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b2txt25/analyses/figure_4.ipynb
2024-09-11 11:41:35 -07:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# imports and initialization"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import os\n",
"import pickle\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"from g2p_en import G2p\n",
"\n",
"from nejm_b2txt_utils.general_utils import *\n",
"\n",
"matplotlib.rcParams['pdf.fonttype'] = 42\n",
"matplotlib.rcParams['ps.fonttype'] = 42\n",
"matplotlib.rcParams['font.family'] = 'sans-serif'\n",
"\n",
"g2p = G2p()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# load Copy Task evaluation data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# load pickled data\n",
"with open('../data/t15_personalUse.pkl', 'rb') as f:\n",
" dat = pickle.load(f)\n",
"\n",
"t15_personal_use_trials = dat['trialized_info']\n",
"total_use_time = dat['total_use_time']\n",
"total_trial_count = dat['total_trial_count']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# plot cumulative use time and sentence count"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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woarhsK5YvV4PFxcXs+MuLi5cLoSIiKgaKr1bRGmld48oTamUFxumquOwYNerVy9MmjQJq1evRmBgIADgzz//xJQpU9C7d29HVYuIiIgsKL1bxLJlQPfuwOnT8uPgQeC770xfI0ly2eJibgtmLw7rir106RKefvppnDx5EsHBwcZjbdu2xQ8//GCyZElNwK5YIiJyVlotEBpadktcedauBXx9uS2YvTisxS44OBiHDx/Gzz//jN9//x0A0KpVK5Otv4iIiMjxzpyxHOrq1gXatAFatQICA4HFi00nSyiVQFQUA509OXQdO0mS8OSTT+LJJ590ZDWIiIioHJbGxSmVQEqK6bpzzZsDL7/MrldHcmiw27ZtG7Zt24asrCyzCRP/+te/HFQrIiIiKik52fS5IbSVXkw4Lg6IiQFSU9n16igOC3bz5s3D22+/jc6dOyMgIKDM9eiIiIjIcT7/3HSR4WnTgEmTyg5tQUEMdI7ksMkTAQEBWLRoEV588UVHXN7mOHmCiIicjaVFhpVK4MIFhrfqymGbmt65cwePPvqooy5PREREFfjmG/O9XouL5a5Wqp4cFuzGjBmDr776ylGXJyIionL88Qcwb575cS4yXL3ZdYxdQkKC8Xu9Xo9PP/0UP//8M9q1a2e2C8V7771nz6oRERER5O7XAweAKVOA7GwgLAxIS+NM15rCrsHuyJEjJs87dOgAADhx4oTJcU6kICIiso+S24Rt2WK6JVjDhsC+fcCdO5zpWlM4bPKEs+HkCSIiqmkq2ttVoQAuXmSYq0kcuo4dERER2ZehhU6S5GVMymve0evlljoGu5rDrpMnxo8fD61WW6myX3/9Nb788ssqrhEREVHt8fnn8vIlvXoBPXuWH+oATpSoiezaYufr64s2bdqgW7duGDhwIDp37ozAwEDUrVsXN27cwKlTp7B7926sWbMGgYGB+PTTT+1ZPSIiIqel1crdruWFOUmSu185UaLmsvsYu8zMTHz++edYs2YNTp06ZXLOw8MD0dHRGDNmDPr27WvPaj0wjrEjIqLqSqsF3nkH+Ogj83MKhdzlaghy3BKsZnPo5IkbN24gLS0Nt2/fRqNGjdC0adMaOyOWwY6IiKqj8iZIKJWARgPk5THIOQuHTp5o0KABGjRo4MgqEBEROS1D92tZoW7FCqBLF/vXi6oOZ8USERE5qWPHLIe6998HnnuOLXTOiMGOiIjIyWi1wG+/AW+8YX5OqWSoc2YMdkRERE6k9Jg6Fxd5lmvJCRIMdc7LruvYVZVdu3Zh4MCBCAwMhCRJ+P77703Ojxo1CpIkmTxKz7q9fv06RowYAU9PT3h7eyMuLg65ubl2/BRERET3R6sFduyQ93gtPaauuFjeFmzHDuDCBSAuzmHVJDtwaLArKirCzz//jBUrVuDmzZsAgMuXL1sdqPLy8tC+fXt8/PHHZZbp27cv0tPTjY/Vq1ebnB8xYgROnjyJrVu3YsOGDdi1axfGjRtn/YciIiKyo6QkIDRUXnS4a1fzMXV6vTzrtUcPttTVBg7rir148SL69u2LtLQ0FBQU4Mknn4SHhwfeeecdFBQUYPny5ZV+r379+qFfv37lllGpVPD397d47vTp09i8eTMOHDiAzp07AwCWLl2K/v3745///CcCAwMr/8GIiIjspLxZrwbcPaJ2cViL3aRJk9C5c2fcuHEDbm5uxuPPPvsstm3bZvPrJScnQ61Wo0WLFpgwYQKuXbtmPKfRaODt7W0MdQAQHR0NhUKB/fv327wuREREtvDNN5ZDneLuv+4cU1f7OKzF7pdffsHevXvh6upqcvyhhx7Cn3/+adNr9e3bF4MHD0ZYWBjOnj2L119/Hf369YNGo4FSqURGRgbUarXJa+rUqQMfHx9kZGRYfM+CggIUFBQYn+t0OgCAXq+Hvrz/dSIiInoAWi1w6hSwfr0EuXPLdGF/pVJgzx5hsugw/1mq+RSKyrXFOSzY6fV6FBcXmx3XarXw8PCw6bWGDRtm/D4iIgLt2rVD06ZNkZycjN69e9/Xey5YsADz5s0zO37lyhXk5+ffd12JiIjK8tVXbpg+3RN6/b0w17VrAQ4edIVeL0GpFFi0SIfQ0NvG81lZjqgp2VpZw8lKc1iw69OnD5YsWYJPP/0UACBJEnJzczFnzhz079+/Sq/dpEkTNGrUCKmpqejduzf8/f2RVeq//KKiIly/fr3MH2RiYiISEhKMz3U6HYKDg+Hr68stxYiIyOa0WmD6dMkk1CkUAuvWuQAQSE0Vd1voPADYtoGEag6HBbt3330XMTExaN26NfLz8/HCCy/gzJkzaNSokdmMVVvTarW4du0aAgICAABRUVHIzs7GoUOH0KlTJwDA9u3bodfrERkZafE9VCoVVCqV2XGFQlHp5lIiIqLKOnvW0oxXCefOSejRAwgJcUi1qJpxWLALCgrCb7/9hjVr1uDYsWPIzc1FXFwcRowYYTKZojJyc3ORmppqfH7+/HkcPXoUPj4+8PHxwbx58zBkyBD4+/vj7NmzmDFjBpo1a4aYmBgAQKtWrdC3b1+MHTsWy5cvR2FhISZOnIhhw4ZxRiwREVUL9eqZH+OMVypNEkIIR1fiQSUnJ6Nnz55mx2NjY7Fs2TIMGjQIR44cQXZ2NgIDA9GnTx/87W9/g5+fn7Hs9evXMXHiRPz4449QKBQYMmQIPvzwQ9SvX79SddDpdPDy8kJOTg67YomIyKaSkoCxY4GS/2IbZrxywWEqyaHB7vLly9i9ezeysrLMZpK+9tprDqrV/WGwIyKiqqDVygsQl/xnUqGQd5Po0sVx9aLqyWFdsatWrcLLL78MV1dXNGzYEJJ0bzCoJEk1LtgRERFVhZMny95Ngqg0h7XYBQcHY/z48UhMTHSKyQZssSMiIlvT64FBg4AffzQ9rlTK+75y4WEqzWGJ6tatWxg2bJhThDoiIiJb02qBESPkUKdQcDcJqhyHpaq4uDisW7fOUZcnIiKqclotsGOH/LWyioqAf/5TXr5kzRr52KhRwMWL8ntduMAJE1Q2h3XFFhcX46mnnsLt27cREREBFxcXk/PvvfeeI6p139gVS0REJSUlAePGyd2pCgXwySdAv35Aerr8uHzZ8veZmebvxa5XqiyHTZ5YsGABtmzZghYtWgCA2eQJIiKimkSrBc6cAcLD5YBWcnkSvR4YP/7+37u4GEhNZbCjijmsxa5BgwZ4//33MWrUKEdc3ubYYkdEVLuUDHIbNwKvvGI+e7U0pRIIDJQfAQHyw/C94asQQOfOpu/FFjuqLIe12KlUKnTr1s1RlyciIrpvlhYMrohSCZw7V7mtvz79FHj5ZbmljpMlyBoOmzwxadIkLF261FGXJyIiui9abeVC3bRpcigD7oWzyu7nGhcnt9BxsgRZy2Fdsc8++yy2b9+Ohg0bok2bNmaTJ7799ltHVOu+sSuWiKh2+O9/gRdfLL+MoesUkMfGNWvGFjeyD4d1xXp7e2Pw4MGOujwREZHVkpKAMWPMj0uSPPPVUtcpAx3Zk0P3inUmbLEjInJulvZsBe4FuZgYts6R4zmsxY6IiKi6M8x8DQ0F3nrL8qzX1auBv/xF/p6BjhzNrsHu4YcfxrZt29CgQQN07Nix3PXqDh8+bMeaERERmS5hsmXLvQWGy6JUAlFR9qsfUUXsGuyeeeYZqFQq4/dciJiIiBzJ2rXoRo4EvvySy5BQ9cUxdjbCMXZERDVLyS2/KmvHDnkMHcfSUXXlsHXsmjRpgmvXrpkdz87ORpMmTRxQIyIiqi0Ma9FZE+qUynthrkcPhjqqnhwW7C5cuIDi4mKz4wUFBdBqtQ6oERER1QZaLfDFFxUvMCxJ5gsMM8xRdWf3WbE//PCD8fstW7bAy8vL+Ly4uBjbtm1DWFiYvatFRES1QHndr5bWouMSJlTT2H2MnUIhNxJKkoTSl3ZxccFDDz2Ed999F0899ZQ9q/XAOMaOiKh6K2sdOoBBjpyH3Vvs9Hd/o8LCwnDgwAE0atTI3lUgIqJaxDDz9fJly6Hu/feB557jThHkHDgr1kbYYkdEVP1UNPPVsKcrwxw5C4dNniAiIqpKWq3lUHd3RBAnRJBTcopgt2vXLgwcOBCBgYGQJAnff/+9yXkhBGbPno2AgAC4ubkhOjoaZ86cMSlz/fp1jBgxAp6envD29kZcXBxyc3Pt+CmIiMgWtFp5vbmvvrLcUrdmjXz+wgUgLs7u1SOqUk4R7PLy8tC+fXt8/PHHFs8vWrQIH374IZYvX479+/ejXr16iImJQX5+vrHMiBEjcPLkSWzduhUbNmzArl27MG7cOHt9BCIisoGkJHmCRK9ewMyZ5ucNW4BxHTpyVk43xk6SJHz33XcYNGgQALm1LjAwEFOnTsW0adMAADk5OfDz88OqVaswbNgwnD59Gq1bt8aBAwfQuXNnAMDmzZvRv39/aLVaBAYGVnhdjrEjIrK/kluC/fmnHNpK/6umUMgtd4auV7bSkTOz+6zYks6ePYuVK1fi7Nmz+OCDD6BWq7Fp0yaEhISgTZs2NrnG+fPnkZGRgejoaOMxLy8vREZGQqPRYNiwYdBoNPD29jaGOgCIjo6GQqHA/v378eyzz5q9b0FBAQoKCozPdTodAHnWr96apcyJiOi+JCUB48dL0OslAAKA5f3Hv/pKD1/fe0uY8E801USG5eIq4rBgt3PnTvTr1w/dunXDrl27MH/+fKjVavz2229ISkrCN998Y5PrZGRkAAD8/PxMjvv5+RnPZWRkQK1Wm5yvU6cOfHx8jGVKW7BgAebNm2d2/MqVKyZdvEREZHuXLyswfrzv3VAHyKFOlPheplQKhIdfRWCgnOaysuxaTSKb8ff3r1Q5hwW7WbNm4e9//zsSEhLg4eFhPN6rVy989NFHjqpWpSUmJiIhIcH4XKfTITg4GL6+vuyKJSKqYidPokSoM5AwdaoeS5YAxcUSlEqBZcsEOnTgeqlUezgs2B0/fhxfffWV2XG1Wo2rV6/a7DqGhJuZmYmAgADj8czMTHTo0MFYJqvU/8YVFRXh+vXrZSZklUoFlUpldlyhUFS6uZSIiO6Ppf9/ViqByZMVmDzZsHuEhKAgy92zRM7KYQnE29sb6enpZsePHDmCxo0b2+w6YWFh8Pf3x7Zt24zHdDod9u/fj6ioKABAVFQUsrOzcejQIWOZ7du3Q6/XIzIy0mZ1ISKiB5eUBDzyiOmxkmvSBQVx1ivVXg5rsRs2bBhmzpyJdevWQZIk6PV67NmzB9OmTcPIkSOteq/c3FykpqYan58/fx5Hjx6Fj48PQkJCMHnyZPz9739HeHg4wsLC8NZbbyEwMNA4c7ZVq1bo27cvxo4di+XLl6OwsBATJ07EsGHDKjUjloiI7MPSosMKBaDRAF26OK5eRNWGcJCCggIxZswYUadOHSFJknBxcREKhUL89a9/FUVFRVa9144dOwTkUbMmj9jYWCGEEHq9Xrz11lvCz89PqFQq0bt3b5GSkmLyHteuXRPDhw8X9evXF56enmL06NHi5s2bla5DTk6OACBycnKsqjsREVXeJ58IIS9oYvrYscPRNSOqHhy+jt2lS5dw/Phx5ObmomPHjggPD3dkde4b17EjIqo6Wi2wfDmweDFw547pOe73SnSPQ9exA4Dg4GAEBwejuLgYx48fx40bN9CgQQNHV4uIiByk5KLDQUHAO+8AiYn3Fh4OCgLS04HiYu73SlSaw4Ld5MmTERERgbi4OBQXF+OJJ57A3r174e7ujg0bNqBHjx6OqhoRETmAVgt88AHw3nvyGDpJAvz8gNLLiaany2Pq8vLuLTpMRDKHzYr95ptv0L59ewDAjz/+iHPnzuH333/HlClT8MYbbziqWkREZGdaLTB9OhASAvzzn/cmRghhHuoAuaUuL48zX4kscViwu3r1qnGNuJ9++gnPP/88mjdvjpdeegnHjx93VLWIiMiOkpLuBbqyRnxLpZaiUyrlljoiMuewYOfn54dTp06huLgYmzdvxpNPPgkAuHXrFpRKpaOqRUREdnLgADB2bNmBDpBD3KJF8lfDc46pIyqbw8bYjR49Gs8//zwCAgIgSRKio6MBAPv370fLli0dVS0iIqpCQsjj45YuBdaurTjUrVgBxMUBw4YZdpNgqCMqj8OC3dy5c9G2bVtcunQJf/nLX4zbcymVSsyaNctR1SIioipQUAB8/TXw4YdAiU1+LFIogIQEYNKkeyHOsKMEEZXP4evYOQuuY0dEdI9hyRIPD+CHH+SWN8OW3CoVMGIE8Oqrcsh7+WV5QoSlQEdE1nFYsHv77bfLPT979mw71cQ2GOyIqDYrufbcTz8BEyaYbvsFAI0bA/Hx8ri6Ro1MX8tuViLbcFiw69ixo8nzwsJCnD9/HnXq1EHTpk1x+PBhR1TrvjHYEVFtlZRkvn9racuWyWPlXFzsVy+i2shhY+yOHDlidkyn02HUqFF49tlnHVAjIiKyxu3bwH//K4e6irRsyVBHZA/Vbozd8ePHMXDgQFy4cMHRVbEKW+yIqDbIzwe2bJFntP7wA5CbW/FruJcrkf04fK/Y0nJycpCTk+PoahAR0V0FBaZh7ubNe+cCAuTdIUo2EUiSPBGCe7kS2Z/Dgt2HH35o8lwIgfT0dPznP/9Bv379HFQrIqLaq+QECF9fYOtWOcytXw/odPfKBQUBzz8P/OUvQGQk8K9/3ZvZaghyMTGcEEHkCA7rig0LCzN5rlAo4Ovri169eiExMREeHh6OqNZ9Y1csEdVkJSdASBJQt648hs6gcWM5yD3/vBzmFKX2LeLMVqLqodqNsaupGOyIqKa6cAFo0sR8Fwi1Wt7x4fnngago8zBHRNVPtRtjR0RE9vPrr/JiwZb+F3/1aqBXL/vXiYjuH4MdEVEtYhhHp1YDH38MLF9uOdQplUDz5vavHxE9GAY7IqJaoqyFhEeOBDp0AKZP50xWopqOwY6IyEmUnNUaFCS3xF2+DBw7BvzyC7Bggflr1q6VJ0UA8ldOgCCq2RjsiIicQOlZrc2bA1euANevl/86X9973wcFMdAR1XR2DXY//PBDpcs+/fTTVVgTIiLnodWadrEKAaSkyN8rlUCLFnIr3I8/mo6nUyrl40TkPOwa7AYNGlSpcpIkobi42GbXnTt3LubNm2dyrEWLFvj9998BAPn5+Zg6dSrWrFmDgoICxMTE4JNPPoGfn5/N6kBEVFX27jUfNwfI4+RGjpTXpAPkVr3SCwmzhY7Iudg12Okt/eWxkzZt2uDnn382Pq9T595HnzJlCjZu3Ih169bBy8sLEydOxODBg7Fnzx5HVJWIqNKSkoCxY82PK5VA//73Qh0AxMVxRwgiZ1drxtjVqVMH/v7+ZsdzcnKQlJSEr776Cr3uLti0cuVKtGrVCvv27cMjjzxi76oSEVWKoQu29HIl5bXGcRwdkXNzaLDLy8vDzp07kZaWhjt37pice+2112x6rTNnziAwMBB169ZFVFQUFixYgJCQEBw6dAiFhYWIjo42lm3ZsiVCQkKg0WjKDHYFBQUoKCgwPtfd3UhRr9c7tGWSiGqP/fsBvd58O4gvv9TjL3+x3D1LRDWTopJbvzgs2B05cgT9+/fHrVu3kJeXBx8fH1y9ehXu7u5Qq9U2DXaRkZFYtWoVWrRogfT0dMybNw+PP/44Tpw4gYyMDLi6usLb29vkNX5+fsjIyCjzPRcsWGA2bg8Arly5gvz8fJvVnYjIktxcCW+95QPA9I+9UikQHn4VWVlMdUTOxFKvoyUOC3ZTpkzBwIEDsXz5cnh5eWHfvn1wcXHBX//6V0yaNMmm1+rXr5/x+3bt2iEyMhKhoaFYu3Yt3Nzc7us9ExMTkZCQYHyu0+kQHBwMX19f7hVLRFXq3Dlg6FAJp09LqF9f4NYtQK+XoFQKLFsm0KFDI0dXkYgcxGHB7ujRo1ixYgUUCgWUSiUKCgrQpEkTLFq0CLGxsRg8eHCVXdvb2xvNmzdHamoqnnzySdy5cwfZ2dkmrXaZmZnlpmOVSgWVSmV2XKFQVLq5lIjIWh99BLz66r3nkyZJGD/eMCFCQlCQ5LjKEZHDOSyBuLi4GAOQWq1GWloaAMDLywuXLl2q0mvn5ubi7NmzCAgIQKdOneDi4oJt27YZz6ekpCAtLQ1RUVFVWg8iIgOtFtixQ/5q6fjvvwMzZ5qGOgBYuFD+2qMHJ0UQkQNb7Dp27IgDBw4gPDwcTzzxBGbPno2rV6/iP//5D9q2bWvTa02bNg0DBw5EaGgoLl++jDlz5kCpVGL48OHw8vJCXFwcEhIS4OPjA09PT7z66quIiorijFgisouSu0YoFHJ4i44GNm8GPvnEfNZrScXFcmsdQx0RAYAkRHl/MqrOwYMHcfPmTfTs2RNZWVkYOXIk9u7di/DwcCQlJaFDhw42u9awYcOwa9cuXLt2Db6+vnjssccwf/58NG3aFMC9BYpXr15tskBxZQcqAvIYOy8vL+Tk5HCMHRFVyLCv65UrwNChlX+dJJnvHnHhAoMdEckcFuycDYMdEZXFEOLCw+UAVrKFrizBwYClUSnTpgHvv2+6e0RcXNXVnYhqFoeNsevVqxeys7PNjut0OuNCwURENYmlcXJJSUBoKNCrl/y1Z09gzJjyQ51SCfzf/8ndsqWPT5okt9Dt2CF/ZagjopIcNsYuOTnZbFFiQO4W/eWXXxxQIyKi+1d6nFxcHFC/vty6ZqDXA8nJll+vUMjnDa1wXboAn35a9t6u7HolIkvsHuyOHTtm/P7UqVMmiwAXFxdj8+bNaNy4sb2rRURklZLdq7duyfu1Gga26PXAZ5+V/VpL4+Q0GiAvz3QPV+7tSkTWsnuw69ChAyRJgiRJFrtc3dzcsHTpUntXi4jIbCxcWUq2zkkSULeu5ZmrPXvKLXSlQ9zChcCsWaYtcV26WL4W93YlImvYffLExYsXIYRAkyZN8Ouvv8LX19d4ztXVFWq1Gkql0p5VsglOniCq2Up3pS5fDjz7rDxrteQjNRV4773ylyAB7s1W3bLFvDs1Lk4OkWyJIyJb46xYG2GwI6q5tFp5YkN5ExoqkpAAfPCB5dmqDHFEZC8ODXZnz57FkiVLcPr0aQBA69atMWnSJOP6cjUJgx1RzbVjhzxr1RJvb8DX997D3R1Ys8byWnIAAxwROZbDZsVu2bIFTz/9NDp06IBu3boBAPbs2YM2bdrgxx9/xJNPPumoqhFRLaHVAn/8Afz73+bnlEp5vF1YmPm53r05W5WIqieHtdh17NgRMTExWGjY6PCuWbNm4X//+x8OHz7siGrdN7bYEdUslhYJNsxWrczCv+xeJaLqyGHBrm7dujh+/DjCw8NNjv/xxx9o164d8vPzHVGt+8ZgR2R7lZ2lalBYCGRnA9evAzdu3HuUfH79OnD5MrB1q+lrFQpg3z7zJUeIiGoSh3XF+vr64ujRo2bB7ujRo1Cr1Q6qFRFVF6WXFBkxAmjVynJYMzzPzb3/6+n1cqjr0cNmH4GIyO7sHuzefvttTJs2DWPHjsW4ceNw7tw5PProowDkMXbvvPMOEhIS7F0tIrIzS61xxcXAr78CX30FfPTRvbJCAP/9b+Xf29MT8PEBGjS49yj5HABef918AkSzZg/+uYiIHMnuXbFKpRLp6enw9fXFkiVL8O677+Ly5csAgMDAQEyfPh2vvfYaJEmyZ7UeGLtiiSpHq5WXBXnvvXtrxo0dK+/esGkTcPVq2a/t1w9o3dpyWDM89/IC6lTif1mTkiyvL0dEVJPZPdgpFApkZGSYdLfevHkTAODh4WHPqtgUgx3VZtbs2FBy6y1LvLyA7t2BDRssLyliy7FvnABBRM7GIWPsSrfG1eRAR1QblQxyW7aY7tgwaRLw2GPyeLXc3HtfMzLkTe3LCnVDhwITJgCPPgq4uFhuUbN1+OJ2XUTkbBzSYufl5VVhV+v169ftVCPbYIsd1XT3s0+qrZTVGscWNSIi6zikxW7evHnw8vJyxKWJ6K6yWt0kCYiNlceyXb0KXLsmf716FUhPB86dq/i927YFAgOBevWA+vXlr0JYbrErrzWOLWpERNapFmPsnAFb7KgmqYpWN4PyxsKV7F5VKOT9VSdNYngjIrIVu7fY1bTZrkQ1iaXuVCGAnBzgzz/l88ePAzNmlD+BAQCefBJo0wZo1OjeQ68Hhg0z361BoajcWLi4OCAmht2rRERVxe7BzkEbXRDVGJUd61ayXOPGwPz5wOzZ9wJbixby91qtvJSINZRK4F//snx9nc58UoM1YY3dq0REVcdhW4o5G3bFki2U7CJVKOQxaaNGybNKb96UQ5VOB6xdCyxZci/E1a9f8a4LDRrIgaphQ2DnTtMWO0utbtwnlYio5mGwsxEGu9qrdAtbeS1uer28/VVmpukjK0uelLBmjW3r9v77wIABcoueu/u945aWEmEXKRFRzcdgV8rHH3+MxYsXIyMjA+3bt8fSpUvRtWvXCl/HYOdc7mfpD4UC6N8f2LhRbg2TJOCRR+TtrbKy7gW4oqL7q1OdOvLivS4u8ppwpSkUpmPfKlrQl61uRETOh8GuhK+//hojR47E8uXLERkZiSVLlmDdunVISUmpcBavPYJdZcOGrV9bkwkht0pZ8/j6a2DOnHth7eWXgU6dgOxs00d6OrBt2/3Vq0EDwM8PUKvlr35+QN26wLvvmnaRKhTA4cPyeDmVSg6LWi0QGmoe4hYuBGbN4hZZRES1GYNdCZGRkejSpQs+urv7uF6vR3BwMF599VXMmjWr3NdWdbAr3TK0YgUwciRw5w5QUCB/NTxKP//++3vjsSRJDipPPGEeaPR660PQ/bzGnteqDmbMkH/ehgCnVgOurpbLVnb/0rLKsRWOiKh2Y7C7686dO3B3d8c333yDQYMGGY/HxsYiOzsb69evNylfUFCAgoIC43OdTofg4GDcuHHD5sFOqwUeekiCEFwqxtYUCgGlEsaHXg/cvm3+c46MFGjaFPD2NjwE9HogMbH0fREA7j1XKgXOnRNWhazKhjOGOCKi2kOhUFSqnEN2nqiOrl69iuLiYvj5+Zkc9/Pzw++//25WfsGCBZg3b57Z8StXriA/P9+mdTtwwBVC+JRbRpIEVCrA1VXAxUXA1VX+vrBQwuXLSrPybdvegY+PgEIhhw+FAne/l58rlabPLZ0r+dp74UiU8Tr5uSTde24aqkzLlg5cklT5sobnch0tnzOcL72s4uXLCnTp4gu93jScffLJFQQGmq/m6+LihhkzPFFcLEGpFBgy5Db+7//cjM8XLdLB1fU2srIqf79dXeVdHwCU+7rKliMioprP39+/UuUY7O5TYmIiEhISjM8NLXa+vr42b7Hr0kUOJKXDxpEjAk2ayP/AK02ym2T8qtUCYWHmr924sQ5beSxQq4HlywUmTIAxnC1bJtChQyOL5SdPBp57TiA1VdxtOasLrbbkcw8AHnb9DEREVHsx2N3VqFEjKJVKZGZmmhzPzMy0mJJVKhVUKpXZcYVCUenm0soKCZHXMzMdUyUhIqLirtmyXhsSwm7dsowdC/TrZ+jmlBAUVP7PKiREfpT1nIiIyF44xq6EyMhIdO3aFUuXLgUgT54ICQnBxIkTHT55AniwMVUcj0VEROT82GJXQkJCAmJjY9G5c2d07doVS5YsQV5eHkaPHu3oqgF4sK2YuI0TERGR82OwK2Ho0KG4cuUKZs+ejYyMDHTo0AGbN282m1BBREREVB2xK9ZGuPMEERERORpb7GzEkI91Op2Da0JERETOyMPDA1LpdbpKYbCzkZs3bwIAgoODHVwTIiIickaV6RVkV6yN6PV6XL58uVJpurYzrPl36dIldlvXELxnNQ/vWc3C+1XzOOKescXOjhQKBYI47dQqnp6e/ANWw/Ce1Ty8ZzUL71fNU93umW1X0iUiIiIih2GwIyIiInISDHZkdyqVCnPmzLG4JRtVT7xnNQ/vWc3C+1XzVNd7xskTRERERE6CLXZEREREToLBjoiIiMhJMNgREREROQkGOyIiIiInwWBHVWLu3LmQJMnk0bJlS+P5/Px8xMfHo2HDhqhfvz6GDBmCzMxMB9a49tm1axcGDhyIwMBASJKE77//3uS8EAKzZ89GQEAA3NzcEB0djTNnzpiUuX79OkaMGAFPT094e3sjLi4Oubm5dvwUtUtF92zUqFFmv3d9+/Y1KcN7Zj8LFixAly5d4OHhAbVajUGDBiElJcWkTGX+FqalpWHAgAFwd3eHWq3G9OnTUVRUZM+PUmtU5p716NHD7Pds/PjxJmUcec8Y7KjKtGnTBunp6cbH7t27jeemTJmCH3/8EevWrcPOnTtx+fJlDB482IG1rX3y8vLQvn17fPzxxxbPL1q0CB9++CGWL1+O/fv3o169eoiJiUF+fr6xzIgRI3Dy5Els3boVGzZswK5duzBu3Dh7fYRap6J7BgB9+/Y1+b1bvXq1yXneM/vZuXMn4uPjsW/fPmzduhWFhYXo06cP8vLyjGUq+ltYXFyMAQMG4M6dO9i7dy+++OILrFq1CrNnz3bER3J6lblnADB27FiT37NFixYZzzn8ngmiKjBnzhzRvn17i+eys7OFi4uLWLdunfHY6dOnBQCh0WjsVEMqCYD47rvvjM/1er3w9/cXixcvNh7Lzs4WKpVKrF69WgghxKlTpwQAceDAAWOZTZs2CUmSxJ9//mm3utdWpe+ZEELExsaKZ555pszX8J45VlZWlgAgdu7cKYSo3N/Cn376SSgUCpGRkWEss2zZMuHp6SkKCgrs+wFqodL3TAghnnjiCTFp0qQyX+Poe8YWO6oyZ86cQWBgIJo0aYIRI0YgLS0NAHDo0CEUFhYiOjraWLZly5YICQmBRqNxVHWphPPnzyMjI8PkHnl5eSEyMtJ4jzQaDby9vdG5c2djmejoaCgUCuzfv9/udSZZcnIy1Go1WrRogQkTJuDatWvGc7xnjpWTkwMA8PHxAVC5v4UajQYRERHw8/MzlomJiYFOp8PJkyftWPvaqfQ9M/jyyy/RqFEjtG3bFomJibh165bxnKPvWZ0qvwLVSpGRkVi1ahVatGiB9PR0zJs3D48//jhOnDiBjIwMuLq6wtvb2+Q1fn5+yMjIcEyFyYThPpT8w2R4bjiXkZEBtVptcr5OnTrw8fHhfXSQvn37YvDgwQgLC8PZs2fx+uuvo1+/ftBoNFAqlbxnDqTX6zF58mR069YNbdu2BYBK/S3MyMiw+HtoOEdVx9I9A4AXXngBoaGhCAwMxLFjxzBz5kykpKTg22+/BeD4e8ZgR1WiX79+xu/btWuHyMhIhIaGYu3atXBzc3NgzYic17Bhw4zfR0REoF27dmjatCmSk5PRu3dvB9aM4uPjceLECZOxxlS9lXXPSo5JjYiIQEBAAHr37o2zZ8+iadOm9q6mGXbFkl14e3ujefPmSE1Nhb+/P+7cuYPs7GyTMpmZmfD393dMBcmE4T6Unp1X8h75+/sjKyvL5HxRURGuX7/O+1hNNGnSBI0aNUJqaioA3jNHmThxIjZs2IAdO3YgKCjIeLwyfwv9/f0t/h4azlHVKOueWRIZGQkAJr9njrxnDHZkF7m5uTh79iwCAgLQqVMnuLi4YNu2bcbzKSkpSEtLQ1RUlANrSQZhYWHw9/c3uUc6nQ779+833qOoqChkZ2fj0KFDxjLbt2+HXq83/qEjx9Jqtbh27RoCAgIA8J7ZmxACEydOxHfffYft27cjLCzM5Hxl/hZGRUXh+PHjJoF869at8PT0ROvWre3zQWqRiu6ZJUePHgUAk98zh96zKp+eQbXS1KlTRXJysjh//rzYs2ePiI6OFo0aNRJZWVlCCCHGjx8vQkJCxPbt28XBgwdFVFSUiIqKcnCta5ebN2+KI0eOiCNHjggA4r333hNHjhwRFy9eFEIIsXDhQuHt7S3Wr18vjh07Jp555hkRFhYmbt++bXyPvn37io4dO4r9+/eL3bt3i/DwcDF8+HBHfSSnV949u3nzppg2bZrQaDTi/Pnz4ueffxYPP/ywCA8PF/n5+cb34D2znwkTJggvLy+RnJws0tPTjY9bt24Zy1T0t7CoqEi0bdtW9OnTRxw9elRs3rxZ+Pr6isTEREd8JKdX0T1LTU0Vb7/9tjh48KA4f/68WL9+vWjSpIno3r278T0cfc8Y7KhKDB06VAQEBAhXV1fRuHFjMXToUJGammo8f/v2bfHKK6+IBg0aCHd3d/Hss8+K9PR0B9a49tmxY4cAYPaIjY0VQshLnrz11lvCz89PqFQq0bt3b5GSkmLyHteuXRPDhw8X9evXF56enmL06NHi5s2bDvg0tUN59+zWrVuiT58+wtfXV7i4uIjQ0FAxduxYkyUXhOA9sydL9wqAWLlypbFMZf4WXrhwQfTr10+4ubmJRo0aialTp4rCwkI7f5raoaJ7lpaWJrp37y58fHyESqUSzZo1E9OnTxc5OTkm7+PIeybd/SBEREREVMNxjB0RERGRk2CwIyIiInISDHZEREREToLBjoiIiMhJMNgREREROQkGOyIiIiInwWBHRERE5CQY7IiIiIicBIMdERERkZNgsCMiIiJyEgx2RERERE6CwY6IiIjISTDYERERETkJBjsiIiIiJ8FgR0REROQkGOyIiIiInASDHREREZGTYLAjIiIichIODXYLFixAly5d4OHhAbVajUGDBiElJcWkTI8ePSBJkslj/PjxJmXS0tIwYMAAuLu7Q61WY/r06SgqKjIpk5ycjIcffhgqlQrNmjXDqlWrzOrz8ccf46GHHkLdunURGRmJX3/91eafmYiIiKiqODTY7dy5E/Hx8di3bx+2bt2KwsJC9OnTB3l5eSblxo4di/T0dONj0aJFxnPFxcUYMGAA7ty5g7179+KLL77AqlWrMHv2bGOZ8+fPY8CAAejZsyeOHj2KyZMnY8yYMdiyZYuxzNdff42EhATMmTMHhw8fRvv27RETE4OsrKxKfRYhBHQ6HYQQD/hTISIiIro/kqhGSeTKlStQq9XYuXMnunfvDkBusevQoQOWLFli8TWbNm3CU089hcuXL8PPzw8AsHz5csycORNXrlyBq6srZs6ciY0bN+LEiRPG1w0bNgzZ2dnYvHkzACAyMhJdunTBRx99BADQ6/UIDg7Gq6++ilmzZlVYd51OBy8vL+Tk5MDT0/NBfgxERERE96VajbHLyckBAPj4+Jgc//LLL9GoUSO0bdsWiYmJuHXrlvGcRqNBRESEMdQBQExMDHQ6HU6ePGksEx0dbfKeMTEx0Gg0AIA7d+7g0KFDJmUUCgWio6ONZYiIiIiquzqOroCBXq/H5MmT0a1bN7Rt29Z4/IUXXkBoaCgCAwNx7NgxzJw5EykpKfj2228BABkZGSahDoDxeUZGRrlldDodbt++jRs3bqC4uNhimd9//91ifQsKClBQUGB8rtPpjJ9Dr9ffz4+AiIiIyCKFonJtcdUm2MXHx+PEiRPYvXu3yfFx48YZv4+IiEBAQAB69+6Ns2fPomnTpvauptGCBQswb948s+NXrlxBfn6+A2pEREREzsrf379S5apFsJs4cSI2bNiAXbt2ISgoqNyykZGRAIDU1FQ0bdoU/v7+ZrNXMzMzAdz7Ifj7+xuPlSzj6ekJNzc3KJVKKJVKi2XK+kEmJiYiISHB+Fyn0yE4OBi+vr4cY0dEREQO4dBgJ4TAq6++iu+++w7JyckICwur8DVHjx4FAAQEBAAAoqKiMH/+fGRlZUGtVgMAtm7dCk9PT7Ru3dpY5qeffjJ5n61btyIqKgoA4Orqik6dOmHbtm0YNGgQALlLddu2bZg4caLFeqhUKqhUKrPjCoWi0s2lRERERLbk0GAXHx+Pr776CuvXr4eHh4dxTJyXlxfc3Nxw9uxZfPXVV+jfvz8aNmyIY8eOYcqUKejevTvatWsHAOjTpw9at26NF198EYsWLUJGRgbefPNNxMfHG4PX+PHj8dFHH2HGjBl46aWXsH37dqxduxYbN2401iUhIQGxsbHo3LkzunbtiiVLliAvLw+jR4+2/w+GiIiIag6tFjhzBggPByroeaxywoEAWHysXLlSCCFEWlqa6N69u/Dx8REqlUo0a9ZMTJ8+XeTk5Ji8z4ULF0S/fv2Em5ubaNSokZg6daooLCw0KbNjxw7RoUMH4erqKpo0aWK8RklLly4VISEhwtXVVXTt2lXs27ev0p8lJydHADCrGxERETmxjz4SQpKEAIRQKIT4/HOHVqdarWNXk3EdOyIiolqgZOvc9u1AbKzpeaUSuHDBYS131WLyBBEREVG1l5QEjBsHlLesWXExkJrKYEdERERU7Rha6OrXtxzqJAko2fmpVALNmtm3jiVw+iYRERGRJUlJQGgo0KsX0LWr5Za6qVPlMAfIX1escOgECo6xsxGOsSMiInIiWq0c6srrdjWMpwPk7tdmzRw+K5ZdsURERESlnTljOdQpFPLx0q1zjl7m5C4GOyIiIqLS7q6ta0KpBDQaIC+vWrTOWcJgR0RERFRSUhIwZozpMUMLXZcujqlTJTHYERERERlotcDYsabHFAq5pa6ahzqAs2KJiIiI7vnvf02XLwHkMXV5eY6pj5UY7IiIiIgA4JdfgHnzzI87eG06azDYERERUe2m1crj5/r1A/LzgYiIarU2nTU4xo6IiIhql5L7vW7aBIwff29pk/BwYP9+4Nq1arM2nTUY7IiIiKj2qGi/13Pn5FAXFFSjAp0Bgx0RERE5N0MLnZubPOO1vE23iovllroaGOoABjsiIiJyZhW10JVWgyZKWMLJE0REROSctNqKQ50k1diJEpawxY6IiIicU0pK5fZ7jYmpkRMlLGGwIyIiIuej1QJffWV+vKz9Xmt4oDNgsCMiIiLnUnpcnSTJEyZqyH6vD4LBjoiIiJyHYa/XkjNfJQn4+msgKsppWubKwskTRERE5Bx0OsvLmej1gK+v04c6gMGOiIiInEFyMtCuHbB5s/m5Gr6EiTUY7IiIiKjmys8HEhKAnj2BixeBsDBgxgynWsLEGhxjR0RERNVbyb1dDQFNqwU2bgTefVc+B8jdsO++C3h4AK++6jRLmFjDoS12CxYsQJcuXeDh4QG1Wo1BgwYhJSXFpEx+fj7i4+PRsGFD1K9fH0OGDEFmZqZJmbS0NAwYMADu7u5Qq9WYPn06ioqKTMokJyfj4YcfhkqlQrNmzbBq1Sqz+nz88cd46KGHULduXURGRuLXX3+1+WcmIiIiKyQlAaGhQK9e8tf335db5EJCgPHj5VDn6Qls2AB8+qkc6gA5zPXoUatCHeDgYLdz507Ex8dj37592Lp1KwoLC9GnTx/k5eUZy0yZMgU//vgj1q1bh507d+Ly5csYPHiw8XxxcTEGDBiAO3fuYO/evfjiiy+watUqzJ4921jm/PnzGDBgAHr27ImjR49i8uTJGDNmDLZs2WIs8/XXXyMhIQFz5szB4cOH0b59e8TExCArK8s+PwwiIiIyVXrnCL1e7nZdvNh0gkReHtC+vWPqWN2IaiQrK0sAEDt37hRCCJGdnS1cXFzEunXrjGVOnz4tAAiNRiOEEOKnn34SCoVCZGRkGMssW7ZMeHp6ioKCAiGEEDNmzBBt2rQxudbQoUNFTEyM8XnXrl1FfHy88XlxcbEIDAwUCxYsqFTdc3JyBACRk5Nj5acmIiIii7ZvF0KOcBU/duxwdG2rhWo1xi4nJwcA4OPjAwA4dOgQCgsLER0dbSzTsmVLhISEQKPR4JFHHoFGo0FERAT8/PyMZWJiYjBhwgScPHkSHTt2hEajMXkPQ5nJkycDAO7cuYNDhw4hMTHReF6hUCA6OhoajcZiXQsKClBQUGB8rtPpAAB6vR76ym40TERERGVzd4cEQCpxSCjkzkapxL+1QqmEaNKk/D1haziFonKdrNUm2On1ekyePBndunVD27ZtAQAZGRlwdXWFt7e3SVk/Pz9kZGQYy5QMdYbzhnPlldHpdLh9+zZu3LiB4uJii2V+//13i/VdsGAB5s2bZ3b8ypUryM/Pr+SnJiIiIkvcvvoKntOmmYY6pRK6RYsAAJ4zZkAqLjYeu+3qCjjx8Cl/f/9Klas2wS4+Ph4nTpzA7t27HV2VSklMTERCQoLxuU6nQ3BwMHx9feHp6enAmhEREdVwWi2k6dMhlRhHJxQKiD174HF3OzDx3HMQd2e9egQFwcNRda1mrA52hw8fhouLCyIiIgAA69evx8qVK9G6dWvMnTsXrq6uVldi4sSJ2LBhA3bt2oWgErNX/P39cefOHWRnZ5u02mVmZhqTq7+/v9nsVcOs2ZJlSs+kzczMhKenJ9zc3KBUKqFUKi2WKSshq1QqqFQqs+MKhaLSzaVERERkwb59Zt2qkl4P6fZtwPBvbEiI/CATVieQl19+GX/88QcA4Ny5cxg2bBjc3d2xbt06zJgxw6r3EkJg4sSJ+O6777B9+3aEhYWZnO/UqRNcXFywbds247GUlBSkpaUhKioKABAVFYXjx4+bzF7dunUrPD090bp1a2OZku9hKGN4D1dXV3Tq1MmkjF6vx7Zt24xliIiIqIpptcD//R8wbZr5uVq0e8QDsXa2haenp0hNTRVCCLFw4ULRp08fIYQQu3fvFkFBQVa914QJE4SXl5dITk4W6enpxsetW7eMZcaPHy9CQkLE9u3bxcGDB0VUVJSIiooyni8qKhJt27YVffr0EUePHhWbN28Wvr6+IjEx0Vjm3Llzwt3dXUyfPl2cPn1afPzxx0KpVIrNmzcby6xZs0aoVCqxatUqcerUKTFu3Djh7e1tMtu2PJwVS0RE9AA+/1wIheLeLNd69YRQKuXvlUr5PFXI6mDn4eEh/vjjDyGEENHR0WLJkiVCCCEuXrwo6tata93FAYuPlStXGsvcvn1bvPLKK6JBgwbC3d1dPPvssyI9Pd3kfS5cuCD69esn3NzcRKNGjcTUqVNFYWGhSZkdO3aIDh06CFdXV9GkSROTaxgsXbpUhISECFdXV9G1a1exb9++Sn8WBjsiIiIrXLokL2dy6ZIQu3cLIUmmy5coFEL8+qu8jMmlS46ubY0hCVFyhb+K9erVC8HBwYiOjkZcXBxOnTqFZs2aYefOnYiNjcWFCxds3KZYM+h0Onh5eSEnJ4eTJ4iIiEoruS3Yli2mCw+XZccOefcIqjSrJ08sWbIEI0aMwPfff4833ngDze72d3/zzTd49NFHbV5BIiIiquGSkioX5ErimLr7YnWLXVny8/OhVCrh4uJii7ercdhiR0REZIFWK+/xWlGomzZN3ge2uFgOdStWAHFx9qmjE7mvdTmys7Px+eefIzExEdevXwcAnDp1ivuqEhERkakzZyoOdUolMGkScOGC3P164QJD3X2yuiv22LFj6N27N7y9vXHhwgWMHTsWPj4++Pbbb5GWloZ///vfVVFPIiIiqonq1TM/JknyenQlW+cM69iWWM+WrGd1i11CQgJGjx6NM2fOoG7dusbj/fv3x65du2xaOSIiIqrBkpKARx4xPaZUAp99xta5KmJ1i92BAwewYsUKs+ONGzc27s1KREREtZxWK0+YKDmUX6EANBrg7rZgbJ2zPauDnUqlgk6nMzv+xx9/wNfX1yaVIiIiohpKqwWOHQOWLjUfW6fXA3l5jqlXLWF1V+zTTz+Nt99+G4WFhQAASZKQlpaGmTNnYsiQITavIBEREdUQSUnyDNgBA4DNm83PcwmTKmd1sHv33XeRm5sLtVqN27dv44knnkCzZs3g4eGB+fPnV0UdiYiIqDrQauVxcVqt/FwIICVFHjM3eDAwZoxpK50kyWEOMJ8kQVXivtex27NnD3777Tfk5ubi4YcfRnR0tK3rVqNwHTsiInJqJRcZliSgY0c54FW01NnatYCvr9xSx1BX5Wy2QHFtx2BHREROq7xFhlUqeeZr+/bARx+ZllEq5VmvDHR2Y3VX7GuvvYYPP/zQ7PhHH32EyZMn26JOREREVJ2Utcjwhx8COTlAcjLwwQfAp5+y69XBrG6xa9y4MX744Qd06tTJ5Pjhw4fx9NNPQ2vod69l2GJHRERO6/x5oEkT02NltcZptUBqKrteHcTq5U6uXbsGLy8vs+Oenp64evWqTSpFRERE1chPP5k+L681LiiIgc6BrO6KbdasGTZbmMK8adMmNCmd5omIiKhm+/xzYOLEe8+nTeNuEdWY1S12CQkJmDhxIq5cuYJevXoBALZt24Z3330XS5YssXX9iIiIyFG0WuDll02Pvf8+MGmSY+pDFbI62L300ksoKCjA/Pnz8be//Q0A8NBDD2HZsmUYOXKkzStIREREDrJ3r/mkieJieQwdu1urpQda7uTKlStwc3ND/fr1bVmnGomTJ4iIyKkUFgJRUcChQ6bHuYRJtWZ1i11J3BuWiIjISc2YIYc6NzegoEBuueMSJtWe1ZMnMjMz8eKLLyIwMBB16tSBUqk0eRAREVENptUCs2cDhnHza9YAFy/KW4lx0kS1Z3WL3ahRo5CWloa33noLAQEBkCSpKupFRERE9qDVygsQh4cDW7bc2zYMAPr3B55+Wv6erXQ1gtVj7Dw8PPDLL7+gQ4cOVVSlmolj7IiIqMYpuf+rJRxPV+NY3WIXHBwMbi9LRERUQxla6OrXLz/UAZwBWwNZPcZuyZIlmDVrFi5cuPDAF9+1axcGDhyIwMBASJKE77//3uT8qFGjIEmSyaNv374mZa5fv44RI0bA09MT3t7eiIuLQ25urkmZY8eO4fHHH0fdunURHByMRYsWmdVl3bp1aNmyJerWrYuIiAj8VHqVbSIiopouKQkIDQV69QK6di0/1AFyi12zZvapG9mE1cFu6NChSE5ORtOmTeHh4QEfHx+ThzXy8vLQvn17fPzxx2WW6du3L9LT042P1atXm5wfMWIETp48ia1bt2LDhg3YtWsXxo0bZzyv0+nQp08fhIaG4tChQ1i8eDHmzp2LTz/91Fhm7969GD58OOLi4nDkyBEMGjQIgwYNwokTJ6z6PERERNWWVltxC50kyWEO4AzYGsrqMXZffPFFuedjY2PvryKShO+++w6DBg0yHhs1ahSys7PNWvIMTp8+jdatW+PAgQPo3LkzAGDz5s3o378/tFotAgMDsWzZMrzxxhvIyMiAq6srAGDWrFn4/vvv8fvvvwOQw2peXh42bNhgfO9HHnkEHTp0wPLlyytVf46xIyKiakurBVatAt56y/ycQmG6lElMjNz92qwZQ10NZPUYu/sNbvcrOTkZarUaDRo0QK9evfD3v/8dDRs2BABoNBp4e3sbQx0AREdHQ6FQYP/+/Xj22Weh0WjQvXt3Y6gDgJiYGLzzzju4ceMGGjRoAI1Gg4SEBJPrxsTElBkoAaCgoAAFBQXG5zqdDgCg1+uhr6hpm4iIyF6SkiCNHw/Jwr9NQqmE2LMHyMszDXKBgfJX/ntWbSgUletkva8Fis+ePYuVK1fi7Nmz+OCDD6BWq7Fp0yaEhISgTZs29/OWFvXt2xeDBw9GWFgYzp49i9dffx39+vWDRqOBUqlERkYG1Gq1yWvq1KkDHx8fZGRkAAAyMjIQFhZmUsbPz894rkGDBsjIyDAeK1nG8B6WLFiwAPPmzTM7fuXKFeTn59/X5yUiIrIlxeXL8C0V6gQACXKo0y1ahNuhofdekJVl9zpS5fj7+1eqnNXBbufOnejXrx+6deuGXbt2Yf78+VCr1fjtt9+QlJSEb775xurKlmXYsGHG7yMiItCuXTs0bdoUycnJ6N27t82ucz8SExNNWvl0Oh2Cg4Ph6+vLrlgiIqoe9uwxa6mTAOjffRd47jl4BAXBwzE1oypidbCbNWsW/v73vyMhIQEeHvf+c+jVqxc++ugjm1autCZNmqBRo0ZITU1F79694e/vj6xS/3dRVFSE69evG5Otv78/MjMzTcoYnldUprx0rFKpoFKpzI4rFIpKN5cSERFVCa1W3ikiMdH8nFIJxfPPc/yck7I6gRw/fhzPPvus2XG1Wo2rV6/apFJl0Wq1uHbtGgICAgAAUVFRyM7OxqESGxRv374der0ekZGRxjK7du1CYWGhsczWrVvRokULNGjQwFhm27ZtJtfaunUroqKiqvTzEBER2ZxhSZORI4E//5TXqzM0OHCmq9OzusXO29sb6enpZuPWjhw5gsaNG1v1Xrm5uUhNTTU+P3/+PI4ePWpcOmXevHkYMmQI/P39cfbsWcyYMQPNmjVDTEwMAKBVq1bo27cvxo4di+XLl6OwsBATJ07EsGHDEHh34OcLL7yAefPmIS4uDjNnzsSJEyfwwQcf4P333zded9KkSXjiiSfw7rvvYsCAAVizZg0OHjxosiQKERFRtWVYdDg3Fxg7Fii54MXt28C+feYTJMg5CStNnTpVPPbYYyI9PV14eHiIM2fOiN27d4smTZqIuXPnWvVeO3bsEJDHcZo8YmNjxa1bt0SfPn2Er6+vcHFxEaGhoWLs2LEiIyPD5D2uXbsmhg8fLurXry88PT3F6NGjxc2bN03K/Pbbb+Kxxx4TKpVKNG7cWCxcuNCsLmvXrhXNmzcXrq6uok2bNmLjxo1WfZacnBwBQOTk5Fj1OiIiogfy+edCKBRCyHHO8mPHDkfXkuzE6nXs7ty5g/j4eKxatQrFxcWoU6cOiouL8cILL2DVqlVQGhY2rGW4jh0REdmdVguEhJi20JXG/V5rFauDncGlS5dw/Phx5ObmomPHjggPD7d13WoUBjsiIrILQ7frQw/JkyO+/tq8TOlFh+Pi7F5Ncgyrx9i9/fbbmDZtGoKDgxEcHGw8fvv2bSxevBizZ8+2aQWJiIjorqSkircFUyoBjYZj6mopq1vslEol0tPTzRYGvnbtGtRqNYqLi21awZqCLXZERFSltFp5tmvpUDdyJPDll0BxMVvoyPoWOyEEJEkyO/7bb7/Bx8fHJpUiIiKiUs6csdxSN3o0MH8+93clAFYEuwYNGkCSJEiShObNm5uEu+LiYuTm5mL8+PFVUkkiIqJaLzz83tg5A6XyXphjoCNYEeyWLFkCIQReeuklzJs3D15eXsZzrq6ueOihh7igLxERUVUJCgI6dQIOHJCfc7FhssDqMXY7d+7Eo48+ChcXl6qqU43EMXZERFSlDh0CunaVW+w++wzo25ehjsxYPcbuiSeegF6vxx9//IGsrCzoS/X3d+/e3WaVIyIiIsizYUvuKCFJDHVkkdUtdvv27cMLL7yAixcvovRLJUnirFi22BERkS1Zmg3LRYepDFa32I0fPx6dO3fGxo0bERAQYHGGLBEREdnIwYPms2GLi+VZsAx2VIrVwe7MmTP45ptv0KxZs6qoDxERERncuQO88475ccNsWKJSFNa+IDIyEqmpqVVRFyIiIjK4dAkYPBjYtw9QqeSlTgDOhqVyWd1i9+qrr2Lq1KnIyMhARESE2ezYdu3a2axyREREtdJHHwGvvXZvssTLLwPTp3MRYqqQ1ZMnFArzRj5Jkow7UnDyBCdPEBHRXVqtvGNEeLhpGBMCSE8Hzp41fZw7B/zxB3Djhun7cLIEVZLVLXbnz5+vinoQERHVbKVD3Oefyy1ter28PEl0NODmdi/A3b5d+ffmZAmqJKtb7MgyttgREdUyJYPcli3AuHFyiFMogO7dgeTk8l+vUMjLmDRtKj+aNJG/1q8P9O/P5U3ovljdYgcA//nPf7B8+XKcP38eGo0GoaGhWLJkCcLCwvDMM8/Yuo5ERETVS1LSvSBnWPbL0E6i15cd6iZNAvr1kwNcaChQ1i5On34qt/YVF3OyBFnF6lmxy5YtQ0JCAvr374/s7GzjmDpvb28sWbLE1vUjIiKqXrTae6EOkAOdpc6v0uu8KpXAtGlATIw8AaK8rTnj4uQWuh075K9xcbaqPTk5q4Pd0qVL8dlnn+GNN96AUqk0Hu/cuTOOHz9u08oRERFVO2fOmC8YXJpSCSxaJH81PLe21S0oCOjRgy11ZJX7mjzRsWNHs+MqlQp5eXk2qRQREVG1VcfCP52SJI+ZK9l1GhcHDBvGJUrIrqwOdmFhYTh69ChCQ0NNjm/evBmtWrWyWcWIiIiqnaQkYOxY02OGIBcTYx7igoIY6MiurA52CQkJiI+PR35+PoQQ+PXXX7F69WosWLAAn3/+eVXUkYiIyPEMY+tKjqdTKACNBujSRX7OEEcOZnWwGzNmDNzc3PDmm2/i1q1beOGFFxAYGIgPPvgAw4YNq4o6EhEROYZhSRMfHyAx0XxsnV4PcBgSVSNWT54AgBEjRuDMmTPIzc1FRkYGtFot4u5jxs6uXbswcOBABAYGQpIkfP/99ybnhRCYPXs2AgIC4ObmhujoaJw5c8akzPXr1zFixAh4enrC29sbcXFxyM3NNSlz7NgxPP7446hbty6Cg4OxaNEis7qsW7cOLVu2RN26dREREYGffvrJ6s9DREQ1nFYrz0TVauVu19BQoFcvoEMHYNMm8/JKpdz1SlRNWB3sbt++jVu3bgEA3N3dcfv2bSxZsgT/+9//rL54Xl4e2rdvj48//tji+UWLFuHDDz/E8uXLsX//ftSrVw8xMTHIz883lhkxYgROnjyJrVu3YsOGDdi1axfGjRtnPK/T6dCnTx+Ehobi0KFDWLx4MebOnYtPP/3UWGbv3r0YPnw44uLicOTIEQwaNAiDBg3CiRMnrP5MRERUQ5UMcsHBwJgx5i10r7zyYDNdiaqasNKTTz4pli1bJoQQ4saNG0KtVougoCBRt25d8cknn1j7dkYAxHfffWd8rtfrhb+/v1i8eLHxWHZ2tlCpVGL16tVCCCFOnTolAIgDBw4Yy2zatElIkiT+/PNPIYQQn3zyiWjQoIEoKCgwlpk5c6Zo0aKF8fnzzz8vBgwYYFKfyMhI8fLLL1e6/jk5OQKAyMnJqfRriIjIwS5dEmLbNiFWrDCsRlf+Y8cO+TWGr0TVjNUtdocPH8bjjz8OAPjmm2/g7++Pixcv4t///jc+/PBDmwXO8+fPIyMjA9HR0cZjXl5eiIyMhEajAQBoNBp4e3ujc+fOxjLR0dFQKBTYv3+/sUz37t3h6upqLBMTE4OUlBTcuLvJskajMbmOoYzhOkRE5IQ+/xwICQF695Z3eaiIoduV68tRNWb15Ilbt27Bw8MDAPC///0PgwcPhkKhwCOPPIKLFy/arGIZGRkAAD8/P5Pjfn5+xnMZGRlQq9Um5+vUqQMfHx+TMmFhYWbvYTjXoEEDZGRklHsdSwoKClBQUGB8rtPpAAB6vR76ihauJCIix9JqIY0bB6nEDFcBoOReEeLu2nRScTGEUgmxbBkQGFjx4sREVUChqFxbnNXBrlmzZvj+++/x7LPPYsuWLZgyZQoAICsrC56enta+XY21YMECzJs3z+z4lStXTMYAEhFR9aK4fBn1330X7qW2AZMACIUCkl4PoVRCt2gRCnr0QJ0LF1D00EPQBwYCWVmOqTTVev7+/pUqZ3Wwmz17Nl544QVMmTIFvXv3RlRUFAC59c7SjhT3y/ABMjMzERAQYDyemZmJDh06GMtklfolKyoqwvXr142v9/f3R2ZmpkkZw/OKypT3Q0xMTERCQoLxuU6nQ3BwMHx9fWtVwCUiqlGSkiCNHw/JQqubUCoh9uyByMsDmjWDR1AQPAB5RixRDWF1sHvuuefw2GOPIT09He3btzce7927N5599lmbVSwsLAz+/v7Ytm2bMcjpdDrs378fEyZMAABERUUhOzsbhw4dQqdOnQAA27dvh16vR2RkpLHMG2+8gcLCQrjc3XB569ataNGiBRo0aGAss23bNkyePNl4/a1btxpDqyUqlQoqlcrsuEKhqHRzKRER2ZFWC4wfb7krVamEtGIFpLv/dhDVWI6cuXHz5k1x5MgRceTIEQFAvPfee+LIkSPi4sWLQgghFi5cKLy9vcX69evFsWPHxDPPPCPCwsLE7du3je/Rt29f0bFjR7F//36xe/duER4eLoYPH248n52dLfz8/MSLL74oTpw4IdasWSPc3d3FihUrjGX27Nkj6tSpI/75z3+K06dPizlz5ggXFxdx/PjxSn8WzoolIqqmLl0SYvt2IRITLc90ff99znAlp+HQYLdjxw4BebyqySM2NlYIIS958tZbbwk/Pz+hUqlE7969RUpKisl7XLt2TQwfPlzUr19feHp6itGjR4ubN2+alPntt9/EY489JlQqlWjcuLFYuHChWV3Wrl0rmjdvLlxdXUWbNm3Exo0brfosDHZERNXQ558LoVCUvXyJUslQR05FEqLU6FG6LzqdDl5eXsjJyeEYOyKi6kCrlRccLt31qlDIxwwLDN/HzklE1ZXVY+yIiIiqNcP+rnv3Wh5Pt2YN4Ot7b006IifCYEdERM4jKQkYN67steaUSiAqioGOnFalgt0PP/xQ6Td8+umn77syRERE9y0tDRg7Vh49V1LprleGOnJilQp2gwYNqtSbSZKE4uLiB6kPERFR5Rm6Xa9eBd580zzUAex6pVqlUsGOW2QREVG1U1G3K8CuV6p1uJIuERHVPAcOyN2uJUOdJAGzZ8thDmDXK9VK9zV5Ii8vDzt37kRaWhru3Lljcu61116zScWIiIgs+uwzuaWuNCGAnj3lwJeayq5XqpWsXsfuyJEj6N+/P27duoW8vDz4+Pjg6tWrcHd3h1qtxrlz56qqrtUa17EjIqpCWi1w8iSwaxfwj39YLqNUAhcuMMxRrWZ1V+yUKVMwcOBA3LhxA25ubti3bx8uXryITp064Z///GdV1JGIiGoTrRbYsUP+CgCLFwMhIUDfvmWHOoWC3a5EuI8WO29vb+zfvx8tWrSAt7c3NBoNWrVqhf379yM2Nha///57VdW1WmOLHRHRA9JqgQ8+AN57Tx47J0nyzhEXLpT/OoUC2LcP6NLFLtUkqs6sbrFzcXGBQiG/TK1WIy0tDQDg5eWFS5cu2bZ2RETk/LRaYPp0uVXun/+8NyFCiLJD3d1/h6BUAp9+ylBHdJfVkyc6duyIAwcOIDw8HE888QRmz56Nq1ev4j//+Q/atm1bFXUkIiJnlZRkeVHhkiTJ9LxSCWg0QF4eJ0gQlWJ1i90//vEPBAQEAADmz5+PBg0aYMKECbhy5QpWrFhh8woSEZGT0mrl2a3lhTqlEli0yHwJky5dgB49GOqISrF6jB1ZxjF2RESVdOkS8O23wL/+BRw7VnY5Q4iLi5NDIJcwIaqQ1S12vXr1QnZ2ttlxnU6HXr162aJORERU05We2Xr2rNzyFhkpj6WbPLnsUKdQANOmyePr4uLkY0FBbKEjqgSrx9glJyebLUoMAPn5+fjll19sUikiIqrBSm71JUlA48b3Ah4gH+vWDRgyBLhzB3j9daC4WA50CQnApEkMcET3qdLB7liJ/7M6deoUMjIyjM+Li4uxefNmNG7c2La1IyKimkGrBc6ckcfLlZwMIYR8TqEAevWSw9ygQYC//73XvvACu1mJbKTSwa5Dhw6QJAmSJFnscnVzc8PSpUttWjkiIqoBPvsMGD/edN/W0r79FnjmGcvngoIY6IhspNLB7vz58xBCoEmTJvj111/h6+trPOfq6gq1Wg2lYdYSERE5t5wc4H//A9auBb75pvyySiXQqZN96kVUy1U62IWGhgIA9OX9HxkRETknIYCUFGDjRvnxyy9AUVHZ5RUKuQXPMLOVLXJEdmH15AkAOHv2LJYsWYLTp08DAFq3bo1JkyahadOmNq0cERHZkWGcXHi4HMQKCoCdO4ENG+Qwd+6cafkWLYDu3eXJEiX/p58LCBM5jNXBbsuWLXj66afRoUMHdOvWDQCwZ88etGnTBj/++COefPJJm1eSiIiqWOmZrO3byyEvL+9eGVdXecmRAQPkh+F/5iMjgZdflme2llxAmIjszuoFijt27IiYmBgsXLjQ5PisWbPwv//9D4cPH7ZpBWsKLlBMRDXWpUtAaKjlHSACA4H+/YGnngJ69wbq17f8HlxAmKhasDrY1a1bF8ePH0d4eLjJ8T/++APt2rVDfn6+TStYUzDYEVGNdOoU8OKLgKX/Kf/0U2DMGLkFj4hqBKt3nvD19cXRo0fNjh89ehRqtdoWdTKaO3eucYkVw6Nly5bG8/n5+YiPj0fDhg1Rv359DBkyBJmZmSbvkZaWhgEDBsDd3R1qtRrTp09HUakBv8nJyXj44YehUqnQrFkzrFq1yqafg4io2jDsCHHypLz7Q7t2lkOdUgn068dQR1TDVHqM3dtvv41p06Zh7NixGDduHM6dO4dHH30UgDzG7p133kFCQoLNK9imTRv8/PPP9ypc516Vp0yZgo0bN2LdunXw8vLCxIkTMXjwYOzZsweAvHDygAED4O/vj7179yI9PR0jR46Ei4sL/vGPfwCQl3EZMGAAxo8fjy+//BLbtm3DmDFjEBAQgJiYGJt/HiIihyk5jq6kZ56Rx8m99ZbpODl2qRLVPKKSFAqFyMzMFHq9Xrz33nuicePGQpIkIUmSaNy4sViyZInQ6/WVfbtKmTNnjmjfvr3Fc9nZ2cLFxUWsW7fOeOz06dMCgNBoNEIIIX766SehUChERkaGscyyZcuEp6enKCgoEEIIMWPGDNGmTRuT9x46dKiIiYmxqq45OTkCgMjJybHqdURENnPpkhDbt8tfDXJy5GOJiULIo+hMH//9r+nrd+wwfT0R1SiVbrETd4fiSZKEKVOmYMqUKbh58yYAwMPDoyoyJwDgzJkzCAwMRN26dREVFYUFCxYgJCQEhw4dQmFhIaKjo41lW7ZsiZCQEGg0GjzyyCPQaDSIiIiAn5+fsUxMTAwmTJiAkydPomPHjtBoNCbvYSgzefLkcutVUFCAgoIC43OdTgdAXuePa/0Rkd0lJUEaPx6SXg8hSUBUFJCdDZw+DamcodT6gIB7LXiBgfIDKH8XCSKyO4WicqPnrFruRCo11qIqAx0AREZGYtWqVWjRogXS09Mxb948PP744zhx4gQyMjLg6uoKb29vk9f4+fkZ97HNyMgwCXWG84Zz5ZXR6XS4ffs23NzcLNZtwYIFmDdvntnxK1eu1NoJJETkGHWOHEHDl182BjhJCGDvXuP54qAg3GnZEnW3bTMJeUKpxFVvb+izsuxeZyKyjn/J/ZXLYVWwa968uVm4K+369evWvGW5+vXrZ/y+Xbt2iIyMRGhoKNauXVtm4LKXxMREkzGFOp0OwcHB8PX15axYIrKfpCRIJUJdSfq//x146SVIfn5QARBJScCECZCKiyGUSohly9CoQwe7V5mIqo5VwW7evHnw8vKqqrpUyNvbG82bN0dqaiqefPJJ3LlzB9nZ2SatdpmZmcZU6+/vj19//dXkPQyzZkuWKT2TNjMzE56enuWGR5VKBZVKZXZcoVBUurmUiOiBaLXA+PGW159TKqGIjQUCAu4dGztWnumamgqpWTNInBxB5HSsCnbDhg2z+ZIm1sjNzcXZs2fx4osvolOnTnBxccG2bdswZMgQAEBKSgrS0tIQFRUFAIiKisL8+fORlZVlrPfWrVvh6emJ1q1bG8v89NNPJtfZunWr8T2IiKqtjRstj4VTKMqe1RoUxNmuRE6s0sGuoi7YqjBt2jQMHDgQoaGhuHz5MubMmQOlUonhw4fDy8sLcXFxSEhIgI+PDzw9PfHqq68iKioKjzzyCACgT58+aN26NV588UUsWrQIGRkZePPNNxEfH29sbRs/fjw++ugjzJgxAy+99BK2b9+OtWvXYuPGjXb/vERElaLVAj/+CMyYYX5OoQD27eOWXkS1lNWzYu1Jq9Vi+PDhuHbtGnx9ffHYY49h37598PX1BQC8//77UCgUGDJkCAoKChATE4NPPvnE+HqlUokNGzZgwoQJiIqKQr169RAbG4u3337bWCYsLAwbN27ElClT8MEHHyAoKAiff/4517Ajouqp9Fp0ajVw7Rr3aSUiAPexpRhZxi3FiKjKnTsn78Va8s+2UgloNEBeHvdpJSLrxtgREVEV0WqBM2eA8HDTcGY4rtUCb7xhPlGiuFgOdT162LW6RFQ9MdgRETnaZ5/Js1v1enlv1r/8BXj4YXms3Pr1lme9GiiVcksdERHYFWsz7IolIqtotcBvvwHbtwPvvVe510gSMG+e/Cg5pi4urmrrSkQ1BlvsiIhspaLu1PBwoGFDYPZs4N13y2+J69wZOHjQ9JgQwOOPAxcuAKmpHFNHRGYY7IiIbKHkbFWFAvjoI6BPH+DTT4HFi++FOIWi4n1YlUrgk0+ARx4xLWvoduVadERUBgY7IqL7UbIVTq+Xd3UwhDe9HnjlFcuvKyvUGQJfySVLPv0UePll025XBjoiKgfH2NkIx9gROYGyulJLK9k6J0mAtzdw44Z5uTp1gKIi8+OlW+3KW7JEq2W3KxFVGlvsiIgA867U+fOBJ5+UF/+9fl3+eu0acPEi8K9/3XudEJZDnVIJ7NkDREWZh7iFC4FZsyq3qDC7XYnICmyxsxG22BHVYFotEBpa8di38rz2GvDxx+azVZOSzLtT4+LYEkdEVYLBzkYY7IhqIEPX6/79QGKi+flGjYDAQMDHR57N6uMDuLgAy5aZ7/5w4YL8vaWwxhBHRHbCrlgiqr4qO+btfpTec7U0pRI4csTydR9+uOxJDZbKszuViOyEwY6IqqfSY94+/dR8Id47d4CcHECns+7r1avA77+bX7P0zNSywlhcHBATw1Y4Iqp22BVrI+yKJbJSea1xKSlA69bmrWkREUB+vhzOcnKAggLb1mntWsDXl2GNiGosttgRkX1ptcAHH8jbaBla4xYuBIKDgb175ZmkR49a7iI9ftzye9arB3h5AZ6elftaUACMHGk+WzUqioGOiGo0Bjsisl7p1jZr1n8ruZAvIIerGTMqvqZCIS8z0rSpaVDz8JDXi7NWfj4X/yUip8OuWBthVyzVePezOK9CATz/vNyFaVis9/nngXbt5MV2b9269/XqVWDLlrLft3lzoG9foFs34NFH5bKWlgmx9WfmODkiciIMdjbCYEc1Tskgt2WLaVh7/32gf395Yd4bN+Sv168D58/LXai2/rNhWC6kdLhi8CIisgqDnY0w2FG1cL9bYtn6z0D//nKXab16gLu7/LWgAHjjDfNrVVVrHBFRLcQxdkQ1VekQZ2l5kJdeAnJzgYyMe4/ffwfmzLkXsMoKdXXrAmo10KCBvDCvjw/g6gqsWVN+ECxvvJpafa97VaEAEhKASZPYGkdEZCNssbMRttiRzVSm1a10iHv9dXlv09K/znXrypMErFVW16jh2iXHvv31r8B//1v5sXDsXiUiqjIMdjbCYEc2UTqwvfsu8NRT8ji3GzeA7Gzg3Dk5yFnzq1u/PuDvLz88PYFNm0xfL0ny9e43nDGsERFVCwx2NsJgR0aVaXErLgb+/FOejHDhgvz1xAng//7PdvVQKIBdu4AOHeQxbiVZ2pieOykQEdV4DHY2wmBXi5U3u3TGDHm3hPPnTUNcWhpQVFS5969bV94NwdtbHu9Wty6wdav5JvQLFwKzZrFLlIioFmOwK+Xjjz/G4sWLkZGRgfbt22Pp0qXo2rVrha9jsHMy5bW6CSFPSMjMlFu+3nnn/maV1qkDhIYCDz0EhIXJkxMWLzYPbJbGullqcYuLY1gjIqrlOCu2hK+//hoJCQlYvnw5IiMjsWTJEsTExCAlJQVqtdrR1av8Uha2fm11JYQcbIqK7j0KCy1/b83zbdvkHQ6EkMeedesmt5ZlZclhLjPTugkJ7dvL3aFhYfdCXFgYEBgoh7KSmjev3G4IZW1CHxTkPPeXiIisxha7EiIjI9GlSxd89NFHAAC9Xo/g4GC8+uqrmDVrVrmvrfIWO0tLWVS07ldxsRxAPvsMmDr13mvnzgWeecY2IehBX/ug7+VIlZlxWt7s0rKw1Y2IiO4Tg91dd+7cgbu7O7755hsMGjTIeDw2NhbZ2dlYv369SfmCggIUFBQYn+t0OgQHB+PGjRu2D3ZaLaSHHoJU4lYJAHjkEfnJ7dtywCj1VSostG09agihVMrdnC4u8lfDo+Tzss7pdJCOHDF7T31CAvD444Cfn7wWm1oN3LgBKSwMUomN5MXd2aVScTGEUgmxbBkX3iUiogemUCgqVY5dsXddvXoVxcXF8PPzMznu5+eH33//3az8ggULMG/ePLPjV65cQf79rBtWDtcDB+BTKn9LALBv332/Z7G3N+DuDmEINkql8XtRIvCIUudMjrm4yC1SJV5jOAcXF2PAMnltqXMmry0RyO7rtYb6SNJ9/1wUly/Dt0sX07CmVOLqiBHQBwbeK5iXB7i6wm3xYnjOmGEMcrpFi1DQowfqXLiAoocekl+TlXXf9SEiIgIAf3//SpVjsLtPiYmJSEhIMD43tNj5+vravsWuSxcIhcI0bCgUEB98ADRuDLi5yd2Clr5euwapTRuzoCL99hsQFIT7j0BOSq2GWL4cmDDBpNWtUYcOlstPngzx3HMQd7tOPYKC4AHIY+qIiIjsjMHurkaNGkGpVCIzM9PkeGZmpsWUrFKpoFKpzI4rFIpKN5dWWkiIPKauxKB6acUKSJXp4vP1tfzakBDb1tGZjB0L9OsHpKZCatYMUkXj3EJC5AcREZGDcYxdCZGRkejatSuWLl0KQJ48ERISgokTJzp+8gTwYIPqOSCfiIjI6bHFroSEhATExsaic+fO6Nq1K5YsWYK8vDyMHj3a0VWTPchSFlwGg4iIyOkx2JUwdOhQXLlyBbNnz0ZGRgY6dOiAzZs3m02oICIiIqqO2BVrI9x5goiIiBzNxqP8iYiIiMhR2BVrI4aGT51O5+CaEBERkTPy8PCAVMFarQx2NnLz5k0AQHBwsINrQkRERM6oMsO9OMbORvR6PS5fvlypNF3bGRZzvnTpEscj1hC8ZzUP71nNwvtV8zjinrHFzo4UCgWCuJyIVTw9PfkHrIbhPat5eM9qFt6vmqe63TNOniAiIiJyEgx2RERERE6CwY7sTqVSYc6cORb32qXqifes5uE9q1l4v2qe6nrPOHmCiIiIyEmwxY6IiIjISTDYERERETkJBjsiIiIiJ8FgR1Vi7ty5kCTJ5NGyZUvj+fz8fMTHx6Nhw4aoX78+hgwZgszMTAfWuPbZtWsXBg4ciMDAQEiShO+//97kvBACs2fPRkBAANzc3BAdHY0zZ86YlLl+/TpGjBgBT09PeHt7Iy4uDrm5uXb8FLVLRfds1KhRZr93ffv2NSnDe2Y/CxYsQJcuXeDh4QG1Wo1BgwYhJSXFpExl/hampaVhwIABcHd3h1qtxvTp01FUVGTPj1JrVOae9ejRw+z3bPz48SZlHHnPGOyoyrRp0wbp6enGx+7du43npkyZgh9//BHr1q3Dzp07cfnyZQwePNiBta198vLy0L59e3z88ccWzy9atAgffvghli9fjv3796NevXqIiYlBfn6+scyIESNw8uRJbN26FRs2bMCuXbswbtw4e32EWqeiewYAffv2Nfm9W716tcl53jP72blzJ+Lj47Fv3z5s3boVhYWF6NOnD/Ly8oxlKvpbWFxcjAEDBuDOnTvYu3cvvvjiC6xatQqzZ892xEdyepW5ZwAwduxYk9+zRYsWGc85/J4JoiowZ84c0b59e4vnsrOzhYuLi1i3bp3x2OnTpwUAodFo7FRDKgmA+O6774zP9Xq98Pf3F4sXLzYey87OFiqVSqxevVoIIcSpU6cEAHHgwAFjmU2bNglJksSff/5pt7rXVqXvmRBCxMbGimeeeabM1/CeOVZWVpYAIHbu3CmEqNzfwp9++kkoFAqRkZFhLLNs2TLh6ekpCgoK7PsBaqHS90wIIZ544gkxadKkMl/j6HvGFjuqMmfOnEFgYCCaNGmCESNGIC0tDQBw6NAhFBYWIjo62li2ZcuWCAkJgUajcVR1qYTz588jIyPD5B55eXkhMjLSeI80Gg28vb3RuXNnY5no6GgoFArs37/f7nUmWXJyMtRqNVq0aIEJEybg2rVrxnO8Z46Vk5MDAPDx8QFQub+FGo0GERER8PPzM5aJiYmBTqfDyZMn7Vj72qn0PTP48ssv0ahRI7Rt2xaJiYm4deuW8Zyj7xn3iqUqERkZiVWrVqFFixZIT0/HvHnz8Pjjj+PEiRPIyMiAq6srvL29TV7j5+eHjIwMx1SYTBjuQ8k/TIbnhnMZGRlQq9Um5+vUqQMfHx/eRwfp27cvBg8ejLCwMJw9exavv/46+vXrB41GA6VSyXvmQHq9HpMnT0a3bt3Qtm1bAKjU38KMjAyLv4eGc1R1LN0zAHjhhRcQGhqKwMBAHDt2DDNnzkRKSgq+/fZbAI6/Zwx2VCX69etn/L5du3aIjIxEaGgo1q5dCzc3NwfWjMh5DRs2zPh9REQE2rVrh6ZNmyI5ORm9e/d2YM0oPj4eJ06cMBlrTNVbWfes5JjUiIgIBAQEoHfv3jh79iyaNm1q72qaYVcs2YW3tzeaN2+O1NRU+Pv7486dO8jOzjYpk5mZCX9/f8dUkEwY7kPp2Xkl75G/vz+ysrJMzhcVFeH69eu8j9VEkyZN0KhRI6SmpgLgPXOUiRMnYsOGDdixYweCgoKMxyvzt9Df39/i76HhHFWNsu6ZJZGRkQBg8nvmyHvGYEd2kZubi7NnzyIgIACdOnWCi4sLtm3bZjyfkpKCtLQ0REVFObCWZBAWFgZ/f3+Te6TT6bB//37jPYqKikJ2djYOHTpkLLN9+3bo9XrjHzpyLK1Wi2vXriEgIAAA75m9CSEwceJEfPfdd9i+fTvCwsJMzlfmb2FUVBSOHz9uEsi3bt0KT09PtG7d2j4fpBap6J5ZcvToUQAw+T1z6D2r8ukZVCtNnTpVJCcni/Pnz4s9e/aI6Oho0ahRI5GVlSWEEGL8+PEiJCREbN++XRw8eFBERUWJqKgoB9e6drl586Y4cuSIOHLkiAAg3nvvPXHkyBFx8eJFIYQQCxcuFN7e3mL9+vXi2LFj4plnnhFhYWHi9u3bxvfo27ev6Nixo9i/f7/YvXu3CA8PF8OHD3fUR3J65d2zmzdvimnTpgmNRiPOnz8vfv75Z/Hwww+L8PBwkZ+fb3wP3jP7mTBhgvDy8hLJyckiPT3d+Lh165axTEV/C4uKikTbtm1Fnz59xNGjR8XmzZuFr6+vSExMdMRHcnoV3bPU1FTx9ttvi4MHD4rz58+L9evXiyZNmoju3bsb38PR94zBjqrE0KFDRUBAgHB1dRWNGzcWQ4cOFampqcbzt2/fFq+88opo0KCBcHd3F88++6xIT093YI1rnx07dggAZo/Y2FghhLzkyVtvvSX8/PyESqUSvXv3FikpKSbvce3aNTF8+HBRv3594enpKUaPHi1u3rzpgE9TO5R3z27duiX69OkjfH19hYuLiwgNDRVjx441WXJBCN4ze7J0rwCIlStXGstU5m/hhQsXRL9+/YSbm5to1KiRmDp1qigsLLTzp6kdKrpnaWlponv37sLHx0eoVCrRrFkzMX36dJGTk2PyPo68Z9LdD0JERERENRzH2BERERE5CQY7IiIiIifBYEdERETkJBjsiIiIiJwEgx0RERGRk2CwIyIiInISDHZEREREToLBjoiIiMhJMNgREZXhoYcewpIlS6r8OqNGjcKgQYOq/DqVNXfuXHTo0MHR1SCi+8BgR0TVzqhRoyBJEiRJgqurK5o1a4a3334bRUVFD/zeycnJkCQJ2dnZFZY9cOAAxo0b98DXdIRVq1bB29vb0dUgIjur4+gKEBFZ0rdvX6xcuRIFBQX46aefEB8fDxcXFyQmJtqtDr6+vna7FhGRLbDFjoiqJZVKBX9/f4SGhmLChAmIjo7GDz/8AAC4ceMGRo4ciQYNGsDd3R39+vXDmTNnjK+9ePEiBg4ciAYNGqBevXpo06YNfvrpJ1y4cAE9e/YEADRo0ACSJGHUqFFl1qF0V6wkSVixYgWeeuopuLu7o1WrVtBoNEhNTUWPHj1Qr149PProozh79qzxNYZuzRUrViA4OBju7u54/vnnkZOTU+Z1N2/ejMceewze3t5o2LAhnnrqKZP3vHDhAiRJwrfffouePXvC3d0d7du3h0ajASC3So4ePRo5OTnGls+5c+eWeb2FCxfCz88PHh4eiIuLQ35+vsn5AwcO4Mknn0SjRo3g5eWFJ554AocPHzaef+mll/DUU0+ZvKawsBBqtRpJSUllXpeIbI/BjohqBDc3N9y5cweA3FV78OBB/PDDD9BoNBBCoH///igsLAQAxMfHo6CgALt27cLx48fxzjvvoH79+ggODsb//d//AQBSUlKQnp6ODz74wKp6/O1vf8PIkSNx9OhRtGzZEi+88AJefvllJCYm4uDBgxBCYOLEiSavSU1Nxdq1a/Hjjz9i8+bNOHLkCF555ZUyr5GXl4eEhAQcPHgQ27Ztg0KhwLPPPgu9Xm9S7o033sC0adNw9OhRNG/eHMOHD0dRUREeffRRLFmyBJ6enkhPT0d6ejqmTZtm8Vpr167F3Llz8Y9//AMHDx5EQEAAPvnkE5MyN2/eRGxsLHbv3o19+/YhPDwc/fv3x82bNwEAY8aMwebNm5Genm58zYYNG3Dr1i0MHTrUqp8vET0gQURUzcTGxopnnnlGCCGEXq8XW7duFSqVSkybNk388ccfAoDYs2ePsfzVq1eFm5ubWLt2rRBCiIiICDF37lyL771jxw4BQNy4caPCeoSGhor333/f+ByAePPNN43PNRqNACCSkpKMx1avXi3q1q1rfD5nzhyhVCqFVqs1Htu0aZNQKBQiPT3d7PNacuXKFQFAHD9+XAghxPnz5wUA8fnnnxvLnDx5UgAQp0+fFkIIsXLlSuHl5VXhZ4yKihKvvPKKybHIyEjRvn37Ml9TXFwsPDw8xI8//mg81rp1a/HOO+8Ynw8cOFCMGjWqwusTkW2xxY6IqqUNGzagfv36qFu3Lvr164ehQ4di7ty5OH36NOrUqYPIyEhj2YYNG6JFixY4ffo0AOC1117D3//+d3Tr1g1z5szBsWPHyr3Wl19+ifr16xsfv/zyS5ll27VrZ/zez88PABAREWFyLD8/HzqdzngsJCQEjRs3Nj6PioqCXq9HSkqKxWucOXMGw4cPR5MmTeDp6YmHHnoIAJCWllZmXQICAgAAWVlZ5X7W0k6fPm3yszTUr6TMzEyMHTsW4eHh8PLygqenJ3Jzc03qM2bMGKxcudJYftOmTXjppZesqgsRPTgGOyKqlnr27ImjR4/izJkzuH37Nr744gvUq1evUq8dM2YMzp07hxdffBHHjx9H586dsXTp0jLLP/300zh69Kjx0blz5zLLuri4GL+XJKnMY6W7Ta0xcOBAXL9+HZ999hn279+P/fv3A4CxK7q8ujzIdcsSGxuLo0eP4oMPPsDevXtx9OhRNGzY0KQ+I0eOxLlz56DRaPDf//4XYWFhePzxx21eFyIqH4MdEVVL9erVQ7NmzRASEoI6de5N4G/VqhWKioqMYQcArl27hpSUFLRu3dp4LDg4GOPHj8e3336LqVOn4rPPPgMAuLq6AgCKi4uNZT08PNCsWTPjw83NzaafJS0tDZcvXzY+37dvHxQKBVq0aGFW1vBZ3nzzTfTu3RutWrXCjRs3rL6mq6uryWcsS6tWrUx+lob6lbRnzx689tpr6N+/P9q0aQOVSoWrV6+alGnYsCEGDRqElStXYtWqVRg9erTVdSaiB8dgR0Q1Snh4OJ555hmMHTsWu3fvxm+//Ya//vWvaNy4MZ555hkAwOTJk7FlyxacP38ehw8fxo4dO9CqVSsAQGhoKCRJwoYNG3DlyhXk5uZWeZ3r1q2L2NhY/Pbbb/jll1/w2muv4fnnn4e/v79Z2QYNGqBhw4b49NNPkZqaiu3btyMhIcHqaz700EPIzc3Ftm3bcPXqVdy6dctiuUmTJuFf//oXVq5ciT/++ANz5szByZMnTcqEh4fjP//5D06fPo39+/djxIgRFsPvmDFj8MUXX+D06dOIjY21us5E9OAY7Iioxlm5ciU6deqEp556ClFRURBC4KeffjJ2TRYXFyM+Ph6tWrVC37590bx5c+NMz8aNG2PevHmYNWsW/Pz8zGawVoVmzZph8ODB6N+/P/r06YN27dqZzTw1UCgUWLNmDQ4dOoS2bdtiypQpWLx4sdXXfPTRRzF+/HgMHToUvr6+WLRokcVyQ4cOxVtvvYUZM2agU6dOuHjxIiZMmGBSJikpCTdu3MDDDz+MF198Ea+99hrUarXZe0VHRyMgIAAxMTEIDAy0us5E9OAkIYRwdCWIiJzV3Llz8f333+Po0aOOrkqVy83NRePGjbFy5UoMHjzY0dUhqpW48wQRET0QvV6Pq1ev4t1334W3tzeefvppR1eJqNZisCMiogeSlpaGsLAwBAUFYdWqVSaTXYjIvtgVS0REROQkOHmCiIiIyEkw2BERERE5CQY7IiIiIifBYEdERETkJBjsiIiIiJwEgx0RERGRk2CwIyIiInISDHZEREREToLBjoiIiMhJ/D9G5R7eQfHk7gAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"post_implant_day = []\n",
"total_use_time_by_day = []\n",
"total_sentences_by_day = []\n",
"\n",
"for day in total_use_time.keys():\n",
"\n",
" if total_use_time[day] == 0:\n",
" continue\n",
"\n",
" post_implant_day.append(day)\n",
" total_use_time_by_day.append(total_use_time[day])\n",
" total_sentences_by_day.append(total_trial_count[day])\n",
"\n",
"post_implant_day = np.array(post_implant_day)\n",
"total_use_time_by_day = np.array(total_use_time_by_day) / 3600\n",
"total_sentences_by_day = np.array(total_sentences_by_day)\n",
"\n",
"total_use_time_by_day_cumsum = np.cumsum(total_use_time_by_day)\n",
"total_sentences_by_day_cumsum = np.cumsum(total_sentences_by_day)\n",
"\n",
"plt.figure()\n",
"\n",
"plt.subplot(211)\n",
"plt.plot(post_implant_day, total_use_time_by_day_cumsum, 'b.-')\n",
"plt.ylabel('Total use time (hours)')\n",
"plt.grid(axis='y', alpha=0.3)\n",
"plt.gca().spines['top'].set_visible(False)\n",
"plt.gca().spines['right'].set_visible(False)\n",
"\n",
"plt.subplot(212)\n",
"plt.plot(post_implant_day, total_sentences_by_day_cumsum, 'r.-')\n",
"plt.ylabel('Total sentences')\n",
"plt.xlabel('Post-implant day')\n",
"plt.grid(axis='y', alpha=0.3)\n",
"plt.gca().spines['top'].set_visible(False)\n",
"plt.gca().spines['right'].set_visible(False)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# plot sentence correctness"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fully_correct_count = np.sum([c==\"correct\" for c in t15_personal_use_trials['correctness_rating']])\n",
"mostly_correct_count = np.sum([c==\"mostly correct\" for c in t15_personal_use_trials['correctness_rating']])\n",
"one_word_wrong_count = np.sum([c==\"one word wrong\" for c in t15_personal_use_trials['correctness_rating']])\n",
"incorrect_count = np.sum([c==\"incorrect\" for c in t15_personal_use_trials['correctness_rating']])\n",
"\n",
"# pie chart\n",
"labels = [f'100%\\ncorrect\\n({fully_correct_count})', f'Mostly\\ncorrect\\n({one_word_wrong_count+mostly_correct_count})', f'Incorrect\\n({incorrect_count})']\n",
"sizes = [fully_correct_count, one_word_wrong_count+mostly_correct_count, incorrect_count]\n",
"colors = ['lightgreen', (255/255, 213/255, 128/255), 'lightcoral']\n",
"\n",
"plt.figure(figsize=(6, 6))\n",
"plt.pie(sizes, labels=labels, colors=colors, autopct='%1.1f%%', shadow=False, startangle=90)\n",
"plt.axis('equal')\n",
"plt.title(f'{fully_correct_count + one_word_wrong_count+mostly_correct_count + incorrect_count} total sentences')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# correctness and wpm by day\n",
"unique_days = np.sort(np.unique(t15_personal_use_trials['post_implant_day']))\n",
"\n",
"post_implant_day = []\n",
"num_trials_by_day = []\n",
"fully_correct_count_by_day = []\n",
"mostly_correct_count_by_day = []\n",
"one_word_wrong_count_by_day = []\n",
"incorrect_count_by_day = []\n",
"response_timeout_count_by_day = []\n",
"blank_trial_count_by_day = []\n",
"no_user_rating_count_by_day = []\n",
"wpm_by_day = []\n",
"\n",
"for day in unique_days:\n",
" ind = np.array(t15_personal_use_trials['post_implant_day'])==day\n",
"\n",
" if np.sum(ind) == 0:\n",
" continue\n",
"\n",
" post_implant_day.append(day)\n",
" num_trials_by_day.append(np.sum(ind))\n",
" fully_correct_count_by_day.append(np.sum([c==\"correct\" for c in np.array(t15_personal_use_trials['correctness_rating'])[ind]]))\n",
" mostly_correct_count_by_day.append(np.sum([c==\"mostly correct\" for c in np.array(t15_personal_use_trials['correctness_rating'])[ind]]))\n",
" one_word_wrong_count_by_day.append(np.sum([c==\"one word wrong\" for c in np.array(t15_personal_use_trials['correctness_rating'])[ind]]))\n",
" incorrect_count_by_day.append(np.sum([c==\"incorrect\" for c in np.array(t15_personal_use_trials['correctness_rating'])[ind]]))\n",
" response_timeout_count_by_day.append(np.sum([c==\"response timeout\" for c in np.array(t15_personal_use_trials['correctness_rating'])[ind]]))\n",
" blank_trial_count_by_day.append(np.sum([c==\"blank trial\" for c in np.array(t15_personal_use_trials['correctness_rating'])[ind]]))\n",
" no_user_rating_count_by_day.append(np.sum([c==\"no user rating\" for c in np.array(t15_personal_use_trials['correctness_rating'])[ind]]))\n",
"\n",
" if np.all(np.isnan(np.array(t15_personal_use_trials['wpm'])[ind])):\n",
" wpm_by_day.append(0)\n",
" else:\n",
" wpm_by_day.append(np.nanmean(np.array(t15_personal_use_trials['wpm'])[ind]))\n",
"\n",
"post_implant_day = np.array(post_implant_day)\n",
"fully_correct_count_by_day = np.array(fully_correct_count_by_day)\n",
"mostly_correct_count_by_day = np.array(mostly_correct_count_by_day)\n",
"one_word_wrong_count_by_day = np.array(one_word_wrong_count_by_day)\n",
"incorrect_count_by_day = np.array(incorrect_count_by_day)\n",
"response_timeout_count_by_day = np.array(response_timeout_count_by_day)\n",
"blank_trial_count_by_day = np.array(blank_trial_count_by_day)\n",
"no_user_rating_count_by_day = np.array(no_user_rating_count_by_day)\n",
"wpm_by_day = np.array(wpm_by_day)\n",
"\n",
"\n",
"# plot\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"plt.subplot2grid((5, 1), (0, 0), rowspan=3)\n",
"plt.plot(post_implant_day, fully_correct_count_by_day / num_trials_by_day * 100, 'g.-', label='Fully correct', linewidth=1)\n",
"plt.plot(post_implant_day, (mostly_correct_count_by_day + one_word_wrong_count_by_day) / num_trials_by_day * 100, 'y.-', label='Mostly correct', linewidth=1)\n",
"plt.plot(post_implant_day, incorrect_count_by_day / num_trials_by_day * 100, 'r.-', label='Incorrect', linewidth=1)\n",
"plt.plot(post_implant_day, blank_trial_count_by_day / num_trials_by_day * 100, '.-', label='Blank trial', color=(0.4, 0.4, 0.4), linewidth=1)\n",
"plt.plot(post_implant_day, (response_timeout_count_by_day + no_user_rating_count_by_day) / num_trials_by_day * 100, '.-', label='No user rating', color=(0.6, 0.6, 0.6), linewidth=1)\n",
"plt.grid(axis='y', alpha=0.3)\n",
"plt.legend()\n",
"plt.gca().spines['top'].set_visible(False)\n",
"plt.gca().spines['right'].set_visible(False)\n",
"xlimits = plt.xlim()\n",
"plt.ylabel('Sentence correctness (%)', fontsize=12)\n",
"\n",
"plt.subplot2grid((5, 1), (3, 0))\n",
"# bar plot of total number of sentences per day\n",
"plt.bar(post_implant_day, fully_correct_count_by_day + one_word_wrong_count_by_day + mostly_correct_count_by_day + incorrect_count_by_day + blank_trial_count_by_day + response_timeout_count_by_day + no_user_rating_count_by_day, color='lightgray', width=1)\n",
"plt.xlim(xlimits)\n",
"plt.ylabel('Number of\\nsentences', fontsize=12)\n",
"plt.grid(axis='y', alpha=0.3)\n",
"plt.gca().spines['top'].set_visible(False)\n",
"plt.gca().spines['right'].set_visible(False)\n",
"\n",
"plt.subplot2grid((5, 1), (4, 0))\n",
"# line plot of wpm\n",
"plt.plot(post_implant_day, wpm_by_day, '.-', color=(0.5, 0.5, 0.5), linewidth=1)\n",
"plt.xlim(xlimits)\n",
"plt.xlabel('Post-implant day', fontsize=12)\n",
"plt.ylabel('WPM', fontsize=12)\n",
"plt.grid(axis='y', alpha=0.3)\n",
"plt.gca().spines['top'].set_visible(False)\n",
"plt.gca().spines['right'].set_visible(False)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
}
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