA4BV02oDhfuKnoLNqK5UrV3ZVbiwhBZ3FCzZq9FrU9SzaxeOxal7Tw2tCBCKn0cU6bsyp0bwvtWyeObratWs73gHDj0HU+++/b3puyJAhruvEixtnFLcOWE6xC1to9tytBV1krCjRRgo6zhdp1FjUa7XaXmmdo3OTXvS92pmHo/3RublfHm82NwvGnT4Lo05w4cKFrq7jRYSjjpavvvrKcx5mnMpTvI3zCsKXEKgCJtpzdG4dXqL93cQCUtBxNoI//vjD9FqnDTYWvS7d4OeC8WiY0by64EdiwbgTp5L9+/eH1UH7+6+//uqobB7HokjPWYpizzElsHV2Xvj2XXamS69LLET5CThZBqTHT7NwLFDuBR0vvM4osTZ6MqvP77//zp0+EqGFYuG5+eGMwpgSRPzTT6GBSmEAACAASURBVD91ZC4W0fGoIaK0dbQzx+txs47OOB+uZJZEpI0YPB+/TJeRioxi7aHr/trSRLkXdLxzdFb28Wh5ZDpp+N9++y2uu+664N8//fSTYTo/vPmsrjHT4vxcXnDTTTcJyUePoYYDhkGDBqFnz56YP38+gPBNf42ue/fddzFmzBjTDYKdLC9gjAXbqMi1oZHQYGMhb6canV9arVvTZVnX1niQ6+g8mA2MTJexNkencscddwTLFhU1xE/TpZ+43XTXrUaneuWeOHECALgiVbz44ovIzs5GTk4OBgwYgLVr16Jx48aunpG2jtpOj0fQOW0roufl7Mpzk8Ymh+BvvBqd+DoYYyfovJguzSgrGp0UdJwv0qhzjPSIVgQiBZ2feNXoYuU+AGDJkiUhf+vDrBnVNTtb2QHr+PHjOH78OJo3b44777zT8hoztO9cG13DqenSaI7OSpuJxDvIz88PDiBEYFRlu1iXfoQdE4nX5QVlAWm6FCDoSoNGx1u2aI3OyRxdtJ0YrMr/4YcfcNddd4Udt9Ngvps1y3O9cnKUXU1WrFjhecH49OnTsXbtWgDeNTonzhkiMLrnzZs3Y/LkyZZpHBYSdsiNRud1/lNEem19LHK1vbYsCEEp6Djn6EQ6o0TS65LHU87uvMiOi3eOjudat7i5n08++cTwuF2nNmrE8LBynQwG9IKUR9DZzRkdOnTIMB1PXmZ1M6tvMB/bktwjYrftktsMN13aPXOv6+h40z/wwAOO8uXLn2n+L7tIQcfZyIycUXg1uqNHj3LX57nnnuNOy4O+jnb3e+zYseDvmZmZaNGiBf766y/LvHnK50mnfY5+OviYdd5uBGBxcbG1swKH67mdoDN6Lm5NlwCCO1PzPGOrNHamS9EY3fPp06cxYsQIyzQOCwk75NR0qW0TVjjVzs866yzLcs2Qpksp6LixEnR2qKYnHl5//XXutDwNXW3kal3t6tKxY8fg7/PmzcOaNWvwzTffGKY1Gr17Ma9oO1Ur559YQt+x82haRh2j07KcRNLX1/HRRx81TKdn69atmDlzZkg++nyN6mh13gtG+emDkXst0+hquwXj0fK65D3v1XRZFpDOKJxmIyvnCLuOzqn5UCT6j3PYsGGoU6eOafrt27e7Kof347YyXWqFW6xN8PN0IoZlepzH1Jsr3c7RGdXfTqNr3LixZT3tOv5ICLqsrCyhZVi9L7/m6Hifk1278cPrsqxQ7jU6J/MjZjgVdJFE/3FmZ2fjySefFF6OmUbn5GOMVGQUkXlrzVR279mNRmf2XJzO0RkJNT/Mw9qyItHuu3XrFla+Edzv3GBw65egc4qfywvM0pQVISkFHaeg483D6JqkpCRX+YpAP6/g5CN08rGqnYC+83SyWFVbnnbbExWvHqFOyuc9Z9uxcwhv0c4oRhYEEeY1NaSYFqt8Q969gH7fbI7OLg3AYfYLVJAZGC+dztE5fba8aX0JARbBpSDRRAo6Dxqdfv5LRJmi4TU3iSrHTqOzGjlqP+Rp06aZluGkPqIw60RsnVE48rIzvzl1RuHRGM20PCt69uzJlS6ay0S8O6OEH/Jb0PHido6OZ/cCs8fGmFxeUCaweolax41q1aqZXmsnEM0+EK84cUZR8esjdGv6MJp/8rM+2jJ5j1tRo0YNrFmzxtE1+nL0c2FazEy/TpxRjI4VFRU5FnRG7dhqYCPaMUWkl69FDsHf1HtzE+uS59k6ratbU3NknltsIwWdxQvWui2r8RHPOeecsGvV8Fpm+cWSM4pIV2OjjszLVjvRFnRuUSOf8Ap1J5iZLq3QvwOj69wIOiOstJlIOKO4SeP0evV+eAesZu/JyBzvBF80usAlnuc2Yxwp6Bx26tr5Nl7HEyOtSgR+aXTjx4/nyt/ICUeU6dIsjZ+4/ajVkF5uveesEOWM4natl1P0gq6oqAjvvvsu8vJO21zJl7eINDY5BH/Ta3ROTJd79+4NS+fVsuOH12VwbrKMO6OU++UFvBiZKXnnZKIZPdyNkJ0yZQpuv/1223RqhA1tvnbzQ1Yfp13HG4vOKADw3XffmZdp4cXHg5sOKJoanfYYYwyfffYZHn/8cdy/fqPnsnhw3zGzkB9a3Hhd9ujRI+y415Bp/mh00hmlXOBUoxMh6CIp+IycUew+mPT0dNSqVcvW1PLUU0+FleNFo4uU6dIMr+UXFxc78obkQW+6dOOMEk3T5cmTJwEAWZneAy9Heq5JPzBxotEZ4fW7dyvovDy3siIAy72g87L1RrQFnVvTJS96122ectwKOsDb/J6TtG4Emggh7Oa9673eRJkuRQk6PWZzdJHqMM3KmcUZXJuxknfEK+iMNGgjvvvuu5DdI5zi7/KCsr1nnTRdcmKk0fF4oQH+zdHxYCRkeTttJ3MKkdDonAiKaIxEDcvU3JMbQae9htfRg8frsri4OCIaXcnvnovyNEBMT0/nS6ipqLrsY8WKFQCcxbo0QjVnGvUlPPij0Tlfl1kaKfcanRfTJa8giKbp0ouQNbu/c889N+yYW0GnNcWJnKOzQltOYWEhhg8fjpycHNdam7r0xK5+bpwRtOZQXkFnJMCMNDoRWqrdHF1wfkuAxhDp4MT6cHh+bUvkdo7OjXd0eKbWafQWhdJKudfonL5Euzk6Hk/M0qLR6TcIVbEKuGxnxjFzRuHRMPwwXU6dOhUDBw7EiRMn0KBBA+78taSkpHDVz8y8a0VRURFXm9Li1zo6nrL0IdFEzrv6KeiMrtM/H/0GuipuBZAVbrfkMcLrcysLgk5qdA5HRdpGwyvo/DJdWuWjRly/4IILXJftZAQbCdOlH16XavT7EydOuPa6VLHrUNxqdCpeNDqjfEvbOrpIWEK0ddbvWGI2v8Y7R+eEjz/+2HMeKl5Ml5HU6IjobiJiRLTP5HxvItpMRHlEtIWIHuHNWwq6KJgu/YqUosUs2oaTUTbvnISar9E5Xo1O61Fohh9zdGpnJsKUx6vROUHvySlqji4SXpf6416JjOky/Fnb4YdGx4PZt2SXzuiaaGt0RFQFwNsA/jE53xvABADfAGgPYBqAsUTUlyd/abr0qNHprzeKBxgNZxQzN3QnnW0kNDonZi4/NDqtoLPCqm68ZYmYo3OzvEBUXXjQx/6MtOkyPT0d33//vftCNM+VdyAQK4LODJ5Yl8XF5nn17cslS7zyJoB1AA4CuEF7gogSALwKYCpj7PnA4cVEVAvAK0Q0iTFWYJW51OgCjWXUqFG46667bNPp5+j0jaigIPx5R0PQWS1y9cPr0uvygmg5o2hdx912yrymOjcanfYdiPa69KMdRlujA8TNb/EKOj9MlzyIdEaxYtu2bZw1cgcRXQ3gXgCPmiRpBeBMAJ/qjk8FUB3ANXZllHuNTkW7+NkII40ulr0urTQ63g+4rGp0RoLOS+ekDfprdb8iNDqjfPXwanSpqamO62OHmzlFN3lbIUrQuNXoIuVVrb/PxMREw3SR9lZ1AhElApgIYARjbLtJ220W+LlBd1wNt9MUwGKrcsq9oBNtujQiGoLOTKNzYk4yuzejDmDEiBFo2bKlY69LJ5t0OunonAoCO0HLc85vr0svgkP/XvwyXZrVUYQB09+Qe+HPU++MYoZI86wT9PdpVl8vzig6EohotebviYyxiTwXWvAsgGQAr1ukUbeOOa47nqE7b4o0XXp0RnHTQWs7ma1bt3KVb1UnI8w6RL80urfeegvdu3cPO/fhhx+GHDPT6HgGDU7elVNB4EXQafOwQn3vbj1fvQg6I2cUPyguLg56smopjRqdn84oJ0+edNVGnfzNVx9H7amQMdZS8y9EyBHRDQGvSbt/SwLpLwDwPIB+jDGrMEzqA3b9YqVGFwWNTtvJNG7cGNnZ2ZbpjerCGyVBXz8nc1FuOkN93suWLQv5293HyJ9GTedGo7PCqxAEvHtd8go63jbp1xzds88+G/y9NJsued+rfuBoV8/Vq1fjiiuucF0vFTFzdEKXgqwAcCFHOnWjz3cBLAKQHvC6BIAkABT4O48xlotQze2gJh9Vk8uADVLQedDoeDsLI61Kiz6m5Pvvv2+Z36RJk9C7d2/LNGamS63nnh1uIkE4nWdz0hH60dHxeghaPTPee1AHDk5MXW40OqNzkdTotL9HQ9BFGqemS/1GvW6fjQhBRxxpHNQnB8BmB5c0BVAP4SZJBI69A6A/SubimiFU0DUN/NxkV5A0XXrQ6NyaLu28MO28nD777DPbMq2cUbxodF5NfF4EHe+7shqAWB33Okdn1xG76ajz8vKC74FXcPCUI0rQ6c2UZu9XBKVFo3NqHfBb0MXwNj3dAbTV/ZsL4Gjg9zGBdCsDx/R7H90LRZtbbleQ1Og8aHQTJ07Erl27bK91umDcixlNn8ZIyPJqdEb1sBOUbj0n3cyrWZVhlpeZEBRhuuTV6JwwZ84c7N69O6wsq86LR6MTZbrcvDl0AK/XQK3qZIbZoMMoj7S0NJw6dco2nX2hzi9RycgItZzZCWS/BJ2raYEoCjrGWFikbSK6H4rJcokmXQERvQhlgfh+AAsAtAPwIIDHGGO2W7eXe42OFyONDgDmz59ve62doONtsE4QodGZhTjzS9DZYZTGaHGwlaCzcobxw+uyWPOu3ZguAWDjxo3B/EXN0fnpdan9nVfbNcvDjmbNmoUdEzlg4kE7EOG5TpSgE2nKZV4kfQRgjI0H0BdANyha391QnFis53kCSI3Og0bHi18aHY/DhVHZXubovMxlAd4EnRGbNoWb5+0EnZlG59SBRX/O6Hp141Gg5Hm67aB4BR1PkICFCxf6MorXl+3GdOnE6vDbb785zp8Xv0yKohaYi3x/UTJdhsEYu9/i3AQoYcAcIwWdwxfs1nNOi936HLs68dTZrEO008i0RGKOTkWkF6Dei1XLokWLhAs6bZrTBeaDGDfLC7SIdEZ5+eWXXdXBDjONbt5PP3Dn8fXXX6Nz585IS0vzXAcveBmQWOFWo/PD8hPlObqIUe5Nl9HQ6M444wzHebjFyHTpp0Y3duxYyzwff/xxw+NOn+u2bduwbNkyw7rUrFkTmZmZhte1b9/edO7RraDTPqdDWebLgSKl0fEIOr8w87p0Qo8ePdCvXz8hdfBCrAk6u3Lc5SMFXbnAqaDzotGpG3TqBZ3TButk8bKXyChu5uj+/PNPyzzNdnrmeQ979+7F/v37AQCNGjVC69atTety7Ngx03y0ZWkFhwiNzgqt96QbvJguI4WoDpPHyUtkHdw4KLktPxqmyyNHjpicUac4pKAr07jR6Jo3b+6oDLXjUTfotFtuIHSS2QeNrkjgN6F9rnbv4o033kCdOnVCjpkJF6deiV4EnXqdnaBT6xQLpku/MFv35xQvzjKihK3bOsSiM8oll1xiUhdXRZc6pKBzaR93gr6Ds1tHJ+JDNSvLSWQUM41u6yHzOTC3uL3np59+2vC4VSeln0cClHu16jh4TJeR1OiysrIs0+mJlKAzm6NzipfBntO2lJSU5LgOXrxeo2G6/Ocfw23ePNehtMAl6IjoXCKaTkSZRJRFRN8SUV3Oa1OIaAQRHSSiXCJaSUTXGaSLI6JBRLSbiE4T0ToiukOX5hwiep2IVgfqcoSIFhrlxwuv44eXhmCkVVn9LVL4FhcX44033gj+7bfXpVtEf2hOAwB70egKCwtL0nGUJULQDRo0yLYcr7j1mBSBl01hnbalW265xfA472DJafmRXjBuDamZCcgrdrFtTUSUCiUeWRMAvQD0BNAQysZ3PG5RkwH0BvASgI5QQrjMJaLLdOleATAYymr4WwCkA5hGRB00aVoAuAvALAB3ArgfwGkAS4ioI0ddwuD1EjTSAnhxKthEmi43bNgQ0imuXr2ae/7DzOvSD3hMl07gHY2LEHS86+O8el3ylGGWvxuh5eYaURqdl8GU0+dr5Qnspgy/5ujsNDhX/UY58brkWV7QG8B5ABozxrYDABGtB7ANwMMARpldSESXArgHwIOMsY8Cx5ZCiV02FECnwLGaAJ4G8AZj7K3A5YtJiW79BgDVN/kXAI0YY4WaMuYG8hsAwPHWwjzzKnFxcUJMl7x/280NaDUIM9T68qQ1w0yjE2nY9+LkY4XVfWvf5YEDB4Lle9Xo7NqSGsHDb2cRUZ2WV43Oi/YfaUGnvebQoUM466yzuASd0VIWu7r7tbzg+uuv58qHJ++yBo99oBOAdFXIAQBjbBeU+GKdOa4tAPCV5tpCAF8CuJmIkgOHb4YStVq/g+ynAC4mogaBa09ohZwmv7UAanPcSxhuNDqnHZXdHF29evUM05tRUFCAlStXomnTppbpePJyeq3oiBoiTMNGGO30rqJGGgFK1pN5EXSqh6ddW5owYQI2b97s6Z3k59tGOzJ8R24Eh5t3LUqj82K6dIO2mur7vOwyvdGpBMYY2rVrh4oVKxrkZX3PojS6devWhfydl5fHlU8IamAJFpsBs0XB05qaIXxnV0DRoux62mYAdjElqrX+2iQAF2jS5QHYbpAOVuUQURKUrdb/sqmLIYcOHUJOjr56Jagd4Lx580KOOUGffsuWLY7S68nPz8fQoUMt04gQIOaCTnygXtGmSytBt3PnzrBjoss3Y/369Z7KmTRpkm0ao3uPhtell3IjqdERESaNeTvs+oYNG5pes2vXLixevNg0Pyv0gm706NG49tprbeupvy/t3LtbeLx4ywI8pstqMN5GIQNAVQ/XqufVnydY+NPm2UF2MIA6CI9sHYSI+gDoY3Ruz549aNOmjWnmxcXF+P7777Fjx46QY05Q01eoUAEA8Pnnn3OlN6OgoMA2uooaGskXQSewz1TNeaI/NKcmWztBJ8pByM67UwRG927mnSoaL3PZWrwIOjff5/TPpwT/5jGnL1y40PTc3r17LcvT39uKFSt4qonly22D9DtGfUVlXM5xhwAzegw8LZE4r+VNF3qS6B4AAwG8whj72SwdU3bCnRi4JqycVatWmZbBGAvO42iPOUH9YOyEkz69Gbm5uZ6WCPBirtGJNytF0nRphAgBxOso4vfo2cjk6GWu1gmi1tFFSgMFzNuelel2wwYjIxcfbu/to48+cl2mKcXeHaRKAzw91nEYa1RVYaytacmwuFY9r/6sSuEtQJ8uCBHdBuBjAJMZYy/b1MM1RhPqTucunLqV2+VfsWLFiHQERvUQrdGpRNJ0aYSdoOOpGxFx+ekMGzbMSdUcEymhZoT+OZWGOTozJw+r77B69equy4v0/KMVjElBp7IRyhyanqaw39l1I4AGgSUK+mvzUTIntxFAMoDzDdJBXw4RXQ9gGoAZUDw/fYOx8B25nXYkekHXpEkTrvRm3HDDDRERdJFwRrEqywvRMF3++eeftum++uorHD582FHdnBJNQad9j/Hx8aVSo+MRdF6ElR/35lrDlBpdkNkAriKi89QDRFQfwNWBc3bXJgL4j+baBChr4eYxxlQ3oZ+gCD6jHWQ3BLw81etbQVlHtxDAvYz56y5kFDLLyJnBCr3N//Rp88C/gLLWzS4/Xo3Fi2AyE3Tkg0oXbdMlY8yzRgfYP+9Zs2Y5qpcboinotPc/ZcoU9OhhOnVuiUhhMGPGDMvz+ve+Y8cOzJw50/Jdevmu/BB0F198savrWLEarUcKug8A7AYwi4g6E1EnKILmb2j2BiKiekRUSEQvqccYY2uhLC0YTUQPBTSxLwE0APCyJt1hAG8DGERETxJRGyIaB2UX2ec0ZTQBMAfKtuojALQgoqvUf+4egTUiIoE899xzSEtLC35Qdm7AdpPZxcXFyM3N5SrbS6dn9DE3adLElwB5TgSdfldrI1544QVH5ZstL1CfH7czShQDKqvMnTs3amXr24zb9scTco2Xrl27Wp7Xv9uuXbuiS5culsLMi/k5ktqqLR7jr5YWbJ1RGGOniKgdFEE0FcoMzUIA/Rlj2tWSBCAe4cLzAQCvAhgGoAqAdQDaM8bW6NI9DyAbwOMAzgawBUA3xth3mjRXQZm3qwrAyLdXeAtijIVsnumGgwcPAgCqVKkCwF6js6OoqIg7D9GCTsEfQcf7sV144YW+lG/UgXbs2BFz5szhzqe4KPqCzmjX9UghyrRtZRq84YYbhJShYtbueNYsusGptUEURjt6qBrdiuW/RLo6EYXL0MwY28sYu4MxVokxVpExdjtjbLcuzW7GGDHGBuuO5zLGnmSMnc0YS2GMXckYW2JQRhFjbBhjrB5jLJkxdgljbLouzceBMgz/Ob57DoqLi033UHOTF+Bd0K1fv950vzU9XgSd6bU+OaNEEzNnlLlz52LUqFH8pstif+YwSwuiBN3p06fx7LPPGq5xNVu/5hazd+t1gGvGhAmuNsn2jJGAZcXKN/7aMOt1uaWdcr/DuB0inSTUCOJeBZ2TD90XQecDogXd5ZdfjjVr9EYD6/LN3vWePXu484nmXnCxgChBt2jRIixatCgimxSbtT2rQBJe8Pr9u8VQQy0nA7PY8XONUfzQNCKpvXjpeEyv9aEzF728gHfNorZ8o7iFgH14MC1FUXQEiQW8tDcjl339Rr5mOw14wWxw4pegixZGvgGxMKccCaSgM+H5558HwP/h3nbbbX5WxzVe5gPM7l1de+OWEydOhB0TrQk5HTUXFxfjtddeMzyXl5fHrd1Ga/4lVhDt5Ttt2rSQv3/66SfX+ZthNojhdfhyytKlS33J1w6jb6L4tPi9JWMRabo0ILlWE7z66qsAgJtvvpnrGt45s0jjhzMK82ie0u8SDojXcp12UkbCV+XDDz/kzqewsHwLuv/7v/+zTdOkSRPcfPPNeOedd0KOR8vsG2lBFy1cBX0uI0iNzoTevXsD4F+I6dRUFil8maPzaNdX41tqEW26dKrRbd26VUi5+eW4MwH45jO///57w129paDzl2jNDcYCUtCZcNddd0W7CkLwQ6MrOMrvnMFLtDU6J1SsXtP0XH5++RZ0PBARunXrFnbcqdkzoeo5wd/POuss1/UxE7B+eV1GC/18Z3lCCjoTjEacgHmMu2i7x5vhZc5o5cqVAmtiDW8Ed168CLrrrr/J8vzJY+YhvPLy/Fl7VZaIj49Hy5Yt0aVLl5DjTp0/KK5k5kX1aHaD1bebmJjoOl8/6Nixo+tr//e//wmsSelCCjoDik5nmwo6MxNlrGqAfi16Fc1zzz0nzHwIeDPTHDrp/plJjc4eUUGNmSDXeCtBd+ONNwopQxR33313tKtQKpGCzoDCjH2mgs4sIG9qqj5udeSo1sAo5rZCaZqAdrLuzQ4v8z1N/tXW9bU7t21zfW15QRV0djEo7Sg8fsA+EQdWgi4+Ph6MMfTr109IWV6JqfBhgiCi2kT0IRH9Q0R5RLSLiF43SNebiDYH0mwhokd4y5CCzgSnJotoNsDm3Z4wPVdaNDoA+Prrr6NdBQBAi5vusE5g8a7fer1sR5gQQSxtUwNYm+hVC05ycnKkqmOJX7uHRIvABgG/AWgE4P8A3ARlM+1CXbreUGIrfwOgPZTda8YSUV+ecmKrxcUQZhqdGdEUdBRnXraZRtfgsn+jYsvOnsqtVauWp+v9oHbt2p7ziIsjxFesYXo+IdFdp9e6dWu3VSpTJCSIWdUUl6rEjvXT41nNOyUlxTLdFVdc4VsdtPA6l23ZsgVPPKEMgB977DE/q+SV8QD2A2jLGPuaMbaUMfYJY+xFNUFgx5tXAUxljD3PGFvMGHsByn6krxCRrVYiBZ0JdoKuatWqIX97FXTNmpmbH+1Iq36O6TkzQRefkIBKV/ALutTUVPz4448hx2Jtoh4APv/8c0E5mb/PlLSKjnK6/vrrsXXrVsyebberlcIdd4RrlPfcc0/w90gIzHnz5tmmOXr0KHbs2MGV322dbw/+fuaZZ7qul5YK57UAoAjOk6f9Wb/IK+h+++03X8rXwyvo4uPjg8GvY9V/gIjOB3AzgPcYY1YvsBWAMwF8qjs+FUB1ANfYlSUFnQlmgm748OEAgAoVKoQc92qOsRKsAwcOND1Xd8B3SDqjiuMI7ERxSKhUE9Vu5pt7qFKlSpj5xmpe8t///nfYMX1Ui6RzGplef9VV7nZdqlevnqvrtBARanR62vR85/4l0wcdOnSwze/CCy9Ew4YNua0Eo0aNCvNA1HZw+kGWF8w0EbNBjNYKUL16dTRo0MC2jNatW+NfVyrvs+IVt6P+wDmYt9G9l2QQigvWde7GQ97zM0B9Z1Za6Lhx40qq5FLb56WwsNBwHaqe/Px8dOjQAVlZWbj66qt9rZMH1IrlEtH8wNzbcSKaQkRa93ZVC9Avat4Y+NkUNkhBZ4JZp5SWlgYAqFatWsjxQ4e8fWhWH5LVEgE7TdIsYguR+upDBWT37t0N0z/66KNhz6Rx48am5S5cuNCyXoASgcaM1NQ02+tVbr311uDvohYdp9RphnpNLjE8V/Wcc4O/16xpvqZORZ1XMWpTl1wSXkbdunXDBlLauRnXu3Ynp2H22v3Bv1u1amVqSUhKSgoLv2WYJ0ddkpOTkZwc0IiKlLb82a8ley4+/PDDWLFiRXBA16ZNG9s8AYACg0u3gyIe1AFsxYrmWnzTpko/W/uRyajZzf0+dYD9BqqFhYVcjm/qQMmq3kZUbBHRUIbq3MeHALYCuAXAswBuBTCXSjoptbM9rrs+Q3feFCnoDIhLqWgq6NSOtHXr1pgyZUrwuLoYMzHJfEQ3cuTIYAxNPVZmQNu1cC6W8AXn9TSa4KJFi1CpUqWwtG+++SYGDRoU9kwmTpxonr9BB1hcXBwiGCo0vNL8+jp8OybfeuutwUHCJZdcgvr163NdZ4Va8zrnhwri/sMnosZtz6BitZJ74NHSVCFlpPXz7gyt1ehEzQe//PLLps4NiYmJhgOZkr6nhA8//BCVr74n7LjKgQMHgu+IFQU2stWcHzNmDFq1ahU0E2ZlZXHVP7lOU0yaNAkfffQR09QIcQAAIABJREFUV3o9TjSdPn36mDqkqO8jofJZII/zhWvXrrU836pVK6581AG5U+LPMF4nHCCBiFZr/vXRniSiG4iIcfxbErhEbUxLGGOPMsYWMcYmAvgfgBZQzJpAySfperGyFHQ6EqrVQe2+H5l2YMdPKXNe8fHx6NmzJw4fPozLL78co0ePxqFDh/DJgj+CafVmtCeffBLPPPOMYb5WE+q8i76PHDmC1CbXcqXVd1gPP/ww2rZtG6ZJAIqJkojCnol+8fyBAyXu3kb3wxjD9ddfDwCo0uYBxKcZm+DGjBmDSv+6AxUvD18cqx3tn3/++Zg9ezbGjh2LBx98EKtWrRIiBNSv6a7/ezlEMFc982ykNW2NOM29qc/koYceMs3PTJgsWLAAL730UvDvHTt24JdfjDfA1ObhNgoIQbm38847D4CiaanP6+yzzw5Jm5iYGCaYl635C1C9EGuXWIseeOABpDYxnybZsGEDLm+pmEgrNGgRPP7bb7/hpZdeKhGCgUEXj5YMAGnN2uG///0v6tSpw7VFot5qYvastagD28TERGzatMk2PSsMnypIu+h6jtoBV155peUUyL333osWLVqEHNNbRc7s+iK6PD8OTZqEHr///vu56qAlLq6knVe68g4AKGSMtdT80490VwC4kOPffYH06k6w83X5qBPEzQM/zTS3arrz5vdil6AsM2vWLIwdOzbEzFbrwfcQl5QSomGNHTs2+HvbG9oDUD5uQJlY//3331GxYkXUrFkTZ1SqHExrFHLHTHPTfoSPPvooACCpljKi5l0iUKNGDVCCMuq0C0Ssmn1UjU7t8Pbv3x+WtlevXkp9dIJO/1Gec8456Nq1K0aNGmUo6IqLi4O7PFQ4r4WhdgAoHyXFxaHajY+g+4OhS2W0e/Ft374dcXFxqFWrFiZPnuzYU9aIWbNmBX9PTE4OGfUnJobnX7duXQBAw4YNTfM0GjwAipOKtj2cd955IeVdd911wd+1gu7NN9/E2LFjUaPTAJz7RMnexKqXnRln3a3szqAKyoSEhOB7GjYs1OSWkJAQ/n5r1wlGI0muFart2Q0wLmveHOf2/xqpjZW5W8YYrrjiCgwZMiSYRhV011xj61tgW+a+ffvCjl100UVhxy644ALLMrRz32bTC1WqVAn+rn8uAFDj1ifQ/Z4eluUAJd+T2qb0jB8/ARv2K1MRGzZsQEZGBlIvvC4kDcUn4NyLwi0l/MsjGKp3fAoVGrXCGz+UTIlV/rfxlEbIlYzlMMY2c/xT7dbqHJuZplasS6e3s6ujLdsRSLkWdJ06dULfvn3Rrl27YFBhilc6Hm1H3bdvyVKNeg3OA2MMl112mW3+RvZxs49Fa2oYM2YM6j37Pc6+9y0UFRW50lKyDbzQ5s+fH5w418/RqWWsWrUq7Dq1M7YSJF988QUA4JtvvsETTzxharq8++67kZWVhaQz6wNxxlpsampqcIRebKANzZkzB1OnTjWtS7t27UzPAcCAAQNQ92njxcr169cP0Q608yEJuvtPu+h6PPHEE/jiiy/Qv39/w/zue+C/IZ25Hr0wGTF3M9b+reyksHTp0qADj1bQnXHGGejbty/SLrwOcUkpqHnXMNR6aJypQFVJOut8MMaCZlCtMNNrnfHx8cbtTn1nYefM26jqsBOXbD23pNZB++2tXbsWM2fOtLzOqDqpqalhg73x48fj7F6jQ46NGDHCMl+toDN6HtOnTw8xP6v9h54Jkz9CjRrhS1bGjh2Lc889NyT/ZcuWBReoq6b4+DOq4cP0/ej43i9Y9/cJNGvWTHFK0tUpsbqxdsu97IYxnNGsLWp2eR6h/m2+LJ9KB/APlHVxWtS/1c5oJYCjAPSjhXuhaHPL7Qoqd4LO6xoeZmMmtpNJZuUbxfkjIsTFxTkKzByfqsyxjVxcEni5YcOGYIzhhhtuCO7YrM7RMZ1GZxTLU+0MzUaFqY3+berEokUtSx0AmM1nzFpbYgKtVDncvNmhQwfce++9puWo5sBzGoSOrn///XcsW7YMw4cPB8Un4syuL4ZdqxU8jIVqOgkJicHjdQd8h+od+iMhIQHdu3c3HQSMevf9MMclQJmvBcI7z/cX78Dt75d8t2qnb9UGKtS/DInVz+Wel3nhhRcAKN6gavl6r924uDhDMxrFm3w/mvtQPZNVvvnmG8v6MMbwwsw/kVBRWXZQu3btoIn70ksvRefOztd7xsfHhz2PunXrIvnsUA3u9ttvhxVWTkAjR440XAoyYMAAPPPMM5gxYwYqNSnR0PUeumvWrEHfvn3D5rrr1auHd999F8OHDw9xCPozoM0dzCwJb1dwtMSp597/G4SEymcZ9lBdu3a1uEt7yGRQ6gXGWCGAgQBuJaLxRHQTEf0PwFgASwAsCqQrAPAigF5ENIyI2hDRUAAPAniJMWZr8ip3+9ElJiaisLAQyXWcrVu76KER+OfwUa601W99AhedrYxeK1WqFDK5ru08qlWrhowMxby86+AxmPHxxx8rv8QnBr3WtGiFb+VreiC+0plgDUo80bSmFXXOQW82VD9io05ZxchR5dwnpoMS+NbT6TtT1cyqZ8eR7GC/eV/fx3F5k/quAtJmFIQ27yZNmoRoaKkNr0RKSgp69eqFCRMmAAgIFk1/Vr9+fVSvXh3Hjh1DgkbQ82rZ+k6nVatWuPDCC/Hkk08CsF+LqA6MeAY7TzzxBDIzMzFh0ofIzDBvq506dQq+izZt2mDSpElhTjEVK1Y0GHyV3E1xnu6c5nn069cPzz77LAAl6khKSgryckPbrbYpnMgpwKfpe1E55SLMnDkTnTp1Qo8ePUI8aFNTU+2DPmu+DyPTuZtBrvY916lTBzXvfBk529KRvW6u6ZIeraCv+0cFnMxT3t3EiRPx/PPPIzU1FUlJScG5SLWueu1xwIABwf4hdC6uJF3BkZIBba1zGyh6jwFG3rUbN260XL/LoLT/3bt3B+dmRcMY+4SIiqF4Wz4ARUP7FMAgpnkgjLHxRMQAPAXgGQB7AfRjjI01yDaMcqfRERHqPvVtcL6Cl6oNWyDtwmthERZPyR+EMy66Hk3bKpHZrTZuPXasRLgVdXjZNJ0aoqjO/z4OHluyZAlGTvoiLG1cYjIqtbgtRJBpP3q184gzmaMzWqOldhCqNggAlKSYyeKSUrhHe6oTRLCuyWmoUqVKUMioaJ9xcnJKiOmYB1XzjEuqEFxrBRjPleXm5mL8+PHBv406yKBGm2JtGlRJrG48xwIAy5cvxwcffBBWVzPU+vCEfqpQoQKGDx+O9+asRmqj8HWMRvTo0QP79+/Hv//9b9Ts/irO6v4afpo3H7Vq1TLU6HK2pQMAstfpdvrWPGftdZUrVwY3FIfOnTsHLRlawbRlyxYAJc5IRvdX59ESL2g1RqUWNb+adw3Dm2++GTyenp4ekk7bBrTpAKDC+Vcg+Vxlrk9dVsADY8q7btSokSIwNQ43qoXDaMeNatWq4eyeI1G945OG1iLSPKOr2t0SLIsHnvr//PPPePiV903n00XAGJvKGLuIMZbMGDuHMfYYYyxs63PG2ATGWKNAuoa8Qg4ohxodAFACn9PChAkTgiNdt858I0eOxLRp00zDZXXp0gWVK1fGYos6XXXVVWCMof7AOcFjrVu3RoW6GXh320rbhq39kNUOU++MonZOqjDQaqKqENR2YNotUvRknS5ApZRENGrUKLgjwZ49e8Im2Sk+AcePK0tjMjMzMWDAAOsb4eTKK6/E66+/jvf3n4v4tCrYM7xjyH1YoXRyyjNSNeWFCxdi+vTpSEk9I3DcmqRajVGj8wDk7f8r7BwRhdRDFXRG8zdASedcVFSEmTNnKqNrDgoywp0xzFDbZoV6lwIA2rZtF6wroAxqavf9CIwBRPaDGm074QmkwPNt1alTBzk5Ofjhhx+wZMkSwzziK5TMicfHx4cNDtRnWaH+ZXjmmZK1l3orRnJyMr7++mskJSUF58+0pDVtg19GPBTm2WgIx72p0wVmu9zrHVxCvve4EotAnEUoQC2Vr+kR1ge+P2ESHn34IaQE2gCgVL1OnTq4/Lqb8dMPm7nyjlXKnUbnhD59+nCvW9GjNkZ1nsBo25jFWw7j22+/dbQO6JwHx2DRokUA3AnfkjVdgQ6LhWp4jRop0Uo+++wz7NmzB+vWrTPJybi7n7V2Py4ZPA/Df9qMvC6jgsdHp2fg4amrTeul7ugeVormq+bdIYKIMHDgQMSnKSbb1CbXov5551teo43wQbre6eKLL8aQIUMQx/nAc7etRNKZ9VHxslts06alpeHVV1/FjwsW4XRBuNamnaPr3LkzHn/8cds8CQjRsNyitom4pAqIT1GEfGL1OgCASq1Cw0qRiUbnJGKQ3Z6OFSpUKJlTtBluxMfHhwUPMDNd6o//97//xa233mq6RQ8R8Qk5LRbVVacW7DZ61bdLANzTBloqteyMyleGzi326Hkf6jz+ZYhQjc0dNt0hBZ1gjLy/gPAoIsl1L8YjU38POVa51V2GobPmrD+I3UeVsD9JZ9ZH27ah28jYNUjtHlaq4E2uoPxMaXA5AAR3fB44cCBmz56NW2+9FXXr1g2L3LFz507LspZuPQIAGLckNAbit2v2W4Zp0s4jAuEfdXZ2No4cOWJZthlndn4W81daL8RVO0Wt2cqs3zU7rgYQiEt1YK6DshffnV/sRecx4c5jqilZHYDwEpdYEptxzZo1eGi8faQaFVWIqO8kLjktcBzBBp5QSaeBal6X9hmaCTo7QWVfSePrz2vZJlhuly5dQpxNeARd69d+wOjRow3TOeHAiVzUHzgHJ0/bz63WqFEDvXv3xg8//OC4HNWyorUS2D1ZM89QdTATlt4fj8uIUi5Nl17g/TzV7zAlJQULFixA8+bNg+cOHc3AFW8sDcurynU9sfyNW6Hn0c/XICne+ZgkuU4z5O3bGOJu361bN+zYsQM5jdrjy7VHkHRmvZCRdHx8fHCtmxHqGqyUusbhsUSj1sxtpAderKKXqNgpdD179kSlmnXwfwuMw67ZseVQ+Ii+YcOGmDt3rqMoHkRKTMq82Ztx+eWXo3nz5qiw+Q8AudzzN4Ayv3bxnf1xrLpm/Zn6EMIy0pi1OTRfJ/UIKcXk/aid8S2PD8cLNygm8rS0NMyYMSNYH7OgDFpBl5CcKmQbod922a5hDkJEllGGLK8NeMFOnjzZNm1wOkLjOVvvvuHIjzMOWO32HcUiUqPjJBiDhjE89sUfuHtiumV6AMjMKcCuo6dw/fXXh8wDVKpUSRlVOWhI+UXmMRzNupUKAW1NW3ZiYiJeeuklJFdwt1Fsamoqav13HKp3fMqkLt5Gf/GVaqoZRZSbbroJgLFnqROuuPIq0xGzW2666SbHgj7twmvx4MjpwegfbueYz297JxKrKFFTSPN/WC+oy181+fNs/OukzVx44YUAgArntTQ8HxefGBblJXjORICJ2jbICs8abEheJahzbVqvXDMT8P79+1GrzwchA5G0epcg6Sxrs35Z2OtVCjpOtI3ju3UHsHKn+XIAlY5jfkbbt5b4WCsFs0+o0lV3Ytq0aejSpYvQ8hJrnIs4kyjtRh8F735hb85eg1oPjRPaKfAybtw47NixA1WqVOH4sPnrF81Rcc36jcI8TXmeranJFkBiNWWOLr6yLkyXbk7wq6++wpAhQ4KCiacMnkfVuHFjHD9+HGdcGurN7KUzDl07KeaFuanPHeNWYNT8rY7yTGvWBgBw7bX2of/OOOMMJFY139KrLCMFnUNs7d+a3//OCHcXBjTWH48dut23RHHxuPPOO6O6KeyMRemG4ZiMSEk9w1SAOiUz19n+ZElJSWHLH/SomscXv/1tnsbBoz5+Kh9/7nNn5uRDsy7LZQ766yq2vA01u70SplGpz6ZixYooLCrGhhMJePHFF31pe8pgxFu+lw6Zh4OZxt+nG07k8IXps+L3Pcfx7sJttum0sjil7iWo9+z3Ic4xrp6N4cCj7Nguy7Wga/LijzicFe4NaYTIz1X05K6bUahfwk+f63kNG5uaknhgTFmu8NWqvbb3OXfjP/h2jSJUj2brTWb2z6i4WDFL7zlmv9+XniMn8xy/h67jVuC2MfaBhZ2itq/iYuWeRKEsL4hDhQbNw9qP2ilWqFABE5btRN/P1uDHDQL2nBPAokWLQnYaAZSB0NxA/VSzcKUr3Fs+7ppgP5XhFd5P1kk7jOYgOJKUa0F3uqA46CUomkiMhrRt9Gh2HgZ9u973Mv1Eez/az2/Qt3/i2W/+xDob7efhqb/jya/NlkPY89mve/DdugP44U/jDtqsT9iwPxNXvLoA01bzr10DgF1HnQtUJ3y1+m9c8LxzT77N/5zk2rE7r1AbHkvpSho3bowDJxRN6VjYYMMEz5uwlGCURdu2bdGzZ8+w4xOX7UT9gXNQRAlYv+sfVGn7gOty9Y5E0RAgwstkPuUbBcq1oPMDJ21C5PzNsO83WZrUrFj39wnUHzgHq3fze4rx4vUeGRiOnFQ6zNx8++ggKm4+zcMnQztm3pHx1kAnt2IHX4g4v9G2Qb1Cx3NLt7+/HD0n/xbIS+u2HnrxoG9KdueIT6uCGp0H4ttvv9WY5s3R5hWtfvRAIGZkxql8VEhN9Tn6h8C8bEYEZcfgKI5yL+icNgreBhtJJwQGb437522KVrto82HPdRHVaan5LN1yBFmB+TYnWrKbUajreawQTTQ2R79On4e6g4IVq/aEDozSmlyjbBXF8Qz8/j4W/nXIlQlaVLX8aAV2z1V4mbHZlF0h19HxEnzpTtxRrPH+UZHBby5yETik1n+Mbu5R2wlOWGa9QN1Nnn5hVEQ0JvSt3qbT5yAyr0igauH//WQ1iIBdr4evSzVG3DeQX2i+FEgEts9d1HuJwffrlnKv0fG+TKefAc/yA1GuzIAYYRXz7dqkgp+s2I0V26NnNlSFeyQ6/g37M3H/R7+hwGJdpZ78wuKoDM6tnofxoMA9Ru0/WoL47QXhSwSEVMXmJaqPwGrNrRlWA7KyoNiVe0HndMTN+/HwhP4pDew9luPQiyv0b5HC3Cynl2dvxD2Tfg2th5sCXA4WIjnH9NTX67BkyxFsPxwW3B1r9h7HkZN5YfUZ8t3GsLS8uLm3kuApfO9exONbs0cJDq4vcdba/bbXihaIhzJP+9om7Ko7f9MhfL/+gE0qBUuNnbtGsU+5E3R5BoFzjQjbO82i5RYXM3y8fJdhUF7DvAU3IcbEdBb6D37N3uO4bsRifPbrXuMLBKN9xl7nuvSvi6fj0SfRPo/M3AJ8YGNGZZzleME0AheArmNX4NZ3fw47vkrjZOSl5enLNBMQ0dAAPl6x2/D4419axzgtIfxmPvxlF+oPnIMsDg9UfU769rvvuM1eeoKZt/EQiosZJv28E6fyvA26y4DTZfkTdLxeaJ+adO5GyX/YcBCDv9uEkfO2OKqLV3HnpQGGOFCY5LPziDKZv2bvcfcFCcTLyDszt8DTBz949kbs5FgOYFTHT9P34I0fI7PNid5zNEgZ6Kz8wmzg+Wn6HgDA4SzOZRJqfgaNoJNBwG6/WbT5MIbN+QvD5oRvF1XeKHeCTo9Z3zl/k3GkfaP+IidP0eRO5BREb/TjoNyDmbmm92eIAwETZrrkv9QyH6/cMW4lWr3OH8EfCK07z7oyow6OQHhh5gaMX7rD4IrIoK2Wto6MMSzffhTbDp30ZQ2m1bvPPl0Ysg5PX7fIY9DgONugvm34pdk7zTI3YGFyqpGqqO+jLIyRpKBz+G1Zrw0SX/b2w9Z7VAF8ruBaury/AvuOh4c/0nfG0WrgZo/F0fICg9pnBeZNzQJyu+2cSvZIi5yZx9p5gM/z9ctVf6PHpF9x49vLTNdgWpmQzQRT8HlYvK5NB7PQ5f0V+Ob3fXh/sfUgIDuvEE1e/BGLeZa/+CIrrTPtPSV0n0W/5bXpc9e8q7I0vyaCci/ozAibo7NKrJk3Ed3PGe1Rpis28Lt1ydsOncSUlbsBAP/owp6JXful62Rtvri8wiIcPskXhs1RLSxuiccj1iBHF2fcz8fq29/vezKQm1/E513L+Tr3ZljPG2WdLvB1bmnTwSw8NW2drba7/XA2ThcUG3ozisBurtGuDa/Z42yg6RYnntUitGM1i7IQGUWuoxOA2gyKiq3devMLix13fKc4o4HYtcVb3/sF+YXFuK9Vfct0jDGDOIb8hNfD+upHpv6OxVuOYLfBPnzRxnFfIXAY/c2a/ahxRhJaNzoTh0/m4Y5xK9HxkpLI807qxhgz3p3a5roO7/wcjB5iVKbo5VziVqiKKZe7g3dv9bREmCmXI5tYXBMpEqnROcSoQagfxMy11i691725GI1f+MkyjRN7upORltUiVrOQUXbZ7xYQq3HxFuNYo9EYRFpptlb1sTpn1F7yCovw+g/WDgIj523B/R+twjdr9iM74ESz6UAWVwca5j2q+X3GH/bu9ipG5m0etMsL/tyXifoD53Ctc8zJL8I6AzP80kAb4emLve9cznUoBKvn7Qb1GVwzfDGueHUB93WuvhmX7bq0IQWdCWH7Slo1CM48VZOh1ejpoY9Xm58UgNEoMUuzpY3R+S3/nMRFL8/FP5mhJsY2Bnvt+fltRHPUyXNfDCws3WgDc9vXq/4OifhiZLo7GHjWB0+EChuvnc+KHcewYX+mkLx4SA+YiRdv4Qsv1/n9cFO9XyZLlb8zcgyfBa/p0ujaXS7Cj6moz2D/iVwczQ7f/uelWfbrIkXMF5clLa/cCzrHC8YN0qtzX7ycyDHX2tbvd2fv523T6w12ABi7pKSjNdLoNh3MQnZeIeZvisy2K6t2ZQhfR+fXNYB1ZJR5G8O9WwuKQhPyLj3QXmXVCYVp+rq0OQ6CY1vWhwGnC4oMF68bpfUD3m22rLjvw9+40pntORfm/MMY3vzJ2VIjHtRSzPZa1NZizvqDwW2SzPq446f49tArC5qdnKMz4ZftR7H76CnUr5Fmm1a7fQyPOXHjAfPtZtx2CLyX/fDnQZt8xC9md8rqPcdxzQU1wvMSUB+38JgurczavHnp0WcpotMpcRv3ntkTX6213HfO706Sdw579IKtKHK5N1/W6QJs2J+Jl2ZtMDwvakmNaOast/7WOxgEF9Ay6Zdd6P6vuphtMyVTGij3gk7tnLYdOhlmJlj79wlLQVdczFx9yE5jAPIw/Xe+vdAKbT52xoDXfvgLE5ftxNt3Xeq4bvrnkZNfxDU/ozeZrt4jfssgp4RsJcMhFIzaQpxfjgoOWoo+pfq307ZrVOaKHeEerEbPSkTnb/Td5OQXBk2xZmkAYPQC+5279ajPp+fkX3G6oBiVUoy7y0gpPKIHDQczT6OiyT2p3DBqqdhCo0S5N12q3Pj2Mvx/e2ceZlVx5uH3R+8L0E2z7xB2gqAz42gkKKKBEFySmEyMkkQziCaZyKiJ44hxQ0cfkhiNS9SYxCGTEBUTlxHDIpKMESNBURTFhU3CIiKyr13zR9XtPvfcc+893Vzs7tv1Ps997j11vlN16jt166uq81XVufcnz6+a9rv65YOi/rwLVm5OaSXGe5fT2JPJNKbc12bpYq3avJP73PujsBPpHQvfbnB6Vz36aso6lFGEb2vfwVTnmaOxc/LhWsNDL67n0OHUhY937G3ESioxlh5rmJt4OPrsc9RS40hukNXW9egaxjMrk9+zGRrX0Msl02a/zKSf1u/SPnfFprr9C3NFoizGVnkWwV37D/Gd3yxj3Qd7WLgyeuGGPx2lDaHT0Vx6oUeLVm/ojuQB7ztUy+FQjfP48uzd/EwV9oHDtew5cPQWhK7N0qMLLlUUNuJbY+wYHW4QbNgez3Mv13+0uPXvb/+6ju/PeYUHn1+bcu4Xz62ujy9NhLOWrM3YeGhzxEOXoYZUYpg0fhSpso1U9o/mx3MKSfcO6WjwVsT7wamzGu/QFVTNtt2hFU9yVEgfWbqeJ1/ZyJiZi/jmg0sjvZezvTccef28I17DEvJj1ZM4xDJ0knpJekTSR5J2SHpUUu+Y15ZKmilpo6S9kp6XNCZCro2kqyStkbRP0nJJX0wT5xRJb0jaL+lNSRfHuZdcEF5OKVz4Yxm6wO9n3kht0d21KF7PKU6FGTaq2YYug4SNeCYOHKrlUCO2B0mQrad5tEhUynGMeBTX/GEFc1/N8I4q8DvRyGhIj+4nC97iVuesEixvDamgwrLXP/G6O3Fk1Vy6RzZnWbxh9KNF2vU+MxCliXCZSPeOL3VoOFrusZc38FzEMH5D/pMJPtp7kNU5mN7T1EiqkXS7pHedfVgt6U5JnSJkz5b0krMPayVNl1QQJ52shk5SOfAMMAT4OjAZGAgskpTdUwMeAKYAPwAmARuBP0oaFZK7EbgOuBP4LLAEeFjSxND9TAHuBeYAE4CHgbslXRLjXlKJu5WI+ycEC/+qzTsbNdcoaHwu/NVS9oZeqEcN2wVpiEFZHvKybIhBaUg6g6bPZcDVc5m1JLVnFCTdPmoNtXPPvb21btHdyPhixpPocdWaxg/DzXfDT3ZlnORIdgZa3Ym1BxuazLzAuqSJSjTz3L3MuX9z804eWro+spHVELbs3M+umNtR5aId0xSb2AbZm2Z3krherJfOfpnzIobxS4saN7AWvq6RvjZNhmyL73Hgq8BMbL0/EzgXeFyBFqGk8dg6/0UndzswHbg5TlpxnFGmAP2BwcaYt12irwBvAVOBH2fIyEiXiQuNMb90YYuB14AbgDNdWGfgCuAWY8wP3eWLJA0AbgGecnKFwE3ALGPM1QG57sCNkn5ujGnQuMmClVuYnGW1EIA3Ntk1Jyc/UD+kcNeid7Ku0wfWa6tdaVHgOLlyOBh6GZbNGN22YBXfGz8ka7oAmz7aC72q6tM6bCv0OBVPNoPbGDZ8uDfSwcdgsu7MvHXXAfYdPExpUUFdhRFljN95fxelRdENvWmzX0rZ78u5AAAQkElEQVQ6Liqw/6X9B2tpW5I+7UyGJXHfr2/ckXIuuC/h71/awPkn9Gm0999hY1iz1S7JtWpzepf+cPlZ88EeRgbKAMD3H8nNIs7h3kgwb3/fvo8e1WVAw3p5r/99B4O7tqUg5MmTZeGhOhqyKW2CtW45tFz0kp7K0MOPIq6hDJebooJkQxdeJDvB3BWbOHS4lsKCVIO67yjvhp6FgcCngKnGmPtc2LOSaoF7gEFAYp7GLcD/GWMucseLJFUC0yXdZozJqPQ4TYkzgSUJIwdgjFkNPAecFePag8DvAtceAmYD4yUlqpbxQDHw69D1vwZGSOrnjk8EOkXIzQJqgNEx8pPE4lXvszbD5M7aWnNEQ3JgN4UMrud4bWjC5zHXzUs6zja/5cU1H7Jm626ueHh51rTvWfxukufUI397L3brOqoFe6TzlqImmQNs/mg/+9L8URNc8fByhlzzdNJ7xusSw3ABxv1ocdo5T+HVax58fg1gh4JeWJ3q6ZmoPNqWFKWcC7Nu256MvY7pf1jB7v2HYr+3DLN+2966VVIyPfsPIsrPYx+Ti/i779cb4F88tzrrsnhRTLzjz9yxMNVLMrHgQrYGUXiE5KMM81YTXPDLF+t+b9mxL+t/8K3NO3l02XsMvPqprHGHCRucW+e+wdMZpmgkeDI0XSDY6N538DCXPRRdJoyB8x+IdghL6PKvEWX/Y6DYfYdbiInJxG3AvjoDRhFd7xdhe3gZUbZhDkmbgMeMMVND4XcDXzLGpIylBmRmA8caYwaHwr+MNX6fNMa8JukWYBpQZgI3JOl44AVgkjHmf927uHuA7saYjQG5zsBm4DvGmLsy5adNUanpffmcjHkO0qltSc69uFo7ParKUir7iuKC2HOimjPV5UV8GKNi9WSnW/tSoH6VGICq8qKMCy540tOnppy1HzR+ke61t07aY4yJ87oqFm5o8lmgI/a12BvAMOBXwBpjzEQnNwGYC3zKGPN8KI7dwN3GmO9lSitOj64DELXz5jag+giuTZxPfG83qVY3So6IOMNySUi6SNJS+4GOlcljVEUF4hOd7PMb5YZ4+tSUM2ZQJ07sX1N37sT+NXXfnz+2R1IcNRXFScfDu7ejMDD0UlFcwAUn9eXScQOZMLwrYwenbR/QtrSQET3aJ4X17lDO0G7t6oagxgyqv/6bo/sRxZCubZl0TDe6tS9lwvCudeHH961XU3Ggddm/UwXd25dy5sju9OpQxlmjuifJdWpbQmlRG849vlfdsFJCXwM6V1JSWB9XIu8TR9SnC9C/YwX/1Lea0QM6cmzvKvp1rKBLuxJOGdKZScd04/RhXSLnniWoqSimsqSQHlVlaWVOGlDDF47tQU1FMR0qimkjOG1ol0jZimI7xHn2qO6MG9KZypLU0fyq8qI6/Q3r1o4zRnZnZE/7fL70Dz05aUBNneyET3Zl9ICOdUOiifvs1cF+d6wsoUdVGYO6VALQr2MFEnxuRLekclleXECfmvK6yj6h77NHdeczw7pwbO/koUioLwdjB3diVK8qJgzvyqheVUnPe3CXtvTvWEGPqjI6tS2hZ3UZHUJlN8GoXlVUlhTSviy5N9uzuozOriwEGdGjPV84rgf93f+lY2UJXduVRsZdXNCGbu1LGdmzPUO7tWPckM5J5WfCcKvH43pX1+lg7OBOHN+3Q12ZG9qtHT2qyph22sCk8j1heFcuGtOfgjZicJe2gC0Twfiryovo3r6ULu1KOGNk96T5ZOOGdKZdaSGnDulcp/eTB3Xiayf2icxLFMEyfNKAmrrnDfDpgXYxhGAdkkg/OMQcLosdK0v44nE9Of+EVD/AqvL6Z3Rc7yqO6dme0QM60rtDeV2eRvasqksbbJkLHkeR0PXlpw8CKKyvR7VU0kUZL86Cq+8nYocnXwR2Yjs27wJBR8R09X4iLLLeDxKnR3cA+JEx5qpQ+E3AlcaYtO/5JM0HKo0xJ4bCTwfmAWOMMX+WdD+219YtJDcQWAV8zRgzS9LVwAyg1BizPyBXiB0i/YEx5sZM+amoqDC7d7d8byWPx+P5OJGUsUcn6TRgfoyoFhtjTnHX/AY4BbgeWAkMdb//BpxhjKmVdB522HKIMSZpbTVJG4CnjTHfzJRgHGeUdBazmmgLG2QbEDUNoTpwPvFdLUmhXl2UHO5+ggPWHULnPR6Px/Px8hesocrGHgBJn8N6WJ5mjFnozv1J0rvYjtAZwGNkHrGrIka9H8fQvQYMjwgfBqR6AqRe+3lJ5caY4ODwMOAA8HZArgT4RCAsIUcgnYQXx3CSDV1YzuPxeDwfI66Oj7dCuWWE+34xFJ7wshmKNXTBer/uHZ2kvkA5Mer9OO/oHgdOkNQ/lMBJ7ly2a4uALwWuLQT+BZgXGH58Gmv4zgtdfz6wwnl5gs3k1jRy27CeoB6Px+Np/iRcTY8Phf+z+94AYIxZBywnut4/iHVUyUicHt39wHeAxyRNx87FvRFYj524DYCkPsA7wA3GmBvcDb4s6XfATyQVAauBS4B+wZs2xmyRdBtwlaSdwDKsMTyVwBQGY8xBSddgJ4hvABY4mQuBfzPGxNt3wuPxeDxNzaPYedH/LelGbG9wCHAt1r78PiD7n8CTku4Ffgsci50wfnu2OXQQw9AZY3ZLOhW4DTtvQcBCYJoxJjhrVUABqb3EC1xmZmDHU5cDE4wxy0JyVwO7gEuBrlhPnC8bY54I3c/PJBngcuB7wDrstIK7s+XF4/F4PM0DY8wOSSdgV8T6PtAN+0rqCeC6oH0xxjwl6RysEfwGdjrZzVjbkpWsXpf5hve69Hg8noaTzeuyOdPqdy/weDweT37jDZ3H4/F48ppWN3TpFgxt3GKD+UchcPQ2v2tZeF3U43VRj9dFPWXGmBbZOYrjdZlvLDPG/GNT30RzQNJSrwuL10U9Xhf1eF3UI6nxO9o2MS3SOns8Ho/HExdv6Dwej8eT17RGQ3dfdpFWg9dFPV4X9Xhd1ON1UU+L1UWrc0bxeDweT+uiNfboPB6Px9OK8IbO4/F4PHlNkxo6SeMlPSNpk6T9kt6T9JCkYSG5XpIekfSRpB2SHpWUss+dpGpJP5e0VdJuSQskjYiQK5U0U9JGSXslPS9pTIRcG0lXSVojaZ+k5ZK+GJZzslMkveHy8aaki3OtC0nnSJojaa277zcl/Zektq1NFxHXPC3JSJrRWnUhaaKkP0na5f4nS2XXqW3xuoirB0knSZonaYvTwTJJFzan/Ek6W9JLLr61kqZLKoirizRxRpb/lvC8j4Y+UjDGNNkHu+neTOAc4GRgMnbvoR1AHydTDrwFrADOxu5m8Cp2p4SKQFwC/gy85+KdACzGbuvTM5Tu/wDbgSnAOOwq2nuBUSG5m4D9wBXAWOxuDbXAxJDcFBd+k5Ob4Y4vybEulgAPYXd+OBmY5vKxBGjTmnQRIb8Ru7PGjNC5VqELYCp2y5LbgNOB8cCVwKR80EUcPQDHuHtchK0nTnf3Y8LpNFX+3HM5jHXsGAtcBuwDbj3CejSl/LeE53009BGpo1xGlpMbgsHugV3uji91ihgQkOmHXa3gskDYWe66sYGw9th96u4IhI10chcEwgqxuyU8Hgjr7B7o9aH7Wwi8Erp2C/BgSO4XrkAV5VAXnSJkvuZkTm1NugiEV2H3tTqXaEOX97oA+mIrpWlZrssrXUTo4WbsvpaVIbklwPPNIX/AS8DikNwP3H13bYQO0pb/lvC8c62PtHrKVUQ5uyHo6JT+3YASn4uQWxxUEPAAsCFC7kFgbeD4GqfE8pDc9e4hlrjjye4+BobkLnDh/dzxp93x6SG5seFCdqS6SCMz1MlMbo26wLYEF7rfUYYu73UB3ADsBkqzXJdXuojQww+dHgpCck8DLzR1/oBe7nhKSK4fIUPTAB2kLf/N/XkfDX2k+zQLZxRJBZKKJQ3EdoU3AbPd6eHYYcswrwHB8flMcr0lVQbkVhu77XtYrhgYEJDbD7wdIUcg7eHuO5x2WC4WWXQRxcnue2UgrFXoQtJobI/2WxmiaQ26GI3dtPIrkt6RdEjS25K+HYqmxesiix5+5b7vkNRdUpWkxFDcbYFomip/kXLGmNXAHhpeJrKV/+b+vHOqj0w0C0MHvIBV4CrsOPupxpgt7lwH4MOIa7YB1YHjTHIEZLPJdQh8bzeuiZFFjog4w3JxyaSLJCT1wLbmFxhjguvQ5b0uZHesvxf4oTHmzQxx5L0ugO7AQOw7rFuAzwDzgTslXRqIIx90kVYPxpgVwCnYIbsNLr27gIuNMcHGYlPlL51cIiy2HmKW/+b+vHOmj2w0F0M3GTgB+Cr25fJ8SX0D58OKBfuiNXzcVHLp7rExZNOFTdS2xh7Dvqu8IOKe8l0XVwJlZN9huDXoog3QFphqjLnfGPOMMeYS7JDdVZIS95IPukirB9fLm4PtOZwBnAb8DPiZpPMaed+5zF8muXCc2YhT/pv7886lPjLSLAydMWalMeYFY8xvscMMlcB/uNPpLHs1yS2BbRnkCMhmk9sW+K4OVBKZ5IiIs0PofCyy6AKwrsDA40B/YLwx5r1QNHmtC9mpJVdj3y2UuCGqKndZ4jjhnpzXunCnP3Df80OXzQO6AN0CabZoXWTRw81Yz9NJxpgnjTELjTHfxXoq3y4pUd81Vf4y9WCriKmHBpT/5v68c6KPODQLQxfEGLMdOwacGBd+jfqx3CDDgNcDx5nk1hljdgXk+kkqj5A7QP3482tACfCJCDkCaSfGncNph+UaTIQuEkMWc4DjsS69r0Zcmu+66A+UAr/G/lkTH7Buzx8CiblC+a6LYFphEhVSbUAub3QRoYcRwHJjzMGQ6F+BGqzXYOJ+miJ/kXKuR1pOfD3ELf/N/XnnSh/ZyZVXS64+2BboLuBedzwNOzzXPyDTF9tyuzwQdja2C3xyIKwdtrX700DYKCf39UBYIdaZ44lAWMKV9trQ/S0AXg0cFwHvA78Myf3cpV2cQ120wbZO9wHjMlyX17rAtvZOifgYYJb7XdkadOGOP+fu/ZyQ3B+B9flaLiL08Czwbjg+4DfY6RfFTZ0/4GVgUUhuOg1wpydm+W8JzzsX+oils1xF1MiC+nts9/ssrOvpVKz32HZgkJOpwLYoXnVyZwLLXYGuDMTVBvgLsB74CnYi4rPY7m+vULqzsa2ef8UOfzyCNR7HheRuceGXucJzD7Z1fEZI7mIXPsPJ3eCOv51jXdzjCuQM7HuK4Kdna9JFmusMqdML8l4X2J7bM9hK5GKsM8p9Th/fyAddxNTDOS7Pf3RynwHudGE/bg75Aya68Hud3L+7+GfmoD5NKv8t4XkfTX0kpZPLyBrxYK4E/uYK6x7sBMV7gb4hud7Y4bodwE7gD2EZJ9cBOylxm4tvITAyQq4M+DHWNXkf1pPrlAi5AmzrYi22JfMKoVZzQHYq1hNsP3Yll2/lWhfAGleYoz7XtSZdpLkuxdC1Fl1gW+p3AZuxreFXgK/miy4aoIfPYivz97F1xctY9/vw3Lomyx/wBWxjfT+wDjtBuiCuLhpS/lvC8z5a+gh+/DY9Ho/H48lrmp0zisfj8Xg8ucQbOo/H4/HkNd7QeTwejyev8YbO4/F4PHmNN3Qej8fjyWu8ofN4PB5PXuMNncfj8XjyGm/oPB6Px5PX/D+EhiHPBm5wagAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(cont_na['report']['biophysical']['data'][:,100])\n",
    "#plt.ylim(0,0.0001)\n",
    "plt.twinx()\n",
    "plt.plot(f['report']['biophysical']['data'][:,100],color='k')\n",
    "plt.xlim(300000,400000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "for p in segs[(segs.Type=='dend')|(segs.Type=='apic')].index:\n",
    "    print(p)\n",
    "    threshold_crossings = np.diff(cont_na['report']['biophysical']['data'][:,p] > 0.003, prepend=False)\n",
    "    upward_crossings = np.argwhere(threshold_crossings)[::2,0]\n",
    "    downward_crossings = np.argwhere(threshold_crossings)[1::2,0]\n",
    "    if len(upward_crossings)>0:\n",
    "        na_df = na_df.append(pd.DataFrame({'seg_id':np.tile(p,upward_crossings.shape[0]),\n",
    "                                               'na_lower_bound':upward_crossings}))\n",
    "    else:\n",
    "        na_df = na_df.append(pd.DataFrame({'seg_id':p,\n",
    "                                               'na_lower_bound':np.array([np.nan])}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "nmda_df = pd.DataFrame(columns=['seg_id','nmda_lower_bound', 'nmda_upper_bound', 'mag'])\n",
    "for p in segs[(segs.Type=='dend')|(segs.Type=='apic')].index:\n",
    "    print(p)\n",
    "    legit_uc = voltage_criterion(data=f['report']['biophysical']['data'][:,p],v_thresh=-40, time_thresh=260)[1]\n",
    "    legit_dc = voltage_criterion(data=f['report']['biophysical']['data'][:,p],v_thresh=-40, time_thresh=260)[-1]\n",
    "    \n",
    "    # check if voltage_criterion values are within 26 ms any somatic spikes\n",
    "    legit_uc_iso = [np.int(i*10) for i in legit_uc/10 if ~np.any(np.abs(i-spktimes) < 26)]\n",
    "    \n",
    "    # replace downward crossing with soma spike time if the up/down crossing spans a spike\n",
    "    legit_dc_iso = [np.min([np.sort(legit_dc[legit_dc>i])[0],\n",
    "                            int(np.sort(spktimes[spktimes>i/10])[0]*10)]) for i in legit_uc_iso]\n",
    "    \n",
    "    if (len(legit_uc_iso)!=0) & (np.min(h['report']['biophysical']['data'][:,p])!=0):\n",
    "        bnds, sum_curr = current_criterion(legit_uc_iso=legit_uc_iso, \n",
    "                                           legit_dc_iso=legit_dc_iso, \n",
    "                                           p=p, \n",
    "                                           control_inmda=h['report']['biophysical']['data'])\n",
    "        nmda_df = nmda_df.append(pd.DataFrame({'seg_id':np.tile(p,len(bnds)),\n",
    "                                               'nmda_lower_bound':np.array(bnds).reshape(-1,2)[:,0],\n",
    "                                               'nmda_upper_bound':np.array(bnds).reshape(-1,2)[:,1],\n",
    "                                               'mag':sum_curr}))\n",
    "    \n",
    "    else:\n",
    "        nmda_df = nmda_df.append(pd.DataFrame({'seg_id':np.tile(p,1),\n",
    "                                               'nmda_lower_bound':np.nan,\n",
    "                                               'nmda_upper_bound':np.nan,\n",
    "                                               'mag':np.nan}))\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     NaN\n",
       "1     NaN\n",
       "2     NaN\n",
       "3     NaN\n",
       "4     NaN\n",
       "       ..\n",
       "247   NaN\n",
       "248   NaN\n",
       "249   NaN\n",
       "250   NaN\n",
       "251   NaN\n",
       "Name: mag, Length: 20032, dtype: float64"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.log(nmda_df[(nmda_df.seg_id<=1026)&(~pd.isnull(nmda_df.mag))]['mag'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-20, 1)"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.log(np.abs(nmda_df[(nmda_df.seg_id<=1026)&(~pd.isnull(nmda_df.mag))]['mag'])).hist(bins=100,label='basal')\n",
    "np.log(np.abs(nmda_df[(nmda_df.seg_id>1026)&(~pd.isnull(nmda_df.mag))]['mag'])).hist(bins=100,label='apical')\n",
    "plt.legend()\n",
    "plt.xlim(-20,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(nmda_df[~pd.isnull(nmda_df.mag)]['mag'],bins=100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      175\n",
       "1      175\n",
       "2      175\n",
       "3      175\n",
       "4      175\n",
       "      ... \n",
       "91    1139\n",
       "92    1139\n",
       "93    1139\n",
       "94    1139\n",
       "95    1139\n",
       "Name: seg_id, Length: 20044, dtype: object"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nmda_df[nmda_df.mag<-0.001]['seg_id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BMTK ID           14\n",
       "X           0.465517\n",
       "Type            dend\n",
       "Sec ID            13\n",
       "Distance      143.35\n",
       "Coord X      102.197\n",
       "Coord Y     -41.1778\n",
       "Coord Z     -51.5787\n",
       "Name: 175, dtype: object"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segs = pd.read_csv('L5Segments.csv')\n",
    "segs.loc[175,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1027"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segs[segs.Type=='apic'].index.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>seg_id</th>\n",
       "      <th>nmda_lower_bound</th>\n",
       "      <th>nmda_upper_bound</th>\n",
       "      <th>mag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>1139</td>\n",
       "      <td>536773</td>\n",
       "      <td>537659</td>\n",
       "      <td>-0.045806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1139</td>\n",
       "      <td>553412</td>\n",
       "      <td>554060</td>\n",
       "      <td>-0.052846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>1139</td>\n",
       "      <td>561524</td>\n",
       "      <td>562130</td>\n",
       "      <td>-0.054414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>1139</td>\n",
       "      <td>569684</td>\n",
       "      <td>569934</td>\n",
       "      <td>-0.010696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>1139</td>\n",
       "      <td>571189</td>\n",
       "      <td>571251</td>\n",
       "      <td>-0.001665</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6083 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   seg_id nmda_lower_bound nmda_upper_bound       mag\n",
       "0    1000              NaN              NaN       NaN\n",
       "0    1001              NaN              NaN       NaN\n",
       "0    1002              NaN              NaN       NaN\n",
       "0    1003              NaN              NaN       NaN\n",
       "0    1004              NaN              NaN       NaN\n",
       "..    ...              ...              ...       ...\n",
       "91   1139           536773           537659 -0.045806\n",
       "92   1139           553412           554060 -0.052846\n",
       "93   1139           561524           562130 -0.054414\n",
       "94   1139           569684           569934 -0.010696\n",
       "95   1139           571189           571251 -0.001665\n",
       "\n",
       "[6083 rows x 4 columns]"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nmda_df[(nmda_df.seg_id>=1000)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'current (nA)')"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "font = {'family' : 'normal',\n",
    "        'weight' : 'normal',\n",
    "        'size'   : 16}\n",
    "\n",
    "matplotlib.rc('font', **font)\n",
    "\n",
    "ind = 1139\n",
    "plt.figure(figsize=(12,10))\n",
    "plt.plot(np.arange(0,60000,.1),f['report']['biophysical']['data'][:,ind],color='b',label='dend voltage')\n",
    "plt.plot(np.arange(0,60000,.1),f['report']['biophysical']['data'][:,0],color='k',alpha=0.3,label='soma voltage')\n",
    "plt.legend(loc='lower left')\n",
    "plt.hlines(-40,0,60000,linestyle='dashed')\n",
    "plt.ylabel('voltage (mV)')\n",
    "plt.ylim(-85,25)\n",
    "plt.xlabel('time (ms)')\n",
    "plt.twinx()\n",
    "plt.plot(np.arange(0,60000,.1),h['report']['biophysical']['data'][:,ind],color='r',label='inmda dend')\n",
    "plt.legend(loc='upper right')\n",
    "plt.plot(np.arange(0,60000,.1)[nmda_df[nmda_df.seg_id==ind]['nmda_lower_bound'].values.astype(int)],\n",
    "         h['report']['biophysical']['data'][nmda_df[nmda_df.seg_id==ind]['nmda_lower_bound'].values.astype(int),ind],'m*',markersize=20)\n",
    "plt.plot(np.arange(0,60000,.1)[nmda_df[nmda_df.seg_id==ind]['nmda_upper_bound'].values.astype(int)],\n",
    "         h['report']['biophysical']['data'][nmda_df[nmda_df.seg_id==ind]['nmda_upper_bound'].values.astype(int),ind],'k*',markersize=20)\n",
    "plt.ylim(-0.009,0.001)\n",
    "plt.xlim(37000,39000)\n",
    "plt.ylabel('current (nA)')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'current (nA)')"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "font = {'family' : 'normal',\n",
    "        'weight' : 'normal',\n",
    "        'size'   : 16}\n",
    "\n",
    "matplotlib.rc('font', **font)\n",
    "\n",
    "plt.figure(figsize=(12,10))\n",
    "plt.plot(np.arange(0,60000,.1),f['report']['biophysical']['data'][:,175],color='b',label='dend voltage')\n",
    "plt.plot(np.arange(0,60000,.1),f['report']['biophysical']['data'][:,0],color='k',alpha=0.3,label='soma voltage')\n",
    "plt.legend(loc='lower left')\n",
    "plt.hlines(-40,0,60000,linestyle='dashed')\n",
    "plt.ylabel('voltage (mV)')\n",
    "plt.ylim(-85,25)\n",
    "plt.xlabel('time (ms)')\n",
    "plt.twinx()\n",
    "plt.plot(np.arange(0,60000,.1),h['report']['biophysical']['data'][:,175],color='r',label='inmda dend')\n",
    "plt.legend(loc='upper right')\n",
    "plt.plot(np.arange(0,60000,.1)[nmda_df[nmda_df.seg_id==175]['nmda_lower_bound'].values.astype(int)],\n",
    "         h['report']['biophysical']['data'][nmda_df[nmda_df.seg_id==175]['nmda_lower_bound'].values.astype(int),175],'m*',markersize=20)\n",
    "plt.plot(np.arange(0,60000,.1)[nmda_df[nmda_df.seg_id==175]['nmda_upper_bound'].values.astype(int)],\n",
    "         h['report']['biophysical']['data'][nmda_df[nmda_df.seg_id==175]['nmda_upper_bound'].values.astype(int),175],'k*',markersize=20)\n",
    "plt.xlim(32000,32400)\n",
    "plt.ylim(-0.009,0.001)\n",
    "plt.ylabel('current (nA)')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmda_spktimes = nmda_df[nmda_df.mag<-0.1]['nmda_lower_bound']/10\n",
    "n = np.zeros((12,))\n",
    "for i in spktimes:\n",
    "    x,y = np.histogram(nmda_spktimes[(nmda_spktimes>i-30) & (nmda_spktimes<i+30)]-i,bins=np.arange(-30,31,5))\n",
    "    n+=x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13,)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(-30,31,5).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb1c9e08cf8>]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.arange(-30,30,5),n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "na_spktimes = na_df[~pd.isnull(na_df.na_lower_bound)]['na_lower_bound']/10\n",
    "na = np.zeros((20,))\n",
    "for i in spktimes:\n",
    "    x,y = np.histogram(na_spktimes[(na_spktimes>i-10) & (na_spktimes<i+10)]-i,bins=np.arange(-10,11,1))\n",
    "    na+=x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb1eb9c46a0>]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(na_df[~pd.isnull(na_df.na_lower_bound)]['na_lower_bound']/10,\n",
    "         na_df[~pd.isnull(na_df.na_lower_bound)]['seg_id'],'*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'nmda_df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-17-78bf83782a38>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnmda_spktimes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnmda_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnmda_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmag\u001b[0m\u001b[0;34m<\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m0.1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'nmda_lower_bound'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mspktimes\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistogram\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnmda_spktimes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnmda_spktimes\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m&\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnmda_spktimes\u001b[0m\u001b[0;34m<\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m51\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mn\u001b[0m\u001b[0;34m+=\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'nmda_df' is not defined"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'n' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-16-508d729ee55c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'n' is not defined"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f9af0878278>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(nmda_spktimes,np.random.randint(low=0,high=100,size=len(nmda_spktimes)),'.')\n",
    "plt.plot(spktimes,np.tile(40,len(spktimes)),'r*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "metadata": {},
   "outputs": [],
   "source": [
    "x1,_=np.histogram(spktimes,bins=np.arange(0,10000,100))\n",
    "x2,_=np.histogram(nmda_spktimes,bins=np.arange(0,10000,100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6000, 7000)"
      ]
     },
     "execution_count": 350,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(np.arange(0,10000,.1),control_v[:,176],color='b')\n",
    "plt.plot(np.arange(0,10000,.1)[nmda_df.loc[nmda_df.seg_id==175,'nmda_lower_bound'].values.astype(int)],control_v[nmda_df.loc[nmda_df.seg_id==175,'nmda_lower_bound'].values.astype(int),176],'m*')\n",
    "plt.plot(np.arange(0,10000,.1),control_v[:,0],color='k')\n",
    "plt.xlim(6000,7000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ind1 = 3 sent to Drew\n",
    "ind1 = 2\n",
    "e1 = control_inmda[legit_uc_iso[ind1], p]\n",
    "e2 = control_inmda[legit_dc_iso[ind1], p]\n",
    "x30 = np.argwhere(np.diff(control_inmda[legit_uc_iso[ind1]:legit_dc_iso[ind1], p] < 1.3*e1, prepend=False))\n",
    "x15 = np.argwhere(np.diff(control_inmda[legit_uc_iso[ind1]:legit_dc_iso[ind1], p] < 1.15*e1, prepend=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "font = {'family' : 'normal',\n",
    "        'weight' : 'normal',\n",
    "        'size'   : 16}\n",
    "\n",
    "matplotlib.rc('font', **font)\n",
    "\n",
    "plt.figure(figsize=(12,10))\n",
    "plt.plot(np.arange(0,(legit_dc_iso[ind1]-legit_uc_iso[ind1])/10, 0.1),\n",
    "         control_inmda[legit_uc_iso[ind1]:legit_dc_iso[ind1], p],color='r',label='inmda @ dend.')\n",
    "plt.hlines(1.3*e1,0,np.max(np.arange(0,(legit_dc_iso[ind1]-legit_uc_iso[ind1])/10, 0.1)),color='r',alpha=0.2)\n",
    "plt.hlines(1.15*e1,0,np.max(np.arange(0,(legit_dc_iso[ind1]-legit_uc_iso[ind1])/10, 0.1)),color='r',alpha=0.2)\n",
    "plt.ylabel('current (nA)')\n",
    "plt.ylim(-0.010,0)\n",
    "plt.legend(loc='upper center')\n",
    "plt.xlabel('time (ms)')\n",
    "plt.twinx()\n",
    "plt.plot(np.arange(0,(legit_dc_iso[ind1]-legit_uc_iso[ind1])/10, 0.1),\n",
    "         control_v[legit_uc_iso[ind1]:legit_dc_iso[ind1],p],color='b',label='dend. volt.')\n",
    "plt.plot(np.arange(0,(legit_dc_iso[ind1]-legit_uc_iso[ind1])/10, 0.1),\n",
    "         control_v[legit_uc_iso[ind1]:legit_dc_iso[ind1],0], color='k',label='soma volt.')\n",
    "\n",
    "\n",
    "for i in np.arange(0,len(bounds)):\n",
    "    plt.fill_between(np.array([bounds[i][0]/10,bounds[i][1]/10]).reshape(2,),-70,20,color='k',alpha=0.2)\n",
    "    plt.text(bounds[i][0]/10,-20-(i*10),'{x:.2f}'.format(x=sum_current[i]))\n",
    "##plt.fill_between(np.array([bounds[1][0]/10,bounds[1][1]/10]).reshape(2,),-70,20,color='k',alpha=0.2)\n",
    "##plt.fill_between(np.array([bounds[2][0]/10,bounds[2][1]/10]).reshape(2,),-70,20,color='k',alpha=0.2)\n",
    "#plt.hlines(-40,0,np.max(np.arange(0,(legit_uc_iso[ind1+1]-legit_uc_iso[ind1])/10, 0.1)),linestyle='dashed')\n",
    "##plt.text(1.5,14,'NMDA\\nspike')\n",
    "#plt.ylabel('voltage (mV)')\n",
    "#plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '[  842  1647  2619  3554  4403  4838  5367  6259  6906  7343  9697 12390\\n 12773 13771 14890 15884 17077 18595 19939 22066 23737 24284 25413 26597\\n 27044 28429 30164 30801 31385 32087 32916 33723 35481 36024 37321 38402\\n 39508 39990 41964 42943 43622 44147 45706 46043 46602 47522 48410 48800\\n 49997 50965 51281 52498 53049 53683 54313 56634 57005 57875 59693 62229\\n 63190 64370 64795 66494 68097 68880 69584 70642 71213 72545 73268 74657\\n 75841 77213 79503 80633 81032 82026 82994 84010 85540 86223 87097 88434\\n 91288 93667 94914 95493 96901 98894 99324]')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,10))\n",
    "plt.plot(np.arange(0,10000,.1),control_v[:,p],label='control dend. v')\n",
    "plt.plot(np.arange(0,10000,.1),NMDAblock_v[:,p],label='NMDA block dend. v')\n",
    "plt.plot(np.arange(0,10000,.1),control_v[:,0],color='k',label='control soma v')\n",
    "\n",
    "uc = voltage_criterion(control_v[:,p],-40)[0]\n",
    "\n",
    "\n",
    "plt.plot(np.arange(0,10000,.1)[uc],control_v[uc,p],'*')\n",
    "plt.plot(np.arange(0,10000,.1)[legit_uc],control_v[legit_uc,p],'m*')\n",
    "\n",
    "\n",
    "center = np.floor(legit_uc[np.random.choice(np.arange(0,legit_uc.shape[0]))]/10)\n",
    "\n",
    "plt.plot([center,center+26],[-80,-80],color='k')\n",
    "plt.legend(loc='lower left')\n",
    "\n",
    "plt.twinx()\n",
    "plt.plot(np.arange(0,10000,.1),control_inmda[:,p],color='r',label='NMDA current')\n",
    "plt.plot(np.arange(0,10000,.1)[legit_uc],control_inmda[legit_uc, p],'*')\n",
    "#plt.plot(np.arange(0,10000,.1),control_gna[:,p],color='r',alpha=0.2, label='gNa')\n",
    "plt.xlim(center-100,center+100)\n",
    "\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('{}'.format(legit_uc))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-65, 0)"
      ]
     },
     "execution_count": 332,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = np.random.choice(segs[segs.Type=='apic'].index)\n",
    "for i in spktimes:\n",
    "    plt.plot(np.arange(0,20,.1), control_v[int(i*10)-100:int(i*10)+100,p])\n",
    "plt.vlines(10,-65,0,color='k')\n",
    "plt.ylim(-65,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff1d5e2bb70>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = 829#np.random.choice(segs[segs.Type=='dend'].index)\n",
    "plt.title('dend {}'.format(p))\n",
    "plt.plot(control_v[7200:7700,p],label='dend')\n",
    "plt.plot(control_v[7200:7700,0],label='soma')\n",
    "plt.hlines(-40,0,500)\n",
    "plt.twinx()\n",
    "plt.plot(control_inmda[7200:7700,p],color='r')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-64.93669985517535"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "control_v[10000,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([574., 247., 275., 347., 151., 246., 123., 100., 155., 308.]),\n",
       " array([-68.29374117, -61.6818314 , -55.06992164, -48.45801187,\n",
       "        -41.8461021 , -35.23419233, -28.62228256, -22.01037279,\n",
       "        -15.39846303,  -8.78655326,  -2.17464349]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(control_v[10000,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ff2c61f8b00>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(control_v[:,1200])\n",
    "plt.plot(NMDAblock_v[:,1200])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = ids_pos.set_index(['BMTK ID', 'X']).join(segs.set_index(['BMTK ID', 'X'])).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(nan, -65.0773572393917)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[0,'Distance'], np.mean(f['report']['biophysical']['data'],axis=0)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BMTK ID</th>\n",
       "      <th>X</th>\n",
       "      <th>Type</th>\n",
       "      <th>Sec ID</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Coord X</th>\n",
       "      <th>Coord Y</th>\n",
       "      <th>Coord Z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [BMTK ID, X, Type, Sec ID, Distance, Coord X, Coord Y, Coord Z]\n",
       "Index: []"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df.Distance>900) & (df.Distance<1000)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1740, 1760)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(np.arange(0,df.shape[0]), np.mean(f['report']['biophysical']['data'],axis=0))\n",
    "plt.xlim(1740,1760)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'mean potential of segment (mV)')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.scatter(df['Distance'],np.mean(f['report']['biophysical']['data'],axis=0),alpha=0.2)\n",
    "plt.scatter(df.loc[0,'Distance'], np.mean(f['report']['biophysical']['data'],axis=0)[0],color='r', marker='*', s=75)\n",
    "plt.scatter(df.loc[1452,'Distance'], np.mean(f['report']['biophysical']['data'],axis=0)[1452],color='m',marker='*', s=75)\n",
    "plt.scatter(df.loc[1754,'Distance'], np.mean(f['report']['biophysical']['data'],axis=0)[1754],color='k',marker='*', s=75)\n",
    "plt.xlabel('distance from soma')\n",
    "plt.ylabel('mean potential of segment (mV)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'membrane potential (mV)')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plt.scatter(np.arange(0,f['report']['biophysical']['data'].shape[1]),np.mean(f['report']['biophysical']['data'],axis=0))\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "plt.plot(np.arange(0,2,0.0001),f['report']['biophysical']['data'][:,0],color='r')\n",
    "plt.plot(np.arange(0,2,0.0001),f['report']['biophysical']['data'][:,1452],color='m')\n",
    "plt.plot(np.arange(0,2,0.0001),f['report']['biophysical']['data'][:,1754],color='k')\n",
    "plt.xlim(1.75,2)\n",
    "plt.xlabel('time (s)')\n",
    "plt.ylabel('membrane potential (mV)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}