# Statistical Test Result #182 — Analysis Report

Generated 2026-09-21 02:37:25 · 1 run(s) · CAT-G Data Analyzer

## 1. glm (#182)

2026-09-21 02:15:12 · statistical_test · status: completed

*The glm on GH_COUNT completed.*

| Metric | Value |
|---|---|
| family | poisson |
| aic | 2948.86159 |
| deviance | 1942.210341 |
| null_deviance | 5619.785632 |
| pseudo_r2 | 0.654398 |
| n_obs | 207 |
| dispersion_phi | 9.474405 |
| deviance_gof_p | 0.0 |
| method | glm |
| value_col | GH_COUNT |
| significant | True |

### coefficients

| term | coef | se | z | p | ci_lower | ci_upper |
|---|---|---|---|---|---|---|
| const | 4.536949 | 0.019579 | 231.719669 | 0.0 | 4.498574 | 4.575324 |
| ENV_SOILTN | -5.442332 | 0.119154 | -45.674756 | 0.0 | -5.675869 | -5.208794 |

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

*coef forest*

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

*fitted vs observed*

![residuals vs fitted](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlEAAAGtCAYAAAA2xCEhAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAAdq1JREFUeJzt3Xl8E2X+B/BP7qRJm960UKAtcqlVEOUQuYUVQQVFRH+6gsLKqnjgubpyrIroKurquroqh8eKFsUTPDlEsCAgihxytBylBXomaXMn8/ujJDY9kzR3Pu/Xq2Jn0uSZJDPznef5zvcRCYIggIiIiIh8Ig53A4iIiIiiEYMoIiIiIj8wiCIiIiLyA4MoIiIiIj8wiCIiIiLyA4MoIiIiIj8wiCIiIiLyA4MoIiIiIj8wiCIiIiLyA4MoIiIiIj8wiCKiDps+fTpEIpHXj8/NzcXIkSOD16BGjhw5ApFIhAULFoTk9QKtpKQEkyZNQkZGBkQiEaZPnw4AHv8fKRYsWACRSIQjR46EuylEIcEgiijKbdiwASKRyOMnISEBBQUF+Mc//gGTyRTuJlIHTJ8+HRs3bsRDDz2Et99+G7fddlurj33hhRewfPnyFtd9/PHHURtIEkUqabgbQESBMWXKFFx11VUAgIqKCnzwwQeYP38+tmzZgi+//DKor/3666/j1VdfDeprxCOLxYJNmzbhzjvvxP333++xzmQyQSKReCx74YUXkJub22IP1ccff4wVK1YwkCIKIAZRRDHi/PPPx4033uj+/a677sLAgQPx1VdfYceOHRgwYEDQXlsmk0EmkwXt+ePVqVOnIAgCUlNTm61TKpVhaBERNcbhPKIYJZFIMGrUKADAwYMHPdYZDAY8+uij6N27NxQKBVJTUzFp0iT8+uuvHo8TBAEvvfQS+vfvD61WC41Ggx49euCGG25AeXm5+3Gt5UTt2LEDl156KdRqNVJSUnDNNde0mC/TVt7S8uXLIRKJsGHDBveysrIy3H///bjggguQmpoKhUKBXr164dFHH/V6+PLdd9/FkCFDkJqaCpVKhW7duuHqq6/G3r172/y7G2+8ERKJBMePH2+2zmg0QqvVYtiwYe5lRUVFuOKKK9C5c2coFApkZ2dj1KhR+Pjjj9t8nZEjR6J79+4AgIULF7qHal3vQ+OcKNf7d/ToUWzcuNFjaPfIkSPIzc3FihUr3H/n+mk89Oftd8L12LvvvhvZ2dlQqVS44IILUFhY2Ob2EMUi9kQRxbDDhw8DANLS0tzL9Ho9LrnkEhw6dAg333wzzj//fNTU1OD111/HkCFDsGnTJlxwwQUAgEWLFuHvf/87Lr/8csycORNyuRzHjh3Dl19+ibKyMmRnZ7f62jt37sTw4cMhkUgwZ84cdO3aFV9//TVGjhyJ+vr6Dm3Xr7/+ilWrVmHSpEm45ZZbIAgCNmzYgKeeego///wz1qxZ0+bfv/vuu7jxxhsxdOhQzJ8/HxqNBidOnMC6devw+++/4+yzz271b6dPn453330Xb731Fh599FGPdR999BH0er07uDlw4ADGjBmDzMxM3H777ejcuTMqKyuxY8cO/Pjjj5g0aVKrr/Poo49i0qRJuPfeezF58mRcffXVAIC+ffs2e2xGRgbefvtt3HvvvUhPT/doV0ZGBl544QUsWbIEmzZtwttvv+1ed/HFFwPw7Ttht9sxfvx4bN68GZMnT8aYMWNw7Ngx3HLLLejVq1eb7ztRzBGIKKqtX79eACD87W9/EyoqKoSKigph7969wmOPPSYAELp37y5YLBb34++55x5BJpMJRUVFHs9TU1Mj5OTkCCNHjnQv69+/v9C3b99223DzzTcLTQ8nw4YNE8RisbB9+3aP5bfddpsAQBgxYoR7WUlJiQBAmD9/frPnXrZsmQBAWL9+vXuZ0WgUHA5Hs8c++uijAgBh27ZtbT735MmThcTERMFqtba7bU05HA6hW7duQs+ePZutGzNmjJCQkCDo9XpBEAThxRdfFAA0e6+91db7AkC4+eabPZZ1797d431trKXPyMWX78Sbb74pABDuvvtuj8du2bJFEIlEAgChpKSkvU0jigkcziOKEU899RQyMjKQkZGBs88+G48//jjGjRuHb7/9FnK5HEDD8Nw777yDIUOGoEePHqisrHT/2O12jBs3Dps2bXIPiSUnJ+PEiRPYuHGjT22pqKjApk2bcNlllzXLxXrsscc6vK0qlQpiccPhy2azobq6GpWVlRg7diwAYOvWrW3+fXJyMoxGIz777DM4nU6fXlssFuPPf/4zDh48iM2bN7uXHz9+HOvXr8c111yDxMRE9+sADUndkXqXpK/fiQ8//BAA8Mgjj3g8z5AhQzBmzJiQt58onBhEEcWI6dOn45tvvsHatWvxwgsvIDs7G6WlpVCpVO7HuE6O33//vTvgavyzdOlSOBwOVFZWAmgIzNRqNUaOHImsrCxce+21ePXVV6HT6dpsi2sYsaVhsS5dukCr1XZoWx0OB55++mn07dsXSqUSaWlpyMjIcNeeqq6ubvPvH330UeTn5+Oaa65Beno6rrjiCjz//PM4deqUV6/vGq5rnFO0YsUKOJ1Ojzvjpk2bhssuuwyLFy9GSkoKhg8fjr///e/47bfffNncoPL1O3H48GGkp6cjMzOz2XOdc845oW4+UVgxJ4ooRvTo0QOXXnopAOCyyy7DuHHj0L9/f0ybNg3ff/89RCKRu9dl+PDhbfYIZWRkAAAGDRqEQ4cO4dtvv8X69euxceNGrFq1CvPmzcP333+PPn36BKTtbRXqtNvtzZbdf//9eOGFFzBlyhQ89NBDyMzMhFwux4kTJzB9+vR2e5d69OiBPXv2YMOGDfjuu++wadMm3H///XjsscewZs0aDB8+vN2/HzZsGD744AP861//gkqlwltvvYXc3Fx3Mj8AyOVyrF27Fjt37sRXX32FH374Ac8//zwWLVqEf/7zn7jvvvvaeWeCz9fvBBH9gUEUUYzq27cv7r77bjzzzDN47733cMMNNyAjIwPJycmoqalxB1ztSUhIwJVXXokrr7wSAPDll19i/PjxWLx4cauFHXv06AEALd7pduLEiWY9Wa5b+FvqQSouLm62bMWKFRg2bFizO8LWrl3b/gadIZPJMHbsWPcQ4K+//ooLL7wQ8+bN87gTsDXTp0/HrbfeitWrV6N79+44ePAg5s2b12JAeMEFF7gTs2tqanDxxRfjkUcewZw5c9xDrYHQVjDa2jpfvxM9evTA77//jtOnTzfrjdqzZ49vDSaKchzOI4phDz74IDQaDRYsWAC73Q6xWIwbb7wRu3fvdt/y3lTjIa2Kiopm6105TlVVVa2+bkZGBi655BJ8+eWX2Llzp8e6J554otnjExMTkZ2djXXr1kEQBPfyqqoqLF26tNnjJRKJx+OAhtyop556qtU2NdbSdvXt2xdqtbrN7Wps6tSpUKvVWL58ubsMQ9Mil64hsMZSUlKQn58Pq9UKg8Hg1Wt5S6PRtDqUqdFoADQPVH39TrjuEly0aJHHY3788Ud89913fredKBqxJ4oohqWlpeHOO+/E4sWL8dZbb+GWW27Bk08+iS1btmD69On4+OOPMWzYMKjVahw7dgzfffcdVCoV1q9fD6AhsBg0aBAGDhyInJwcVFdXu0+0N998c5uv/fzzz2P48OEYOXIk7rjjDneJg59//hnp6enNHn/XXXfhb3/7G/70pz9h8uTJqKiowOuvv468vLxmuUrXXnst/vOf/2DKlCkYN24cqqur8e6773rkf7XlT3/6ExITEzF8+HB069YNRqMRK1euRG1tLf7+97979RwajQbXXHMN3nnnHSQkJGD48OHIy8vzeMwTTzyBL7/8EhMnTkReXh6kUik2btyINWvWYOLEiR6lJwJh8ODBePPNN/HYY4+hb9++EIvFuOKKK6BWqzF48GC8/PLLuP322zFhwgTIZDIMGjQIeXl5Pn0nbr75Zrz55pt48cUXcfz4cXeJg3//+9/o379/s6CZKKaF9+ZAIuooV4mDxx9/vMX1FRUVgkajEXJzc92lDoxGo7Bo0SLh/PPPF1QqlaBWq4WzzjpL+L//+z/hq6++cv/tU089JYwYMULIzMwUZDKZkJWVJVx22WXC119/7fEard0+v23bNmHUqFFCQkKCoNVqhauvvlooKSlp8VZ8u90uPPLII0Lnzp0FuVwunHPOOcKyZctaLXHw0EMPCd27dxfkcrmQm5sr/O1vfxP27dvXrCRAS2UCXn/9deFPf/qTkJ2dLcjlciEjI0MYPny48P7773v5rjdwvfcAhGXLlrW4/rrrrhNyc3MFlUolJCUlCeedd57w9NNPC0ajsd3n97XEwalTp4Srr75aSElJaVZuwOFwCPfdd5/QpUsXQSwWN2uzt98JQRAEnU4n3HnnnUKnTp0EhUIh9OvXT/jggw+E+fPns8QBxRWRIDTpEyciIiKidjEnioiIiMgPDKKIiIiI/MAgioiIiMgPDKKIiIiI/MAgioiIiMgPDKKIiIiI/MAgioiIiMgPEVmx/NChQ3j22WdRVFSE3377DX369Glx1vM333wTTz/9NI4dO4bevXvjySefxMSJE316LbPZjN27dyMjIwNSaUS+HURERBQidrsdFRUVKCgogFKpbPOxERk17NmzB1988QUGDRoEp9PZ4ozsK1euxKxZs/Doo49i9OjReP/99zF58mRs2rQJgwcP9vq1du/ejYEDBway+URERBTltm3bhosuuqjNx0RkxXKn0wmxuGGkcfr06di+fXuznqjevXtjwIAB+N///udedvHFFyM5ORlr1qzx+rWOHDmCvLw8bNu2DdnZ2YHZACIiIopK5eXlGDhwIEpKSpCbm9vmYyOyJ8oVQLWmuLgYBw4cwNNPP+2xfNq0aXjggQdgsVigUCi8ei3XEF52djZycnL8azARERHFFG9SfKIysXz//v0AgD59+ngs79u3L6xWK0pKSsLRLCIiIoojEdkT1Z6amhoAQHJyssfylJQUAEB1dXWrf6vX66HX692/l5eXB76BREREFPOiMojqiCVLlmDhwoXhbgYRERFFuagcznP1OOl0Oo/lrh6q1NTUVv927ty5OH78uPtn27ZtwWsoERERxayo7Ily5ULt378fvXv3di/fv38/5HI58vPzW/3bpKQkJCUlBb2NREREFNuisicqPz8fvXr1QmFhocfy999/H2PGjIFcLg9Ty4iIiCheRGRPlNFodNd6Onr0KPR6PVatWgUAGDFiBDIyMrBgwQL83//9H3r06IFRo0bh/fffx9atW/H999+Hs+lEREQUJyIyiDp9+jSuvfZaj2Wu39evX4+RI0fi+uuvh9FoxOLFi7F48WL07t0bq1evxpAhQ8LRZCIiIoozEVmxPJRKS0vRtWtXHD9+nMU2KShO6syoMFiQkahAlrbteZiIiCi8fIkLIrInKpbwBBq/6ix2LNtcgq3FVTBaHUiQSzAoPw0zhuZBo+CuR0QU7XgkDxKeQGnZ5hKs+bUcGqUUySo5DBYb1uwuhwjAnaN7hrt5RETUQVF5d140cJ1ALXYnklVyWOxOrNldjuWbOSVNPCjXmbC1uAoapRTZWpX7X7VciqLiKpzUmcPdRCIi6iAGUUHAEyhVGqwwWh1IVMg8licqpTBaHagwWMLUMiIiChQGUUHAEyhlJCqQIJfAYLF5LDeY7UiQS5CRqAhTy4iIKFAYRAUBT6CUpVViUH4a6ix2lNWaYDDbUFZrQr3VjsH5abzJgIgoBjCICgKeQAkAZgzNw4SCbChlYuhMNihlYkwoyMb0oXnhbhoREQUAbxMLkhlD8yACUFRcBZ3JhgS5BCN78wQaTzQKKe4c3RNTBnRlmQsiohjEICpIeAIllyytkp89EVEMYhAVZDyBEhERxSbmRBERERH5gUEUERERkR8YRBERERH5gUEUERERkR8YRBERERH5gUEUERERkR8YRBERERH5gUEUERERkR8YRBERERH5gUEUERERkR8YRBERERH5gUEUERERkR8YRBERERH5gUEUERERkR8YRBERERH5gUEUERERkR+iOoj69NNPMWjQICQmJiI7OxtTp05FcXFxuJtFREREcSBqg6gNGzZg8uTJOPvss7F69Wq88MIL+OWXXzBu3DiYTKZwN49iyEmdGbtLdTipM4e7KUREFEGk4W6Av1auXInu3btj6dKlEIlEAIDMzEyMHj0a27dvx7Bhw8LcQop2dRY7lm0uwdbiKhitDiTIJRiUn4YZQ/OgUUTtrkNERAEStT1RNpsNiYmJ7gAKALRaLQBAEIRwNYtiyLLNJVjzazksdieSVXJY7E6s2V2O5ZtLwt00IiKKAFEbRE2fPh179+7FK6+8Ap1Oh+LiYjzyyCPo378/hg4dGu7mUZQr15mwtbgKGqUU2VqV+1+1XIqi4ioO7RERUfQGUcOGDcPq1avx8MMPIzk5GT169MCpU6ewdu1aSCSSVv9Or9ejtLTU/VNeXh7CVlO0qDRYYbQ6kKiQeSxPVEphtDpQYbCEqWVERBQpojaI2rJlC2666SbMmjUL69atQ2FhIZxOJyZMmNBmYvmSJUvQtWtX98/AgQND2GqKFhmJCiTIJTBYbB7LDWY7EuQSZCQqwtQyIiKKFCIhShOILrzwQnTv3h0ffvihe1lpaSm6deuGV199FX/5y19a/Du9Xg+9Xu/+vby8HAMHDsTx48eRk5MT9HZT9Hhp3UGs2V0OtVyKRKUUBrMd9VY7JhRk487RPcPdPCIiCoLS0lJ07drVq7ggam8x2rt3L6666iqPZTk5OUhPT8fhw4db/bukpCQkJSUFu3kUA2YMzYMIQFFxFXQmGxLkEozsnY3pQ/PC3TQiIooAURtEde/eHTt37vRYdvToUVRWViI3Nzc8jaKYolFIcefonpgyoCsqDBZkJCqQpVWGu1lERBQhojaImj17Nu655x7cfffduOKKK1BVVYUnnngCmZmZmDp1aribRzEkS6tk8ERERM1EbRB11113QaFQ4D//+Q/efPNNJCYmYsiQISgsLERaWlq4m0dEREQxLmqDKJFIhNmzZ2P27NnhbgoRERHFoagtcUBEREQUTgyiiIiIiPzAIIqIiIjIDwyiiIiIiPzAIIqIiIjIDwyiiIiIiPzAIIqIiIjIDwyiiIiIiPzAIIqIiIjIDwyiiIiIiPwQtdO+EBH546TOjAqDBRmJCk4sTUQdwiCKiOJCncWOZZtLsLW4CkarAwlyCQblp2HG0DxoFDwUEpHvOJxHRHFh2eYSrPm1HBa7E8kqOSx2J9bsLsfyzSXhbhoRRSkGUUQU88p1JmwtroJGKUW2VuX+Vy2Xoqi4Cid15nA3kYiiEIMoIop5lQYrjFYHEhUyj+WJSimMVgcqDJYwtYyIohmDKCKKeRmJCiTIJTBYbB7LDWY7EuQSZCQqwtQyIopmDKKIKOZlaZUYlJ+GOosdZbUmGMw2lNWaUG+1Y3B+Gu/SIyK/8JYUIooLM4bmQQSgqLgKOpMNCXIJRvbOxvSheeFuGhFFKQZRRBQXNAop7hzdE1MGdGWdKCIKCAZRRBRXsrRKBk9EFBDMiSIiIiLyA4MoIiIiIj8wiCIiIiLyA3OiiIj8wImMiYhBFBGRDziRMRG5cDiPiMgHnMiYiFyiPohasWIF+vfvD6VSifT0dIwfPx4mkynczQqpkzozdpfqOIkqUZBxImMiaiyq+56ffPJJPP3003jkkUcwZMgQVFZW4rvvvoPD4Qh300KCwwpEoeWayDhZJfdYnqiUQmeyocJgYX6UH5hfRtEqas+0v//+OxYsWIBPP/0U48ePdy+/5pprwtiq0HINK2iUUiSr5DBYbFizuxwiAHeO7hnu5hHFnMYTGWuUfxw+OZGxf3ghSNEuaofzli1bhry8PI8AKp5wWIEo9DiRcWAxv4yiXdQGUUVFRSgoKMATTzyBzMxMyOVyDB06FFu3bg1300LCNayQqJB5LE9USmG0OlBhsISpZUSxpWnO4YyheZhQkA2lTAydyQalTIwJBZzI2Fe8EKRYELX9pSdPnsSOHTuwe/duvPLKK0hISMCiRYswbtw4HDx4EJmZmS3+nV6vh16vd/9eXl4eqiYHFIcViIKrraGm9iYyZo5P+5hfRrEgaoMop9OJuro6rFq1Cueddx4AYPDgwcjNzcXLL7+Mf/zjHy3+3ZIlS7Bw4cJQNjUoXMMKa3aXo6zWhESlFAazHfVWO0b2zubBh6iD2ss5bGkiY+b4eI8XghQLonY4LyUlBWlpae4ACgBSU1PRv39/7Nmzp9W/mzt3Lo4fP+7+2bZtWyiaGxQcViAKDn+Hmpjj4z3ml1EsiNpLo3POOQeHDx9ucZ3Z3PpYelJSEpKSkoLVrJDSKKTtDisQke/8GWpqGngBgEYpRVmtCUXFVZgyoCv3zyZmDM2DCEBRcRV0JhsS5BKM7M0LQYoeURtETZw4EcuWLcOuXbvQr18/AEBVVRV27tyJe++9N7yNC7GWhhWIyH/+DDUxx8d3vBCkaBe1w3mTJk3CRRddhClTpuD999/Hp59+iokTJ0KhUOD2228Pd/OIKIr5M9TUOPBqjDk+7cvSKlGQo2UARVEnaoMosViMNWvWYMiQIbjtttswbdo0JCUl4fvvv0dWVla4m0dEUc7XnEPm+BDFn6gdzgOA9PR0vP322+FuBhHFIH+GmpjjQxRfojqIIiIKdk0mX3IOg5njw9pTRJGHQRQRRaVIrskUyJs9Ink7ieJd1OZEEVF8i5eaTPGynUTRiEEUEUWdSJx3rekce4EQidtJRH9gXzARRZ1IqskUzOG2SNrOppijRcQgioiiUCTNu9beHHsdEUnb6cIcLaI/cDiPiKJOpNRkCvZwW6RsZ2PM0SL6A4MoIopKkTABt2u4LVEh81ieqJTCaHWgwmDp8GuEcjvby+tijhaRJ/a9ElFUioR510Ix3BaK7ayz2PGv7w5iW0k1HE4BWpW0xSG6SM7RIgoHBlFEFNXCOQG3a7htze5ylNWakKiUwmC2o95qx8je2QFtV7C2s85ix21vb8fPx2ohAiCXilFdL0GFwdosrysSc7SIwonDeUREHRAJw4od8a/vDuDnY7UQixp6vUSihqCozmJrNkQXiTlaROHEnigicuNt676LhGFFf5XrTNhWXA2RCEiQSyGViCGViGES7DBaHdCZ7M2G6Dg/INEfGEQRUdBuW4+noCycw4r+qjRYYXcKkEvEsDsEyCQNy6USMeotdkjEomZDdNEcNBIFGoMoIgp4rSPWEooOGYkKJCfIUGO0wmC2w2QFpBIRjBY7BACD8lJbDZCiMWgkCjTmRBHFuWDcts5aQtHBleOkVkihUUghQEC91Q4ngAu6JWPOmI4VCyWKdbwkJIpzgb5tvWlQBgAapRRltSYUFVdhyoCu7MGIII1znGqNNkjFIgzKT8WcMb3Ya0jUDu4hRHEu0Lets5ZQdGGOE5H/OJwXgYIxGzxRawJ923rjoKwx1hKKbFlaJQpytAygiHzAnqgIwmRcCpdA3rYe7AKU8XTHHxFFNp6ZI0gwZ4Mnakugh3SCUUuIFxlEFGl45IkQTMalSBCo29aDkWcTTxcZ7G0jig4MoiIEk3EpFjUNyvwNDuLlIoO9bUTRhXtlhODEnhTLOhocxMtFhq+9beyxIgovBlERIpSzwROFWkeH4uLhIsOX3jb2WBFFBpY4iCDRPhs8UUsCVRE9N12NGqM1IGUYIpGrty1RIfNYnqiUwmh1oMJgcS/ztyI8y6cQBRYvWSIIi95RLOrIUFzjHpc6ix02u4DTBjNsDjkSldIO3/EXSbztbfMnP4w9V0TBETM9UXV1dcjJyYFIJML27dvD3ZwOYdE7iiUdKb7ZuMclNUGBzCQF5FIJCrok49lr++HO0T2jLghorTfI26KnvvRYuXAuQ6LgiK6jTxsef/xx2O32cDeDiJrwN9+vtR4XQQCOVNWFchMCwpveIG/qa/maHxYvdzYShUNMBFH79+/Hv//9bzz33HOYPXt2uJtDRE34U3wz1u7I8ya53pshfV+D0lh7H4kiSUwEUXPmzMHs2bPRu3fvcDeFiFrgT75fLN2R52tvUHtFT30JSmPpfSSKNFEfRK1atQq7d+/Ghx9+iJ07d4a7OUTUBl8qosdS2Y9A9wb5EpTG0vtIFGmiOogyGo2YO3cuFi1ahKSkJK/+Rq/XQ6/Xu38vLy8PVvOIqIOCMQdfOASrN8jboDRW3keiSBPVQdQTTzyBTp06YcaMGV7/zZIlS7Bw4cIgtoqIAiVWyn6EuzcoVt5HokgTtUHU0aNH8dxzz2H16tXQ6XQAGsocuP6tq6uDRqNp9ndz587FzJkz3b+Xl5dj4MCBoWk0EfklUBMjh1Mk9AaF+33kNDUUa6I2iCopKYHVasWECROarRs1ahQGDRqEoqKiZuuSkpK8HvojIgqUQPcGRVNA0lJ5h7M7azGmTya6p6kjvv1ErYnaIKpfv35Yv369x7Jdu3bh3nvvxauvvoqLLrooTC0jImpdR3uDmgYkEjHQOysJM4bmoUdG8973SNC4vINGKcXh03XYeawWn/1yAj0yNKyeTlErar+xycnJGDlyZIvrBgwYgAsuuCC0DSIiCgFXQKKSS1BTb0VVvRW/ndBj04FKTLkwJ+KCkablHQ6cMsBgtkMsAsw2Jwxmu0+TURNFkpiZ9oWIKNY1DkiMVgeq6q2QisWQS8SoMVrxya6yiJvKpfE0NSabA1V1FkglIiTIGwI9rUrm82TURJEipoKokSNHQhAEXHjhheFuChFRwLkCEplYjKq6hgBKJZdAIZNAIhZBLhFHXDDSuLyDxeaE3SlAJhbD7hAgFYuhkEnanPePKJLFVBAVz1qb1JSIYocrIKk1WWF3OiGViAAAdocTUrEIKQmyiAtGGk+srDNZAQD1VjvsTifSNHKoZBJWT6eoFTkD53EgGHfTeDOpKRHFBldA8smuE3A4BTidDtgdDb07mUlKWOzOiAxGGpd3UMoksNidSFJKkZEoR1mtidXTKWrxLBsCwQx0vJnUlIhihysg+WD7cVQYLJBBjDSNHAlyScQGI43LOxytrse6faewp0yPeouD1dMpqjGICoFgBTq+TmpKRNHPFZCMPzcbyzYfwYFTetidAhLkEozuk+lXMBKqmlOu8g6D8tKiqs4VUWsYRAVZMAOdQE9qSkTRo0emBk9MPrdDwUg40wHCXT2dKBCYWB5kjW/vbSwQd6M0vuulMSZpEsWPLK0SBTlavwISVy+5xe5EskoOi92JNbvLI65MAlGkYhAVZMEMdBrf9VJWa4LBbHMnaQ7OT+NVHhG1qmkvuetf1mwi8h6DqCALdqAzY2geJhRkQykTQ2eyQSkTY0IBkzSJqG3B7CUnihfMiQqBYM7eHuhJTYkoPjTuJdco/zgVMB2AyHsMokIgFIEOkzSJvMc7w/7oJV+zuxxltSYkKqUwmO0RWyaBKBIxiAqhUAc6PFEQefL2brR42XdmDM1DndmOrSXVqKyzQquSsmYTkQ98CqI++ugjn5786quv9unxFBjBuG05Xk4qFDiR+J1pr2ZbPM0A4NrWPWU697QxZ3dOwvQY3FaiYPFpT5kyZYrXjxWJRHA4HD43iDoukMU94+mkQoERqd8Zb2q2Fe447rHvVNVb8OGOUtSZ7fjb5X0D1pZICDAbHycyE5UwWGzYdLASSUoZZzsg8pJPR7SSEtYOCaRgHEi9OVEA8Pp1Oa0M+SpSvzOVBit0JjsUUjHMNgeUMgmAP4rT7ivXu/edjEQFiivqUVVngdHqwPs/HYMAAXeN6QWNQur3vhspASZnOyAKDJ/22u7duwerHXElmAfStqqY1xhteHn9QRyprPfqdXmgJV9F6nemzmLHZ7+ewPHqeljsTiikYqRpFOidlei+G00EuPed4op6lNWaIJWIoJSKYXY48fXeU1BKJZBJxX7vu+EMMBsHfpztgCgwAnLpYzQaYTY3L8yWmpoaiKePOcE8kLZ123J1vRVFh6uQopZ79bo80JKvIvU7s2xzCTbsr4DDKcBid8Jid0JvtuO03ozsZBVG9u6MPtlJSJBLUFVvQVWdBVKJCCqZFCarAwkyKZIUMny86wTkUglSEmQ+77vhCjBbumg7u7MWcqmY5Q2IOsjvYpuCIODxxx9HTk4OEhMTkZGR0eyHmgt2leDWinvWmqwQQUCKWu7163JaGfJVJH5nXPtcvdUOiERQSMWQiEUAgHqrA1qVDNOH5rn3HZ3JBqPVAZEAmKwO2J1OpGnkUCskqDHaIJeI/dp3w1XcsqWpXTYdrIBELOJsB0Qd5HcQ9fzzz2PJkiW44447IAgCHn30UcybNw+9evVCbm4uXn/99UC2M2aE4kDaUhXzwXnpSE6Q+/S6nFaGfBWJ35lKgxW1xobASCYWI1WtQJpagWSVDEqZGDaHgDqzHUDDvvOnc7Igk4hgdjghEYvQOVmF/HQ1ao0NgWFKgn/7bjgCTFcAKZeKoZJJIZWI3IGf0ylgeM90znZA1AF+D+e9+eabWLhwIe644w48+uijmDRpEi644AI89thjuPLKK3Ho0KFAtjNmhKJKcEvFPQHg/sJdPr9uMKutU2yKtO9MRqICUrEIVocTannDd9/VE6WQSuBwCu5hRo1Cir9d3hcCBHy99xSSFDKkaeQ4bbDA5nQiNUEOq8Pp8fze7rvhKG55rNqIwxX1MNscAIyQikVI0yiQmahAncWOied1wYyh+WG/U5AoWvkdRB05cgT9+vWDRCKBTCZDbW0tAEAsFuP222/HzJkzsWjRokC1M2aE8kDatLinP6/LaWXIV5H2ncnSKjEwPxUHTtfBaLEjQSGF3eGE3SkgUSmFViV1B0Cu5OvrLuyGJKXMIxCc1LsLLHYnvt13yu99N9QB5nf7TkFnskEsAtRyKWxOp7uHMC9d7f5suE8T+cfvICotLQ11dXUAgG7dumHnzp0YPXo0AKCyshJGozEwLYxB4bpS78jr8kBLvoqk78xdY3phT5kePx+rRb3FDrlUjESlFBqFDIPz06BRSvHSuoPN7rpbeNW5MFoc7mCjztJQIsHffTeUAWa5zoS9ZXqkJMhgMNthcwiQSsSw2uyoMdowsbM2Yj4fomjldxA1dOhQ/PTTT7j88stxww03YMGCBTh58iRkMhlef/11jBkzJpDtjCnhulKPtB4ColDRKKR47aYL8dJ3B7G1pBoOpwCtSorB+WmYPjTP6ztmA7UPhSLAdOVf9sjQ4LTBgqo6K2wOJ2RSMZQyMUb3yQzq6xPFA7+DqAULFuDEiRMAgEceeQS1tbV47733YDKZMHbsWLz00ksBa2SsCteVeiT1EBCFiivfqWmhTH9KD0TDPuTKvzTZHOjVKRGmVAcsNgdqjTYkqaTonqYOdxOJop7fQVTv3r3Ru3dvAIBCocCLL76IF198MWANI99EwjQSRNGgaQAUqbWt/NH0ONA0D9JodcDmdPLuWqIA4eRnUS5SppEgilYZiQpIxMBJvQldJAlQnZkOJprqobV2HJh6YdeIulOSKNb4fZZ1JZG3Zd26df4+PXkpUucpI4oGdRY7Cnccxym9FRUGM0prTEhTy5GcIIfZ7gha6YFAa+84wDxIouDwu9hmUlIStFqtx4/T6cT27dtx6NAhJCcnB7CZ1JJgVz8ninWu4CNdI0fWmXyok3ozqustUVN40pvjQJZWiYIc3o1HFGh+90R9/PHHLS6vrKzElVdeiWnTpvn71F4pLCzEO++8gx07dqCmpgY9e/bEXXfdhRkzZkAkEgX1tQOpI7lMsZTLQRRqTYOPnBTAbHOgtMYEjUKCKQO6RsWQOI8DROET8CNEeno6HnzwQTz44IOYOnVqoJ/ebcmSJcjNzcVzzz2HjIwMfPPNN5g1axaOHz+O+fPnB+11AyUQuUyhqH5OFKtaCj6UMgk6JSl8Dj7CeWMHjwNE4ROUyyyHw4GTJ08G46ndPvvsM6Snp7t/Hz16NKqqqrBkyRI89thjEIv9HqkMiUDkMoVjGgmiWBGI4CPcN3a4grezO2ux6WAFjwNEIeb3Xr5z585my6xWK/bt24eFCxdi4MCBHWpYexoHUC79+/fH66+/jvr6eiQmJgb19TvCn7o0rYm0ecqIokUgLkLCdWNH0+BNLhUjVS2H0ynwOEAUQn4HURdeeGGz3CNBEAAAgwYNwuuvv96xlvnhhx9+QJcuXSI6gAICm8PAKuQUTwI9bNaRi5BAXgz5qqXgTWeyYXjPdEw8rwuPA0Qh4ncQtX79+mbLlEolcnJy0KVLlw41yh8//PADVq5cieeee67Nx+n1euj1evfv5eXlwW5aM8HIYYiGCspE/grWsFlHLkLCldDdVvC2p0yPGUPzI/ZYwKLAFGv8PvqMGDEikO3okNLSUlx33XUYNWoU7rrrrjYfu2TJEixcuDBELWsZc5mIfNNSz8snu8pwSmfBnaPP6vA+489FSLgSuqPxbrxw544RBYtP395jx4759OTdunXz6fH+qK2txfjx45GWloYPP/yw3YTyuXPnYubMme7fy8vLg56/1RLmMhF5p2nPi93pRJnOjtN6Mz755QR+P6XD8F6ZATkh+9JTEoqLoZbaE41347EoMMUqn444ubm5PtVgcjgcPjfIFyaTCRMnToROp8OPP/4IrVbb7t8kJSUhKSkpqO3yBnOZiLzTtOeluKIeZbUmiEQABKDe4ujwCdnfnpJgXQy11Z5o68kOZ+4YUbD5FEStXr3a/f91dXV4+OGH0aNHD1xzzTXo1KkTTp48iQ8//BDFxcV4+umnA97Yxux2O6ZOnYp9+/Zh06ZNYcnDCgTmMhG1rXHPi0QiQlWdBVKJCBBEkEhE6JKSgJp6a4dOyP72lATrYqi99kRTT3Y0Dj8SecunIOqqq65y//+sWbMwduxYLF261OMxrqrh3377LW644YbAtLIFt99+Oz7//HM899xz0Ov1KCoqcq/r378/FIrI69J2CXRyJZM1KZY17nmptzhgsTvR0AklIDNJBZVMAnsHTsiB6CkJ5MWQt+2Jlp7saBx+JPKW3wkEhYWFKCwsbHHd9ddfj+uuu65ZgBVIX3/9NQDgvvvua7aupKQEubm5QXttfwU6uZLJmhQvXD0v3x+ogHBmWedkFfLT1QA6dkIOdU9Jexc9vrQnGnqyo234kcgXfp9pJRIJfv75Z4wdO7bZup07dwa9YviRI0eC+vzBEOjkSiZrUrxoPGz28vqDKCqugkYhhcnmgMFg6dAJOVQ9Jd5e9LTUHrPNgVN6CzSK6Oy5iabhRyJf+B1E3XTTTZg3bx5MJhMmTZqEzMxMnD59GqtXr8bixYsxe/bsQLYz6gU6uZLJmhSPsrRKPDy+L5ZvLunwCblxj1Aoekq8vehp3HNTWmNEjdGKqjorbA4nMhMVKNxxPOp6m3kjDcUqv/fCZ599FlKpFM888wz+8Y9/uJcrlUrccccdWLx4cUAaGCsCPWTAZE2KVx09IbfUI9S/WwrG9u2EncdqgtJT4utFj6vn5oPtpagwmCGTiJGtVSE5QRbVvc3RMPxI5Au/gyipVIpnn30Wjz76KHbv3o3y8nJkZ2ejoKAAKSkpgWxjTAj0kAGTNSne+XtCbqlH6Nt9pzChIBvPXtsvKD0lvl70aBRSXDMgBxsPnIZGIUGXlASoZBIAYG8zUQTpcH9wSkoKhg8fHoi2xLRAJ1cyWZPId970CBXktF9vzlf+XPRUGqxwOIGsM3cgurC3mShy+BREffTRRxg9ejSSk5Px0Ucftfv4q6++2u+GxaJAJ1cyWZPIN+EaBvfnooe9zUSRz6cgasqUKSgqKsLAgQMxZcqUNh8rEomCXrE82gQ6uZLJmkS+CWdg4utFD3ubiSKfT0FUSUkJsrOz3f9P/gl0cqXruSoMFvcyBlVEzYUzMPHnooe9zUSRzacgqnv37i3+P4VP4zuN6ix2VNfbAAhISZAjUSll8U2iJsIdmPhyEcXeZqLI5veZ9ejRo9Dr9SgoKAAAWCwWPPvss9i3bx8uvfRSTJ8+PVBtjFveTOfS+E4jncmOCoMZACAViyGXiqP6dmiiYIjGwISlAYgik99B1KxZs9CvXz8888wzAICHHnoIr7zyCs477zx88MEHMBqNuP322wPW0HhSZ7HjX98dxLaSajicArSqlnuUGt9plJwgx5HKeqjkEjgdQHW9FV1SVBAE8HZoohYwMCGijvJ7bpZdu3Zh2LBhAAC73Y4VK1bg6aefxvbt27FgwQL85z//CVgj40mdxY7b3t6Od4qO4uApA0prjCiprMfnv5Rj+WbPPDTXnUaJChksNidsDicsNifqbXYYLHbsLtWhqs4Cg9nukS/lrZM6M3aX6nBSZw7U5hFRgHE/JQofv3uiDAYDtNqGeipbt26FXq/HtGnTAACXXHIJnnzyycC0MA40HrZburkYPx+rhVgEqOVS2JxOGMx2AM17lBrfaZSSIIfV7myY4V4kglh05rn1ZjgFwae7jjixMVHkch0vEhQSrNldzv2UKIz83tNycnJQVFSE4cOH46OPPsLZZ5/tvnOvpqYGCQkJAWtkrGoarEjEIhyvNkIEIEEuhVQihlQihkmww2h1nMl58pzB3XWnkcXmhBOAIACAAIVM4g6kAFGLr98aTmxMFHmaHi8q66wwWu3olprA/ZQoTPwezrv11lvx97//HRdddBFefPFF/OUvf3GvKyoqQt++fQPSwFi2bHMJPvn5BKrrrVBJJai3OFBrtMIpCLA7BPfjpBIxrHYnJGJRsx6lGUPzMKEgG2IRIBaJIJeJoZBJIBOLIRGLkKVVIkUt93o4r2lFZ9e/arkURcVVHDIgaiJUw2muixuL3QmlTIJaoxX1loYLLO6nROHhd0/Uww8/jM6dO+Onn37C7bff7nE3Xk1NDWbOnBmI9sWsQ6cNKNx+HLVGGyRiESoMVmhVUsgkYljsTlgdDsAKSCUiGC12CAAG5aU2S4R13Wk0vFcG5n2yB4IgoFOSEmabE0qZGNX1VihlYq+H8+JtYmNv7oAkakkoh72bXtyc1p+5C1ciRlWdFaZUB1QySczup0SRqkN7+p///Gf8+c9/brb81Vdf7cjTxoVlm4+gwmCBXCKGTCKG3SHgtMECiUQEsQNQySSwOwXUWx0QAFzQLRlzxrTeRX9eTjLG9M3Emt3lqK63IlEpRXW91ecigvEy1QTzvqijQjns7bq40SilOHDKgNMGM4xWBwRBgN3hhNFqh0omibn9lCjS+T2c5/Lll1/i8ccfx1/+8hccO3YMAPD999+jrKysw42LVeU6Ew6eMkAmEUMiEUEmEUMll0AsEsFqF5CcIEduegK6JKvQM0ODmwZ3w6s3Xdjuyd01tKeUiaEz2aCUiTGhwLcigq48qzqLHWW1JhjMNpTVmlBvtWNwflrMXN02HhpJVslhsTuxZnfzOyCJWhLqYW/Xxc3h03UoqzUBABRSMQQBsNidOFZVH5P7KVGk8/uSu6KiApMmTUJRURG6du2K48ePY/bs2ejWrRuWLl0KtVqNf//734Fsa8yoNFhhdwpI0yhQVWeBUbDD6nDCbHXACSBJKUX/bqkY0ycTKrkEIohQZ7a3G0QFqohgaxWdxxdkY3epLuqHvpqeAAFAo5SirNbEmlrklVAPe2dplTi7cxJ2nrlzVyqWwCkF7E4BgiCg1mRHthYeF03hHKrmMDnFC7+DqHvuuQcVFRX47bff0LNnT8jlfxxMLr30UjzxxBMBaWAscl1VAg1Xk8eqjbDYGobtlFIx0jUKbPj9NPaU6SACfB5u8qaIYFsHuabBWIJcgjW/lWP+J7/FxNBXvOV9UeCFY9h7TJ9O+OyXMpjP1ISTicXISldCq5RCZ7bh9pFnYWSfTNRZ7Hhp3cEODVX7GwRxmJzijd/f6i+++AKvv/46+vbtC4fD4bGua9euKC0t7XDjYlXj0gRyqRgyiQiC0HA3XU5KAvIzNNh+pBqlNSb0zNQgTa0IWL6FLwc5VzD20rqDYSt5EIwr2njJ+6LgCcdExt3T1OiRoYHBbIdWJYNCJoFKJkFZrQnpGgX6ZCcB6FiulrfHh9b2S5ZHoXjjdxBlt9uhVqtbXFdTU+PRM0XNuYbMvt13GnaHAKVMgk5JSuSnq2GyOmCyOSACoFXJoVFKAzbc5OtBLlxDX8G8og3HCZBiT6gnMm78vXXVlStrcvNIR/fX9o4Pbe2XBrONw+QUd/w+Gw0aNAhLly7F5Zdf3mzdypUrMXTo0A41LNZpFFJMGdAVXbQqvP7DYcgkEnRPawhK6yxWWB1OyKViKGV/5P53dLipvQPs8F4ZEEHkcXUZjKEvXydWDsYVbahPgBQ5AtW7GY6JjNv73nZkfy3XmbDpQAVEIhFSEuRQyiTNgqDCHcdb3S9H9MrkMDnFHb+DqCeeeAKjRo3C8OHDMWXKFIhEInz88cd46qmn8Pnnn2Pz5s2BbGdMaXo1V2dxwmi1QiwSITlBhlqjDYIAJMglUMoacqfMNgdO6S3QKPwfbmrtAJsgl+Dg6TrM+/g3iMUij6vLQA59edu7FIrer3CcACm8gtW7GcqJjNv73vq7v9ZZ7Pj3+kPYd9IAEYAKgxlpGgXyM9TuIGhfub7dizAOk1O88bvEwZAhQ7B+/XqIRCLcd999EAQBTz75JMrLy7F+/Xr07Mnx79Y0vb0+XSOHCEB1vQU6kw1JKin6d0uGRiFDaY0Ru0/Uoqi4CiWVdTilN6Nwx3HUWew+v27jA2xjhyvqoDPZIADNbvcPZMkDb8sKNJ5YubFEpRRGq8OvyZRbk6VVoiBHywAqDsRSWYvWvrf+7q/LNpeg6HAVRGiYJMohCCirNaG4ot4dBLlucmltvxRBFBflUYga61CdqCFDhmDjxo3Q6/UoLS2FwWDAhx9+iE8//RTdunULVBtjSkv1ZXJSEhr+XyHFTYO649lr++G1my7EFedno7LO6q45k61VIU2j8PvA39IB9khVPWqMNqQkyNA9Td1ivZtA1J/ypa5Oa8Eer2jJX/E0nZGv+6vrvUlRy9E5WYWG6TdFEAEoqzWh1mTD4Pw09MlOane/DMSxgiia+NyHXVRUhBUrVuDYsWPIz8/H3XffjbPOOgt6vR4PPPAAli1bBpvNhmnTpgWjvVGv6ZCa3eFEcWU9TunNsNqdWFF0FKU6E2YMzcM1A3Kw8cBpaBQSdElJgOrM0F5HhrWa5lSIRSJoVVL0yNB4PK5pHkNHh758ydVg4jcFWjyVtfB1qLrxe5OhabhAqaqzwu4EBACD89Iw/cyQpzf7JYfJKZ74FEStXbsWV1xxBQRBQEZGBr755hu89957ePvtt3HTTTehtrYW119/PR577DH06tUrWG12279/P+bMmYMtW7YgMTERf/7zn/HEE09E9J2BTXMWiisbKg07nQLkUjEEQfBI1HQ4gawklTuAAjp24G96gBUg4Jkv98NkcyC50eNa6vXpSO6Hr7kaTPymQIrHshbe7q+e740KvTolwpTqQGm1ERqlBHeOPsudM+btfhnKPDGicPIpiFq0aBH69++PTz75BJ07d0ZdXR1mzpyJq666CtnZ2fjqq68wYMCAYLXVQ01NDUaPHo2ePXvio48+wokTJzB37lwYjUa8/PLLIWmDPxr3shw50wPldAoQi0XolKRE9zR1SBI1Gx/kQtHr42vvEhO/KZD87d0MZuXtSKnq3dp7A1HDhVzjtnG/JPLkUxC1b98+vPHGG+jcuTMAQKPR4JlnnsEHH3yAxYsXhyyAAhomOdbr9Vi9ejVSU1MBNNSuuv322/HII4+42xiJ3DWi9p6C1d5QyqBTkhL5GQ0lDlw9Ta5EzWAHOKHq9fHndXhFG/tCFUz48v0LZp2ySKzq7eu+yf2SqIFIEATB2weLxWIUFRVh4MCB7mUOhwMymQzbtm3DhRdeGJRGtmT48OFITU3Fxx9/7F5WW1uL1NRULF26FNOnT/fqeUpLS91z/+Xk5ASnsa34tbQW8z7ZA0EQ3DWigIacJ6VMjGev7QeNUorlm0vw/YEK6M12JCmlGN4rw52jEEihOplFyhU4hVe4gglvvn+Nq/QnKmQwWGyos9gxoSC7w3XKgvncHcV9k8i3uMDnu/NEIlGLyyUSSYvLg2X//v3o06ePx7Lk5GRkZ2dj//79IW2Lv87LScaYvpmwOpxt3hIsABDc/234P1+c1Jmxu1TX7h1Iobrdn2UFCAhfyYH2vn/BvJMv0u8SjKZ909vjGlEw+Xy5N2rUKIjFzWOvYcOGeSwXiUTQ6XQda10bampqkJyc3Gx5SkoKqqurW/07vV4PvV7v/r28vBwAcPr0aUilf7wdKpUKWq0WVqu12fNJJBJkZGQAAE6dOoWmnXnp6emQSqWora2F2ey5gycmJkKtVsNkMkGn02HCWSo46pT4tbQWxjoRlKpEjOjVCZefpcLJkyfx3rZj+OFgBRLkUiQmpcBgtWPdrsNw1NVg2sA/ykgkJydDqVSirq4OdXV1AACj1Y5PdpXhl7J66J1yqKXABVkyXNWvMxLkDdsqFouRmZnpfg+cTqdHe9PS0iCTyaDT6WAymTzWaTQaaDQa97Y0JpfLkZqaCqfTidOnTzf7HDp16gSRSISqqirYbJ63TLe0LU0/F5vNhqqqKo91gdgWs9mM2tpaj3UymQxpaWkQBAGnTp1qti2ZmZkQi8Worq6G1Wr1WKfVaqFSqWJqW+rr62EwGDzWKZVKJCcnw263o7Ky0mOdSCRCp06dAAAVFRVwOByoMJjx8/4SpEsEpCSmAmIpkiQ2VFpN2Lm/BL91lSM9URGWbTlac+ZuNaUEEvMf3+s0sR0Go8N9Q4drWxpLTU2FXC6HXq+H0WhEpcGCGqMVKQlydM9KRaXBCbPZgjSZHRLzH21KkThRZVU01EAzeW4nAGRkZEAikQT9c2lrWxpTq9VITEyExWJBTU2NxzqpVIr09HQAwMmTJ1vdlpqaGlgsnjXfkpKSkJCQAKPR6HGcBgCFQoGUlBTojBYs/fYX7C6thdnuhFIqRkFOMmb96QJoFNKo2haHw4GKiopmz5uVlQUAqKyshN3uWRMwJSUFCoUCBoMB9fX1HusSEhKQlJTU7nkrlralo+fgxlznrabfn7b4FETNnz/fl4dHpCVLlmDhwoXNlr/zzjvQarXu3y+88EJMmDABFRUVeOONNzweq9Vqcc899wAAVqxY0ewkdvvttyMjIwPr16/Hr7/+6rFu7NixuPjii7H9131Y9+Vn7uXdAWRkd8XV196AZAXw9NNPu9edd+bfqrSJ0KhkUFZtg+5nHV77+Y/nve6669CnTx/s2LEDGzZs8GyvqgvEGefDVlcF/c9b8Xajv0tKSsL1t/wVFQYL1vxvBcwmzwPM7Nmz0alTJ6xfvx6//PKLx7pLL70UQ4cORXFxMVatWuWxrnv37pg+fTpsNhtee+01NPXII49AJpPh008/xbFjxzzWXXvttTj77LPx888/Y926dR7r+vXrh6uuugpVVVXNnlej0eC+++4DALz99tvNgpbbbrsNWVlZ2LBhA3bt2uWxbvTo0Rg2bBiKi4tRWFjosa5bt26YMWMG7HZ7i9vy8MMPQ6FQ4NNPP8XRo0c91k2ZMgXnnHMOfvnlF3z77bce684//3xMmjQJ1dXVzZ43ISEBDzzwAADg3XffbXbgmjVrFjp37ozvv/8eO3fu9Fg3cuRIjBgxAkeOHMH777/vsS4nJwe33nornE5ni9vy0EMPQalU4vPPP0dJiWeP0NVXX42CggL88ssv+OabbzzWnXfeeZg8eTJqamqaPa9KpcKDDz7o3hbXgav7mfU69TDYVSlQVR9ET90RAMCH//sRADBixAiMHDkSR48excqVKz2et3Pnzpg1axYEQWhxWx544AEkJCTgiy++QHFxsce6SZMm4fzzz8fu3bvx1Vdfeaw7q3dfJMi7wWI0ILlqi3t5MgCHSIqMxBEAgPfee6/ZSfeWW25B165dsX7jJuzaud1jnbLrOZhyxWVIhR6dT3p+ZgppInRpg1FVZ8FH7zfflvvvvx9qtRpr167FoUOHPNZdddVV6NevH3777Td8+eWXHuvOPvtsXHvttdDr9c3eI7lcjr/97W8AGqbqanqimj59Orp3744tW7Zg69atHusuueQSjBkzBqWlpXjnnXc81nXq1AmzZ88GAPz3v/9tdoKbO3cuEhMT8eWXX+LAgQMe66644gpccMEF2LNnD9asWeOxrm/fvpg6dSqWbdgL/c9r3d8fAKipEGO5JgV3ju6JDz74oFnAePPNNyM3Nxc//vgjioqKPNZdfPHFGDt2LE6cOIG3337bY11mZib++te/AgBef/31Zhcz99xzD7RaLb766iv8/vvvHusmTpyIAQMGYN++ffj888891vXu3RvTpk1DXV1ds89FLBbjscceAwAUFhY2uwi96aabkJ+fj6KiImzZssVj3eDBg/GnP/0JZWVlWLFihce69PR03HHHHQCAN998s1lAc/fddyM5ORnffPMN9u3b57Hu8ssvx0UXXYT9+/fjs88+81jXq1cvXH/99TAajc22RSQSYd68eQCAVatWNbvYufHGG9GjRw9s27YNP/zwg8e6QYMG4bLLLkN5eTmWL1/usS41NRVz5swBACxdurTZhcWcOXOQmpqKb775Bnv37vVYd9lll2HQoEH4/fff8cknn3isO+uss/B///d/zYLItviUExVJMjMzceutt+Kpp57yWN6lSxfcdNNNWLx4cYt/11JP1MCBA7Fjxw6PZPRg9USJ5Sq8v+s0fjp0EnZzvfsq6qp+nZGsSfDovTl4yoD/bDyMRIUMCXIJHIokQCSCyVCLerMFfx3RAz07JQJo3ntTYTDj+W8OwOYQkKZNhFOmApx2VFdVQy4VYe7Y3khQSPDJL+XYccrRcOUtMqKgi9ajp4o9UeyJarotgejxqDRYsOSb32FzCEhJbeiJEttMqKw1uL+f4eqJUiqVeHtnBdb+WopUsRVqhQT1FgdMNjuG9crEPVdcBAA4eqIcH+047tEj0q9nV9wyvCfeXLcH3+8tRYJcigS5FEarHTq7GOPOz4XTbsPG3SVQyaRQKyQwWOwo01khKDRI0yiQjHr3McG1H7InqqHHwyxW4oEPfobIbEC65o+7kysMFiBBi2ev7QeJ1RAV28KeqMjtiTp69Chyc3O9yomK2iBq+PDhSEtLw+rVq93LdDodUlJSIjqx3Jek0pM6M+4v3AWL3emeqwrwTDxvLXdhd6kO8z/9DckqeZPyCDboTDYsvPJcbDhwOmITXCn2vbTuINbsLodaLvW48zQSvn91FjuWby5BUaOk98H5aR43dLS2Lw/vmYE9ZbpW99uFV56Ltb+Vu5+7ss4Kk9WOrqkJ7kl9uR+2zJvjWkGOto1nIGqfL3FBeO6nDYDx48dj0aJFqK2tdedGFRYWQiwWY9y4ceFtXCt8nVg3S6vE2Z21+HrPSVjtTqSq5c1KHLR2N017xQWdENxtSU6Qw2JzIDlBDkFAwCb5JWpLJBdUba8eUlv78taSatgdTmQmeu4/rtIlRqvD/dz7ynV4ZcMhAIqgTbYdS+KxaCpFtqgNombPno2XXnoJkyZNwiOPPIITJ07ggQcewOzZsyO2RpQvU0+4bv/+tbQWFrsDR6usOG2wIDctARMKsnHthV3x0rqDLd4eXme2o8Jgwdmdk7DpYGWLNabEEMFgtkNvsuFIpRF2pxNSsRgahQRJKllMTYNBkSkaCje2Vg+prX25ss4KqVjU7ok+S6tEhcEChxNIVjWf1DfWpqMBOl5CgVNCUaSJ2iAqJSUF3333HebMmYNJkyYhMTERM2fOxJNPPhnuprXKl6so1+3fGqUUfbO0qKq3QGe24bwcLe4c3dNjKME1BPDZL2UoKq5yz7aukIqRqpbD4RSaXenXme2oMVpRYbBAJZNCJhHD7hBwUm+GUxB4RUchE42FG9val7UqaZsXML70GMfKfhjImmCR3INJ8Sdqgyig4W6Npnc8RTJvr6LaGirYU6bHr8drW1x/osaE0hoTemZqkKZWNORWmGwY3jMDE8/r7HH1ZzDbALhqfgln/t+VHtdyLTAiatDevjx9aB6SlDKv5piLh56VxheFros+1xyhvuZ9RUMPJsWPqA6iopE3V1HtDfsdrqhvtt5kdcBkc0AEQHsm6fKPwEuHGUPzPA40lQYrUtUySMQi1JltsDmckIpFyNIqoVXJY24YgeJLKCpvt7Uv+3Kij/WeFV9zQb0VjT2YFHsYRIWYNwfX9rr4e2Sqm603mG0w25yQS0VQyv4oetpabkVGogIaRcMwXs9MDcw2J5QyMarrrVDKxDEzjEDxxdtho0AEWd7sy96c6P3pWYmm6Vl8yQUlijYMoiJQe1385+Uku9eX1hjduU0WuwMOQYxj1UbkZ6ghFYtbza1o/BqC0HBAq663Ru0wQjSdVCh42hs2CsZ8fYHqEfHmeSJx8uL2xEveF8WnyNzrYpi3B8H2uvhd6z/YXooKgxkyiRhapQxmuwNHKuuhN9uQoVHA6nC2GhTFwjBCNJ5UKDi8GTYq3HE8YLk5jYUqiA9kblEwtPQ+xEveF8UnnmVCzNuDYHtd/BqFFNcMyMHGA6ehUUjQJSUBIgjYeawWNUYbTurMqDPbUZCjxbUXdm2xLbGQoBnpJxUKnfaGjfaV6wKSm9M4UNAopV4H8R0NtIKVWxQI7V3MxMIFG1FLGESFkC8HwcYH3NYq8FYarHA4gawkFVQyCQ6cMsBqdyJBLobTCXRKUqC63orC7cfbDCiiNUEzkk8qFHrtDRuJIOpQbk5LgYIAoNJgQZJK1moQH6je0kjOLWrvYiYWLtiIWiJu/yEUKK6DYKKieWE9o7Vhdvg6ix0vrTuI+wt3Yf6nv+H+wl14ad1B1FnszZ6v8UnDZHOgqs4CqUQEmViCBLkUuekaqOVSFBVX4aTO3OzvI9VJnRm7S3Xtttmb95Pih2vYqM5iR1mtCQazDWW1JtRb7Ricn4Y+2Unu/aUxb3NzXIGCxe5sCBTMdvx8rBZ1FjuytSp3MN90n2v6dxa7E2t2l2P5Zs8Jntv73jfd32uNVphsjqDnFrXXrqYXM629D0DDZ1SQo2UARTGDPVEh5E2CpS/DU41zDeotDljszjPVngRknumdsntxlRopSdm+XrEzYZWaaq/sgL+5OS31etqdTohEDYVtzTYHlDIJAM+eIaHR9Eqt9ZZ6OySYpVWif7cUvLftGKz2PyYalkvFuGFgt4Dvu97uj5HcQ0YUbAyiQqi9BMuWDrgSiQh1Zjs2Hjjd4vCU66Tx/YEKd6nMzskq5KerAbQdUERaUrav+U1MWKWm2hs28jc3p6VAQSGTQC4Rw2p3nikR0hBENd7nKgyWdgMMX5Pdm5bCDXRpXNdF1We/lmHTgYp228WLGYpnDKJCrK2DeEmjIpp2hxPFlfWoqrPCYndAQMOs8X+7vK9HgNP4pPHy+oMoKq6CRiFt6OY3WNoMKCIpKdvf/CYmrFJLWsvz8zc3p6VAQSWTQCWTwGJ3QmeyQiJGi0F8WwGGILTfU9V4JoOfj9UgN12NlAS5R223ncdqcFJn7tCFQ+OLqlqjDaU1RqgVUuSdKZfSWrt4MUPxjEFUiLV1EG98oC7TNeR1SMVi95Xm1pJqLN9c0mqvzMPj+2L55pJmAcX4gmzsLtV5vJY/QUswh/38HRJgwir5w9ebKVoLFDRKKfIzGnp9Wwri2wswRCLvk90b7yNKmaTF4cOOfPcbX1QpZRLYnAJqjTYUV9SjV6fENl+LFzMUrxhEhVDTIKSl6saD8tPwya4TOK23nAmeBAhoGKLTKKRt9so0DSgS5BKs+a0c8z/5rdlwnS9BSyiG/To6JBCtdxhS9Gg5UOjsntC7tSC+rQCj7sz325vvfTCHzZpeVJlsDiTIpDBZ7aiqs8CcmgClTNLqa/FihuIVg6gQ8CUImTE0D6f0ZnyyqwwAIBGLkJmkRH6GGiarw6srTldA8dK6g60O100Z0NXrA7LrClUuFUMmaaiC3pFhPxbko2jUVqCgUUhb/Y6293fefu+DuY80vahSySRI08hxvNoOo9WB6norALT7WryYoXjDICoEfMk90iikuHNUTxw4aUCN0YY0tRyJKtmZKVwsXl9xejNc580BuVxnwpZDldCbbbDanbA7BUjFIsilYmw+VOlTLSZ/C/K1NBxJFC7+Bgqt/Z0vQ2EdHTZrbUi+pV6u/HQ19CYbjFY7LHYntCoph+iImmAQFWT+5B5plFLIpGKcqDWhTGeCXCKGSiaBRinFyN6dvTqAezNc580BudJgxZEqI/QmGxQyMeQSMWxOJ2qNNgiC0ac8DF8L8rU1HMkpXShW+DIU5u+wWXsXMK31cmkTZLji/GxMPK8LL2KIWsAzUZD5kzC9bHMJKg0WpCTIYLQ6YLU7YbE7kZ+h9voq0Jv8CW8OyE4IMFntEIkAlazheaQSMaw2K4xW+5mMrfb5Ekx6MxzpyzBipNTBImqLLz1cvvaGedMb3l6NLaJIEUnHdO4ZQeZrMqgr2EhSydA7KwlmmwNmW8Mt1ABQZ7Z7dUDzJX+irQOyGCKo5BLoTXaYrA5IJSLYHQ2hk+rMVBre8DWYDMSULpFWB4soHLzdl5gcTpEuEo/pnPYlyNqbiqLpQarpVCZKmQTJCTKkquU+T2UyY2geJhRkQykTQ2eyQSkTY0JBNsafm+3VtCpAQxDYPU2N5AQZJGIRbA4nJGIRtCoZuqepvb4jqHEw2VhrwWQgpnTxdroNosa8nXYoWvi6L3FqFopUkXhM5+V4CPiSDBrI25ib5RgpJHj/p2O474NdsDsFJCfI2o3is7RKDD0rHWt2l0MmFkMuFcFqF2BzOnHJWek+DT807RmrrrdCZ7LhT+dkNXuejr4PnJyYfBWJV7mBwIriFAsi9ZgevUeGKOJLN3kwbmPO0iqhUUpx29vb8fOxWohEgFwiRo3RitMGS7s5Ro2DQKPVgSSVFIPz03y+S8f1PJsPVWL/SQNMVjtUcgl+Ka3FS+sOepysOvo+cD6vyMobiAaRVME/kFg+hGJBpB7TGUSFkLfJoMGo/vuv7w7g52O1EIuABLkUdocAg9kOQUC7UXygciVcz6M321CuMyMzUY00taLVk1VH3od4vvqO1R6VYIrUq9xAYUVxinaRekznETUCBTrBs1xnwraSGogAqOVSSCViyCSAyQqYbA7UGr2L4gNRSK9cZ8LeMj0yEhXtnqw68j7E89V3rPaoBFOkXuUGCpPGKdpF6jGdQVQE8ydoaWkIp9JghcMpQC5tqPEklTTcTyCViFBvdUAqFoUsim96snLdfaiQit1Jri1Nh+PPDhKPV9+x3qMSLJF6lRtorChO0SwSj+kMomJEW0M4GYkKaFVSVNc3zH1lEuyQSsQwWuwQAAzKTw3ZgdV1sqo1WVGmM6GqzgK7U4DDKSA5QY4EhSRgrxWPV9+x3qMSLJF6lRsMzJWjaBWJx3QGUTHgpM6Ml9cfRNHhKqSo5S3Ok9c9TY2yM7dsG60O1J8JoC7olow5Y3qFrK2uk9VbW46gzmKHXCoGBMDmcMJktWPt7vKADznF09V3vPSotKSjwUEkXuUGUrBy5RiUUahF0jGdQVQUcx0Uvz9Qgf0nDRChoZp4hkYBjVKF0hojPtheio0HTsNqF+BwOCERi9FZK4dMKsagvFTMGdMz5AfQ8edmYdX247DYnRCLRJBKxMhOVkElk3DIqYPiqUfFJVDBQSRe5QZSoHPleAMDUZQGUQ6HA8899xw+//xz7N27F06nE+effz7+8Y9/YNiwYeFuXsi4DooiUUPdcBGAsloTAKBXp0TUGK2oMJihUUiQlaSCXNpQ1qB/92TcOapnh04QHTmAmqxOpGkUyElOgEQigkImgUomgcFs45BTAMR6j0pTgQ4OIukqN1BcuXJyqRgqmRRSiQjZWlWHcuV4AwNRlAZRJpMJTz31FKZPn46HHnoIEokE//3vfzFq1Ch8/fXXGD16dLibGHSNE4hTEuSoMJjhEARAEKGqzoqaRCuq6qyQScTokpLgnsBYEIAjlfUdfv2OHEBdQ04WuxPZiSr38ngYcgqFWO9RaYyJ9N45Vm3E4Yp6mG0OAEZIxSKkaRTITFSgzmL3+cKF7ztRg6gMolQqFYqLi5GSkuJeNnbsWJx77rl4/vnn4yKIapxArJRJkKZRoKzWBBEE2J1AaY0JNocT2dqGYTKXQCQYd/QAGolDTrGY1xGLPSpNMZHeO9/tOwWdyQaxqGEqKYvdidKahmmo8tK9n77Jhe87UYOoDKIkEolHAOVadt555+HQoUNhalVoNU0gzs9QA2gYzhMAaJVSOJ0KJCd4zpcViN6eQBxAI2XIiXkd0S2eE+m95arN1nCHrg1mmw2AAKcAWOwOjGth2qX28H0nahAzZwm73Y6ioqK4yYlqqTdHo5AiM0mJwXlpuHP0WSjccTwovT2BOIBGypAT8zqiWyT2akYa10WPXCKBIFjPLBVBJAIEQYDRavf5Ofm+EzWImSDqmWeewYkTJ3Dvvfe2+Ti9Xg+9Xu/+vby8PNhNC5qWenMm9e6M6Wd6UYLV2xPIA2g4h5yY1xF5/BlWjZRezUiVkaiARCxCjdEKjVIKuUQCh1OAze6EEwKKK+pwUmf2+bvO950ogoIonU7nVUCTn58PudxzGOmbb77B/PnzMW/ePAwYMKDNv1+yZAkWLlzYobZGivZ6c4LZ2xOIA2i485CY1xE5OjKsGgm9muH+LrclS6tEr06J+O2EDiKI4RQ3FLd1QkCaRg6HE3591yPhfScKN5EgCEK4GwEAb7zxBmbNmtXu4/bt24c+ffq4f9+5cydGjhyJyZMnY8WKFe3+fUs9UQMHDsTx48eRk5PjX+PjmD8nj0jJQzqpM+P+wl0Ndwlq/7hLsKzWBKVMjGev7ceTQoi8tO6ge1g1USGDwWJDncWOCQXZET2sGinf5fYcPl2HW5ZvQ43RBolYBKlYjDSNHCqZBGqFhN91okZKS0vRtWtXr+ICcYja1K6ZM2dCEIR2fxoHUIcOHcL48eNx8cUX44033vDqdZKSkpCTk+P+yc7ODtYmxYUsrRIFOVqfDsCuPCSL3YlklRwWuxNrdpdj+eaSILa0OdewZJ3FjrLahjuVympNqLfaMTg/jSeVEGk6rOr6Vy2Xoqi4CifPVNqPRJHyXW5Pj0wNplzYFZlJCmQlKdEzUw2NQgqz3cHvOlEHREwQ5avy8nKMGzcO3bp1w6pVqyCTydr/Iwq71k6YcokY3+47jV9La0PanhlD8zChIBtKmRg6kw1KmRgTCpjXEUquYdVEhec+nKiUuieljkTRFvzNGJqHSf26IE0jh9nu5HedKAAip7/ZByaTCePHj0dlZSVefPFF/Pbbb+51CoUC/fv3D2PrqC1N85DsTieKK+pxSm+G1e7EvI9/w5izO7U5HBLI/BPmdYRftN4uH205dfyuEwVeVAZRp06dwi+//AIAuPLKKz3Wde/eHUeOHAlDq6KTLwHJr6W1OHy6Hj0y1TgvJ9mv52t6wiyuqEdZrQlOQYBcKoYAtFpiIJj5J/FQmDJSRevt8tEa/PG7ThQ4URlE5ebmIkLy4aOWLwHJKb0Zcz/YhT0ndLA5BMgkIpzTRYslU/uhU5LSp+drfMI8UtXQA+UUBIhFInRKUqJ7mrrVEgOs6RS7ovF2+WgN/ogocKIyiKKO8yUgmfvBLmw/UgOZRASlTAyL3YntR2pw3we78M7MwT4/n+uE+e2+07DanZBLxeiUpER+ekPV9ZaGQ1jTKbZF61BTNAZ/RBQ4DKLikC8ByS/Ha7DnhA4yiQjaM7kfShmgM1rx2wkdfi2tRUaiwv18yQlyWGwOJCfIIQhoMcBxnTCH98rAvI9/gwCge5ravb6l4ZBoyz8h/0TbUFO0Bn9EFBgMouKQLwFJcYURNocApczzRk65tKFH6vDpeogggsFsh95kw5FKI+xOJ6RiMTQKCZJUslYDnPNykjHm7E5eDYdEa/4JxYdoC/6IKDCitsQB+a9xQNJYSwFJj0w1ZBIRLHanx2OtdidkEhF6ZDbMAF9jtOKk3gyHU4BMIobDKeCk3oxao7XNAMfbEgOs6URERJGGPVFxyJeE2PNyknFOFy22H6mBzmiFXCqG1e6EzSmgX7dknJeTjHKdCYAIgtBQskAsFgNwJf6L2myLL8MhzD8hCrxInrKGKNIxiIpTvgQkS6b2w30f7MJvJ3SwnOmB6tctGc9N7QcAOFZthNXuBESA0epomDH+TLJ4coLcXSyxrQO1N8MhzD+hQIqX4KG17YyWKWuIIhn3lDjlS0DSKUmJd2YObrVO1Hf7TkFvtkEqFkEjl8LqcMIpCLA5Gqoif/ZrGfaW6QJ2oGb+SWwKVVATC8GDN+9Ve9vJkiFEHRcdRwwKGm8CEtcBOzNR2azIZrnOhL1leqQkyGAw2+EUAKVMAqPFjhqjDdlaAZsOVPBATa0KdVATzcGDL+9VW9t5zYAclgwhCgAGUdQqbw7Yrjv9emRocNpgQVWdFTaHEzKp2J2QzgM1tSWUQU2k1RvztffN2/eqve08t7OWJUOIAoBBFLXKmwO2604/k82BXp0SYUp1wGJzoNZog1gEOAS0OLEsD9QEhD6oCVW9sfaCI39633x5r9rbTgAsGUIUACxxQC3ydob6pqUH7A4njFYHbE4nBuWnQquSelVKgeKT62TfUqBttDrcNyX446TOjN2lOvd3FfCtvIc/6ix2vLTuIO4v3IX5n/6G+wt34aV1B1FnsXs8znWBYrE7kaySw2J3Ys3ucizfXNLqc/vyXrW3nX2yk1gyhCgAGERRi3w5YLdW62nOmF48UFObghHUtBXIBLvemDfBkbcXKE358l55s53e1mgjotZxOI9a5EuF8Lbu9GNtJ2pLMCbxbW8YOljfSW+H2/wdUvT1vWpvO1kyhKjjGERRi/w5ubV0px8P1NSeQAY13gYywfhOehscdWQKI9d7tfHAaZTrGvbL1nqPvN33WDKEyH8MoqhVgTy58UBNrQlkoO1LL0+gv5PeBkcd7X0TAIggOvNfkXtugNZw3yMKHgZR1Cr2InmKlwrX4RKIk304J6r2JTjy9wKl8VBlZ60qqmpcEcUiBlHUrni/ko2FCtfxoqO9PB0NlL0Njvy5QIm0GldExCCKqF3RXOE6HvnTyxOoQNnX4MiXC5RQ1bgiIu8xiCJqA6/+o48/vTyBDpSD0XsbzqFKImoZ60RRVGmpgGIwBbMYJODf9oT6PYhWWVolCnK0Pg+TeVu3KdSCXeOKiHzHniiKCuHKSwrW1b8/28PcrOCIpmEyb4cqeRMEUWjwyEtRIZx5SbnpahQVV0EQEJBikIB/28PcrOAI5zCZr8FOe0OVDLSJQot7FUW8cOQlNT4Z1VnssNkFnDaYYXPIkaiUdqjCtT/bw9ys4AlG1fT2dDTYaS3nKlICbfaEUbxgEEURLxzDLY1PRqkJCsgkYtQYbSjokow7R58FACipqPfrJOHP9kTTkFM0CvX0RP4EO+0FJpEQaHckOGTgRdGIQRRFvFAPt7R2MhIE4HCFAUs3F2Nvmd7v4RJft+ekzoyqOgukYhHvzAqSUBaW9TXY8TYwiYRA25/gkEOQFM34DaWIF+rhlrZORvtPGlCuMyMjUeH3cIm329P05FJZZ4HJ6oDDKUCrkgV9yCkehaKwrK/BjreBSbhLIPjbExYpQ5BE/oiJEgc7duyARCKBRqMJd1MoSGYMzcOEgmwoZWLoTDYoZeJWJ17tqMYno8aq6q0wWe3QqmQdvhXem+1xnVwsdieSVXKkaxpOglV11qC/BxQ8rX2/Wgp2fCm/EO4SCP6UA4mW8hJErYn6nihBEHDnnXciIyMDdXV14W4OBUkoh1ta6ynSm2xQySVIU3te0fszXNLe9rR2VS8WiSASCbhjZE/0yU5iD1SQBSNPx5eeVV97rZrmdknFIgzolorx52YHpO1t8WeYuuhwNWqNNmQmer63zPWjaBH1QdSyZctQWVmJW265Bf/617/C3RwKslDN4+c6GW08cBrluoYT3Z/OycIvpbUBHS5pbXvaO3mmaZh8G0zBztPxNpHd18DEFZyPL8jGss0l+P2kHnvLdZj/6W9BzzPyZ5haZ7KjtMaIGqMV5+ckQyoRt7l9RJEmqoOo2tpaPPzww1i6dCm2b98e7uZQjBEAiCA6818RNEopLspNxbf7TgU9Nyvc+S3xLth5Ot72rLYWmNSabBicldbq86/ZXY4dR2rOtF/Wbvvb63HztkfOm+Cw8XuboVGgut6Cyjordh2vRe+sROb6UVSJ6iDq73//OwYMGICJEycyiKKAanyg76xVuU9CY/t2woSC7KDfCh+O2kXUwJcE6Y4O93nTs9o4MKkx2lBdb4UIAnafqMX9hbua9TD50v72etx87ZHzZ5j6/K7J+OV4LeotdlQYLEhOkAW1vARRIEVtELVr1y68+eab+Pnnn336O71eD71e7/69vLw80E2jKNfWSWjnsRo8e22/kORmhbp2ETXwJg9Jo5SG7Lb8xoHJy+sPouhwFVLUCiQqWu5h8iWPqr0eN3975HwZppaKxejVKRGVdVbcMjQPQ3pwHkCKHhETROl0Oq8Cmvz8fMhkMtxxxx24/fbb0adPH59eZ8mSJVi4cKG/zaQ44M1JyJuJbTsqlMn08aS93iNvhlLDcVu+AAFHKuuRopa32cPk7VBwez1Ww3plBLx4Z1tt06qkDKAo6kRMEFVYWIhZs2a1+7h9+/Zh165d2LdvH/73v/+htrYWAGA2N9wKW1tbC6VSCaWy5R1x7ty5mDlzpvv38vJyDBw4sOMbQDEj0vKRQpVMH+u8HZpqbyhVgBCWyuCtBfdyiQiVdRbsL9e7vyveDAW3d7FQfLo+4MU7OUxNsSZigqiZM2d6BDdtWblyJWpqapCbm9tsXUpKCh566CEsXry4xb9NSkpCUlJSR5pKMY4H+tjkS+9RW0OpJRWBDy680TS4tzucKK6sR1mtCQKAVzYcwu4yHWYMzfNqKLi9i4UemepW10vFIlTVWXBSZ/Z5WzlMTbEkYoIoX0yfPh0jR470WLZ8+XK8//77WLt2Lbp16xaehlHM4IE+tvhaTbutodRw9VQ2De6r6iw4qTefWaeCAHgEhe0NBbd3sXBeTnKz9TqTDcerjUiQS/CvdQf9ygXjMDXFkqgMonJzc5v1Qm3YsAESiaRZcEXkDx7oY4u/88q1NJQazp7KxvXLKuutkEnE6JysQn6GGlKxuFlQ2N5QcHsXC03XV9ZZAQBpGv+nPXLhMDXFgqgMoohChQf62BDo3qNw9VS6gvtzO2ux+Mv9SFPLkab5o+2+Dim2d7HQeP2+ch1e2XAIgCKkuWBEkSxmgqgFCxZgwYIF4W4GEUWgQPcehbunsk92EtI1cljsTo/l/gaF7V0sZGmVqDBY4HACyarmc+NxihaKVzETRBERtSUYvUfh6qkMx5BipN21ShQJGEQRUVwId+9RoIV6SJF3rRI1xyCKiOJKrOS5hSMo5F2rRJ4YRBERRbFQBoWx1ptH1FEMooiIyCex0ptH1FHicDeAiIiIKBoxiCIiIiLyA4fziELkpM7MPBIiohjCIIooyOosdizbXIKtxVUwWh1+zTdGRESRh8N5REG2bHMJ1vxaDovdiWRVQ5XpNbvLsXxzSbibRuSzkzozdpfqcFJnDndTiMKOl8FEQVSuM2FrcRU0SinnG6OoFo4eVQ6BU6RjEEUURJUGK4xWB5JVco/lnG+Moo2rR1WjlCJZJYfBYsOa3eUQAbhzdM+AvhaHwClacDiPKIgazzfWGOcbo2jStEfV9a9aLkVRcVXAh/Y4BE7RgkEUURC55hurs9hRVmuCwWxDWa0J9VY7BuensReKooKrRzVRIfNYnqiUwmh1oMJgCdhrhTpgI+oIBlFEQTZjaB4mFGRDKRNDZ7JBKRNjQgHnG6PoEcoe1VAGbEQdxcFloiDjfGMU7Vw9qmt2l6Os1oREpRQGsx31VjtG9s4O6Pe5ccCmUf5xiuIQOEUiBlFEIcL5xiiazRiaBxGAouIq6Ew2JMglGNk78D2qoQzYiDqKQRQREbUrlD2qoQrYiDqKQRQREXktFD2qHAKnaMEgioiIIhKHwCnSMYgiIqKIwSrlFE0YRBERUdixSjlFI9aJIiKisGOVcopGDKKIiCisWKWcohWDKCIiCitWKadoxSCKiIjCihN1U7SK6iDKbDZj3rx5yMvLg0KhQLdu3fDAAw+Eu1lEROQDTtRN0Spqb3lwOp246qqrUFxcjPnz5yMvLw9Hjx7F77//Hu6mEVEM4q33wcUq5RSNojaIWrZsGbZu3Yp9+/YhOzs73M0hohjFW+9Dg1XKKRpF7RHg9ddfx7XXXssAioiCynXrvUYpRbJKDoPFhjW7yyECcOfonuFuXsxhlXKKJlGZE2Wz2bBz5050794df/7zn6FWq5GYmIipU6fi5MmT4W4eEcWIYN16f1Jnxu5SHW/dJ4pyUdkTVVVVBZvNhqeffhrDhw/H6tWrUVFRgQcffBBXX301tmzZ0urf6vV66PV69+/l5eWhaDIRRSHXrffJKrnH8kSlFDqTDRUGi0+9JhwaJIotEbPX6nQ6rwKa/Px8OJ1OAEBiYiI++ugjKBQNt7926tQJY8eOxbp16zB69OgW/37JkiVYuHBh4BpORDGr8a33GuUfh0t/b72PlqFBJtETeSdigqjCwkLMmjWr3cft27cP3bp1g0gkwsUXX+wOoABg5MiRkEgk2LNnT6tB1Ny5czFz5kz37+Xl5Rg4cGDHN4CIYo7r1vs1u8tRVmtColIKg9mOeqsdI3tn+xRgNB0aBACNUoqyWhOKiqswZUDXsAcs7Ckj8k3E7BUzZ870CG7ak5ub2+o6s7n1PIOkpCQkJSX50jQiimOBuvU+0EODwRAtPWVEkSJigihfTZw4EYWFhTCbzVAqGw4869atg8PhwIABA8LcOiKKFYG69T7QQ4OBFg09ZUSRJirvzgOABx54AGazGVdddRXWrFmDFStW4Oabb8Yll1yCUaNGhbt5RBRjsrRKFORo/Q4kIr0qN+evI/Jd1AZRXbt2xfr162GxWHDNNddg7ty5uPzyy/HZZ59BJBKFu3lERM3MGJqHCQXZUMrE0JlsUMrEmFAQGVW5OX8dke+idjgPAPr164cNGzaEuxlERF6J5KrcgUyiJ4oXUR1EERFFo0itys3564h8wyCKiIgARHZPGVEkYhBFREQeIrWnjCjSRG1iOREREVE4MYgiIiIi8gODKCIiIiI/MIgiIiIi8gODKCIiIiI/MIgiIiIi8gODKCIiIiI/MIgiIiIi8kPcF9u02+0AgPLy8jC3hIiIiMLNFQ+44oO2xH0QVVFRAQAYOHBgmFtCREREkaKiogK5ubltPkYkCIIQmuZEJrPZjN27dyMjIwNSacdjyvLycgwcOBDbtm1DdnZ2AFpIHcXPJDLxc4lM/FwiDz+T0LLb7aioqEBBQQGUyranP4r7niilUomLLroo4M+bnZ2NnJycgD8v+Y+fSWTi5xKZ+LlEHn4modNeD5QLE8uJiIiI/MAgioiIiMgPDKICLCkpCfPnz0dSUlK4m0Jn8DOJTPxcIhM/l8jDzyRyxX1iOREREZE/2BNFRERE5AcGUURERER+YBBFRERE5AcGUURERER+YBAVIPv378fYsWOhVquRlZWFBx98EFarNdzNihuFhYW46qqrkJOTA7VajX79+mHp0qVoet/Em2++iV69ekGpVOL888/H559/HqYWx5+6ujrk5ORAJBJh+/btHuv4uYTeihUr0L9/fyiVSqSnp2P8+PEwmUzu9Z999hnOP/98KJVK9OrVC8uWLQtja+PDp59+ikGDBiExMRHZ2dmYOnUqiouLmz2O+0vkYBAVADU1NRg9ejSsVis++ugjLFq0CP/9738xd+7ccDctbixZsgQJCQl47rnn8Nlnn2H8+PGYNWsW/vGPf7gfs3LlSsyaNQvXXXcd1q5diyFDhmDy5MkoKioKY8vjx+OPP97ihJ78XELvySefxJw5c3Ddddfhq6++wmuvvYa8vDw4HA4AwA8//IDJkydjyJAhWLt2La677jrceuutWLVqVZhbHrs2bNiAyZMn4+yzz8bq1avxwgsv4JdffsG4ceM8glvuLxFGoA5btGiRoFarhaqqKvey1157TZBIJMKJEyfC2LL4UVFR0WzZrFmzhKSkJMHhcAiCIAi9evUSrr/+eo/HDBkyRBg/fnxI2hjP9u3bJ6jVauHVV18VAAg//fSTex0/l9Dav3+/IJVKhTVr1rT6mHHjxgkXX3yxx7Lrr79e6Nu3b7CbF7duu+02IS8vT3A6ne5l69atEwAI33//vXsZ95fIwp6oAFi7di0uvfRSpKamupdNnToVTqcTX3/9dRhbFj/S09ObLevfvz/0ej3q6+tRXFyMAwcOYOrUqR6PmTZtGr777jtYLJZQNTUuzZkzB7Nnz0bv3r09lvNzCb1ly5YhLy8P48ePb3G9xWLB+vXrce2113osnzZtGvbt24cjR46EoJXxx2azITExESKRyL1Mq9UCgDstgftL5GEQFQD79+9Hnz59PJYlJycjOzsb+/fvD1Or6IcffkCXLl2QmJjo/hyafk59+/aF1WpFSUlJOJoYF1atWoXdu3dj3rx5zdbxcwm9oqIiFBQU4IknnkBmZibkcjmGDh2KrVu3AgAOHz4Mm83W4mcCgMe0IJk+fTr27t2LV155BTqdDsXFxXjkkUfQv39/DB06FAD3l0jEICoAampqkJyc3Gx5SkoKqqurQ98gwg8//ICVK1fi/vvvB9DwGQFo9jmlpKQAAD+nIDEajZg7dy4WLVrU4pQV/FxC7+TJk/j666/x1ltv4ZVXXsHHH38MkUiEcePG4fTp0/xMwmTYsGFYvXo1Hn74YSQnJ6NHjx44deoU1q5dC4lEAoD7SyRiEEUxp7S0FNdddx1GjRqFu+66K9zNiWtPPPEEOnXqhBkzZoS7KXSG0+lEXV0dVq1ahSlTpuDyyy/Hp59+CkEQ8PLLL4e7eXFry5YtuOmmmzBr1iysW7cOhYWFcDqdmDBhgkdiOUUWabgbEAtSUlKg0+maLa+pqfHIk6Lgq62txfjx45GWloYPP/wQYnHDdYLrSk2n0yErK8v9eNeVHT+nwDt69Ciee+45rF692r1/1NXVuf+tq6vj5xIGKSkpSEtLw3nnnedelpqaiv79+2PPnj2YNm0aADQ7pvEzCa677roLo0ePxnPPPedeNnjwYHTr1g1vv/02/vKXv3B/iUDsiQqAPn36NMsT0Ol0KC8vbzZ2TcFjMpkwceJE6HQ6rF271p2UCfyRQ9D0c9q/fz/kcjny8/ND2tZ4UFJSAqvVigkTJiAlJQUpKSm44oorAACjRo3CpZdeys8lDM4555xW15nNZvTo0QMymazFzwRono9DgbF3717069fPY1lOTg7S09Nx+PBhADyORSIGUQEwfvx4fPvtt6itrXUvKywshFgsxrhx48LXsDhit9sxdepU7Nu3D19++SW6dOnisT4/Px+9evVCYWGhx/L3338fY8aMgVwuD2Vz40K/fv2wfv16j5/nn38eAPDqq6/ilVde4ecSBhMnTkRVVRV27drlXlZVVYWdO3diwIABUCgUGDVqVLOaUO+//z769u2L3Nzc0DY4TnTv3h07d+70WHb06FFUVla633PuLxEo3DUWYkF1dbWQnZ0tjBgxQvjqq6+EpUuXCsnJycIdd9wR7qbFjVmzZgkAhOeee0748ccfPX7MZrMgCILwv//9TxCJRMK8efOE9evXC7NnzxakUqmwZcuWMLc+fqxfv75ZnSh+LqHlcDiEiy66SOjRo4ewcuVK4ZNPPhEGDx4spKWlCeXl5YIgCMKmTZsEiUQi/PWvfxXWr18vzJs3TxCJRMIHH3wQ5tbHrhdeeEEAINx1113CN998I6xcuVI499xzhU6dOgmVlZXux3F/iSwMogJk7969wpgxYwSVSiVkZmYK999/v2CxWMLdrLjRvXt3AUCLPyUlJe7HvfHGG8JZZ50lyOVyoaCgQPjss8/C1+g41FIQJQj8XEKtoqJCuPHGGwWtViuoVCph3Lhxwp49ezwe88knnwgFBQWCXC4XzjrrLOHNN98MU2vjg9PpFP7zn/8I5513nqBWq4WsrCxh8uTJwr59+5o9lvtL5BAJQpPJxYiIiIioXcyJIiIiIvIDgygiIiIiPzCIIiIiIvIDgygiIiIiPzCIIiIiIvIDgygiIiIiPzCIIiIiIvIDgygiIiIiPzCIIqKgWbBgAUQiUbOfc889FwAgEonw7LPPuh+/fPly/O9//2v2PK0t74hJkyZh5MiRAX3O1mzYsAEikQjbt28PyesRUWhIw90AIoptKpUK69at81iWkJAAAPjxxx/RvXt39/Lly5dDo9Hghhtu8Hh8a8uJiMKJQRQRBZVYLMbgwYNbXNfaciKiaMDhPCIKm8bDeSNHjsTGjRvxxRdfuIf9FixY0Opyly+++AKDBg2CSqVCRkYG/vrXv6K+vt7jdfbt24cRI0ZAqVSiR48eWLFiRbttW758OaRSKU6dOuWxvLq6GnK5HK+99hqAht60K6+8Ep07d4ZarUa/fv3w9ttvt/ncR44cgUgkwqpVqzyW33PPPcjNzfVYVlpaihtvvBHp6elQqVQYPnw4duzY0W77iSj42BNFREFnt9s9fpdIJBCJRB7LXnnlFdx4441ISEhwB1Y5OTmYOnVqi8sBYNWqVbjuuuswY8YMLFy4EOXl5Xj44YdRU1ODlStXAgDMZjPGjRsHtVrtDm7mzZsHvV6Pnj17ttrmyZMnY/bs2SgsLMSdd97pXv7hhx8CAK699loAwNGjRzF06FDMnj0bSqUSmzdvxq233gqn04mbb77Z7/cMAGpqanDJJZdAo9HgpZdeglarxUsvvYTRo0fj4MGDyMzM7NDzE1HHMIgioqCqr6+HTCbzWPb222/jxhtv9Fh29tlnIykpCRqNptkwX0vLBUHA/fffj+uuuw5vvPGGe3l2djYuv/xyPPbYYzjnnHOwfPlylJWVYf/+/e6gqX///ujdu3ebQZRWq8Xll1+O9957zyOIeu+99zBu3DikpqYCAKZNm+bRpuHDh6O0tBSvvfZah4OoF154AbW1tdi2bZs7YBozZgx69eqFZ599Fs8880yHnp+IOoZBFBEFlUqlwvfff++xLD8/v8PPe+DAARw9ehQvvPCCR0/XiBEjIBaLsX37dpxzzjnYunUrzj33XI+A6ayzzsL555/f7mtcf/31uO6663Ds2DF069YN5eXl2LhxI9566y33Y2pqajB//nx88sknOHHiBBwOBwAgLS2tw9v49ddfY9SoUUhNTXVvo0QiwYgRI/DTTz91+PmJqGMYRBFRUInFYlx44YUBf97KykoADcNuLTl+/DgAoLy8vMVhr06dOsFkMrX5GhMnToRarcbKlSvx4IMP4oMPPoBSqcSkSZPcj5k+fTq2bNmCefPm4ZxzzkFSUhL+85//4P333/dzy/5QWVmJoqKiZj15ANCjR48OPz8RdQyDKCKKSq7htJdffhmDBg1qtr5z584AGob3du7c2Wz9qVOnkJSU1OZrqFQqTJo0yR1ErVy5EldccQXUajWAhnyrzz//HEuWLMGcOXPcf+d0Ott8XqVSCQCwWq0ey2tqappt42WXXYbHH3+82XMoFIo2X4OIgo9BFBFFDLlcDrPZ7NXyPn36ICcnB8XFxbjjjjtafc6BAwfirbfewqFDh3DWWWcBAA4dOoRffvkFw4YNa7dN119/PSZMmICvvvoKRUVFePjhh93rLBYLnE4n5HK5e5nBYMCnn37a5nNmZmZCJpNh37597mVWqxUbN270eNyll16Kd955B3379nUHbkQUORhEEVHE6Nu3L1asWIHPPvsM2dnZ6Ny5Mzp37tzq8iVLluCGG25AfX09JkyYALVajaNHj+KLL77AokWL0KtXL0yfPh1PPPEEJk6c6O7RmTdvHrKysrxq09ixY5GWloZbbrkFycnJGD9+vHudVqvFRRddhMWLFyMjIwNSqRSLFy+GVqvF6dOnW31OsViMq6++Gi+//DLOOusspKen4+WXX4YgCB53Lc6dOxfvvvsuRowYgbvvvhvdunVDRUUFtm7dis6dO+Pee+/1850mooAQiIiCZP78+YJarW51PQDhn//8p/v30tJS4fLLLxeSk5MFAML8+fPbXC4IgvD1118LI0aMENRqtaBWq4VzzjlHuO+++4Ta2lr3Y3777Tdh2LBhglwuF/Ly8oSlS5cKV111lTBixAivtuO2224TAAi33nprs3UHDx4URo8eLSQkJAhdu3YV/vnPfzbb7vXr1wsAhJ9++sm97PTp08KkSZOEpKQkoUuXLsILL7wg3H333UL37t09nr+8vFy49dZbhezsbEEulws5OTnClClThM2bN3vVdiIKHpEgCEJYozgiIiKiKMSK5URERER+YBBFRERE5AcGUURERER+YBBFRERE5AcGUURERER+YBBFRERE5AcGUURERER+YBBFRERE5AcGUURERER+YBBFRERE5AcGUURERER+YBBFRERE5AcGUURERER++H/W7mr/kYiQPQAAAABJRU5ErkJggg==)

*residuals vs fitted*

**Warnings**

- The data appear overdispersed relative to the Poisson model (Pearson phi = 9.47; values near 1 are expected). Coefficient standard errors are likely too small — refit with the Negative Binomial family.
- The deviance goodness-of-fit test rejects adequate fit (p = 3.402e-280); residual structure may remain unexplained.

### Method & Provenance

- **Method:** Count GLM (Poisson / Negative Binomial)
- **Engine:** Python · statsmodels 0.14.6
- **Input datasets:** gallery — catg_example_05_grasshopper_pest_pressure.csv
- **Started:** 2026-09-21 02:15:12.174965
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/e5dac942c0614cd5bc9baa1859614534

| Parameter | Value |
|---|---|
| test_type | glm |
| value_col | GH_COUNT |
| predictor_cols | ENV_SOILTN |

**Command history**

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

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

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