# Statistical Test Result #190 — Analysis Report

Generated 2026-09-21 02:38:19 · 1 run(s) · CAT-G Data Analyzer

## 1. glm (#190)

2026-09-21 02:16:53 · statistical_test · status: completed

*The glm on count completed.*

| Metric | Value |
|---|---|
| family | negative_binomial |
| aic | 593.503467 |
| deviance | 16.882287 |
| null_deviance | 80.057553 |
| pseudo_r2 | 0.789123 |
| n_obs | 100 |
| dispersion_phi | 0.13925 |
| deviance_gof_p | 1.0 |
| method | glm |
| value_col | count |
| significant | True |

### coefficients

| term | coef | se | z | p | ci_lower | ci_upper |
|---|---|---|---|---|---|---|
| const | 0.495563 | 0.216117 | 2.293032 | 0.021846 | 0.071982 | 0.919145 |
| predictor | 0.296855 | 0.037917 | 7.828982 | 0.0 | 0.222538 | 0.371171 |

![coef forest](data:image/png;base64,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)

*coef forest*

![fitted vs observed](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlEAAAHjCAYAAAADlko9AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAAezRJREFUeJzt3XlcVPX+P/DX7DPAsAgoKCiyuaJ43TUD0TR3TcNcSs0069pyrdvt223Rbrfr/ZXebvm91xZNW0zFJVOJLHNJc83c9esCKiAoKAwIw2zn/P4gJkdAYZhhZpjX8/HgUZw55zPvMzPCm88553UkoiiKICIiIqJ6kbq6ACIiIiJPxCaKiIiIyA5sooiIiIjswCaKiIiIyA5sooiIiIjswCaKiIiIyA5sooiIiIjswCaKiIiIyA5sooiIiIjswCaKiIiIyA5sooi8kEQiwfTp011dhtu4dOkSJBIJ5s+f7+pSbAiCgPnz5yM6OhpyuRwSiQQAMH36dOv/uwt3fQ2JnIlNFJGHKy8vxzvvvIPevXsjMDAQarUa0dHReOKJJ3DmzBlXl0cNsHLlSixYsAADBw7EsmXL8Pnnn9e67s6dOzF//nwUFxdXe+zSpUuYP38+jh496rxiibwQmygiD5aZmYlu3brhpZdeQkhICBYsWIAlS5ZgzJgxWL9+Pbp27YpPP/3U1WWSnb7//nsEBATgk08+wbRp0zB16lQAwMcffwy9Xm+z7s6dO7FgwYJam6gFCxawiSJyMLmrCyAi+1RUVGDUqFG4cOEC1qxZg9TUVJvHX3rpJQwaNAhPPPEE2rZti+TkZNcUWkdGoxGCIECtVru6FLeRn5+PwMDAaofuFAoFFAqFi6oioiqciSLyUMuXL8fp06fxzDPPVGugACA8PByrVq2CIAh46aWXahxjx44d6N+/P3x9fRESEoLp06fj+vXrNusYDAb87W9/Q8eOHeHr6wt/f3+0a9cOjz/+eLXZkF9//RUTJkxA8+bNoVQqER0djZdffhnl5eU261Wd03Pjxg3Mnj0b4eHh0Gg0+Pnnn9G6dWvEx8fXWO+ePXsgkUjw2muv2Sxfv349kpKS4O/vD41Gg27duuGTTz6pcYyvvvoKXbt2hVqtRqtWrTBv3rxq9dXmhx9+gEQiwd///vcaH3/iiScgkUhw4cIFAEBRURH+/Oc/Iy4uDhqNBkFBQUhISMDzzz9/1+dZsWIFJBIJduzYgcuXL0Mikdicx3bnOVHJyclYsGABAKBt27bW9efPn4/58+dj4MCBAIAZM2ZYH7uzqW6s15CoKeFMFJGHSktLAwA89dRTta6TmJiIvn37Yt++fbhy5Qpat25tfezXX3/FunXrMGPGDEydOhUHDx7EypUrceDAARw6dAh+fn4AgLlz5+KTTz7BlClT8OyzzwIAsrKysGXLFpSVlUGj0QAAMjIyMHbsWERGRuKZZ55BixYtcOzYMSxevBh79+7Fjh07IJfb/sgZPHgwgoOD8fLLL0MQBLRs2RKPPfYY/v73v2Pv3r3o37+/zforVqwAAJuT4t944w28+eabGDhwIN544w1oNBp89913mDVrFi5cuICFCxda1126dCmeeuopxMXF4fXXX4dSqcSXX36J3bt31+k1T0lJQWRkJFauXIm//vWvNo+Vl5cjLS0N9913H2JjYwEAqamp2LFjB2bPno3ExEQYjUZcvHgRP/zww12f5/7778fnn3+Ov//97ygsLMS//vUvAEBMTEyN6//1r39Fs2bNsHHjRvzrX/9CSEgIAKBLly4AAJPJhLfffhuzZ8/GgAEDAAAtWrRwyWtI1KSIROSRgoODRa1We8/15s6dKwIQN2/ebF0GQAQgpqWl2ay7ePFiEYD4xhtvWJcFBQWJDz744F2fQ6/Xi2FhYWKvXr3EiooKm8fWrVsnAhBXrFhhXTZt2jQRgPjII4+IgiDYrH/+/HkRgPjEE0/YLC8rKxP9/f3FAQMGWJcdOXJElEgk4rPPPlvjfkulUvHixYuiKIpicXGx6OfnJ7Zu3VosLi62rldeXi4mJiZW2+/avPrqqyIAcc+ePTbLP//8cxGAuGzZMuvzARDnzJlzzzFrk5SUJLZp06ba8qrX73ZvvPGGCEDMysqqtv6OHTtEAOKnn35a7TFXvIZETQUP5xF5KJ1Oh4CAgHuuV7WOTqezWR4fH48JEybYLPvjH/+IwMBArF+/3rosMDAQp06dwrFjx2p9jh9++AH5+fmYPn06SktLUVhYaP26//774ePjg++++67adn/5y1+qne8TGxuL++67D2vXrrU5XLhhwwaUlJTYzEJ9+eWXEEURM2fOtHnOwsJCjB49GoIgWGd9tm3bhlu3bmHu3Lk2r5tGo8GLL75Y677dqer5q2bFqqxYsQI+Pj54+OGHreOq1WocOHAAmZmZdR6/sbniNSRqKthEEXkof39/lJSU3HO9qubpzoarY8eO1dZVKpWIiYmxntMDAP/+979RUlKCxMREtGnTBlOnTsXnn3+OiooK6zpVUQpPP/00QkNDbb6aN2+O8vJyXLt2rdrz1Xbu04wZM1BSUoINGzZYl93ZpNz+vF27dq32vEOGDAEA6/NevHix1v3u1KlTjXXUJCYmBgMGDLBp8rKzs7Fjxw6MHz8eWq0WQOVr+f777+P06dOIiYlBu3bt8MQTT2DDhg2wWCx1fj5nc8VrSNRU8JwoIg+VkJCAXbt24dy5c7U2IwDwyy+/APj9/Jj6GjVqFC5duoTvvvsOO3fuxM6dO/Hll19iwYIF2LdvH0JDQyEIAgDg73//O3r16lXjOEFBQdWW+fj41Ljuww8/jGeeeQYrV67ElClTrE3K1KlTrU0KAOvzbtmyBSqVqsaxoqOj67W/dTF9+nTMnDkTGzduxOTJk/HZZ59BEATMmDHDZr1Zs2Zh9OjR+Pbbb7F792788MMPWLZsGXr16oVdu3a5xZWIrnoNiZoCNlFEHmrChAnYtWsXli5disWLF9e4zvHjx7Fv3z707NnT5qRyADh9+nS19atOfK46MbpKYGAgJk6ciIkTJwL4/eTi//3f/8X8+fOtTZxarcbgwYMbvG9arRbjx4/Hl19+iZycHGuTcmfKenx8PDIyMhAeHo4//OEPdx2z6qTs06dPY8SIETaPnTp1ql71VTV5K1aswOTJk7Fy5UpERUXVGCPRokULTJ8+HdOnT4coinjllVewcOFCrF692qGp8XdLML/bY656DYmaAh7OI/JQM2fORPv27fH+++/bnMNU5dq1a5g8eTKkUin++c9/Vnv83LlzWLdunc2y//3f/0VxcTEeeughAIDFYkFRUVG1bbt37w4AuHHjBgBg6NChaNGiBd555x3k5+dXW99sNuPmzZv12r8ZM2ZAEAR89tlntTYpjz76KADgf/7nf2AymaqNodPpYDAYAABDhgyBr68vlixZYnN+WEVFBd5999161abVajFhwgRs374da9aswfnz5zFt2jSbZqW8vLzaZf8SicTaqFS9do5SdTVlTa/z3R5z1WtI1BRwJorIQ2k0GmzevBnDhg3DhAkTMHLkSAwZMgQ+Pj44deoUVqxYgdLSUnz88cfWnKDbJSQkYPr06di9ezc6dOiAQ4cOYcWKFYiPj7eeJFxaWorw8HCMGjUKiYmJCA8Px9WrV/Hxxx9DLpdjypQpACoPy33++ecYM2YMOnTogBkzZqB9+/YoLS3FxYsXsWHDBixcuLBeMy/JycmIiorCP//5T5SUlOCNN96oNqPSo0cPvPXWW3j11VfRuXNnTJo0CREREbh+/TpOnDiBTZs24fTp04iKikJAQAD++c9/Yu7cuejZsydmzJgBpVKJL774AjKZrN6v//Tp0/HZZ59h9uzZkEgkmDZtms3j586dw/3334+xY8eiU6dOCA0NRWZmJpYuXQqtVmttVB2lT58+ACpP1p8yZQrUajU6d+6Mzp07o2PHjtBqtfjPf/4DHx8fBAYGonnz5khJSXHpa0jk8Vx8dSARNVBpaam4cOFCsWfPnqK/v7+oVCrFqKgo8fHHHxdPnTpV4zYAxGnTpok//vij2K9fP1Gj0YhBQUHio48+Kubn51vXMxgM4v/8z/+IvXv3FkNCQkSlUilGRESIEyZMEA8cOFBt3DNnzojTpk0TIyIiRIVCIYaEhIjdu3cX/+d//ke8cuWKdb2aLtGvSdVl+xKJRMzMzKx1vYyMDHH48OFicHCwqFAoxJYtW4oDBw4UFy1aJOr1ept1v/jiCzEhIUFUKpVieHi4+Kc//Uk8depUvS/PFwRBjIqKEgGISUlJ1R4vLCwU//SnP4ndunUTg4KCRJVKJbZp00acPn26eObMmTo9R30iDkRRFP/5z3+Kbdu2FeVyebX92bp1q9itWzdRpVLVWLMrXkMiTycRRVF0WQdHRERE5KF4ThQRERGRHdhEEREREdmBTRQRERGRHdhEEREREdmBTRQRERGRHdhEEREREdnBK8M2KyoqcOLECYSGhkIu98qXgIiIiGpgNptRUFCAhISEe97f0is7iBMnTtR6k1QiIiKigwcPomfPnnddxyubqNDQUACVL1B4eLiLqyEiIiJ3kZeXh169ell7hbvxyiaq6hBeeHg4IiIiXFwNERERuZu6nO7DE8uJiIiI7MAmioiIiMgOXnk4725KSkqg0+lgsVhcXYpLSKVSKJVKhISE8MpFIiKiu+BM1G1KSkqQm5uLiooKV5fiMmazGUVFRcjMzERZWZmryyEiInJbnGq4jU6ng1wuR3R0NGQymavLcZmKigpcuXIFRUVF8PX1dXU5REREbokzUbexWCxQKBRe3UABgFqthlKphNlsdnUpREREbotNFBEREZEd2EQRERER2YFNFBEREZEd2EQRERER2YFN1D3cunUL+fn5Nl86nQ4AYDQaqz1WUFBg3fbatWvVHq/rydr//Oc/8eKLL1q/P3r0KDp27Njg/cnPz0dUVBROnz4NAPjHP/6B1NTUBo9LRETkbRhxcA+HDx/Grl27bJb16NEDI0aMQEFBAT755BObxwICAvD8888DAFauXAm9Xm/z+NNPP12nmxrOnDkTiYmJ+Pvf/w6VSoWlS5dizpw51da7fv06hgwZUuMYo0ePxptvvmmzLCwsDEuXLsWkSZPw3nvvYfny5Th8+PA96yEiItfI11WgoNSAUK0KYQFqV5dDt2ETdQ89evRA+/btbZZpNBoAQGhoKJ588kmbx26PR5g2bRpEUbR5PCgoqE7PGxISgkGDBmHt2rUYN24cvv76ayxcuLDaes2bN8fRo0frNGaVBx98EN999x0efPBB7NixAwEBAfXanoiInO+WwYxP92bhQOYNlBst8FHK0Ds6GDP6t4Wfir++3QHfhXvw8/ODn59fjY8plUqEhYXVum2LFi0a9Nx//OMf8ac//Qnl5eUYOXIkAgMDq61T35koABAEAcePH0ezZs2Ql5fXoBqJiMg5Pt2bhfTjefBTyxGoUaLUYEL6iTxIAMxNiXN1eQQ2UW6tV69eMBqN+Nvf/oZNmzbVuI49M1ELFy5EaGgodu/ejcGDB6Nnz55o3bq1AyomIiJHyNPpcSDzBvzUcoQHVB798FPLcbVYj/2ZNzChe6TXHtrLyspCixYt4OPj4+pSeGK5u5sxYwZatmyJ7t27O2S8AwcO4NNPP8WHH36IuLg4vPXWW5gyZYrX3nCZiMgdFZYaUW60QKtS2CzXquUoN1pQUGpwUWWutXv3bnz22Wc4dOiQq0sBwCbK7e3evRtz58512Hi9e/fG+fPnredBPfroo/jpp5+8/lY3RETuJFSrgo9ShlKDyWZ5aYUZPkoZQrUqF1XmWkqlEoMGDcL999/v6lIAsIlyW5cuXUJ8fDx0Oh0mT57s6nKIiKgRhQWo0Ts6GLcMZlwt1qO0woSrxXqUGc3oEx3sVYfysrKyrFfJ9+nTB/fddx8kEomLq6rEc6LcVFRUFM6dO+fqMoiIyEVm9G8LCYD9mTeg05vgo5QhuV04pvdv6+rSGoUgCNi9ezd27dqFmJgYWCwWtztqwibqNjKZDBUVFW75RjWmiooKGI1Gtzhpj4jIW/mp5JibEocJ3SO9Lifq1q1b2LhxI7KysjBw4EAMGDDAbWafbscm6jYBAQG4desWMjMzoVAo7r1BEyQIAgwGA2QyWZ0zrYiIyHnCAtRe0zxVOXToEK5fv47HHnsMUVFRri6nVmyibuPv7w8A0Ol0Xnu1mlwuh4+PD0JCQiCX8+NBRESNQxRF5ObmIiIiAvfffz969eoFX19fV5d1V/wteQd/f39rM0VERETOV1ZWho0bN+LSpUt47rnnoNVq3b6BAthEERERkQtdvnwZ69evhyAImDJlCrRaratLqjM2UUREROQSZ8+exdq1axEVFYWHHnqo1tusuSs2UURERNSoRFGERCJBVFQUHnjgAfTu3RtSqedFV3pexUREROSxrly5gv/85z+4ceMG1Go1+vbt65ENFMCZKCIiImoEoiji559/xvbt29G6dWsolUpXl9RgbKKIiIjIqcrLy/H111/j/PnzGDBgAJKTkz129ul2brEH6enpSEpKQmhoKFQqFaKjozFv3jzodDrrOtOnT4dEIqn2lZGR4cLKiYiI6F7MZjOKi4sxdepUpKSkNIkGCnCTmaibN2+id+/eePbZZxEcHIyTJ09i/vz5OHnyJLZt22ZdLzo6Gl9++aXNth06dGjscomIiOgeRFHEoUOH0KlTJ/j7++Opp55yy1u3NIRbNFFTp061+T45ORkqlQqzZ8/G1atX0bJlSwCARqNBnz59XFEiERER1ZFer8fXX3+Nc+fOQaVSoWvXrk2ugQLcpImqSXBwMADAaDS6uBIiIiKqq5ycHKxbtw5GoxFTpkxBbGysq0tyGrc6KGmxWFBRUYEjR47gzTffxOjRo21uPHjhwgUEBARAqVSie/fu+Prrr+s0bklJCXJycqxfeXl5ztkBIiIiL1ZRUYEvvvgC/v7+mDNnTpNuoAA3m4lq06YNcnNzAQAPPvggVq1aZX2sW7du6NmzJzp16oTi4mL897//xbhx45CWloYJEybcddzFixdjwYIFTq2diIjIW+n1esjlcqjVajz66KMICwuDTCZzdVlOJxFFUXR1EVWOHz+OsrIynDp1Cm+99Raio6Px/fff1/hGCIKAfv36oaSkBKdPn77ruCUlJSgpKbF+n5eXh169eiE7OxsREREO3w8iIiJvkZubi3Xr1iEuLg7Dhw93dTkNlpOTg8jIyDr1CG41E9WlSxcAQN++fdGzZ08kJiZi48aNNc40SaVSjB8/Hi+99BL0ej00Gk2t4/r7+8Pf399pdRMREXkbURRx8OBBbNu2DS1btkT//v1dXVKjc6sm6nZdunSBQqHAhQsXXF0KERER3UYURaxfvx6nTp1C3759MWjQIK84fHcnt22iDhw4AJPJhOjo6BofFwQBaWlp6NSp011noYiIiMixJBIJWrVqhYSEBLRr187V5biMWzRRDz30EHr06IEuXbpAo9Hg2LFjeOedd9ClSxeMHTsWly9fxrRp0zBp0iTExsaiqKgI//3vf3H48GGsX7/e1eUTERE1eaIo4vDhw9Dr9bj//vvRt29fV5fkcm7RRPXq1Qtr1qzBwoULIQgCoqKiMGvWLLz44otQKpXQarUICAjAW2+9hevXr0OpVKJHjx749ttvMXToUFeXT0RE1KRVVFRg8+bNOH36NPr27QtRFJtkeGZ9udXVeY2lPmfeExERebO8vDykpaVBr9djzJgxaN++vatLciqPvTqPiIiI3MuRI0eg0Wjw6KOPIigoyNXluBU2UURERGTDYDAgNzcX0dHR1tNm5HK2DHdyq9u+EBERkWvl5+fjo48+woYNG2AymSCXy9lA1YKvChEREUEURRw5cgQZGRkIDQ3F1KlToVAoXF2WW2MTRURERNi/fz+2bduGnj17YsiQIZx9qgO+QkRERF7MbDZDLpeja9euCAwMRIcOHVxdksfgOVFEREReSBRF/Prrr/jggw+g0+ng4+PDBqqeOBNFRETkZYxGI7Zu3Yrjx4+jR48e8PX1dXVJHolNFBEROUW+rgIFpQaEalUIC1C7uhz6TWFhIdasWYOSkhKMHz8enTt3dnVJHotNFBEROdQtgxmf7s3CgcwbKDda4KOUoXd0MGb0bws/FX/tuJpMJoOvry8eeeQRBAcHu7ocj8ZzooiIyKE+3ZuF9ON5MJgFBGqUMJgFpJ/Iw4q9Wa4uzWuZTCZ8//33qKioQFBQEKZPn84GygHYRBERkcPk6fQ4kHkDfmo5wgM01v/6KuXYn3kD+boKV5fodQoKCvDxxx/j0KFDyM/Pd3U5TQrnVYmIyGEKS40oN1oQqFHaLNeq5dDpTSgoNfD8qEZ07NgxbN26FUFBQZg9ezZCQkJcXVKTwiaKiIgcJlSrgo9ShlKDCX7q33/FlFaY4aOUIVSrcmF13qWoqAjffPMNunbtimHDhjF93AnYRBERkcOEBajROzoY6SfycLVYD61ajtIKM8qMZiS3C+csVCO4efMm/P39ERQUhKeffprnPjkRz4kiIiKHmtG/LUYkhEOtkEKnN0GtkGJEQjim92/r6tKavBMnTmDp0qXYt28fALCBcjLORBERkUP5qeSYmxKHCd0jmRPVSEwmEzIyMnDkyBEkJiaiT58+ri7JK7CJIiIipwgLULN5agRmsxnLly9HYWEhxowZg8TERFeX5DXYRBEREXkoURStNw+Ojo5G8+bNXV2SV2ETRURE5GHMZjMyMjIQGBiI++67j4fvXIQnlhMREXmQmzdvYtmyZTh27BhvHOxinIkiIiLyEKdOncI333wDrVaLJ554Ai1atHB1SV6NTRQREZGHOHv2LNq1a4eRI0dCqVTeewNyKjZRREREbqyoqAiFhYWIi4vD2LFjIZVKIZFIXF0WgU0UERGR2zp9+jS++eYbNGvWDLGxsZDJZK4uiW7DJoqIiMjNmM1mfP/99zh48CA6d+6MkSNHcvbJDbGJIiIicjPff/89fvnlF4wYMQLdu3dnA+Wm2EQRERG5Cb1eD41Gg/vuuw+JiYkIDw93dUl0F8yJIiIicjGLxYLvvvsO//nPf6DX66HVatlAeQDORBEREblQcXEx1q1bh/z8fAwdOhRqNe836CnYRBEREblIZmYm0tLSoNFo8Pjjj6Nly5auLonqgU0UERGRi2i1WsTHx2PYsGGcgfJAPCeKiIioEel0Onz99dcwGo0IDQ3FuHHj2EB5KM5EERERNZLz589j48aNUKlUKCkpQUhIiKtLogZgE0VERORkFosFO3bswN69e9G+fXuMGTOGs09NgFsczktPT0dSUhJCQ0OhUqkQHR2NefPmQafT2ay3efNmdO3aFWq1GvHx8fj0009dVDEREVHdXbt2DQcOHMDQoUORmprKBqqJcIsm6ubNm+jduzeWLl2K7777DvPmzcNnn32Ghx9+2LrOnj17MG7cOPTt2xfffvstJk6ciJkzZ2LdunUurJyIiKh2V65cgSAIaNmyJZ577jn06dOH6eNNiEQURdHVRdTk448/xuzZs5Gbm4uWLVti6NChuHXrFvbu3WtdZ/LkyTh69ChOnz5dr7FzcnIQGRmJ7OxsREREOLp0IiLycoIgYMeOHdizZw/GjBmDxMREV5dEdVSfHsEtZqJqEhwcDAAwGo0wGAzYsWOHzcwUADzyyCM4c+YMLl265IIKiYiIqispKcHKlSvx888/Y8iQIejataurSyIncasTyy0WC0wmE06fPo0333wTo0ePRlRUFE6fPg2TyYT27dvbrN+hQwcAwNmzZxEVFVXruCUlJSgpKbF+n5eX55T6iYjIu5WVleHDDz+EXC7H9OnTERkZ6eqSyIncqolq06YNcnNzAQAPPvggVq1aBQAoKioCAAQGBtqsHxQUBKDynKq7Wbx4MRYsWODgaomIiCoJggCJRAJfX1+kpKSgQ4cO8PHxcXVZ5GRudTgvPT0dP//8Mz7++GOcOXMGo0aNgsViafC48+bNQ3Z2tvXr4MGDDqiWiIgIKC0txeeff47Dhw8DALp3784Gyku41UxUly5dAAB9+/ZFz549kZiYiI0bN6Jjx44AUC3yoGqGqlmzZncd19/fH/7+/k6omIiIvFlmZiY2bNgAqVSKFi1auLocamRuNRN1uy5dukChUODChQuIiYmBQqHA2bNnbdap+v7Oc6WIiIicSRRF7Ny5E59//jnCw8MxZ84ctG7d2tVlUSNz2ybqwIEDMJlMiI6OhkqlwsCBA6tlQq1ZswYdOnS460nlREREznDt2jUMGjQIkydP5uE7L+UWh/Meeugh9OjRA126dIFGo8GxY8fwzjvvoEuXLhg7diwA4LXXXkNycjKefvpppKamYseOHVi1ahXWrFnj2uKJiMhrZGVlwWw2Iy4uDqmpqQzO9HJu0UT16tULa9aswcKFCyEIAqKiojBr1iy8+OKLUCqVAID77rsPGzZswKuvvoply5ahdevW+OSTT6plRxERkefK11WgoNSAUK0KYQHuc2sUQRDw008/YdeuXejYsSPi4uLYQJH7JpY7ExPLiYjcyy2DGZ/uzcKBzBsoN1rgo5Shd3QwZvRvCz+Va//eLysrw4YNG5CVlYXk5GQMGDCADVQTVp8ewS1mooiIyLt9ujcL6cfz4KeWI1CjRKnBhPQTeZAAmJsS59LaNm/ejOvXr+Oxxx7jObhkg00UERG5VJ5OjwOZN+CnliM8QAMA8FPLcbVYj/2ZNzChe2SjH9oTRRElJSUICAjAsGHDIJPJ4Ofn16g1kPtz26vziIjIOxSWGlFutECrUtgs16rlKDdaUFBqaNR6ysrK8OWXX2LFihWwWCwICAhgA0U14kwUERG5VKhWBR+lDKUGE/zUv/9aKq0ww0cpQ6hW1Wi1XL58GevXr4cgCBg/fjxkMlmjPTd5HjZRRETkUmEBavSODkb6iTxcLdZDq5ajtMKMMqMZye3CG+1Q3pEjR7Blyxa0adMG48eP5+wT3RObKCIicrkZ/dtCAmB/5g3o9Cb4KGVIbheO6f3bNloN4eHhuP/++3H//fdDKuXZLnRvbKKIiMjl/FRyzE2Jw4TukY2aE3XlyhXs3bsXDz/8MMLDwxEeHu7056Smg00UERG5jbAAdaM0T6Io4ueff8b27dvRunVrGI1GyOX8lUj1w08MEZEXc9eEcGcqLy/H119/jfPnz2PAgAFITk5ulMN33vhaN3VsooiIvJA7J4Q7W15eHq5evYopU6YgNjbW6c/nza91U8cz54iIvFBVQrjBLCBQo4TBLCD9RB5W7M1ydWlOIYoiTp06BVEUERMTg2effbZRGijA+15rb8ImiojIy9yZEF71X1+lHPszbyBfV+HqEh1Kr9djzZo1WLduHS5dugQA1pvbO5u3vdbehk0UEZGXcbeEcGfKzc3Fhx9+iCtXrmDy5Mlo27bxIhMA73qtvREPxhIReRl3Sgh3poKCAixfvhytWrXChAkT4O/v3+g1eMtr7a04E0VE5GWqEsJvGcy4WqxHaYUJV4v1KDOa0Sc62OOvHDOZTACAkJAQjBs3DtOmTXNJAwU0/dfa23EmiojIC7lDQrgzXL16FWlpaUhOTkbXrl3RuXNnV5fUZF9rYhNFROSVXJUQ7iyiKOLgwYPYtm0bWrZsiaioKFeXZNXUXmv6HZsoIiIv1lgJ4c5kNBqxadMmnD59Gn379sWgQYMgk8lcXVY1TeG1JltsooiIyKNV3a7lkUceQbt27VxcDXkTNlFERORxRFHE4cOH0axZM8TExODhhx92dUnkhXh1HhEReRSDwYD169cjPT0dOTk5ri6HvBhnooiIyGPk5+cjLS0NZWVlSE1NRYcOHVxdEnkxNlFEROQRRFHEli1boFarMXXqVAQFBbm6JPJybKKIiMitGQwGlJWVoVmzZkhNTYWPj4/1ZHIiV+I5UURE5Lby8/Px0UcfYf369RBFEf7+/mygyG3wk0hERG5HFEUcOXIEGRkZCA0NxYQJEyCRSFxdFpENNlFEROR2vv/+e+zbtw89e/bEkCFDOPtEbomfSiIichuiKEIikaBDhw5o1aoVOnXq5OqSiGrFJoqIiFxOFEUcPXoUJ06cwJQpUxAZGenqkojuiU0UERG5lNFoRHp6Oo4dO4YePXpAFEVXl0RUJ2yiiIjIZa5fv460tDSUlJRg/Pjx6Ny5s6tLIqozNlFEROQyhYWFkMlkmD17NoKDg11dDlG9sIkiIqJGZTKZ8Ouvv6Jnz57o2LEj2rdvD6mUsYXkedhEERFRoykoKEBaWhqKi4sRHR2NkJAQNlDksdhEERFRozh27Bi2bt2KoKAgzJ49GyEhIa4uiahB2EQREZHTZWZm4uuvv0a3bt0wbNgwKBQKV5dE1GBuMYealpaGMWPGICIiAr6+vkhMTMTy5cttLnNNTk6GRCKp9nX27FkXVk5ERHdTVlYGAGjbti0ee+wxjB49mg0UNRluMRO1ePFiREVFYdGiRQgNDcX333+PWbNmITs7G2+88YZ1vf79++Pdd9+12TYqKqqRqyUioro4ceIEtmzZgvHjxyM+Ph5t27Z1dUnV5OsqUFBqQKhWhbAAtavLIQ/jFk3U5s2bbY6Np6Sk4MaNG1i8eDFee+0160mHgYGB6NOnj6vKJCKiOjCZTMjIyMCRI0eQmJjoln/s3jKY8eneLBzIvIFyowU+Shl6RwdjRv+28FO5xa9G8gBucTivppMLu3XrhpKSEutUMBERub/S0lIsW7YMx48fx5gxYzBmzBgolUpXl1XNp3uzkH48DwazgECNEgazgPQTeVixN8vVpZEHcYsmqiZ79uxBq1atoNVqrct27doFX19fqNVqJCUlYffu3XUaq6SkBDk5OdavvLw8Z5VNROTVfHx8EB4ejlmzZiExMdHV5dQoT6fHgcwb8FPLER6gsf7XVynH/swbyNdVuLpE8hBu2UTt2bMHq1evxosvvmhdlpSUhH//+9/IyMjAypUrUV5ejsGDB2Pfvn33HG/x4sWIjIy0fvXq1cuZ5RMReRWz2Yz09HRcuXIFMpkMY8aMQfPmzV1dVq0KS40oN1qgVdme4K5Vy1FutKCg1OCiysjTSEQ3u9NjTk4OevfujQ4dOmDbtm21hrCVlZWhU6dO6NixI9LT0+86ZklJCUpKSqzf5+XloVevXsjOzkZERIRD6yci8iY3b95EWloaCgsLMWbMGI+4912+rgIvph2FwSwgPEBjXX61WA+1Qop3H07kSeZeLCcnB5GRkXXqEdzq7Lni4mIMGzYMwcHBWL9+/V1TbH19fTFixAisW7funuP6+/vD39/fkaUSEXm9U6dO4ZtvvoFWq8UTTzyBFi1auLqkOgkLUKN3dDDST+TharEeWrUcpRVmlBnNSG4XzgaK6sxtmii9Xo+RI0dCp9Nh3759CAgIcHVJRERUC4vFgh07dqBdu3YYOXKkW548fjcz+reFBMD+zBvQ6U3wUcqQ3C4c0/u7XwwDua8GNVEZGRk4dOgQsrOz8eqrr6J169bYvXs3YmNj0bJlyzqPYzabkZqaijNnzuCnn35Cq1at7rlNWVkZtmzZgp49ezZkF4iIqB6KioogCAKCg4Px+OOPQ6PRQCKRuLqsevNTyTE3JQ4TukcyJ4rsZlcTVVBQgLFjx2L//v3W44Zz5sxB69atsXz5cvj6+uJ///d/6zze008/jS1btmDRokUoKSnB/v37rY9169YNBw8exDvvvINx48YhKioKV69exaJFi5Cfn4+0tDR7doGIyKM4OxSyLuOfOXMGmzZtQtu2bTFx4kT4+Pg0Sm3OFBag9riayX3Y1UQ9//zzKCgowMmTJxEXF2czjTt48GC89dZb9Rpv27ZtAIAXXnih2mNZWVkIDw+H0WjEK6+8ghs3bsDX1xf9+vXD0qVLeaUdETVpzg6FrMv4FosF27Ztw8GDB9GpUyeMGjWqUWojcnd2fcq3bt2Kjz/+GB06dIDFYrF5LDIyEjk5OfUa79KlS/dcJyMjo15jEhE1BVWhkH5qOQI1SpQaTEg/kQcJgLkpcY0y/tq1a3Hx4kWMGDEC3bt3tx6+c3ZtRO7Orpwos9kMX1/fGh8rKiryuBMMiYjckbNDIe81fu7NyjtG9O3bFzNnzkSPHj2sDRQDK4nsbKJ69+6N5cuX1/jY6tWr0b9//wYVRUREzg+FrHV8lRSBN8/gm/VrIQgCoqKiEB4e3qi1EXkCuw7nvfXWWxg4cCDuv/9+TJgwARKJBF9//TX+8Y9/YOvWrdizZ4+j6yQi8jqhWhV8lDKUGkzwU//+47q0wgwfpQyhWpXDx5eaytE87xDU5hLE9Rlc65V3zq6NyBPYNRPVt29f7NixAxKJBC+88AJEUcTf//535OXlYfv27fjDH/7g6DqJiLxOVSjkLYMZV4v1KK0w4WqxHmVGM/pEBzf4qrI7xzcX5UJ7aSekggFBiUMx+P5+tTZRzq6NyBPYfflE3759sWvXLuj1ehQVFSEwMNB6uSsRETmGs0Mhbx/fUKKHXhWM1t0G4PGkdi6vjcjdud298xpDfe6LQ0TkDpyVxaTT6XDixAnEdO6OwltGhPgpER6oufeGjVAbkSs4/d55jz/++D3Xqe3EcyIiqj9nhEKeP38eGzduhEqlwh/+8AeER9h3uy0GVpK3squJ+vXXX6stKyoqQnZ2NkJCQup02xYiInKNqvve7d27F+3bt8fo0aOh0dRv9omIHNhEAZW3BJg0aRIWLVrUoKKIiMh5jh8/jn379mHo0KHo3bu3R977jsgdODSXv0OHDvjLX/6CP/3pTzh69KgjhyYioga6efMmmjVrhsTERLRq1QrNmzd3dUlEHs2uiIO7CQgIwIULFxw9LBER2UkQBGzfvh1LlixBbm4uJBIJGygiB7BrJurmzZvVlhmNRpw5cwavvPIKOnfu3ODCiIio4UpLS7F+/XpkZ2dj8ODBaNmypatLImoy7GqiQkJCajyGLooiIiMj8fXXXze0LiIiaqDr169j5cqVkMvlmD59OiIjI11dElGTYlcTtXz58mpNlFqtRkREBHr37g253KGnWhERkR2aNWuGLl26YMCAAQxDJnICu7qd6dOnO7gMIiJyhNLSUnzzzTdISUlBeHg4hg4d6uqSiJosThkRETURmZmZ2LBhA6RSKSwWi6vLIWry6txEabXaOmeJSCQS6HQ6u4siIvIk9tz2xJG3ShEEAbt378auXbsQGxuLcePG8fAdUSOocxP1wgsvMJCNiOg2twxmfLo3Cwcyb6DcaIGPUobe0cGY0b8t/FQ1/3i1Z5t7MRqNOH78OAYNGoT+/fvzZzVRI6nzv9j58+c7sQwiIs/z6d4spB/Pg59ajkCNEqUGE9JP5EECYG5KnMO2qc2lS5cQGBiIwMBAPPXUU1AoFA3fKSKqM4eHbRIReYM8nR4HMm/ATy1HeIDG+l9fpRz7M28gX1fhkG1qIggCdu3ahc8++wwHDx4EADZQRC5g94nlFy5cwIoVK3Du3DlUVFT/h//NN980qDAiIndWWGpEudGCQI3SZrlWLYdOb0JBqaHauU72bHOnsrIybNiwAVlZWUhOTsaAAQMcs0NEVG92NVGHDh1CUlIS2rRpg3PnzqFLly7Q6XS4dOkSIiIiEBsb6+g6iYjcSqhWBR+lDKUGE/zUv/8oLa0ww0cpQ6hW5ZBtbieKIlauXAm9Xo/HHnsMUVFRDtsfIqo/uw7nvfTSS0hNTcXJkychiiKWLVuGzMxM7NmzBxKJBH/5y18cXScRkVsJC1Cjd3QwbhnMuFqsR2mFCVeL9SgzmtEnOrjGGSV7tgEqmyej0QiJRIIRI0bgySefZANF5AbsaqKOHTuGSZMmQSqt3LzqcF6/fv0wf/58vPzyy46rkIjITc3o3xYjEsKhVkih05ugVkgxIiEc0/u3ddg2ZWVl+PLLL7Fx40YAQJs2beDn5+eU/SGi+rHrcJ5EIoFSqbTeCfzy5cvo168fACAiIgLnzp1zaJFERO7ITyXH3JQ4TOgeWefMp/psc+XKFaxbtw6CIGD8+PHO2AUiagC7mqiOHTvi4sWLGDhwIPr27YtFixYhISEBCoUCCxcuRExMjKPrJCJyW2EB6noHZt5rm3379uH7779HmzZtMH78eM4+Ebkhu5qo2bNn4/LlywCAt99+G0OGDEHXrl0BAL6+vli3bp3jKiQi8kIKhQIDBgxAUlKS9dQJT+LIRHYid2VXE/Xoo49a/79Dhw44c+YM9u3bB71ejz59+qB58+YOK5CIyFtkZ2fj4sWLSE5ORo8ePVxdjl2ckchO5K7s+kSfP38ecXG/J+v6+fnhgQcecFhRRETeRBRF/Pzzz9i+fTtat24Ns9kMudwzGw5HJrITuTu75ojbtWuHnj174l//+heuXr3q6JqIiLyGXq/H6tWr8cMPP+C+++7DY4895rENlKMS2Yk8hV1N1DfffIN27drhjTfeQOvWrTFw4EB8/PHHuHnzpqPrIyJq0g4fPoycnBxMmTIFKSkpHnn+U5WqRHatyvYWNFq1HOVGCwpKDS6qjMg57PrXOnLkSHzxxRe4du0aVq1ahaCgIDz77LMIDw/HqFGj8NVXXzm6TiKiJkMUReTm5gIA+vfvjzlz5jSJOz3cnsh+u7omshN5mgb9yaPRaJCamooNGzbg2rVrWLp0KX799VdMnTrVUfURETUper0ea9aswfLly1FcXAypVAqtVuvqshzC3kR2Ik/lkAPvhw8fxurVq7F27VpcvXoV7dq1c8SwRERNSm5uLtLS0mA0GvHII48gMDDQ1SU53Iz+bSEBsD/zBnR6E3yUMiS3u3uKO5GnsruJOn36NL766iusWbMGFy5cQGRkJCZNmoRJkyYhMTHRgSUSEXm+ixcvYtWqVWjVqhXGjx+PgIAAV5fkFPakuBN5KrsO5yUkJCAhIQEfffQRhgwZgp9++gmXL1/GP//5T7saqLS0NIwZMwYRERHw9fVFYmIili9fDlEUbdZbtmwZ4uPjoVar0bVrV2zZssWe8omIGk3Vz7HIyEikpKRg2rRpTbaBul1YgBoJEQFsoKhJs6uJ6tGjB7799ltcvXoVS5YsQf/+/RtUxOLFi+Hj44NFixZh8+bNGDZsGGbNmoU333zTus7q1asxa9YsTJw4Ed9++y369u2LcePGYf/+/Q16biJyjnxdBU7k6Lz6svarV69i6dKlKCgogFKpRP/+/SGTyVxdlkvxc0FNiUS8c7rHBQoLCxESEmKzbPbs2VizZg2KiooglUrRrl07dO/eHatWrbKu069fPwQGBiI9Pb1ez5eTk4PIyEhkZ2cjIiLCIftARJWYWF05+3Tw4EFs27YNLVu2xIQJE7xi9ulu+LkgT1GfHsEtAknubKAAoFu3bigpKUFZWRkyMzNx7tw5pKam2qzzyCOPYPv27TAYmD1C5C6qEqsNZgGBGiUMZgHpJ/KwYm+Wq0trFBUVFVi3bh0yMjLQu3dvTJ8+3esbKICfC2qa3KKJqsmePXvQqlUraLVanD17FgDQvn17m3U6dOgAo9GIrKy7/yMsKSlBTk6O9SsvL89pdRN5MyZWA2azGdevX8cjjzyCIUOGeP3hO4CfC2q63LKJ2rNnD1avXo0XX3wRAFBUVAQA1S4HDgoKAoB7JqUvXrwYkZGR1q9evXo5vmgi8trEalEU8csvv6C0tBR+fn546qmnGPVyG2/9XFDT53ZNVE5ODiZOnIiBAwfi2WefdciY8+bNQ3Z2tvXr4MGDDhmXiGx5Y2K1wWDA+vXrsWXLFvzf//0fAHj0rVucwRs/F+Qd3OpsvuLiYgwbNgzBwcFYv3699QdR1YyTTqdDWFiYdf2qGapmzZrddVx/f3/4+/s7qWoiqlKVWJ1+Ig9Xi/XQquUorTCjzGhGcrvwJne5e35+PtLS0lBWVobU1FR06NDB1SW5JW/7XJD3qHMTdXvcQF28/vrr9Vpfr9dj5MiR0Ol02Ldvn82JmFXnQp09e9Zmivzs2bNQKpWIjo6u13MRkfN4S2K10WjE559/jsDAQEydOtX6xx7VzFs+F+Rd6hxxcOcPCKPRCL1eDwBQq9WoqKg8MVCj0UClUt3zPKXbmc1mjBs3Dj///DN++ukndOzYsdo67dq1Q8+ePfHFF19Yl913333w9/dnxAGRG8rXVTTJxOqqq4FVKhVyc3PRokULyOVuNanv1prq54Kajvr0CHX+l1916AyovFdeamoqXnvtNUyYMAFarRalpaVIS0vDW2+9hTVr1tSr4KeffhpbtmzBokWLUFJSYhOg2a1bN6hUKsyfPx9TpkxBTEwMBg4ciDVr1uDAgQPYvXt3vZ6LyJH4C6F2YQFql74mznhvrl27hrS0NLRu3RqjR49Gq1atHDKuN3H154LIkez682nu3Ln485//jBkzZliXabVaPP7449Dr9fjjH/9Yr5O3t23bBgB44YUXqj2WlZWFqKgoTJo0CeXl5Vi4cCEWLlyIdu3aYePGjejbt689u0DUIAwOdF/OeG9EUcSvv/6Kb7/9FqGhobjvvvscXDUReSK7fqIcO3YMbdvWfBw7JiYGJ0+erNd4ly5dqtN6M2fOxMyZM+s1NpEzVAUH+qnlCNQoUWowIf1EHiQA5qbEubo8r+bo90YURXzzzTc4evQoevTogaFDh/LwHREBsDPiICoqCkuXLq12g2BRFPGf//wHbdq0cUhxRO6IwYHuyxnvjUQiQVhYGMaPH48RI0awgSIiK7t+GixcuBATJkxAXFwcRo0ahebNm+P69evYvHkzLl++jHXr1jm6TiK3URUcGKhR2izXquXQ6U0oKDXwnA8XcdR7I4oijh49iuLiYgwcOBC9e/d2VslE5MHsaqLGjBmDQ4cOYeHChdi0aRPy8vIQHh6OXr16Yd26dUhMTHRwmUTu4/bgQD/17/+EGBzoeo54b4xGI9LT03Hs2DF0794doihCIpE4s2wi8lB2z0snJiZi9erVjqyFyCMwONB9NfS9KSgoQFpaGnQ6HR566CEkJCQ0UuVE5IkafHC/6lYqXbt2ha+vryNqInJ7DA50Xw15b44cOQKJRIJZs2YhJCTE+cUSkUerc9jmnT766CMsWLAAeXl5kEgkOHToEP7whz9g3LhxSE5OxnPPPefoWh2GYZvkKMyJcl91fW9MJhOys7MRHR0Ns9kMURShUChqXZ+Imrb69Ah2XZ333nvv4ZlnnsFjjz2Gbdu22Vyll5ycjLS0NHuGJfI4YQFqJEQEsIFyQ3V5bwoKCvDxxx8jLS0NFRUVkMvlbKCIqM7sOpz3wQcf4LXXXsOrr74Ki8Vi81i7du2sdzInInJXx48fx5YtWxAUFITHH38cajUbYU/E2WByJbuaqNzcXPTr16/GxxQKBW7dutWgooiInOmXX37Bli1bkJiYiOHDh3P2yQPxrgHkDuz6pLVp0wYHDx5ESkpKtccOHDiA+Pj4BhdGRORoZrMZcrkcnTp1gkqlQufOnV1dEtmJdw0gd2DXOVGzZs3CW2+9hWXLlqGkpARA5cmZW7duxTvvvIMnn3zSoUUSETXUiRMn8P7776OoqAhqtZoNlAfjXQPIXdg1E/Xiiy/iypUrmD17trVh6t+/PwDg6aefxtNPP+24ComIGsBkMiEjIwNHjhxhFEsTwbsGkLuw+8Dx+++/j+effx4//PADCgsL0axZMwwaNAhxcZxGJSL3UFRUhDVr1uDGjRsYM2YM76bQRPCuAeQu7GqiSktLodVqER0djdmzZzu6JiIih5BKpVAqlZg1axaaN2/u6nLIQXjXAHIXdp0T1aJFC6SmpmLjxo0wGo2OromIyG5msxnbt29HeXk5AgICMGPGDDZQTdCM/m0xIiEcaoUUOr0JaoUUIxJ41wBqXHbNRP2///f/sHr1akyYMAFarRbjxo3D5MmTMWjQIEildvVlREQNdvPmTaSlpaGwsBBt2rRBbGwsbx7cRPmp5JibEocJ3SOZE0UuY/dtXwDgypUrWL16NVavXo2jR4+iefPmePjhhzFp0qRac6TcAW/7QtT0nD59Gt988w38/Pzw8MMPo0WLFq4uiYg8UH16hAY1Ubc7d+4cvvrqK3z00Ue4du0azGazI4Z1CjZR5CyOTE/29iTm+ux/aWkp3n//fXTo0AEjRoyASuWZJxZ7+3tO5A7q0yM4JNb1+vXr2LZtG7Zt24a8vDwEBAQ4Ylgij+HI9GRvT2Kuz/4XFxfD19cXWq0WTz75JIKDgz3y8J23v+dEnsruE5iKi4uxbNkyPPDAA2jVqhX+8pe/ICIiAhs2bMC1a9ccWSOR26tKTzaYBQRqlDCYBaSfyMOKvVkuHcsT1XX/z5w5g6VLl+Knn34CAISEhHhkAwXwPSfyVHY1UaNGjUJYWBiefvppqFQqrFixAteuXcOaNWswduxYKJXKew9C1EQ4Mj3Z25OY67L/FosFGRkZWLt2LWJjY61Bv57K299zIk9m1zzxrVu38P7772PChAlo1qyZo2si8iiOTE/29iTme+3/NV05tq7biLy8PAwfPhw9evTw2NmnKt7+nhN5sno3URUVFUhISEC3bt3YQBHBsenJ3p7EfNf9V0jRIsAHCQkJGD58OMLDw11YqeN4+3tO5MnqfThPrVbj008/RXl5uTPqIfI4VenJtwxmXC3Wo7TChKvFepQZzegTHVyvWQRHjuWJatr/vKIyBOvOoos8D2EBavTq1avJNFAA33MiT2bX4by+ffti//79SEpKcnQ9RB5pRv+2kADYn3kDOr0JPkoZktvZl57syLE80e37X36rBDGlJ6Exl6Jf+46uLs1pvP09J/JUduVE7d+/H1OmTMFTTz2F4cOHo0WLFtXOS3DnQ33MiSJnYU6U4xz49SS2Z2yBWq3GIxNT0bJlS1eX5HTe/p4TuQOnh23efmuX2k7qtFgs9R220bCJIqqbe/1Sd+Yv/U2bNqGiogJjxoyBWs2Ggogah9PDNpcvX+7xV8QQUe3uFf7orHBInU6Ha9euIT4+HiNHjoRUKuXPGiJyW3b9tJs+fbqDyyAid1IV/uinliNQo0SpwYT0E3mQAJibEnfPx+1x/vx5bNy4Eb6+voiNjYVMJnPoPhEROZrdieUAUFRUhJ9++gmrVq1CUVERgMoIBEEQHFIcETW+e4U/Hsspdmg4pCAI+OGHH7Bq1Sq0bt0ajz/+uM0pA0RE7squn1SCIOCVV15BZGQkkpKS8OijjyIrq/L2BA899BD+9re/ObRIImo8VeGPWpXCZrlWLUe50YLM62V3fbyg1FCv5/vxxx+xb98+DB06FBMnToRGo2nwPhARNQa7mqjXX38dS5YswaJFi3Du3Dncfm766NGjsXnzZocVSESN6/bwx9tVhT/GNPe96+N1DYesqKicserbty9mzJiBPn368PwnIvIodjVRK1aswNtvv40nn3wSbdva5pjExMTg4sWLDimOiBrfvcIfu0QENigcUhAEbN++HR988AHKysrg6+vLq2SJyCPZdWL5jRs30KFDhxofs1gsMJlMNT5GRJ7hXuGP9oZDlpaWYv369cjOzsagQYPg4+Pj/J0hInISu5qo+Ph4fP/99xg0aFC1x3bu3InOnTs3uDAich0/lRxzU+IwoXtkjTlQ93q8JleuXMGaNWsgl8sxffp0REZGOns3iIicyq4m6k9/+hNmzZoFhUKBCRMmAKgMp9q3bx/ef/99rFixot5jXrhwAe+++y7279+PkydPon379jh58qTNOsnJydi1a1e1bc+cOYP27dvbsytEdBdhAeq7Nkf3evx2fn5+aNu2LYYPH84ZKCJqEuzOibp58ybmz5+Pt99+GwAwduxY+Pr64q233kJqamq9xzx16hS2bt2K3r17QxCEWmMS+vfvj3fffddmWVRUVL2fj4icr7S0FD/++COGDh2KZs2aWf/o8lS8LQsR3c7uaOF58+Zh9uzZ+Pnnn1FYWIhmzZqhb9++CAgIsGu8UaNGYcyYMQAqm7TDhw/XuF5gYCD69Oljb9lE1EgyMzOxYcMGSKVS6HQ6j751i7MS2onIszXoX7+fnx+GDBnikEIYrkfUNAiCgN27d2PXrl2IjY21zlJ7MmcktBOR57Orc8nIyMBXX31l/T47OxsPPPAAIiIiMH36dJSVlTmswDvt2rULvr6+UKvVSEpKwu7du++5TUlJCXJycqxfeXl5TquPyNsVFBRg7969SElJweTJkz2+gbpXgnt9E9qJqOmwO2wzNzfX+v3cuXNx5swZPPLII8jIyMDrr7/usAJvl5SUhH//+9/IyMjAypUrUV5ejsGDB2Pfvn133W7x4sWIjIy0fvXq1csp9RF5s5ycHFgsFrRo0QLPPfccBgwY0CTCM++V4F7fhHYiajrsOpx3/vx5dO3aFUDlLE9GRga+/PJLTJgwAZ07d8aCBQuwaNEihxYKAAsWLLD5fuTIkejUqRP+9re/IT09vdbt5s2bhyeeeML6fV5eHhspIgcRRRE//fQTdu7ciWHDhqFnz57w8/NzdVkOc3uCu5/69x+Z9U1oJ6Kmx64mymw2W89h2r17N0RRxIMPPggAiI6ORn5+vuMqvAtfX1+MGDEC69atu+t6/v7+8Pf3b5SaiLxJWVkZNmzYgKysLCQnJ6NHjx6uLsnhqhLc00/k4WqxHlq1HKUVZpQZzUhuF86r9Ii8mF1NVPv27fHll1+iT58++Oijj9CvXz/rX555eXkIDg52aJFE5H4qKirw4YcfQhRFPProo9VuAdWU2JvQTkRNm11N1GuvvYaHH34YK1euhEwmw5YtW6yPZWRk4A9/+IPDCrybsrIybNmyBT179myU5yMiWG84XnVxR7t27ZrU4bua2JPQTkRNn11N1OjRo3HmzBn8+uuv6NKlC+Lifr/Et2/fvujSpUu9xywvL7ee13T58mWUlJRYD9MlJSXh7NmzeOeddzBu3DhERUXh6tWrWLRoEfLz85GWlmbPbhBRPZWVleHrr79G27Zt0a9fP3Tv3t3VJTWq+iS0E1HTZ3dOVHR0NKKjo6stnz17tl3jXb9+HQ8//LDNsqrvd+zYgYiICBiNRrzyyiu4ceMGfH190a9fPyxdupQniRM1gitXrmDdunUQBAF9+/Z1dTlERC5ndxNVWFiIf/3rXzhw4ADy8vIQHh6OPn364LnnnkNoaGi9x4uKirIeJqhNRkaGveUSkZ1EUcTevXvx448/ok2bNhg/fnyTP3xHRFQXduVEHThwAHFxcViyZAkCAgKQlJSEgIAAfPDBB4iNjcWBAwccXScRuVB+fj4GDBiARx99lA0UEdFvJOK9pn9q0KNHD6jVaqSnp9tEB+h0OgwbNgwmkwmHDh1yaKGOlJOTg8jISGRnZyMiIsLV5RC5pezsbJSXl6Ndu3YQRbFJBGcSEd1LfXoEu2aiTp06hZdffrla9lJAQABefvllnDx50p5hicgNiKKIn3/+GStWrMCRI0fYQBER1cKuc6JiY2NRXFxc42M6na7GE86JyP3p9Xp8/fXXOHfuHAYMGIDk5GQ2UEREtbCriXrnnXfwxz/+EZGRkUhKSrIu37lzJ+bPn48lS5Y4rEAiajzp6enIycnBlClTEBsb6+pyiIjcWp2bqISEBJu/SHU6HVJSUhAQEIDQ0FAUFBRAp9MhKCgIf/nLXzBs2DCnFExEjiWKIkpKShAQEIAhQ4ZAFEXeJomIqA7q3ER1797dponytpA9oqZIr9dj06ZNuHr1Kp555hlotVpXl0RE5DHq3EStWLHCiWUQUWPLzc1FWloajEYjxo0bB4VC4eqSiIg8it1hm4Ig4MaNGwCA4OBgSKV2XehHRC5w/PhxbNq0Ca1atcL48eMREBDg6pKIiDxOvTufrVu34oEHHoBWq0VYWBjCwsKg1WoxZMgQ673viMi9hYWFoW/fvpg2bRobKCIiO9VrJuq5557DBx98gKCgIAwbNgytW7cGUHlPrZ07d2LUqFF45pln8N577zmjViJqgKtXr2LXrl0YP348mjdvjsGDB7u6JCIij1bnJuqLL77AkiVL8Prrr+PPf/4zfH19bR4vLy/Hu+++izfffBO9evXC5MmTHV4sEdWfKIo4dOgQtm3bhrCwMBgMBiiVSleXRUTk8ep825d+/fohISEBH3744V3Xe/LJJ3Hy5Ens3bvXIQU6A2/7Qt6ioqICmzdvxunTp9GnTx8MHjwYMpnM1WUREbktp9z25cSJE5gwYcI915swYQJOnDhR12GJyImuXbuGrKwsTJw4EUOHDmUDRUTkQHVuoiQSCey4VzERNTJRFHHmzBkIgoA2bdrg+eefR/v27V1dFhFRk1PnJiohIQHr16+/53ppaWno0qVLg4oiIvsYDAasX78ea9euxcWLFwGA5z8RETlJnU8sf/rpp/HYY48hIiICL7zwAnx8fGwe1+v1WLRoEZYvX47PP//c4YUS0d3l5+cjLS0NZWVlSE1NRVxcnKtLIiJq0urcRE2ZMgX79+/HG2+8gX//+98YOHBgtYiDmzdv4o9//CMmTZrktIKJGiJfV4GCUgNCtSqEBagbbVtnj19UVIRPPvkEzZs3x9SpUxEUFNQodTj7NSEicmf1yon64IMP8MADD+C9997Dli1bYDAYAAAqlQr9+vXD888/j1GjRjmlUKKGuGUw49O9WTiQeQPlRgt8lDL0jg7GjP5t4ae6+z+Dhmzr7NpMJhPkcjmCgoIwduxYtG/fHnK5fTXVpw5nvyZERJ6g3j/tRo8ejdGjR8NisaCwsBAAEBISwqt+yK19ujcL6cfz4KeWI1CjRKnBhPQTeZAAmJty98NeDdnWmbVdu3YNaWlp6Nu3L7p3747OnTs3Wh3Ofk2IiDyB3Te8k8lkaNGiBVq0aMEGitxank6PA5k34KeWIzxAY/2vr1KO/Zk3kK+rcMq2zqpNFEUcOXIEn3zyCRQKBdq2bdugGupbh7NfEyIiT8G7BlOTV1hqRLnRAq1KYbNcq5aj3GhBQanBKds6ozaz2Yyvv/4amzdvRmJiImbOnIlmzZo1qIb61uHs14SIyFOwiaImL1Srgo9ShlKDyWZ5aYUZPkoZQrUqp2zrjNpkMhkEQcD48eMxYsQIu89/akgdzn5NiIg8BZsoavLCAtToHR2MWwYzrhbrUVphwtViPcqMZvSJDr7rVWUN2daRtf366684d+4cJBIJxo8f3+Dzn+yto77rEhE1ZbyMhrzCjP5tIQGwP/MGdHoTfJQyJLcLx/T+9z6fqCHbNrQ2o9GI9PR0HDt2DP369UN8fLxDnrO+dTRkXSKipqrONyBuSngDYu/lSTlRBQUFSEtLg06nw8iRI5GQkODw56xLHY5al4jIE9SnR+BMFHmVsAB1rb/sa2sIbl+eEBHQaLVt3boVEokEs2bNQkhIiNOe9151OGpdV2GjR0TOwiaKvF5twZGpPSKx9nB2owZKmkwmlJSUIDg4GOPHj4darYZCobj3hlQNA0GJyNn4k4S8Xm3Bkfszb+DmLWOjBUoWFhYiLS0NADBnzhxotVqHP4c3YSAoETkbr84jr1ZbcKRCJsWpXB2UcmmjBEoeP34cH330EQBgwoQJkEgkDh3f2zAQlIgaA2eiyKtVBUcGapQ2y5UyKUwWEQqZ7d8ZWrUcOr0JBaUGh51fs3PnTuzatQuJiYkYPnw4D985QG3vqzPePyLyXmyiyKvdHhzpp/79n4PJIkAhk8BkEWzWd2SgpCiKkEgkiIuLQ2BgIBITExs8JlWq7X1lICgRORIP55FXqy040mgR0KlVAIwWwSmBkidPnsRnn30Gs9mMVq1asYFyMAaCElFj4EwUeb3agiMf7hGJtMPZDg2UNJvNyMjIwC+//IKuXbvCC2PaGg0DQYnI2Ri2ybBN+k1dcqIaMoNx8+ZNpKWlobCwEMOHD0e3bt0cUTbdA3OiiKg+6tMjuM3hvAsXLmDOnDlITEyEXC6v9d5gy5YtQ3x8PNRqNbp27YotW7Y0cqXUVIUFqJEQEVDtF21ty+ursLAQZrMZs2bNYgPViBz1/hER3cltmqhTp05h69atiI2NRceOHWtcZ/Xq1Zg1axYmTpyIb7/9Fn379sW4ceOwf//+Rq6W3Em+rgIncnQOu2zdkeOZzWYcOnQIoigiPj4ec+bMQfPmzR1QpWM4+rUjIvImbnM4TxAESKWVPd306dNx+PBhnDx50maddu3aoXv37li1apV1Wb9+/RAYGIj09PQ6PxcP5zUNjk6kdvR4N2/exLp161BQUICZM2ciLCys3mM4C9O8iYhq5pGH86oaqNpkZmbi3LlzSE1NtVn+yCOPYPv27TAYDM4sj9xQVSK1wSwgUKOEwSwg/UQeVuzNcvl4p0+fxkcffQSj0YgnnnjCrRoowPGvHRGRN3KbJupezp49CwBo3769zfIOHTrAaDQiK6v2H/4lJSXIycmxfuXl5Tm1VnI+RydSO3K87OxspKWlIS4uDrNmzUKLFi3qu3tOxTRvIiLH8JgmqqioCAAQGBhoszwoKAhA5aGT2ixevBiRkZHWr169ejmtTmocVYnUWpVturdWLUe50YKC0vrNTDpivPLycgBAREQEpk6dioceeggqlfuFOjr6tSMi8lYe00Q1xLx585CdnW39OnjwoKtLoga6PZH6dvYmUjd0vDNnzuD999/H6dOnIZFIEBMT47b3v3P0a0dE5K08pomqmnHS6XQ2y6tmqJo1a1brtv7+/oiIiLB+hYeHO69QahSOTqS2dzyLxYKMjAysXbsWsbGxiImJccTuORXTvImIHMNjLsOpOhfq7NmzaNeunXX52bNnoVQqER0d7arSyEUcnUhd3/HKy8uxatUq5OfnY/jw4ejRo4fbzj7diWneREQN5zFNVHR0NOLj45GWloYxY8ZYl69ZswaDBg2CUqm8y9bUFPmp5JibEocJ3SMdkkhd3/HUajVCQ0MxYsQIj5vddPRrR0TkjdymiSovL7dmPV2+fBklJSVYt24dACApKQmhoaGYP38+pkyZgpiYGAwcOBBr1qzBgQMHsHv3bleWTi4WFqB2aANwt/EsFgu2b9+OuLg4tG3b1qah90SOfu2IiLyJ2zRR169fx8MPP2yzrOr7HTt2IDk5GZMmTUJ5eTkWLlyIhQsXol27dti4cSP69u3ripLJTs6+R52z6HQ6rFu3Dnl5eVD6BeKWoplLanX314mIyFu4TWJ5Y2JiuWvUlpKd2iMSaw9nu3V69rlz57Bx40aoVGqIbXvjlwI0eq1MGScicr769Aj8yUuNpiol208tR6BGiVKDCekn8rA/8wZu3jJWWy4BMDclztVlQxAEbN++HVFRUcgP6ozvTt9wSa21vX7u8joREXkbj4k4IM9WW0q2QirFqVwdlHKp26Vn63Q6FBYWQiqVYtq0aRgwdBQOXSl1SdI3U8aJiNwPmyhqFLWlZCvlEpgsIhQy24+iq9Ozz58/jw8//BDfffcdAMDHxwc3bplclvTNlHEiIvfDw3nUKG5PyfZT//6xM5pFKGQSmCyCzfquSs8WBAE//vgj9u7di3bt2tlcfVfbPjRGra58biIiqhlnoqhR1JaSbRIEdGoVAKNFcIv07A0bNmDfvn0YMmQIJk6cCI1Gc899aIxamTJOROR+OBNFjaa2lOyHe0Qi7XC2S9OzBUGAVCpFr1690KdPn1qvyHBl0jdTxomI3AsjDhhx0OjcKSdKEATs2LED2dnZeOyxxyCV1m1y1pVZTcyJIiJyHkYcUKOx5xd6bSnZty9vjEahtLQU69evx5UrVzBo0KB63feuoUnf9uzf7dskRAQgX1eBEzk6NlNERC7CJors4qzgx8YKlMzMzMT69eshl8sxY8YMREZGOmzsu7Fn/+7cRimXQiaVQBBEGMwCQzeJiFyEJ5aTXaqCHw1mAYEaJQxmAekn8rBib5Zbjnun8vJytGzZEk8++WSjNVCAfft35zbZN8tx+FIRrtwsd+prREREd8cmiurNWcGPzg6UvHXrFn766SeIoojOnTtj8uTJ8PHxadCY9WHP/t25jUwqqYyFkEpgNAuQyyQM3SQichE2UVRvzgp+dGagZFZWFpYuXYpDhw7h1q1bAFCvc6AcwZ79u3Mbg9kCsyBAqZDCLIioMAn3HIOIiJyDJ1BQvTkr+NEZ4wqCgN27d2PXrl2IiYnBuHHj4Ovra1d9DWXP/t25jUohg1wqhd5ohkYpg1ohvecYRETkHJyJonpzVvCjM8Y9ffo0du/ejZSUFEyZMsVlDRRg3/7duY3ZIlQmvAsilHIpTL+FlDJ0k4io8XEmiuzirOBHR41bVFSEoKAgdOrUCSEhIQgLC2tQXY5iz/7duU3rYB9Eh/rCIogM3SQiciGGbTJss0Gcledk77iiKOKnn37Czp078dhjjyEqKsphNTlSQ3OiwgLUDN0kInIChm1So2lo6KQjxy0rK8OGDRuQlZWF5ORktG7d2uF1OYo9+3fnNs567YmIqG7YRDVxnjhbYU/NN27cwMqVKyGKIh599FG0bctDW0RE5Fxsopqoxkr+dqSG1BwYGIiOHTvivvvug5+fXyNVTERE3oxX5zVRjZX87Uj1rbm8vBxfffUVcnJyIJPJ8OCDD7KBIiKiRsMmqglydvK3M9S35itXrmDp0qXIzc2F2Wx2UdVEROTN3PO4DjVIVcp1oEZps1yrlkOnN6Gg1OB250fVtWZRFPHzzz9j+/btaNOmDR566CFotVoXVU1ERN6MTVQT5KxEcWeqa81GoxG//vorBgwYgKSkJEilnEwlIiLX4G+gJshZieLOdK+aTSUFuHHjBlQqFZ588kkMHDiQDRQREbkUfws1UTP6t8WIhHCoFVLo9CaoFVKMSHDvVOuaah7eOQyd5dewYsUK7Nu3DwCgUCjuMRIREZHzMbG8iSeWe3JOlFYhYN+PGTh37hzuu+8+zj4REZHTMbGcrDwx1TosQI0W/ip8/PHH0Ol0mDJlCmJjY11dFhERkQ02UVRvjprdqmkcURRhMpmgVCrx4IMPIjAwEP7+/nbfa+5sXgkAoH24v8c1k1U8cTaRiMgbsImiOnNUCnpt40zqHoYfvt0Ki8WCyZMno3Xr1rhlMOODH8/X6zlvGcz4cNdFbDqai6JyEwAgyEeJMYkt8WRSjNsmtt/JE1PniYi8CU8woTpzVAp6TePs+vX/8N//fogrV66gV69ekEgkdj/np3uz8NXBKygoNUAKQCoBCkorsPrgFbdObL+TJ6bOExF5EzZRVCeOSkGvaZwo8Ro63TqCMlGBhyZPR1xcnN3PmafTY/e56zCaBWgUcvipFfBTKaBRyGAwC9h9rsAtE9vv5Imp80RE3oZNFNVJVaK4VmUbL6BVy1FutKCg1GD/OBIpSrVROOf/B+ihuvu693jOwlIjSisqbwMjl0msy+Wyyo96SYW5zrW6kqNebyIich42UVQntyeK366+KehV45hu3YCm8AwAwBDQGlc0sfBRKWzGsec5Q7UqaH9LPDdbfk/vMFsEAIC/Wu6Wie13ctTrTUREzsMmiurEUSnoLfxV6Kq+geibB4GS67hVrq91HHueMyxAjfvjm0Mpl0JvMqO0woRbFSboTRao5FLcHx/qEVe4eWLqPBGRt+ElPlRnM/q3hQTA/swb0OlN8FHKkNyu7inoFRUV2Lx5M8ovnoZPq/a4KEai3CDedRx7nnNG/7YwmQVsOpqLm+UmiACaa9UYk9jSrRPb79TQ15uIiJzLoxLLV6xYgRkzZlRb/pe//AULFy6s8zjelFjuDPbmFu3fvx+7du3CmDFj0L59+3qNw5wo5kQRETWGJp9YnpGRgYCAAOv3rVq1cmE17q/ql7AIERJIrL+M7f3lXFMKem1jiaKIE+cu4aboC9E/CsljW8HkWxmeWZ809XutW9Pze2Jae02ayn4QETU1HtlEde/eHSEhIa4uw+1VhTXuvVCIyzfKoDdaoFHKERmkgUIuhUUQYTQLDQpxvFsgpMFgwNLP1sJ04woyhC64aVZBKpEg0EeJtiE+6Bcb0uDgSAZSEhGRq/C3TBNWFdZYUmFCqd4CSESU6E04YzDDaBYQ4qdEuxb+KDWYkH4iDxIAc1Pi7HoOP7UcgRqldSzLrSKUnt0Dg74cByyxKBJUMAsiIIq4UWaATAoU2/mcdXn+ho5LRER0Lx55dV6nTp0gk8kQHR2Nf/zjH7BYLHddv6SkBDk5OdavvLy8RqrUdarCGpVyKYxmEUq5FAEaJRQyKSpMFsikEhjNImQyid0hjrUFQoaiFEW/fodSI7BdTECBLASABHKpFHKZFKII6E0WKGXSBgVHMpCSiIhcyaNmosLDw7FgwQL07t0bEokE33zzDV599VXk5uZiyZIltW63ePFiLFiwoBErdb2qsEaFTAqzIEDxW9ikVAIIIqCQSmAWBBhMFmgUMmjVcuj0JhSUGup8/k3VcwRqlJULRBGQSCD3a4ZsfRSypC1RZjZDLpFAEEVIf7uVC8TKDCeFTGoNjrTnnJ9qz/8be/aFiIiovjyqiRo6dCiGDh1q/X7IkCHQaDT417/+hb/+9a8IDw+vcbt58+bhiSeesH6fl5eHXr16Ob1eV7KGNVaYIZdKf2taKhsoqQQwCSJ85TKoFDIA9oU43h4IGSAph1/+EdwK64YSoxLSwBgEmAXcKDdbG6jbrwOVyyQwWQRoGxB+efvz+6l//ygzkJKIiBqDRx7Ou11qaiosFguOHj1a6zr+/v6IiIiwftXWbDUlVWGNRosAhUwCg9kCXbkRJosAtUIGiyBCIZPAbBHsDnEMC1CjV9tm0JRcgf/l3bAIwLVSM8qMZtwfH4pBHVtAJZfCYBYAUYRZEGC2CJBIAI1CBqNFaFBwJAMpiYjIlTxqJorqpyqscc9tV+f5KOWICNJAKZfCLIgNCnE0Go0ILzqJGP3/odg3Elc0sdColBgRHWwdqzL08ipulBkgmgXr1Xmtm/mgf2xIg4MjGUhJRESu4vFN1OrVqyGTydCtWzdXl+J2/FRyzE2Jw4TukQ7NiapiNptRcD0f48ePR0hkbI1jzRvSDpN7t7GGXjbzU9rU4Oh9ZCAlERE1Fo9qooYOHYqUlBQkJCQAAL755ht89NFHeO655xAWFubi6txXbWGN9oY4Hjt2DFFRUQgICMCcOXMglUqt49Xn+R2JgZRERNTYPKqJat++PZYtW4acnBwIgoD4+Hi89957eOaZZ1xdmts5nlOMi9fLEOgjR4if2nqS9e2zNfeaibrzcZPJhPT0dBw9ehR97x+I8Liu1bZ1xC1KqmqPae6LLhGBdo1BRETkbB517zxHacr3zrtWUoF5a4/iZK4O5UYLRBFQy6Xw95FDLpWhma8CaoUMMqkEgiDCUENieU0p4D3C5JBfPoiSEh2UbXvg6C2tTUJ4ao9IrD2c3aDk8KraT+XqYLJUnvjeqVUAFqcmooU/Z5mIiMj56tMjePzVeWRr3tqjOHypCHqjBRZBhCCKuGW0IK/YgILSCuj0ZmTfLMfhS0W4crMcgRolDGYB6SfysGJvFoDfU8ANZgGBGiWMJjMKjnyP4nITfBKGYHu+yvpY1bbz1h612ebOMetTu1kQoVZUnvh++FIRXlh71EmvFhERkf3YRDUhx7KLcCpXB5lUAolEArlUAqXs97dYIZVAV26E3mSBQiqB0SxAfkdi+fHs4t9TwLVKaBUiwgJ9cSUwEcf9/oC9ORXVEsIVUilO5eqglEvtTg6vql0hkyBAo4RaIa9MWJdKcDJXh+M5xU585YiIiOqPTVQTkllQXnkYTPp7QnjVsVoRgCiRwCSIMFtEKH+b6akwCQAqU77LjRZcLChDudGCIKkBAVd2w/f6cQCAXBuMEoOI0goztCqFzfMq5ZLfDr/ZfpyqxiwoNdS5dpXcdgylXAqTRcTF62X2vShEREROwiaqCYlp7guFrLJRkv52q5XfbrQCCQCJWNlgyWUSGE0C5FIJ1IrKj0BVyndMc1+0MF9DWP5eAIC+Wbz1cX+1HFq1HKUGk83zGs2V5y+ZLILN8vokh1fVbjDbjmE0V4aFxjT3teMVISIich42UU1Il4hAdGoVAIsgQhRFmAURxtsaG5MgIsBHAbVcBpMg/jbLY5tYnnP8Z4QVncANRSjOBvREsai2Pn5/fCjuj29eLSHcJAjo1CoAxt/Gsic5vKp2k0WsPORoNFcmrAsiOrcK4FV6RETkdthENTGLUxPRMyoIGmXlFXhSiQR+ShlaBqrQXKtGgEaJ1sE+6BkVhNbNfKDTm6BWSDEioTLlu3nz5nhwxCh06J0ClVJR7fEZ/dtiREI41AqpzWOLUxNrXF6f5PCq2uW/zUjJZRL0jArCotRE571gREREdmLEQROLOKhSn5wo3dVMVJTcwODBg23GuFvmU22PMSeKiIg8WX16BI8K2/R2+boK6+1T2of737VJ6RIRaNOA1NTchPjK8dP273D6xFHEd+gMQRCs6ePA3VPAqx7L11XgRI7OOm5t29z5/Hdrtu6snYiIyB2xifIAtwxmfLjrIjYdvYqiciMAIMhHgTGJrfBkUsxdwyxrCs7sHR2MobF+WLs2DaYyHXL9OuC8riUKd16sczhmbePeuf2d66nkUkilElgEEcYagj6JiIg8BX9reYBP92Zh9cEruGUwQymXAmLlYbnVB69AJZdibkrcXbdNP54HP7UcgRolSg0mpJ/Iw/mjl+GjNyCnWS8o/ZrB8NtyCXDX8e417p3b37ne/10rQeEtI0L8lGjXwr/W7YiIiNwdTyx3c3k6PXafK4DBLECjlMFPpYCfWgGNQg6DWcCuc9drDbPM0+l/D84M0MBPKUFreSkUUil+Kg3B/wX2RLOQ5vUOx6w2bi3b37meTCaxRhYYzSJkdwR91iWUk4iIyF2wiXJzhaVGlFaYAQCK285XkssqE6BKK8y1hlkWlhpRbrRAq1JAaixDQPYeaK8egkZqgtEigUyutFm/ruGYt497t+3vXM9gEmAWRKhkUpgFAQaTpV7PS0RE5E7YRLm5UK0K/urKo64m4ffMJ7Ol8qJKrVpea5hlqFYFH6UMEl0OAq7sgkQwQ9f6PugFRYPCMavGvTN0887t71xPrZBCLpXAYBEgl0qhUsjq9bxERETuhE2UmwsLUGNAfChUcin0RgtuVZhQWmGC3mSGSi5FUnzzu15Bl+hXgta64yhRBCOnRT9k65UNDscMC1Cjd3RwtdDNO7e/cz2TRbDexkUhk8B8R9CnvZEIRERErsATyz3AjP5tYTIL2HT0Km7+dnVec60KYxJb1RpmabFYIJPJ8Pjw/vhUBM7f0qLcUHk1XHK7cDzcIxJph7OxP/MGdHqTdXldwzFn9G8LCXDP7e9cr3UzH7QN8YVZEO16XiIiInfBsE0PCtusa07U2bNn8e233+LRRx9FSEiIdVtnhGPWdfv65EQRERG5CsM2m6i7hV8ClbNPP/zwA/bv34+OHTtCq9Xec9t7jdnQmmpbr6HPS0RE5GpsojxEvq4C+y4UIruoHJFBPohp4QcJJCi8VYHicjPUqMD5/T9Ad7MAw4cPhzIsFumnChHT3BfNtWrrrA+Au84AcYaIiIiobthEublbBjM+2H4eXx28jNIKC6qOvUoByKSAAEAUAR+JCQOVt1AY+Ad8v6MUOv1BmMwCLKIItUKGiEAflBrMAEQE+SihVcttksLrmkBORERElfjb0c19ujcLn+27BL3JNo5AACAKArrK8/B/5uYoExXYYmgHyTURoqiHQiaBTCqBySLCaDbjovkWJL9tK5dKoZRLbZLC65pATkRERJUYceDG8nR6/HA6H0ZzZQMlue0xX4kBw1X/hy7yfDSX3oJEAkgggSDCOltlESobJqmkMuhSIZNCo5CjtMKMQB+lNSn8eHZxnRLIiYiI6HdsotxYYakROr3J2hRVdVER0mKMVp2GBiakG9rjihCE2y+xlAEQRBGCKFY2VxKJ9XG5TGJNC69KCr9YUFanBHIiIiL6HQ/nubFQrQoBGgUk0FcuEAEVTEhWZuKq4I89xigYIYcEtrNUFgBKSeVSUQREUbQ+braI1rTwojIjfJQyxDT3tSaL+6l//0gwSZyIiKh2nIlyY2EBagzuGAalXAofGCGDBQYosNnQAT8aY2D8rQcWUXlyuQhAKvm9oZJKALMgQBABlUIKk0WA3mSGn7qygapKCu8SEVinBHIiIiL6HWei3NyM/m1Rkp+NsnNHcMESjIOmSOhETbWr8yQSCTQKKWJD/VBUbkSx3gSTWYBCJoFGIUOrQB/c+u3qPH+1AmqF1CYpvK4J5ERERFSJTZQbEwQB+3/aCfP5vYiPiUW32D64r8xSY05UoI8cIX5qa77T8ZxiXLxeVuecKD+VHHNT4jCheyRzooiIiOqATZSbEgQBn3/+Oa5cuYIhQ4agT58+kEgkNawZUOP2XSIC0SUi0Pr9nWnhtWGSOBERUd2wiXJTUqkUHTt2REpKCiIjI6s9XtNMkwgREkis/71bKnld7sHnKExBJyKipohNlBsRBAE7d+6EKIoYNGgQevbsWW2dayUVmLf2KE7l6mD8LZFcJZdBo5ShwmSBRRAhkwA+KgWign3QLzbEJpX8w10XsenoVRSVGwEAQT4KjElshSeTYhyeTM4UdCIiasp4dZ6bKC0txWeffYY9e/ZAo9HUut68tUdx+FIRzIIIEYDJIqKkwoyCEgP0RgvKjRaUmwSU6E24crMc6SfysGJvFoDK9PPVB6+goLQCUknlm19QasDqg1es6zhSVQq6wSwgUKOEwSzY1ENEROTJ2ES5gYsXL2Lp0qUoKirCjBkz0K9fvxrXO5ZdhFO5OihkEvipFBBEQPbbeVJVMQdSiQRSiQQKqQRGswClTGpNJd99rgAGswCNUgY/lQJ+agU0CjkMZgG7zl13aDJ5nk7PFHQiImrSeEzFDZw9exYtW7bEuHHj4OPjU+t6mQXlMFlEqBVSWITKRHL8lgslojLuQCqpTCuXSCUwCyIUMqk1lby0wgwAUEh/750rE8wrgzULSg0OO2epsNSIcqMFgRqlzXKtWg6d3uTQ5yIiInIFNlEucuvWLeTk5KB9+/Z48MEHIZVKa7n67ncxzX2hkElgMAvwU8kglUgg/HZYT4LKaUVRBGRSCURBhEJeGbCpVcsR09wX/mo5rgIwCQLksspGymypvCGMVi13aDJ5qFbFFHQiImrSeDjPBbKysrB06VJ89913MJvNkMlk92yggMrYgk6tAmCyiLhVYYIEgEWsbIIkACSSyu8FQYRJEKGUS2G0CNZU8gHxoVDJpdAbLbhVYUJphQl6kxkquRRJ8c0dOjMUFqBmCjoRETVpnIlqRIIgYPfu3di1axdiYmIwbtw4yOX1ewsWpybihbVHcTJXB0EUoZBJoFbIoFZUXp2n/O3qPF+VAq2b+aB/bIhNKrnJLGDT0au4+dvVec21KoxJbOWUZHKmoBMRUVMmEcXfpjI8xNmzZ/HMM8/g559/hlarxWOPPYa33noLSqXy3hv/JicnB5GRkcjOzkZERIQTq7W1c+dO7N69G8nJyRgwYECdZp9qw5woIiIix6tPj+BRM1FFRUVISUlBXFwcNmzYgNzcXMybNw/l5eVYsmSJq8urVUVFBdRqNXr37o22bduiTZs2do9V1ZA016qtieRVV7o119YtbbyxU8mZgk5ERE2RRzVRS5cuRUlJCTZu3IhmzZoBAMxmM55++mm88soraNmypYsrtCWKIn766Sfs378fc+bMgb+/v90NVE3Bld1aBwEAfr1SxDBLIiKiRuZRJ5Z/++23GDx4sLWBAoDU1FQIgoBt27a5sLLqysrK8OWXX2Lnzp3o3bs3/Pz8GjReTcGVXx28gtUHrzDMkoiIyAU8arri7NmzePzxx22WBQYGIjw8HGfPnq11u5KSEpSUlFi/z8vLc1qNAJCbm4s1a9ZAEAQ8+uijaNu2YSdS3xlcCVTGGBjNpQCAIB8l1AoZ/NRyXC3WY3/mDUzoHslDaERERE7kUU1UUVERAgMDqy0PCgrCzZs3a91u8eLFWLBggRMrs+Xr64uIiAgMHz68wTNQQM3BlQazxfr/FSYBaoUMAMMsiYiIGotHHc6z17x585CdnW39OnjwoFOfLzAwEKmpqQ5poADb4Moqqt+aJgBQK35/GxlmSURE1Dg8aiYqKCgIOp2u2vKioiKb86Tu5O/vD39/f2eW5lRVwZXpJ/JwtVgPrVqO0gozlHIpJABulhmty8qMZiS3C+csFBERkZN5VBPVvn37auc+6XQ65OXloX379i6qqnHUFFw5uVdrAMCRK0UMsyQiImpkHtVEDRs2DG+//TaKi4ut50alpaVBKpViyJAhri3OyfxUcsxNicOE7pHVgisZZklERNT4POqcqDlz5kCr1WLs2LHYtm0bPv30U/z5z3/GnDlz3C4jylnCAtRIiAiwaZZqWkZERETO5VFNVFBQELZv3w65XI6xY8fi5ZdfxhNPPIHFixe7ujQiIiLyMh51OA8AOnTogB9++MHVZRAREZGX86iZKCIiIiJ3wSaKiIiIyA5sooiIiIjswCaKiIiIyA5sooiIiIjswCaKiIiIyA5sooiIiIjswCaKiIiIyA5sooiIiIjs4HGJ5Y5gNpsBAHl5eS6uhIiIiNxJVW9Q1SvcjVc2UQUFBQCAXr16ubgSIiIickcFBQWIioq66zoSURTFxinHfVRUVODEiRMIDQ2FXO74PjIvLw+9evXCwYMHER4e7vDx3R33n/vP/ef+c/+5/566/2azGQUFBUhISIBarb7rul45E6VWq9GzZ0+nP094eDgiIiKc/jzuivvP/ef+c/+9Ffffs/f/XjNQVXhiOREREZEd2EQRERER2YFNlBP4+/vjjTfegL+/v6tLcQnuP/ef+8/95/5z/72BV55YTkRERNRQnIkiIiIisgObKCIiIiI7sIkiIiIisgObKCIiIiI7sIkiIiIisgObKAc6e/YsHnjgAfj6+iIsLAwvvfQSjEajq8tqFCtWrIBEIqn29fLLL7u6NKe4cOEC5syZg8TERMjlcnTu3LnG9ZYtW4b4+Hio1Wp07doVW7ZsaeRKnaMu+5+cnFzjZ+Ls2bMuqNhx0tLSMGbMGERERMDX1xeJiYlYvnw57rzQuam+93XZ/6b63gNAeno6kpKSEBoaCpVKhejoaMybNw86nc5mvc2bN6Nr165Qq9WIj4/Hp59+6qKKHasu+z99+vQa3/+MjAwXVu4cXnnbF2coKipCSkoK4uLisGHDBuTm5mLevHkoLy/HkiVLXF1eo8nIyEBAQID1+1atWrmwGuc5deoUtm7dit69e0MQBAiCUG2d1atXY9asWfjrX/+KlJQUrFmzBuPGjcNPP/2EPn36uKBqx6nL/gNA//798e6779osq+vtFNzV4sWLERUVhUWLFiE0NBTff/89Zs2ahezsbLzxxhsAmvZ7X5f9B5rmew8AN2/eRO/evfHss88iODgYJ0+exPz583Hy5Els27YNALBnzx6MGzcOTzzxBN577z38+OOPmDlzJrRaLSZMmODiPWiYuuw/AERHR+PLL7+02bZDhw6NXa7zieQQb7/9tujr6yveuHHDuuzDDz8UZTKZmJub68LKGsenn34qAhALCgpcXUqjsFgs1v+fNm2a2KlTp2rrxMfHi5MmTbJZ1rdvX3HYsGFOr8/Z6rL/SUlJ4ogRIxqzrEZR02d81qxZor+/v/V1acrvfV32v6m+97X56KOPRADWn/VDhgwR+/XrZ7POpEmTxA4dOriiPKe7c/9r+5nQFPFwnoN8++23GDx4MJo1a2ZdlpqaCkEQbLpzahqk0rv/08nMzMS5c+eQmppqs/yRRx7B9u3bYTAYnFme091r/5uykJCQasu6deuGkpISlJWVNfn3/l77742Cg4MBAEajEQaDATt27MDDDz9ss84jjzyCM2fO4NKlSy6o0Llu339v470/CR3s7NmzaN++vc2ywMBAhIeHN4nzAOqqU6dOkMlkiI6Oxj/+8Q9YLBZXl+QSVe/5nZ+JDh06wGg0IisryxVlNbpdu3bB19cXarUaSUlJ2L17t6tLcoo9e/agVatW0Gq1Xvne377/VZr6e2+xWFBRUYEjR47gzTffxOjRoxEVFYWLFy/CZDLV+P4DaDK/D2rb/yoXLlxAQEAAlEolunfvjq+//tpltToTmygHKSoqQmBgYLXlQUFBuHnzZuMX1MjCw8OxYMECfPbZZ/j2228xfPhwvPrqq3juuedcXZpLFBUVAUC1z0RQUBAAeMVnIikpCf/+97+RkZGBlStXory8HIMHD8a+fftcXZpD7dmzB6tXr8aLL74IwPve+zv3H/CO975NmzbQaDTo3r07wsPDsWrVKgDe8/7Xtv9A5czkokWLsGnTJqxduxYhISEYN24c1q1b58KKnYMnlpNDDB06FEOHDrV+P2TIEGg0GvzrX//CX//6V4SHh7uwOnKFBQsW2Hw/cuRIdOrUCX/729+Qnp7uoqocKycnBxMnTsTAgQPx7LPPurqcRlfb/nvDe5+eno6ysjKcOnUKb731FkaNGoXvv//e1WU1mtr2XyaTVfvjefTo0ejXrx9ef/11jz+x/k6ciXKQoKCgape4ApV/ldx+npQ3SU1NhcViwdGjR11dSqOr+qvzzs9E1V+p3viZ8PX1xYgRI/DLL7+4uhSHKC4uxrBhwxAcHIz169dbzxPzlve+tv2vSVN77wGgS5cu6Nu3L5544gls2rQJO3bswMaNG73m/a9t/2silUoxfvx4nDlzBnq9vpErdS42UQ7Svn37ase6dTod8vLyqh0bp6av6j2/8zNx9uxZKJVKREdHu6IschC9Xo+RI0dCp9Ph22+/tYn18Ib3/m777426dOkChUKBCxcuICYmBgqFosb3H6h+rlxTcPv+exs2UQ4ybNgw/PDDDyguLrYuS0tLg1QqxZAhQ1xXmAutXr0aMpkM3bp1c3UpjS46Ohrx8fFIS0uzWb5mzRoMGjQISqXSRZW5TllZGbZs2YKePXu6upQGMZvNSE1NxZkzZ5CRkVEtC62pv/f32v+aNJX3vjYHDhyAyWRCdHQ0VCoVBg4cWO38nzVr1qBDhw5NIivrTrfvf00EQUBaWho6deoEjUbTyNU5F8+JcpA5c+bggw8+wNixY/HKK68gNzcXf/7znzFnzhy0bNnS1eU53dChQ5GSkoKEhAQAwDfffIOPPvoIzz33HMLCwlxcneOVl5dbz+24fPkySkpKrD80q9J858+fjylTpiAmJgYDBw7EmjVrcODAgSZxldK99v/s2bN45513MG7cOERFReHq1atYtGgR8vPzqzUXnubpp5/Gli1bsGjRIpSUlGD//v3Wx7p16waVStWk3/t77f/Bgweb7HsPAA899BB69OiBLl26QKPR4NixY3jnnXfQpUsXjB07FgDw2muvITk5GU8//TRSU1OxY8cOrFq1CmvWrHFt8Q5wr/2/fPkypk2bhkmTJiE2NhZFRUX473//i8OHD2P9+vWuLt/xXB1U1ZScPn1aHDRokKjRaMTmzZuLL774omgwGFxdVqN49tlnxbi4OFGj0YgqlUpMSEgQ//3vf4uCILi6NKfIysoSAdT4tWPHDut6n3zyiRgbGysqlUoxISFB3Lx5s+uKdqB77f/58+fFoUOHimFhYaJCoRADAwPF4cOHiwcOHHB16Q3Wpk2bWvc9KyvLul5Tfe/vtf9N+b0XRVH8xz/+ISYmJoparVb09fUVO3XqJL722muiTqezWW/Tpk1iQkKCqFQqxdjYWHHZsmUuqtix7rX/N27cEEePHi1GRESISqVS9PPzE5OTk8WMjAwXV+4cElG844ZPRERERHRPPCeKiIiIyA5sooiIiIjswCaKiIiIyA5sooiIiIjswCaKiIiIyA5sooiIiIjswCaKiIiIyA5sooiIiIjswCaKiJxi/vz5kEgk1b46d+4MAJBIJHj33Xet669YsQKrVq2qNk5tyxti7NixSE5OduiYtdm5cyckEgkOHz7cKM9HRI2H984jIqfRaDT48ccfbZb5+PgAAPbt24c2bdpYl69YsQJ+fn6YPHmyzfq1LScicjU2UUTkNFKpFH369KnxsdqWExF5Ch7OIyKXuP1wXnJyMnbt2oWtW7daD/vNnz+/1uVVtm7dit69e0Oj0SA0NBRPPfUUysrKbJ7nzJkzSEpKglqtRkxMDFauXHnP2lasWAG5XI5r167ZLL958yaUSiU+/PBDAJWzaaNHj0bLli3h6+uLxMREfP7553cd+9KlS5BIJFi3bp3N8ueffx5RUVE2y3JycjB16lSEhIRAo9Hg/vvvxy+//HLP+omocXAmioicymw223wvk8kgkUhslv3nP//B1KlT4ePjY22sIiIikJqaWuNyAFi3bh0mTpyIGTNmYMGCBcjLy8PLL7+MoqIirF69GgBQUVGBIUOGwNfX19rcvP766ygpKUFcXFytNY8bNw5z5sxBWloa5s6da12+fv16AMDDDz8MALh8+TL69++POXPmQK1WY+/evZg5cyYEQcC0adPsfs0AoKioCPfddx/8/PzwwQcfICAgAB988AFSUlJw/vx5NG/evEHjE1HDsYkiIqcpKyuDQqGwWfb5559j6tSpNss6duwIf39/+Pn5VTvMV9NyURTx4osvYuLEifjkk0+sy8PDwzF8+HC89tpr6NSpE1asWIGrV6/i7Nmz1qapW7duaNeu3V2bqICAAAwfPhxfffWVTRP11VdfYciQIWjWrBkA4JFHHrGp6f7770dOTg4+/PDDBjdR7733HoqLi3Hw4EFrwzRo0CDEx8fj3Xffxf/7f/+vQeMTUcOxiSIip9FoNNi9e7fNsujo6AaPe+7cOVy+fBnvvfeezUxXUlISpFIpDh8+jE6dOuHAgQPo3LmzTcMUGxuLrl273vM5Jk2ahIkTJ+LKlSto3bo18vLysGvXLnz22WfWdYqKivDGG29g06ZNyM3NhcViAQAEBwc3eB+3bduGgQMHolmzZtZ9lMlkSEpKwqFDhxo8PhE1HJsoInIaqVSKHj16OHzcwsJCAJWH3WqSnZ0NAMjLy6vxsFeLFi2g1+vv+hwjR46Er68vVq9ejZdeeglr166FWq3G2LFjretMnz4dP//8M15//XV06tQJ/v7++O9//4s1a9bYuWe/KywsxP79+6vN5AFATExMg8cnooZjE0VEHqfqcNqSJUvQu3fvao+3bNkSQOXhvSNHjlR7/Nq1a/D397/rc2g0GowdO9baRK1evRqjRo2Cr68vgMrzrbZs2YLFixfjmWeesW4nCMJdx1Wr1QAAo9Fos7yoqKjaPj744IP429/+Vm0MlUp11+cgosbBJoqI3IJSqURFRUWdlrdv3x4RERHIzMzEH//4x1rH7NWrFz777DNcuHABsbGxAIALFy7g2LFjGDBgwD1rmjRpEkaMGIHvvvsO+/fvx8svv2x9zGAwQBAEKJVK67LS0lJ88803dx2zefPmUCgUOHPmjHWZ0WjErl27bNYbPHgwvvjiC3To0MHauBGRe2ETRURuoUOHDli5ciU2b96M8PBwtGzZEi1btqx1+eLFizF58mSUlZVhxIgR8PX1xeXLl7F161a8/fbbiI+Px/Tp0/HWW29h5MiR1hmd119/HWFhYXWq6YEHHkBwcDAef/xxBAYGYtiwYdbHAgIC0LNnTyxcuBChoaGQy+VYuHAhAgICcP369VrHlEqleOihh7BkyRLExsYiJCQES5YsgSiKNlctzps3D19++SWSkpLw3HPPoXXr1igoKMCBAwfQsmVL/OlPf7LzlSYihxGJiJzgjTfeEH19fWt9HID4zjvvWL/PyckRhw8fLgYGBooAxDfeeOOuy0VRFLdt2yYmJSWJvr6+oq+vr9ipUyfxhRdeEIuLi63rnDx5UhwwYICoVCrFtm3bisuXLxfHjBkjJiUl1Wk/nnzySRGAOHPmzGqPnT9/XkxJSRF9fHzEyMhI8Z133qm23zt27BABiIcOHbIuu379ujh27FjR399fbNWqlfjee++Jzz33nNimTRub8fPy8sSZM2eK4eHholKpFCMiIsQJEyaIe/furVPtRORcElEURZd2cUREREQeiInlRERERHZgE0VERERkBzZRRERERHZgE0VERERkBzZRRERERHZgE0VERERkBzZRRERERHZgE0VERERkBzZRRERERHZgE0VERERkBzZRRERERHZgE0VERERkh/8PJVX5wq80hdsAAAAASUVORK5CYII=)

*fitted vs observed*

![residuals vs fitted](data:image/png;base64,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)

*residuals vs fitted*

### Method & Provenance

- **Method:** Count GLM (Poisson / Negative Binomial)
- **Engine:** Python · statsmodels 0.14.6
- **Input datasets:** gallery — example_glm_counts.csv
- **Started:** 2026-09-21 02:16:53.486314
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/d9e9c78bde024ef2898ba52fc898c183

| Parameter | Value |
|---|---|
| test_type | glm |
| value_col | count |
| predictor_cols | predictor |

**Command history**

```python
import statsmodels.api as sm
```

```python
model = sm.GLM(y_counts, X_predictors, family=sm.families.Poisson())
```

```python
fit = model.fit()
```
