# Statistical Test Result #184 — Analysis Report

Generated 2026-09-21 02:38:04 · 1 run(s) · CAT-G Data Analyzer

## 1. anova (#184)

2026-09-21 02:16:35 · statistical_test · status: completed

*The anova on value across group groups was statistically significant (p < 0.001).*

| Metric | Value |
|---|---|
| statistic | 58.775702 |
| p_value | 0.0 |
| significant | True |
| num_groups | 4 |
| value_col | value |
| group_col | group |

### group stats

| group | n | mean | sd | median | min | max |
|---|---|---|---|---|---|---|
| control | 25 | 10.164134 | 1.012099 | 10.097676 | 7.876104 | 12.189803 |
| high | 25 | 13.606847 | 0.877117 | 13.486133 | 11.932558 | 15.628616 |
| low | 25 | 10.471072 | 0.995267 | 10.446981 | 8.686865 | 12.276171 |
| mid | 25 | 11.045181 | 1.179363 | 11.445376 | 8.760768 | 12.860748 |

### effect size

| name | value |
|---|---|
| name | eta_squared |
| value | 0.647483 |

### posthoc

| group_a | group_b | meandiff | p_adj | reject | method |
|---|---|---|---|---|---|
| control | high | 3.4427 | 0.0 | True | tukey_hsd |
| control | low | 0.3069 | 0.7132 | False | tukey_hsd |
| control | mid | 0.881 | 0.0155 | True | tukey_hsd |
| high | low | -3.1358 | 0.0 | True | tukey_hsd |
| high | mid | -2.5617 | 0.0 | True | tukey_hsd |
| low | mid | 0.5741 | 0.2002 | False | tukey_hsd |

![group boxplot](data:image/png;base64,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)

*group boxplot*

![mean 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wnBw8etHsNxsTEsH79evr37293XPhfP4dSU1OJi4sjLS2Nzp07s2fPHi5cuHDF3G5ubri6urJp0yaOHDlSoMcqJUcFUYqUj49PvsOC+Pv789133/Hdd98xf/78K96/QYMGeaZd/uAIDQ3Nc9vlaYcPHy5sZACaNGlyxWmHDh0q0DKqV6+e5wQLPz8/gHz/APn5+REXF2f7fe/evcCl4/X+XqarVKlCWloaZ86csc2flpbGpEmTCAkJwdXVlUqVKhEQEMA///lPAOLj4/OsM78clSpVssvRoUMH7rvvPj755BMCAgJo06YNjz/+OL/99luBnodOnTrh4OBg20W0bt06WrRoQXBwMBEREXbTLRZLkZzJfqXHBdg9tisZMmQIc+fOJS4uju7du1O7dm169uzJHXfcQffu3QHy/eLzV46Ojjz77LMAfPXVV/lmbNu2ra2Az549m/379zN79mxSUlLo3LkzVatWZfXq1dxyyy3ccccd+R4H9leXC8RfzxzOz9XeQ7Vq1cLb2zvf91BBXi/X6/Dhw9SrVy/fM5v//j68/J547bXX8rwnAgIC2L9/v9174npyF/S5K2yG63Gjz/OBAwfIzc1lwYIF+WZct25dvhnz+7wFbLuQ/zoe6f/+9z9yc3PzjDl6+YtHpUqV8PT0pHLlygQEBNhOykpISLhibmdnZ2bNmsWePXuoW7cuDRs2ZNSoUXz++ed5jqOWkqdjEKVINWvWjI0bN3LkyBG7Dz1nZ2duv/12gKsOkvrXLYSFdaWBdgt6wklhXe1szSvdZhiG7f9zc3OBS8ekRURE5Dv/5cIJMGzYMFatWsWoUaPo0KEDlStXxtHRka1bt/LUU0/ZllfQjH/14YcfMnHiRNauXcvPP//MRx99xMyZMxk3bhyzZs266n19fHxo1aqVbUvh999/b/ujcvvtt/P222+Tm5vLunXrCA8PtxW5G3G1x/XX5/hqRo8ezf33309UVBSpqak0atSIgIAAIiIicHR0zLPlLT+XT6i51skxx44d49lnn2XWrFlUrVqVRYsWER8fz5w5c/Dw8KBFixYsXLiQ+fPn27ZkF6crvWcK8rotTpdfw+PGjaNXr175zpPfWd9FmbuwGa7Hjea9nHHQoEHXdfz3lT5v69aty6233srSpUuZNWsWbm5ufPLJJwQHB9t9oUtJSaFDhw4kJSXx6KOP0rx5c7y9vbFarXz00UcsWrQo38+hv3rggQfo1asXa9eu5ccff2TdunV8+OGHREREsHHjRlNGNZBLVBClSA0YMICNGzfy/vvv89prrxXJMi8fuL57926aNWtmd9uuXbvs5oFLWyvz23p2tV0Ye/bsueK0ghSDonD527yrq6utTF9JUlISq1atYvjw4fz3v/+1u+3gwYNFkqdRo0Y0atSI8ePHc/HiRe6++25mz57NhAkTrjm0S5cuXXj11VdZsWIFZ86cse1G7tKlCy+++CKrVq3iwIEDtl27V1OSV9ZwcnKy26J0+vRpIiMjbScoXMvlrVJ/P0zi7x588EHatGnDvffeC1zafefv72/bXWexWKhRo8Y1tyBefs1ERkZesbyA/Xvo72JiYkhKSsr3BJHiULduXQ4dOkRmZmaerYh/fx/+dQvXtd4T16ugz11xZrheV3ov1KtXD6vVysWLF4ss48iRI7n//vtZsWKF7aSc559/3i7DDz/8QExMDB9++CH33Xef3f3ff//9Aq8rMDCQkSNHMnLkSAzD4Omnn2bq1KksXrxYV0kykXYxS5EaNWoUTZo0Yfr06Sxbtizfea73W3yfPn2wWq1Mnz6d9PR02/S0tDSmTZuGg4MDvXv3tk1v2LAh+/bt4+TJk7Zpubm5zJgx44rrmD9/PseOHbOb/3LBvXzmbHHr1q0bgYGBTJs2zTau3F9lZ2fbiu/l45X+/lxeuHAh32Frrkd8fHyeb/1ubm623X8F2e11+Y/Us88+i4uLC+3btwcuHSvo4eFh2xVbkOMPLx8jlV/pL065ubmMGzeOnJwcW1649O+QlJSUZ/60tDTbcC9/fT3+3aeffspPP/1kV+yrV6/O2bNnbf/u6enpHDx4kBo1alw1Y9euXQkICODNN9/Md8v85X/Hy7v4P/30U7vXOcCLL74IQP/+/a+6rqLSr18/EhMT85xlv3jx4jxfbsLDwwkNDeXDDz+07er9K8MwOHfuXKFyFPS5K84M18vT05OEhIQ87/tKlSpx9913s3r16isOF3S9u8EHDRqEh4cH8+bNsw2L8/eydnnL59/z7Ny5k5UrV15zHWlpaXmG77JYLLYvaTdyKIPcOG1BlCLl6urK6tWr6dmzJ4MGDaJ9+/Z069aN6tWrk5qayuHDh1m6dCnANbdCXVavXj2eeeYZXnrpJdq2bcuwYcNsw9xERUXxyiuv2C3rkUceYdGiRXTu3JnRo0djGAZLly696paoxo0b06ZNGx566CH8/f1ZuXIlP/zwA0OGDCmxq724u7vz6aef0rt3bxo3bsy9995Lo0aNuHDhAocPH+bzzz9n6tSpjBw5Ei8vL+68804WLFiAi4sLbdq0ITY2lg8//JDAwMAbyvHJJ58wc+ZM+vTpQ926dXF3d7cNGxMWFkZ4ePg1l9GuXTvc3NzYs2cPnTt3tu2Cc3JyokOHDqxduxZnZ2e78dSupFKlStSrV4/FixdTt25dAgMD8fDwoGfPnjf0OP/qxIkTdO/enV69elG7dm0SEhJYtGgRkZGRvP7667aTjeDSbrXg4GB69epF48aNCQgI4NixY8ybN48TJ07w5JNP2oZH+btz584xfvx4XnrpJbtDMLp3746vry+9e/dm5MiRfPHFF6SkpOQZl/Hv3N3d+fjjj+nXrx9hYWG2oVoSEhLYuHEjd911F+PGjcPBwYG5c+fSq1cvWrduzejRo6lSpQpr165lzZo1dOvWjXvuuadonsxreOKJJ1i0aBETJkxg586dtG7dmj179vDRRx8RGhpKVFSUbV6LxcL8+fPp3LkzLVu2ZOTIkYSGhpKVlUV0dDQrV65kxIgRhbr6TEGfu+LMcL3atm3LV199xdixY2nXrh0ODg507tyZKlWq8O6779K+fXvuuOMO7rnnHlq3bo3VauXYsWOsWbOGVq1aXdc1zj09Penfvz/z58/H3d2dDh062A6huOyWW26hWrVqPP744xw5coTg4GD27t3L+++/T2hoaJ6xJP/uwIEDdOjQgT59+tC0aVMCAgI4cuQI7777Ll5eXiX25VyuwIQzp6UCSE9PN959913j9ttvNwICAgxHR0fD09PTaN68uTFmzBhj06ZNdvPnN7zJ33366adGRESE4ebmZri5uRlt2rQxFi5cmO+8CxYsMBo3bmw4OTkZNWrUMCZNmmTs27fvisPcfPzxx8Y777xjNGzY0HB2djZq1qxpPPfcc0ZmZmaBHu+Vhp+42uO60n327t1rjBgxwggKCjKcnJyMypUrGzfddJMxadIk4/jx47b54uLijAcffNCoUaOG4eLiYjRs2ND4z3/+Y6xbty7POvMbbuSyESNG2A0tEhkZaYwcOdKoX7++4enpaXh4eBiNGjUynnnmGSM+Pr5Az4dhGMYdd9xhAMarr75qN33GjBkGYHTo0CHPfa70fG3atMlo166d4e7ubgB2zxtgjBgxosDLyk9SUpIxYMAAo1atWoazs7Ph7+9v3HXXXca6devyzJuenm6MGjXKaN68ueHn52c4ODgYlSpVMrp27WqsXLnyqusZOnSo0bp1ayM7OzvPbVu2bDFuvvlm2/tk7dq118x92datW43+/fsbAQEBhpOTk1G9enWjb9++dkPzGIZh/Pbbb8bdd99t+Pr6Gs7OzkaDBg2MF1980cjIyLCb70rD1hhG/q/b6xnmxjAM49SpU8bw4cMNPz8/w83NzWjXrp3xww8/5HktXhYTE2M8/PDDRp06dQxnZ2fD19fXCA0NNR599FFj9+7dhc59Pc9dQTNcydWGuSlo3tTUVOO+++4zqlSpYlit1jzPbXx8vPHUU08ZjRo1MlxcXAwvLy+jUaNGxgMPPGD8/vvvtvmu9nnwV5ffQ1d7H0VFRRl333234efnZ7i7uxtt27Y1Vq1aVaDHe/78eWP8+PFGixYtDD8/P8PFxcWoXbu2MXLkSGPv3r1XzSbFz2IYJXS0sUgptGHDBjp16sTHH3+sY11ERET+pGMQRURERMSOCqKIiIiI2FFBFBERERE7OgZRREREROxoC6KIiIiI2FFBFBERERE7KogiIiIiYqdCXkklPT2dqKgoAgICcHSskE+BiIiIVDDZ2dmcO3eO0NBQXF1drzpvhWxHUVFRREREmB1DREREpMRt3ryZ1q1bX3WeClkQAwICgEtPULVq1UxOIyIiIlL8YmNjiYiIsPWgq6mQBfHybuVq1aoRFBRkchoRERGRklOQw+t0koqIiIiI2FFBFBERERE7KogiIiIiYqfUFMRDhw4xevRowsPDcXR0pFmzZledf+XKlVgslmvOJyIiIiLXp9ScpLJ7925Wr15NmzZtyM3NJTc394rzXrx4kfHjxxMYGFiCCUVEREQqhlKzBbFnz57ExMSwfPlyWrZsedV5X3vtNWrVqsWdd95ZQulEREREKo5SUxCt1oJFOXz4MDNmzGDWrFnFnEhERESkYio1BbGgHn30Uf75z38SFhZmdhQRERGRcqnUHINYEF9++SW//vorBw4cuK77JScnk5ycbPs9Nja2qKOJiIiIlBtlpiCmp6fz2GOPMWXKFCpXrnxd9505cyZTpkwppmQiIiIi5UuZ2cX85ptvYrVaGTp0KImJiSQmJpKZmUlubq7t/69kwoQJxMTE2H42b95cgslFREREypYyswVx3759HDp0KN8LTPv5+TF37lxGjx6d7329vb3x9vYu7ogiZcqAub/e0P2XP9SuiJKIiEhpU2YK4lNPPcXIkSPtpk2dOpX9+/fz8ccf06BBA3OCiZQz6dk57Dp56ZjdZjW8cXV0MDmRiIiUtFJTENPS0lizZg0Ax44dIzk5meXLlwPQsWNHGjVqRKNGjezuM2/ePE6cOMFtt91W0nFFyrwrbQE8ej6VTtM3ADB7aEtCKnuUYCoRESkNSk1BPHv2LAMHDrSbdvn39evXqwSKiIiIlJBSUxCDg4MxDOO67jNv3rziCSMiIiJSgZWZs5hFREREpGSoIIqIiIiIHRVEEREREbGjgigiIiIidlQQRURERMSOCqKIiIiI2FFBFBERERE7KogiIiIiYkcFUURERETsqCCKiIiIiB0VRBERERGxo4IoIiIiInZUEEVERETEjgqiiIiIiNhRQRQREREROyqIIiIiImJHBVFERERE7KggiohNWmY2X+44Zfv90UWRLNx0nLTMbBNTiYhISXM0O4CIlA6Hz6Uw/INNxCal26ZFnUpi54ooZv9wkPmj2lA3wNPEhCIiUlK0BVFESMvMZvgHmziTnG433TAu/fdMcjrDP9ikLYkiIhWECqKIsDLyFLFJ6eQa+d+ea0BsUjqrtp/KfwYRESlXVBBFhBWRJ7BYrj6PxQIrI0+WTCARETGVCqKIEJeaadudfCWGAedSMkomkIiImEoFUUSo5OFcoC2IAZ4uJRNIRERMpYIoIvRtEVSgLYh9WtQomUAiImIqFUQRIbiy+zXnqeThTO/w6iWQRkREzKaCKFLBpWVm8/TnUQA4WO33M//1NwcLZGTllmAyERExiwqiSAX3yuq9RMelYbXAp/dH8HjXBrbbQoN8GNupHk5WC2dTMhm/dDu5VxoLR0REyg0VRJEKbP3+syzYdByAhzvVo13dyvRo/v+7kd8a0oInujXk+V5NAdiw/xxzNx42JauIiJQcFUSRCiohNZN/L98JQGgNHx7pUv+K8w5vU4teYZeK44xv9/Pb4bgSySgiIuZQQRSpgAzD4NmVuzh3IQMXRytvDA7DyeHKHwcWi4VX+4VSJ8CDXAMeWRzJ2QvpV5xfRETKNhVEkQpo1fZTrI6KBeDJOxtRr4rXNe/j6eLI3GE34epk5dyFDB5dtJ0cHY8oIlIuqSCKVDCnEi/y3KpdANxSrxIj2wUX+L4Nq3rxcp9QAH47Eseb6w4UR0QRETGZCqJIBZKba/DEsh1cSM/Gy9WRaQPCsFqvcQmVvxlwUxCDW9UEYPYPh9iw/2xxRBUREROpIIpUIPN+jebXP08webF3U6r7uhVqOVN6N6VR1Uu7pccv2c6pxItFllFERMyngihSQRw6e4HXv94HQPfQavQJL/xl81ydHJgzrCWeLo4kpGUxduE2snI0iLaISHmhgihSAWTl5DJ+yQ4ysnOp4uXCy32aYbFc367lv6sT4Mnr/ZsDsO14Iq+v3VcUUUVEpBRQQRSpAGZ/f5Cok0kAvD6gOX4ezkWy3O7Nq9lOcvng56N8vet0kSxXRETMpYIoUs5tO57AOxsuXf1kWJtadGpYpUiXP+nuRoQF+QAwcfkOjsWlFunyRUSk5KkgipRjaZnZTFhyabzC4EruPNO9cZGvw8XRgbfvaYmPmxMX0rMZs2Ab6Vk5Rb4eEREpOSqIIuXYq2v2Eh2XhtUCMweH4+7sWCzrqenvzsxBYQDsPpXMS1/tKZb1iIhIyVBBFCmnNuw/y/zfjwMw5rZ6tKzlV6zr69I4kNEd6wKwYNNxVm0/WazrExGR4qOCKFIOJaRm8u/lOwFoVsObR7rUL5H1PtG1ARHB/gBM+jyKQ2cvlMh6RUSkaKkgipQzhmHw7KpdnL2QgbOjlTcGhePsWDJvdUcHK7PvaUElD2fSMnN4aP420jKzS2TdIiJSdFQQRcqZL3acYvXOWACevLMR9QO9SnT9gd6uvDWkBRYLHDybwrMrdmEYRolmEBGRG6OCKFKOnEq8yHMrdwHQrm4l7v1zjMKS1r5+ZR7r0gCAzyNPsmRLjCk5RESkcIrnlEYRKXG5uQYTl+8gOT0bLxdHpg0Mw2q98tVSBsz9Nd/p6dn/P0TNuEXbcHV0yHe+5Q+1u2qesZ3r8cexeH46eJ7nv9hNaJAPTav7FOCRiIiI2bQFUaSc+N9v0fxyKA6AKb2bUsPXrVDLcXV0oFVtP1rV9rtiOSwIB6uFNweHU9XblczsXB5esI3k9KxCL09EREqOtiCKlAOHzl5g6p/XQr47tCp9W9S45n2utQWwKFTydGH2PS0Y8t/fiY5L46nPdvLOPS1v+DrQIiJSvLQFUaSMy8rJZfySHWRk5xLg5cIrfUJLVQFrHezPk3c2BGBN1Gnm/RptbiAREbkmFUSRMm72D4eIOpkEwH8GNMfPw9nkRHk9cGsdbm8cCFy6ukvk8QSTE4mIyNWoIIqUYZHHE3hn/SEA7mlTi04Nq5icKH8Wi4UZA8MI8nMjK8dg7MJIElIzzY4lIiJXoIIoUkalZWYzYekOcnINaldy55m7G5sd6ap83J2YM6wlzg5WTiZeZMLS7eTmanxEEZHSSAVRpIx6bc0+jp5PxWqBmYPC8XAp/eecNQ/y5bkel4rs+v3nePfHwyYnEhGR/KggipRBGw+c49PfjwHw0G11uam2n8mJCm5429r0DKsOwPRv9vP7kTiTE4mIyN+pIIqUMYlpmUxctgOAptW9efTPK5aUFRaLhdf6hVKnsge5BjyyKJJzFzLMjiUiIn+hgihSxjy7chdnL2Tg7GjlzcHhODuWvbexp4sjc4a3xNXJytkLGTy6OJIcHY8oIlJqlL2/LCIV2KrtJ/lqZywA/+7WkPqBXiYnKrxGVb15qXczAH49HMdb6w6YnEhERC5TQRQpI2KTLvLcyl0A3FynEvfdEmJyohs3sFVNBt4UBMDs9YfYeOCcyYlERARUEEXKhNxcg4nLdpKcno2XiyPTB4VhtZaeq6XciBd7N6NRVS8MA8Yv2U5s0kWzI4mIVHilpiAeOnSI0aNHEx4ejqOjI82aNcszzxNPPEHTpk3x8vLC29ub1q1bs3jxYhPSipSsT36L5udD5wGY3KspNXzdTE5UdNycHXhnWEs8nB2IT81k7MJIsnJyzY4lIlKhlZqCuHv3blavXk29evVo0qRJvvOkpKTwwAMPsGzZMpYtW0Z4eDhDhw5l4cKFJZxWpOQcOpvCa2v3AXBXs6r0a1nD5ERFr26AJ1P7Nwdg67EE/vP1PpMTiYhUbBbDMErFqYO5ublYrZf66siRI/njjz/YtWvXNe93yy234OHhwbffflvgdZ04cYKaNWsSExNDUFBQoTOLFLesnFz6z/2VnSeSqOzpwrfjO+BfCq+1XFSeX7WLT367NL7jf/9xE12bVjU5kYhI+XE9/afUbEG8XA6vV6VKlcjM1DVdpXx6+4dD7DyRBMB/BoSW63II8Ez3xjQP8gHg8WU7OB6XZnIiEZGKqdQUxIIyDIPs7GwSExP59NNP+fbbbxk7dqzZsUSK3PaYRN5efwiAoRG16Nwo0ORExc/F0YF37mmJt6sjF9KzGbNwK+lZOWbHEhGpcMpcQfz+++9xcnLCz8+P++67j7feeosBAwZc9T7JycmcOHHC9hMbG1tCaUUK52JmDhOWbCcn16B2JXee7d7Y7Eglpqa/OzMGhQOw62QyL6/eY24gEZEKyNHsANerTZs2bNmyhaSkJL7++mvGjRuHo6Mj999//xXvM3PmTKZMmVKCKUVuzGtr93LkfCpWC8wcFIaHS5l7q96QO5oE8mCHOrz34xHm/36c1sH+9A4vfyfniIiUVmXur46XlxetWrUCoEuXLmRnZzNhwgRGjhyJg4NDvveZMGECo0aNsv0eGxtLREREieQVuV4/HjhnO1FjdMe63FTb3+RE5niiW0O2HU9gS3QCkz6Poml1H+pV8TQ7lohIhVDmdjH/3U033URycjLnzl35Cgze3t4EBQXZfqpVq1aCCUUKLjEtk4nLdwDQpJo3j93ewORE5nFysDJ7aEsqeTiTlpnDmAVbuZip4xFFREpCmS+IP//8M97e3lSuXNnsKCI37LlVuzmTnIGzo5U3h4Tj7Fjm36I3pKqPK28OCcdigQNnUnh25S5KychcIiLlWqnZxZyWlsaaNWsAOHbsGMnJySxfvhyAjh07Ehsby5NPPsnAgQMJDg4mJSWFr776ig8++IDXXnsNR8dS81BECuWLHaf4cscpAP7drSENAr1MTlQ63Fo/gEc61+et7w/y2bYTtAnxZ1DrmmbHEhEp10pNqzp79iwDBw60m3b59/Xr19O4cWN8fX158cUXOX36ND4+PjRq1IgVK1bQu3dvMyKLFJnTSek8uyIKgLZ1/LnvlhCTE5Uuj3Spz9ZjCfx86DzPrdpFsxo+NKnubXYsEZFyq9QUxODg4GvuOlq0aFEJpREpObm5BhOX7yA5PRsvF0emDwzDarWYHatUcbBaeHNION1n/cSZ5AweXriNL8begperk9nRRETKpYp9gJNIKfDp78f46eB5AF7o1ZQgP3eTE5VOlT1dmD20JQ5WC0fPp/LUZ1E6HlFEpJioIIqY6PC5FF5buxeAO5tWpX9LjfV3NREh/kzs1hCA1VGxtuGARESkaKkgipgkKyeXCUu2k56VS2VPF17tF4rFol3L1/KvW+twe+MqALy8eg/bYxLNDSQiUg6pIIqY5J31h9hxIgmA/wwIxd/D2eREZYPVamH6wDBq+LqRlWPw8IJtJKZlmh1LRKRcUUEUMcGOmERm/3AIgKERNencKNDkRGWLr7szc4a1xMnBwsnEizy+dAe5uToeUUSkqKggipSwi5k5jF+ynZxcg1r+7jzbvYnZkcqksJq+tufu+31n+e9PR0xOJCJSfqggipSwqWv3cuR8KlYLzBwUhodLqRltqsz558216d780qUzp32zn01H4kxOJCJSPqggipSgnw6e439/nnk7umNdWgX7m5yobLNYLEztF0pIZQ9ycg3GLYrkfEqG2bFERMo8FUSREpKUlsXEZTsBaFLNm8dub2ByovLBy9WJOcNa4uJo5eyFDB5dHEmOjkcUEbkhKogiJeS5Vbs4nZyOs4OVNwaH4+yot19RaVzNm5d6NwPgl0NxzPr+oMmJRETKNv2FEikBX+44xRc7TgEwsVtDGlb1MjlR+TOwVRD9WwYBMOuHg/x44JzJiUREyi4VRJFidjopnWdX7gKgTYg/97cPMTlR+WSxWHi5TzMaBnphGPDYku2cTko3O5aISJmkgihSjAzDYOLyHSRdzMLTxZEZg8KwWnW1lOLi5uzAO8Na4uHsQHxqJmMXbiMrJ9fsWCIiZY4Kokgx+vT3Y/x08DwAL/RsQpCfu8mJyr96VTx5tV8oAH8cS2D6N/tNTiQiUvaoIIoUk8PnUnh1zV4AujUNZMBNQSYnqjh6h9dgeNtaALz34xG+23PG5EQiImWLCqJIMcjOyWXC0h2kZ+VS2dOFV/uGYrFo13JJeq5HE0Jr+ADw+NLtxMSnmZxIRKTsUEEUKQbvrD/MjphEAF7vH0olTxdzA1VALo4OvHNPS7xcHUlOz+bhhdvIyM4xO5aISJmggihSxHbEJDLrh0vj8A1pXZMujQNNTlRx1arkzoyBYQDsPJHEK6v3mpxIRKRsUEEUKUIXM3MYv3Q7ObkGNf3deLZHE7MjVXhdm1blgVsvDS30yW/H+PLP8ShFROTKVBBFitDrX+/jyLlULBaYOSgcTxdHsyMJ8O87G3FTbT8AnvpsJ4fPpZicSESkdFNBFCkiPx08x7xfowEY3bEurYP9zQ0kNk4OVt6+pwX+Hs6kZuYwZv42LmbqeEQRkStRQRQpAklpWUxcthO4dF3g8bc3MDmR/F01HzfeHByOxQL7z1zg+VW7zI4kIlJqqSCKFIHnv9jF6eR0nB2svDk4HGdHvbVKow4NAhjXqR4Ay7aeYOkfMSYnEhEpnfRXTOQGfbXzFKu2Xzrx4YluDWhY1cvkRHI1j97egHZ1KwHw3Mpd7I1NNjmRiEjpo4IocgNOJ6XzzIpLuyojQvy5v30dkxPJtThYLbw1pAVVvFzIyM7l4QXbSMnINjuWiEipooIoUkiGYfDvz3aSdDELTxdHZgwMw8Gqq6WUBQFeLswe2gKrBY6cT+Wpz3ZiGIbZsURESg0VRJFCmv/7MX48cA6A53s2oaa/u8mJ5Hq0qVOJJ7o1BOCrnbHM//2YyYlEREoPFUSRQjhyLoVX1ly6KkfXJoEMvCnI5ERSGKM71KVzoyoAvPTVXnaeSDQ3kIhIKaGCKHKdsnNyGb90B+lZuVT2dOa1fqFYLNq1XBZZrRZmDAyjhq8bmTm5jFmwjaS0LLNjiYiYTgVR5DrN2XCYHTGJAEzt15xKni7mBpIb4ufhzNv3tMDJwcKJhIs8vmyHjkcUkQpPBVHkOuw8kcis7w8CMLhVTW5vEmhyIikKLWr58fTdjQFYt/cM7/90xOREIiLmUkEUKaD0rBzGL9lOdq5BTX83nuvZxOxIUoRGtgvm7tCqALz+9X62RMebnEhExDwqiCIFNHXtPg6fS8VigRkDw/F0cTQ7khQhi8XC1P7NCa7kTk6uwdiF24hLyTA7loiIKVQQRQrg54PnmfdrNAAPdqhLRIi/uYGkWHi7OjFn2E04O1o5k5zBY0u2k5Or4xFFpOJRQRS5hqSLWUxcvgOARlW9GH9HfZMTSXFqUt2bF3s1BeCng+d5+4dDJicSESl5Kogi1/DCql3EJqXj7GDlzSHhuDg6mB1Jitng1jXp17IGAG9+f4CfD543OZGISMlSQRS5itU7Y1m5/RQAj3dtQKOq3iYnkpJgsVh4uU8zGgR6Yhjw6OJIziSnmx1LRKTEqCCKXMGZ5HSeWRkFQESwP6NurWNyIilJ7s6OzBnWEndnB+JSMxm3MJLsnFyzY4mIlAgVRJF8GIbBxOU7SUzLwsPZgRmDwnCw6mopFU29Kl681i8UgM3R8Uz/9oDJiURESoYKokg+5m86zo8HzgHwQq+m1PR3NzmRmKV3eA2GtakFwLsbD/P93jMmJxIRKX4qiCJ/c/R8Kq+u3gvAHU0CGXhTkMmJxGzP9WhCsxqXjj+dsHQHMfFpJicSESleKogif5Gdk8v4Jdu5mJVDZU9nXusXisWiXcsVnauTA3PuuQkvV0eSLmYxduE2MrJzzI4lIlJsVBBF/mLuhsNsj0kE4LV+zans6WJuICk1alVyZ9qAMAB2nEjitTX7TE4kIlJ8VBBF/hR1Iom3vj8IwKBWQdzRJNDkRFLa3NmsKqPahwAw79doVu+MNTmRiEjxUEEUAdKzcnhsSSTZuQZBfm4816OJ2ZGklHryrka0rOV76f8/28mRcynmBhIRKQYqiCLA61/v4/C5VCwWmDkoHC9XJ7MjSSnl5GDl7Xta4ufuREpGNmMWbCM9S8cjikj5ooIoFd4vh87z8S/RAPyrQx0iQvzNDSSlXnVfN94YHI7FAvtOX+CFVbvNjiQiUqRUEKVCS7qYxRPLdgDQqKoXE+5oYHIiKStua1iFsZ3qAbDkjxiWbz1hciIRkaKjgigV2uQvdhOblI6zg5U3Bofj4uhgdiQpQx67vQE316kEwLMro9h/+oLJiUREioYKolRYa6JiWRF5EoAJXRvQuJq3yYmkrHGwWnhraDgBXi6kZ+Xy0IKtpGRkmx1LROSGqSBKhXQ2OZ2nV0QBEBHszwO31jE5kZRVVbxcmTWkBVYLHDmXyqTPozAMw+xYIiI3RAVRKhzDMPj3ZztJTMvCw9mBGYPCcLDqailSeDfXrcTjXRsC8OWOU8zfdNzkRCIiN0YFUSqcBZuOs2H/OQBe6NmUmv7uJieS8uChjnXp1DAAgJe+3EPUiSSTE4mIFJ4KolQoR8+n8srqvQDc3jiQga2CTE4k5YXVamHmoHCq+7iSmZPLmIVbSUrLMjuWiEihqCBKhZGdk8uEpdu5mJVDJQ9npvYPxWLRrmUpOn4ezrw9rCVODhZi4i/yxPIdOh5RRMokFUSpMN7deJjI44kAvNYvlMqeLuYGknKpZS0/Jt3VGIDv9pzhg5+OmpxIROT6qSBKhbDrZBJvrjsIwMCbgujatKrJiaQ8u/eWYO5qduk1NvXrffwRHW9yIhGR66OCKOVeelYOjy3ZTnauQZCfG8/3bGJ2JCnnLBYLrw9oTu1K7uTkGoxdGElcSobZsURECkwFUcq9/3y9n0NnU7BYYMbAMLxcncyOJBWAt6sTc4a1xNnRyunkdB5bsp3cXB2PKCJlQ6EL4vnz53nqqafo0qULDRo0YPfuSxerf+utt/j999+LLKDIjfj10Hk++uXSMWD/urUObf68LJpISWha3YcpvZoC8NPB87y9/pDJiURECqZQBXHbtm3Ur1+fxYsXExQUxOHDh8nIuLT75OTJk7zxxhvXvcxDhw4xevRowsPDcXR0pFmzZna3JycnM3nyZCIiIvD19SUwMJCePXsSFRVVmIcgFUDSxSyeWLYDgEZVvZjQtYHJiaQiGtK6Jn1b1ADgjXUH+OXQeZMTiYhcW6EK4vjx47n55ps5ePAgH374od0wDm3atCnUFsTdu3ezevVq6tWrR5MmeY8RO378OO+99x5du3Zl6dKlvP/++yQlJdG2bVv27t1bmIch5dyUL3ZzKikdJ4dL49O5ODqYHUkqIIvFwit9m1G/iieGAY8ujuRMcrrZsURErqpQBXHLli088sgjODk55RlHLiAggLNnz173Mnv27ElMTAzLly+nZcuWeW4PCQnh8OHDvPzyy3Tt2pVevXqxZs0aXF1dmTNnTmEehpRja6Ni+TzyJAAT7mhIk+reJieSiszd2ZE5w1ri5uTA+ZRMxi2KJDsn1+xYIiJXVKiC6OHhQXJycr63HT9+nEqVrv84L6v16lE8PDxwd7e/JJqnpyf16tXj1KlT170+Kb/OJqfz9IpLhx60DvbjXx3qmJxIBOoHevFqv0uHzmw+Gs+M7w6YnEhE5MoKVRC7devGyy+/TFxcnG2axWLh4sWLvPXWW9x9991FFvBqEhMT2bVrF40bNy6R9UnpZxgG//5sJwlpWXg4OzBjYDgOVl0tRUqHvi2CGBpRC4C5Gw7zw74zJicSEclfoQri66+/TnJyMvXr12fQoEFYLBaeffZZmjRpQlxcHC+//HJR58zXv//9bywWC6NHj77qfMnJyZw4ccL2ExsbWyL5pOQt3HycDfvPAfB8zybUquR+jXuIlKwXejahSbVLhzyMX7KDEwlpJicSEcmrUAWxRo0abN++nXHjxhEbG0vdunWJi4tj2LBh/PHHH1SpUqWoc+bx8ccf8/777/POO+8QFBR01XlnzpxJzZo1bT8RERHFnk9KXvT5VF7+6tIJS7c3rsKgVjVNTiSSl6uTA3OHt8TLxZGki1k8vDCSzGwdjygipYvFKIVXkh85ciR//PEHu3btyvf2tWvX0qtXLyZNmsSLL754zeUlJyfbHTMZGxtLREQEMTEx1yyXUjZk5+Qy6L3f2HY8kUoeznz9WAcCvHStZSm9vt4Vy+j52wAY2S6YyX+OlygiUlxOnDhBzZo1C9R/ytyVVH7//XcGDBjAiBEjClQOAby9vQkKCrL9VKtWrZhTSkl778cjbDueCMCr/UJVDqXUu7NZNe67JQSAeb9GsyZKh76ISOnhWJg7hYSE5Bne5u+OHDlSqEBXs2fPHrp3707nzp159913i3z5UjbtOpnEG3+eETrgpiC6Na1qciKRgnnqrkZExiQQeTyRfy/fSeNq3oRU9jA7lohI4Qpi79698xTEhIQENm7ciGEY9OvX77qXmZaWxpo1awA4duwYycnJLF++HICOHTtiGAbdunXDzc2N8ePH88cff9ju6+3tne/g2lL+pWflMH7JdrJzDWr4uvFCT70OpOxwdrTy9j0t6T7rJxLTshizYBsrxrTD1UmDuouIuQpVEN988818p2dmZtKnTx9CQkKue5lnz55l4MCBdtMu/75+/Xrg0r5zgC5dutjN17FjRzZs2HDd65Syb9o3+zl4NgWLBWYMCsPL1cnsSCLXpYavG28MDufej7ewNzaZyV/sZmr/5mbHEpEKrlAF8UqcnZ0ZO3Yso0ePZty4cdd13+DgYK51vkwpPJ9GTPTr4fN8+PNRAB64tQ5t61z/AO0ipUGnhlV4uFNd3ll/mMVbYmgd7E//m3QCnYiYp8hPUjl//jwXLlwo6sWK2ElOz+KJpTsAaBjoxYQ7GpicSOTGjL+9AW3r+APw7MpdHDijz1ERMU+htiB+/vnneaZlZmayd+9e3n77bTp37nzDwUSuZvIXuzmVlI6Tg4U3BofrmC0p8xwdrMwa0oK7Z/3M+ZQMHpq/lS/GtsfDpUh39IiIFEihPnkGDBiQ73QnJyf69evH7NmzbyiUyNWsjYrl820nARh/RwOaVPc2OZFI0aji7cqsoeEM/2ATh8+l8vSKKN4cHH7NUSNERIpaoQri0aNH80xzdXWlSpUq+iCTYnU2OZ2nV0QB0Kq2Hw92qGtyIpGi1a5uZSbc0YDp3x5g1fZTRIT4M6xNbbNjiUgFU6iCWLu2Pqyk5BmGwZOf7SQhLQt3ZwdmDArDwaovJFL+jLmtHluiE9h44BxTvthDWJAvzWr4mB1LRCqQAhfEbdu2XdeCW7Zsed1hRK5m0eYY1u8/B8DzPZpQu5IGFJbyyWq9dGxt91k/EZuUzpgF2/hyXHt83DSMk4iUjAIXxFatWhVo97FhGFgsFnJycm4omMhfHYtL5eXVewC4vXEVBreuaXIikeLl7+HM2/e0ZPB7v3E8Po2Jy3bw3j9u0mE8IlIiClwQLw9WLVLScnINJizdQVpmDv4ezrzWr7n+SEqFcFNtP566qxEvr97Lt3vO8OHPRxl1ax2zY4lIBVDggtixY8fizCFyRe9uPMzWYwkAvNo3lAAvF5MTiZSc+9uHsCU6nm92n2Hq2n20qOXLTbX9zY4lIuVckQ+ULVKUdp1M4s11BwDo3zKIO5tVNTmRSMmyWCz8Z0AYtfzdyc41GLswkvjUTLNjiUg5V+iC+Omnn9K+fXuqVKmCt7d3nh+RG5WelcP4JdvJyjGo4evGC72amB1JxBQ+bk7MGdYSZ0crsUnpPLZkO7m5uvSoiBSfQhXE+fPn88ADD9CsWTPOnz/PoEGD6N+/P87OzlSpUoUnnniiqHNKBTT9m/0cPJuCxQIzBoXh7aozOKXialbDhxd6XvqS9OOBc8zZcMjkRCJSnhWqIM6YMYPnnnuOd955B4AxY8bw8ccfc/ToUQICAvD09CzSkFLx/HY4jg9/uTQg+6j2IbStU8nkRCLmuyeiFn3CqwMw87sD/Hr4vMmJRKS8KlRBPHjwILfccgsODg44ODiQnJwMgJeXF08++SSzZs0q0pBSsSSnZ/HEsh0YBjQM9OLxrg3NjiRSKlgsFl7pG0q9Kp7kGvDIou2cTU43O5aIlEOFKog+Pj5kZGQAUKNGDfbs2WO7LScnh7i4uKJJJxXSlC/2cDLxIk4OFmYODsPVycHsSCKlhoeLI3OHtcTNyYHzKRmMWxRJdk6u2bFEpJwpVEFs1aoVO3fuBKBXr15MmTKFt99+m/fee48nnniCtm3bFmlIqTi+3hXLZ9tOAPDY7Q1oWl2XFxP5u/qBXrzStxkAm47G88afZ/qLiBSVQl2LedKkSRw7dgyAF198kWPHjvHYY4+Rm5tL69atee+994o0pFQMZy+kM+nzKODSAMGjO9Y1OZFI6dWvZRBbouNZtDmGd9YfplVtfzo1qmJ2LBEpJwq1BTEqKopu3boB4Ovry6pVq0hNTSUxMZFNmzZRp45G+pfrYxgGT30WRUJaFu7ODswcFIaDVVdLEbmaF3o2pUm1S8OKjV+6nZOJF01OJCLlRaEK4tixY6latSq9evVi8eLFXLx4ERcXF41/KIW2eEsMP+w7C8BzPZpQu5KHyYlESj9XJwfmDGuJp4sjiWlZPLxgG5nZOh5RRG5coQri6dOnmT17NqmpqQwfPpwqVapwzz338NVXX5GdnV3UGaWcOxaXyktfXTrRqUujKgxpXdPkRCJlR3BlD6YNaA7A9phEpq7dZ3IiESkPClUQ/fz8eOCBB/j+++85ceIEL7/8MtHR0fTq1YvAwEAefPDBos4p5VROrsHjS3eQlpmDn7sTr/UPxWLRrmWR63FXaDXuvSUYgI9+OcraqFhzA4lImXfD12KuWrUqjz76KL/++itff/01bm5ufPDBB0WRTSqA9348zB/HEgB4rV8oVbxcTU4kUjZNuqsx4TV9Afj38p1En081N5CIlGk3XBBPnDjB9OnTadWqFXfddRcZGRn861//KopsUs7tPpXEG99dGp6jX8sa3NmsmsmJRMouZ0cr7wxria+7ExcyshmzYBvpWTlmxxKRMqpQBfHcuXPMmTOHW2+9leDgYF588UWaNGnCV199RWxsLHPnzi3qnFLOpGflMH7JdrJyDGr4ujG5V1OzI4mUeTV83Zg5KAyAPbHJTPlyzzXuISKSv0KNg1i9enUcHR25++67Wbx4MT169MDVVbsGpeBmfLufA2dSsFhg+sAwvF2dzI4kUi50bhTImNvqMmfDYRZtPk5EiB99WwSZHUtEyphCFcQPPviAvn37algbKZTfj8Txwc9HAbj/lhBurlvJ5EQi5cuEOxqw9VgCm47G8/Tnu2hW3Yf6gV5mxxKRMqRQu5hHjBihciiFciE9i8eX7sAwoEGgJ090a2h2JJFyx9HByuyhLajs6czFrBweWrCN1AwNQSYiBXfDJ6mIXI8pX+7hZOJFnBwszBwUjquTg9mRRMqlKt6uzBrSAqsFDp1N4ZkVURiGYXYsESkjCrWLWaQwvt51muVbTwDw2O0NaFbDx+REIuVbu3qVGX97A2Z8d4CV208REVKJe9rUMjuWSIU0YO6vN3T/5Q+1K6IkBaMtiFIizl5I5+kVUQC0rOXLgx10vW6RkvBwp3p0aBAAwOQvd7PrZJLJiUTkr9Kzc/jjWAJ/HEsgPbv0DE2lLYhS7AzDYNJnUcSnZuLu7MDMQeE4Oui7iUhJsFotvDk4nLvf+onTyek8vHAbX45rr5EDRErYlbYAHj2fSqfpGwCYPbQlIZU9SjDVlemvtBS7JVti+H7fWQCe7d6E4FLy4hepKPw9nHlnWAscrRaOxaXx72U7dTyiiFyVCqIUq+Nxabz01aXBejs3qsLQiJomJxKpmG6q7c9TdzUC4Ovdp/nol2hzA4lIqaaCKMUmJ9dgwtLtpGbm4OfuxNT+oVgsFrNjiVRY97cPoWuTQABeW7OXbccTTE4kIqWVCqIUm//+eIQ/jl36A/Rq31CqeOlqOyJmslgsTBsYRk1/N7JzDcYu2EZCaqbZsUSkFFJBlGKx51QyM7/bD0C/FjW4K7SayYlEBMDHzYk599yEs4OVU0npjF+6ndxcHY8oIvZUEKXIpWflMH7JdrJyDKr7uDK5d1OzI4nIX4QG+fB8zyYAbNh/jrkbD5ucSERKGxVEKXIzvzvA/jMXAJg+KEzDaYiUQsPa1KJXWHUAZny7n98Ox5mcSERKExVEKVK/H4nj/Z+OAJcOiG9Xt7LJiUQkPxaLhdf6hVI3wINcA8YtiuTshXSzY4lIKaGCKEXmQnoWjy/dgWFA/SqeTOzW0OxIInIVHi6OzBl2E65OVs6nZPDIokhydDyiiKCCKEXoxS/3cDLxIo5WC28MDsfVycHsSCJyDQ2revFyn1AAfj8SzxvfHTA5kYiUBiqIUiS+2X2aZVtPAPDY7fVpVsPH5EQiUlADbgpicKtLg9i/vf4Q6/efNTmRiJhNBVFu2LkLGUz6PAqAFrV8Gd2xrsmJROR6TendlEZVvQCYsGQ7pxIvmpxIRMykgig3xDAMJn2+k/jUTNycHHhjUDiODnpZiZQ1rk4OzB1+E54ujiSkZfHwwm1kZueaHUtETKK/5HJDlv4Rw7q9l3ZHPdujMcGVPUxOJCKFFVLZg9f7Nwcg8ngir3+9z+REImIWFUQptONxabz45R4AOjUM4J6IWiYnEpEb1b15NUa2Cwbgw5+P8vWu0+YGEhFTqCBKoeTkGjy+bDupmTn4uTvxev/mWCwWs2OJSBF4+u7GhNX0BWDish0ci0s1N5CIlDgVRCmU9386wpboBABe6RtKFW9XkxOJSFFxdrTyzj0t8HFz4kJGNmMWbCM9K8fsWCJSglQQ5brtOZXMjG/3A9C3RQ3uDq1mciIRKWpBfu7MHBQGwO5Tybz41R6TE4lISVJBlOuSkZ3DhKXbycoxqObjyuReTc2OJCLFpEvjQNuwVQs3HWdl5EmTE4lISVFBlOsy89sD7Dt9AYAZA8PwcXMyOZGIFKcnujYgItgfgKdXRHHo7AWTE4lISVBBlALbdCSO//50BID7bgmhXb3KJicSkeLm6GBl9j0tqOzpTFpmDg/N30ZaZrbZsUSkmKkgSoFcSM/i8WU7MAyoV8WTf9/Z0OxIIlJCAr1deWtICywWOHg2hWdX7MIwDLNjiUgxUkGUAnnpqz2cSLiIo9XCm4PDcXVyMDuSiJSgW+pV5rEuDQD4PPIkS7bEmJxIRIqTCqJc07e7T7P0jxMAPNqlPs1q+JicSETMMK5zPW6tf+nQkue/2M3uU0kmJxKR4qKCKFd1PiWDSZ9HAdCili8P3VbX5EQiYhbrn3sQqnq7kpmdy8MLtpGcnmV2LBEpBiqIckWGYfDUZ1HEpWbi5uTAzEHhODroJSNSkVXydOHte1rgYLUQHZfGk8t36nhEkXJIf+3lipb9cYJ1e88A8Ez3xoRU9jA5kYiUBq2C/XnyzxPV1u46zbxfo80NJCJFTgVR8hUTn8aUL3cDcFvDAIa1qWVyIhEpTR64tQ53NAkE4NU1e4k8nmByIpGyJy0zmy93nLL9/uiiSBZuOl4qhpJSQZQ8cnINHl+6g9TMHHzdnfhP/+ZYLBazY4lIKWKxWJg+IIwgPzeycgzGLowkITXT7FgiZcbhcyl0mbGRmd8dsE2LOpXE0yui6DJjI4fPpZiYTgVR8vHBT0fYHB0PwCt9Qqni7WpyIhEpjXzcnZgzrCXODlZOJl5kwtLt5ObqeESRa0nLzGb4B5s4k5xuN/3y4bxnktMZ/sEmU7cklpqCeOjQIUaPHk14eDiOjo40a9YszzxLliyhf//+BAUFXfr2On26CUnLt72xycz49tK3mT7h1enevJrJiUSkNGse5MtzPRoDsH7/Od798bDJiURKv5WRp4hNSudK36dyDYhNSmfV9lP5z1ACSk1B3L17N6tXr6ZevXo0adIk33mWL1/OkSNH6NGjRwmnqxgysnMYv2Q7mTm5VPNxZUrvvCVdROTvhretTc+w6gBM/2Y/vx+JMzmRSOm2IvIE1zpyy2KBlZEnSyZQPkpNQezZsycxMTEsX76cli1b5jvPkiVLiIyM5N133y3hdBXDzO8OsO/0BQCmDwzDx83J5EQiUhZYLBZe6xdKnQAPcg0YtyiScxcyzI4lUmoYhkFMfBqfbT3Bk8t3sj0mkWuNDmUYcC7FvPeRo2lr/hur9dpdtSDzSOFsPhrPf388AsC9twRzS73KJicSkbLE08WROcNa0uedXzh3IYNHF0fy6f1tcLDqBDepeAzD4NDZFDYdjWdLdDybj8YTm5R+7Tv+hcUCAZ4uxZTw2kpNQRTzpGRk8/iy7RgG1KviyZN3NjI7koiUQY2qevNS72ZMXL6TXw/H8da6A0zo2tDsWCLFLjsnl72xF9h0NI4t0fFsiU4gPp+z+l0crbSo5Yu7kwM/7D931WUaBvRpUaO4Il9ThSiIycnJJCcn236PjY01MU3p89KXe4iJv4ij1cIbg8JxdXIwO5KIlFEDW9VkS3Q8S/84wez1h7gp2J+ODQLMjiVSpDKyc9h5IonNR+PZdDSebccSSMnIe8axp4sjrYL9iAjxJyLYn9AgH1wcHUjLzKbLjI2cSc7/RBWrBQK9XekdXr0EHk3+KkRBnDlzJlOmTDE7Rqn03Z4zLPkjBoBHutQnNMjH5EQiUtZN6dWMnSeS2Hf6Ao8tjmT1I7dS3dfN7FgihZaSkc22Ywlsib5UCLfHJJKZnZtnvkoezrQO9r9UCEP8aVzNO9/DLNydHZk/qg3DP9hkt+vZYrm05TDQ25X5o9rg7mxeTasQBXHChAmMGjXK9ntsbCwREREmJiodzqdk8NRnOwEIr+nLmNvqmpxIRMoDN2cH5gxrSc/ZP5OQlsW4RZEs/ldbnHQtdykjElIzbccObomOZ9epZHLy2dRX3cf1zzJYiYgQf+oGeBT4whJ1Azz5/vGOfPjzUdvwcqE1fBgaUYve4dVNLYdQQQqit7c33t7eZscoVQzDYNLnUcSlZuLm5MDMQWE46sNbRIpInQBPXh/QnLELI9l6LIH/fL2PZ7rnP4SZiNlOJ6WzOTqezUfj2Hw0ngNn8r+KSZ0AD9qE+Nu2Egb5ud/Qet2dHenRvLqtIL41pAUhlT1uaJlFpUIURMlr2dYTfLfnDABPd29MnQBPkxOJSHnTo3l1thyN53+/HeP9n47SKtifbk2rmh1LKjjDMDgWl/ZnIbz0czw+Lc98Fgs0rupNRIg/bUL8aRXsT4CXeWcVl7RSUxDT0tJYs2YNAMeOHSM5OZnly5cD0LFjRwICAtizZw979uyx3ScqKorly5fj4eHBXXfdZUrusigmPo0Xv7z0PHZsEMDwNrVMTiQi5dXT3RuzPSaRHSeSeGLZDhpX9aZWpRvb6iJyPXJzDQ6cvWArg5uPxnM2n3E6nRwshNbwISKkEm1C/GlZ269Cjwdcagri2bNnGThwoN20y7+vX7+e2267jaVLl9qdbPLJJ5/wySefULt2baKjo0sybpmVk2vw+LIdpGRk4+vuxH8GNC/w8RIiItfLxdGBt+9pSfdZP5Gcns2YhVtZPrqdRkuQYpOVk8vuU8m23cVbohNIupiVZz5XJys31faz7S5uUdMPN2e9Li8rNQUxODgY4xrDik+ePJnJkyeXTKBy6sOfj7D5aDwAL/dpRqC3q8mJRKS8q+nvzsxB4Yz65A92nUzm5dV7eLlPqNmxpJxIz8phe0yibevgtuMJpGXm5JnP29XRVgZbh/jTrLoPzo469v5KSk1BlOK373Qy07+5dCBs7/Dq9Ghu3vhKIlKx3N4kkAc71uG9jUeY//txWgf70zvcvEGApexKTs9i67EEtvxZCHeeSCIzJ++QM5U9XWgT8v9DzjQM9MKqK/sUmApiBZGRncNji7eTmZNLNR9XXuzVzOxIIlLBPNG14Z9jySUw6fMomlb3oV4VnSAnVxeXkmEbf3BLdDx7TiXnO7h0TX83Wgf7/1kKKxFcyV2HUN0AFcQK4o3vDrLv9AUApg8Mw8e94h54KyLmcHKwMnvopeMR41IzGbNgKysfvuW6xnsbMPfXG8qw/KF2N3R/KX6nEi/arlCyJTqeQ2fzH3KmfhVP29bB1sH+Goy9iKkgVgBbouN578fDAIxsF8wt9SqbnEhEKqqqPq68NaQF//hoEwfOpPDsyl3MGBh2w1t60rNz2HXy0iVVm9XwxtVRJxuUBYZhcOR8qm138aaj8ZxMvJhnPqsFmlb3sSuE/h7OJiSuOFQQy7mUjGwmLN2OYUDdAA+euquR2ZFEpIJrX78yj3apz5vrDvL5tpO0CfFncOuCDbd1pS2AR8+n0mn6BgBmD21ZagYbFns5uQb7TifbrlCy+Wg851My88zn7GAlrKaP7SolLWv54uWqPV8lSQWxnHv5qz3ExF/E0WrhjcHhGlpCREqFcZ3r80d0Aj8fOs/zq3YTWsOXJtV1xavyJjM7l6iTSbZCuCU6ngvp2Xnmc3d24KbafkT8eZZxWE1f/b0ymQpiObZuzxkWb4kBLn0YNw/yNTeQiMifHKwW3hwSTvdZP3EmOYOHF27ji7G3aCtRGXcxM4fI4wls+nOXcWRMAulZec8w9nV3sp1Q0jrYn6bVvXW511JGBbGcikvJ4KnPdwIQVtOXhzvVNTmRiIi9yp4uvH1PS4b893eOnk/lqc+iePueFjrztAxJSsvij2PxtsvWRZ1IIjufU4wDvV2ICKl0aZdxsD/1q3hqyJlSTgWxHDIMg0mfR3E+JRNXJytvDArTNzMRKZVaB/vz724NeW3tPlZHxdL6Vz9G3hJidiy5grMX0tlyNME27My+08nkd42L4ErutkGp24RUoqa/m4p/GaOCWA4t33qCb/ecAeCZuxtTJ0DjjIlI6fXArXXYEh3Pur1neWXNXsJr+RFe09fsWBWeYRicSLhou0LJluh4jpxPzXfeRlW9bGcXR4T46ypd5YAKYjkTE5/GlC/3ANChQQDD29Y2OZGIyNVZrRamDwyj+6yfOZl4kYcXbGP1I+3xddcwJiXJMAwOnU2x7S7efDSe2KT0PPM5WC00q+FjO36wdbCf/q3KIRXEciQ31+CJZTtIycjGx82JaQOaa5O+iJQJvu7OzBnWkgHv/srJxIs8vnQH7/+zlY5TK0bZObnsjb3wZyGMY0t0AvGpeYeccXG0El7T13aFkha1fPFwUX0o7/QvXI58+PNRNh2NB+DlPs20iV9EypSwmr48270JL3yxm+/3neW9H4/w0G06wa6oZGTnsPNEkm3r4NZjCaRk5B1yxtPFkVbBfrazjEODfHDRwOMVjgpiObH/9AWmfbMfgF5h1ekZVt3kRCIi1++fN9dmc3Q8q3fGMv3b/bSs5UubOpXMjlUmpWZks+14gu0KJdtjEsnMzjvkjL+Hs238wYgQfxpX88ZBW24rPBXEciAjO4fHlmwnMyeXqt6uvNS7mdmRREQKxWKxMLVfKHtOJXP0fCrjFkWy+pFbCfByMTtaqZeQmmkbjHrz0Xh2nUomJ58hZ6r7uNquUBIR4kfdAE8djiR5qCCWA2+uO8je2EvXIJ0+MAwfdw00KyJll5erE3OGtaTPO79w9kIGjy2J5JP72mir1t+cTkr//+MHjyaw/8yFfOerE+Bht4UwyM+9hJNKWaSCWMb9ER3PexsPAzCyXTDt61c2OZGIyI1rXM2bl3o349+f7eSXQ3G89f1BJtzRwOxYpjEMg+PxabYrlGyJjudYXFqe+SwWaFzV21YGWwf7a+urFIoKYhmWkpHNhKU7yDUufUN88s5GZkcSESkyg1rXZHN0PMu3nmD2DwdpVduPDg0CzI5VInJzDQ6cvcCWP48f3Hw0nrMXMvLM52i10DzIx7a7+Kba/vi4aS+S3DgVxDLsldV7OB6fhoPVwhuDwnFz1llmIlK+vNS7GVEnkth/5gKPLdnO6kfaU83HzexYRS4rJ5fdp5LZfDSOzX9eqSTpYlae+VydrLSs5WfbQtiipp8++6VYqCCWUd/vPcOizTEAjOtcjzBddUBEyiE3ZwfmDG9Jr9k/E5+aybiFkSz6V1ucyvjlQ9Ozctgek2jbXbz1WAJpmTl55vNydSQi2J/WfxbCZtV9cHYs249dygYVxDIoLiWDJz/bCVwaN+zhTvVMTiQiUnzqBnjyWv/mPLIokj+OJTDtm/08fXdjs2NdlwvpWWw9lmAbg3DniSQyc/IOOVPZ0+XPK5T4ERFSiYZVvXRyjphCBbGMMQyDp1dEcT4lE1cnK28MCivz36RFRK6lV1h1thyN59Pfj/HfH4/QqrYfXZtWNTvWFcWlZPw53EwCm6Pj2HMqmXxGnCHIz42IEH/bVUqCK7lryBkpFVQQy5jPtp3km91nAHj67sbUCfA0OZGISMl4tkdjtsckEnUyiSeW7WB1NW9q+peOIVtOJV60DUi9JTqeQ2dT8p2vfhVPWv9ZCFsH+1Pdt/wdTyn5GzD313ynp2f//6EF4xZtw/UKV61Z/lC7Ysl1JSqIZciJhDQmf7EbgFvrV+YfbWubnEhEpOS4ODowZ1hL7p71E8np2YxZsI3lD91c4peBMwyDo+dTbbuLN0fHcyLhYp75rBZoWt3HNtxM62A/KnlqyBmx5+roQKvafmbHyEMF8QZd6RtBQRX0G0FursETy3aQkpGNj5sT0waEaTeEiFQ4Nf3dmTEwjH99upWok0m8/NVeXupTvFePysk12Hc6mS1/lsHNR+M5n5KZZz5nBythNX1sVylpWcsXL1cNOSOXlPQWwBulglhM0rNz2HXy0tVNmtXwvuIm44L66Jej/H4kHoCX+jSjqo/rDWcUESmLujatyr861OG/Px7h09+P0TrEn9AaPkW2/MzsXKJOJtnOMN4SHc+F9Ow887k7O3BTbT/bVUrCavri6qQhZ6R8UEG8QVf6RnD0fCqdpm8AYPbQloRU9ij0OvafvsB/vtkPQM+w6vQKq17oZYmIlAcTuzVk27EE/jiWwFPLdzCodS3bbY8uimRIRC36tKiOu/O1/8xdzMwh8niC7fjBbccTSM/Ke4axr7sTrYP9bYWwSXVvnSQo5ZYKYimXmZ3LY0u2k5mdS1VvV17q3dTsSCIipnNysDL7nhbc+eZPJF3MYt6v0bbbok4lsXNFFLN/OMj8UW2o+7eT+ZIuZrH12P9foSTqRBLZ+ZxiHOjt8ucVSi6VwvpVPLFqyBmpIFQQS7k31x1gb+ylXdXTBjbH193Z5EQiIqWDj5tTvmMEGn92vTPJ6Qz/YBOL/9WWXSeT2RJ9qRTuO51sm+evaldyt20djAjxp5a/hpyRiksFsRTbeiyedzceBmDEzbW5tX7FuAapiEhBrIw8RXxq3pNFLss1IDYpnY7TNuR7e6OqXpd2Gf9ZCAO9dWy3yGUqiKVUakY245fsINeAOgEePHVX2bpqgIhIcVsReQKLhXy3Bv6dg9VCsxo+tvEHWwf7aY+MyFWoIJZSL6/ey/H4NBysFt4YFK6LsYuI/E1camaBymE1H1fWTeiIh4v+5IkUlE6/KoV+2HeGRZuPAzC2Uz3CavqaG0hEpBSq5OHMtQ4RtFiglr+7yqHIdVJBLGXiUjL49/IoAMKCfBjbuZ7JiURESqe+LYKuuQXRMKBPixolE0ikHFFBLEUMw+CZFbs4n5KBq5OVmYPDNcaWiMgV9GlRnWo+rlxp5Bmr5dLu5d7hGjtW5HqpfZQin287yde7TwMw6a7GecbuEhGR/+fu7Mj8UW3ynH18ebdzoLcr80e1KdBg2SJiT++aUuJk4kUmf7EbgFvrV+YfbWubnEhEpPSrG+DJ94935MOfjzLj2wMAhNbwYWhELXqHF+xKKiKSl7YglgK5uQZPLN3BhYxsvF0dmTYgTKP1i4gUkLuzIz2a//9u5LeGtGBoRC2VQ5EboIJYCnz0y1F+OxIHwEt9mlHVR4O1ioiIiHlUEE124MwF/vPNfgB6NK9G73CdbSciIiLmUkE0UWZ2Lo8t3k5mdi6B3i683KeZ2ZFEREREVBDN9Nb3B9gTmwzAtAFhuuyTiIiIlAoqiCbZeiyeuRsOA/DPm2vToUGAyYlERERELlFBNEFqRjYTlu4g14A6lT2YdFdjsyOJiIiI2KggmuCVNXs5FpeGg9XCzMHhuDk7mB1JRERExEYFsYSt33eWhZuOA/Bwp3qE1/Q1N5CIiIjI36gglqD41EwmLt8JQPMgH8Z1rmdyIhEREZG8VBBLiGEYPLMiivMpGbg4Wpk5KBwnBz39IiIiUvqooZSQFZEnWbvrNACT7mpEvSqeJicSERERyZ8uVFkM0jKz+XLHKdvvD83fytHzqQC0r1eZf94cbFIyERERkWtTQSxih8+lMPyDTcQmpdum7Tt9AQALMLZzXaxWi0npRERERK5Nu5iLUFpmNsM/2MSZ5PQrzjN+yQ7SMrNLMJWIiIjI9VFBLEIrI08Rm5ROrpH/7QYQm5TOqu2n8p9BREREpBRQQSxCKyJPYLnG3mOLBVZGniyZQCIiIiKFoIJYhOJSMzGusPXwMsOAcykZJRNIREREpBBUEItQJQ/nAm1BDPB0KZlAIiIiIoWggliE+rYIKtAWxD4tapRMIBEREZFCUEEsQn1aVKeajytXGsXGaoFqPq70Dq9essFEREREroMKYhFyd3Zk/qg2BHq72k2/vNs50NuV+aPa4O6s4SdFRESk9FJTKWJ1Azz5/vGOfPjzUWZ8ewCA0Bo+DI2oRe/w6iqHIiI3YMDcX/Odnp6dY/v/cYu24erokO98yx9qVyy5RMqbUrMF8dChQ4wePZrw8HAcHR1p1qxZvvN9+OGHNGjQAFdXV8LCwvjqq69KOOm1uTs70qP5/+9GfmtIC4ZG1FI5FBEpJq6ODrSq7Uer2n5XLIciUnClprHs3r2b1atX06ZNG3Jzc8nNzc0zz+LFi3nggQd45pln6Ny5M0uWLKFv37789NNPtG3b1oTUIiJSkrQFUKRklJotiD179iQmJobly5fTsmXLfOd54YUXGDJkCC+99BKdOnXi3XffpXXr1rz44oslnFZERESk/Co1BdFqvXqUI0eOcODAAQYNGmQ3fciQIXz//fdkZGjwaREREZGiUGoK4rXs27cPgEaNGtlNb9y4MZmZmRw9etSMWCIiIiLlTqk5BvFaEhISAPD19bWb7ufnB0B8fPwV75ucnExycrLt99jY2KIPKCIiIlJOlJmCeCNmzpzJlClTzI4hIiIiUiaUmV3Ml7cUJiUl2U2/vGXR39//ivedMGECMTExtp/NmzcXX1ARERGRMq7MbEG8fOzhvn37aNiwoW36vn37cHZ2pk6dOle8r7e3N97e3sWeUURERKQ8KDNbEOvUqUODBg1YtmyZ3fQlS5bQpUsXnJ2dTUomIiIiUr6Umi2IaWlprFmzBoBjx46RnJzM8uXLAejYsSMBAQFMnjyZYcOGUbduXTp16sSSJUvYtGkTP/74o5nRRURERMqVUlMQz549y8CBA+2mXf59/fr13HbbbQwdOpS0tDSmTp3K1KlTadiwIStWrODmm282I7KIiIhIuVRqCmJwcDCGYVxzvvvvv5/777+/BBKJiIiIVExl5hhEERERESkZKogiIiIiYkcFUURERETsqCCKiIiIiB0VRBERERGxo4IoIiIiInZUEEVERETEjgqiiIiIiNhRQRQRERERO6XmSipl1YC5v+Y7PT07x/b/4xZtw9XRId/5lj/UrlhyiYiIiBSWCmIxcXV0oFVtP7NjiIiIiFw3FcQbpC2AIiIiUt7oGEQRERERsaOCKCIiIiJ2VBBFRERExI4KooiIiIjYUUEUERERETsqiCIiIiJiRwVRREREROyoIIqIiIiIHRVEEREREbGjgigiIiIidlQQRURERMSOCqKIiIiI2HE0O4AZsrOzAYiNjTU5iYiIiEjJuNx7Lvegq6mQBfHcuXMAREREmJxEREREpGSdO3eO4ODgq85jMQzDKJk4pUd6ejpRUVEEBATg6Fh8HTk2NpaIiAg2b95MtWrVim09IkVNr10pi/S6lbKqpF672dnZnDt3jtDQUFxdXa86b4Xcgujq6krr1q1LbH3VqlUjKCioxNYnUlT02pWySK9bKatK4rV7rS2Hl+kkFRERERGxo4IoIiIiInZUEIuRt7c3L7zwAt7e3mZHEbkueu1KWaTXrZRVpfG1WyFPUhERERGRK9MWRBERERGxo4IoIiIiInZUEEVERETEjgqiiIiIiNhRQSwhiYmJTJ48mT179hTpcm+77TZ69OhRpMuU8mPkyJE0a9bsqvNYLBamT59+3csu7P1ErldBXsci5UFB/6b7+voyefLkYs1SIa+kYobExESmTJlCs2bNaNKkidlxRGx+++03ateubXYMEZEKb86cOTg4OJgdA1BBLJUuXryIm5ub2TGkgmjbtq3ZEUREBErVBiTtYubSFpSuXbvi7e2Nl5cXbdq04bvvvgMgPj6e++67j8qVK+Pm5ka7du348ccf7e5/eZPw8uXLadiwIZ6ennTu3JnDhw8DEB0dTUhICAADBw7EYrFgsViIjo4mOjoai8XCvHnzeOCBB6hUqRIREREFXrdIQWzYsIEWLVrg4eFBREQEW7dutd32913FhmHw4osvUrVqVTw9PRk4cCDr1q3DYrGwYcMGu+Xm5uYyefJkAgMDqVy5Mvfeey+pqakl9bCkgoqKiqJbt254eHjg4+PDgAEDOH78uO32+++/n1tvvdX2+/nz57FarbRu3do2LSUlBScnJ5YtW1ai2aViuHxYxLp162jevDlubm507NiR6Oho4uPjGTRoEN7e3tStW5clS5bY7pffLuZVq1bRqFEjXF1diYiIYMuWLSXyGCp8Qfzll1+47bbbyMjI4IMPPuCzzz6jd+/eHD9+nJycHO666y6+/PJLXn/9dZYtW4anpyd33HGH3R9YgO3btzNt2jSmTp3KvHnzOHToEMOHDwcuXXz7888/B+DVV1/lt99+47fffqNatWq2+0+aNAnDMFi0aBHTpk27rnWLXM3p06d55JFHmDhxIkuXLiU9PZ2+ffuSlZWV7/yzZ89m8uTJjBw5ks8//5y6desyatSofOd9++23OXjwIP/73/94/vnnWbhwIS+99FJxPhyp4GJiYujQoQNxcXHMnz+fd999l23bttGxY0cuXLgAQIcOHdiyZQvp6ekA/Pjjj7i4uBAZGWmb59dffyU7O5sOHTqY9likfDt9+jSPP/44zzzzDAsWLODw4cMMGzaMwYMHExoaymeffcZNN93E8OHDOXbsWL7L2L59O/3796d+/fp8/vnnjBgxgkGDBpGRkVH8D8Co4Nq1a2c0adLEyM7OznPbqlWrDMD4+uuvbdMyMzONWrVqGf369bNN69ixo+Hh4WGcPXvWNu3jjz82ACMmJsYwDMM4evSoARjLli2zW8fl6XfeeWeh1929e/dCPnop70aMGGFYLBZj165dtmnr1683AOOnn34yDMMwAGPatGmGYRhGdna2Ua1aNeO+++6zW879999vAMb69ett0wAjIiIiz/rq1q1bTI9GKqoRI0YYTZs2NQzDMMaPH294eHgYcXFxttv37t1rWCwWY9asWYZhGMaRI0cMwNiwYYNhGIbx6KOPGkOHDjUqVapkrF271jAMw3jmmWeMBg0alPAjkYoiv8/e2bNnG4Dx5JNP2qYlJCQYDg4OxptvvmkYRt6/6YMHDzZCQkLsOsqHH35oAMYLL7xQrI+hQm9BTEtL4/fff2fEiBH5HhT6008/4e3tTbdu3WzTnJyc6NevHz///LPdvOHh4QQEBNh+v3wcwYkTJwqUpXv37oVet8jVVK9enaZNm9p+v9pr88SJE8TGxtKrVy+76b1798532XfccYfd702aNCnwa16kMH766Sc6d+6Mv7+/bVqjRo0ICwuzfTaGhIQQFBRkOyTnxx9/5LbbbuPWW29l48aNtmnaeijF6e+fvQ0aNADg9ttvt03z9fWlSpUqxMTE5LuMTZs20bNnT7uOMmDAgGJKbK9CF8SEhARyc3OpXr36FW+vUqVKnumBgYHEx8fbTfP19bX73dnZGcC2i+NaAgMDC71ukau5ntdmbGwsgN2XHSDf1+KVll0iuz6kwkpISMjzeQl5Pxs7duzIjz/+SHJyMjt27KBDhw506NCBH3/8kYyMDDZv3qyCKMXqSp+9+U2/UleIjY3N8/nr7e2Nq6trkeW8kgpdEH19fbFarZw6dSrf2/39/Tl79mye6WfOnLH79loULBaLaesWuezycbHnzp2zm57fa1HEDAX9bOzQoQO//fYbGzZsoHLlyjRq1Mh2bOL69evJyMiwO5FFpDSqVq1antd7cnJygTc+3YgKXRA9PDy4+eab+eSTT8jJyclze/v27UlOTubbb7+1TcvOzmbFihW0b9/+utZ1vVsUi3LdIgUVFBRE1apVWbVqld30lStXmhNI5G/at2/P999/T0JCgm3a/v372blzp91nY4cOHUhNTWXmzJm2LYXh4eG4ubkxdepUatasSXBwcEnHF7kuERERfPnll3YdZfny5SWy7go/DuLUqVPp3Lkzt99+O2PGjMHPz49t27ZRuXJlRowYQUREBMOHD2fq1KkEBgYye/ZsYmNjefrpp69rPVWrVsXX15dFixYREhKCi4sLzZs3v+L83bt3L7J1ixSUg4MDkyZN4rHHHiMwMJBOnTqxfv161q1bB4DVWqG/U0opMH78eD7++GO6du3KM888Q3p6Os8++yy1atVi5MiRtvkaNWpElSpV2LhxI7NmzQIuvb5vueUW1q5dy7Bhw0x6BCIF99RTT9G6dWv69OnDmDFjOHLkCNOnT9cu5pLQvn17NmzYgMViYeTIkfTr148VK1ZQu3ZtHBwcWLNmDd27d2fixIn079/ftlXvpptuuq71WK1WPv74Y44ePUqXLl1o3br1FXdtA0W6bpHrMW7cOF544QU++ugj+vbty549e5g2bRoAPj4+JqeTiq5mzZps3LgRPz8/hg0bxr/+9S/CwsLYsGEDXl5edvNe3nL412MNO3bsmGeaSGnVokULli1bxoEDB+jbty8ff/wxixcvxsXFpdjXbTEMwyj2tYhImfbcc88xY8YM4uLidJUfEZEKoMLvYhYRe3v37mX+/Pm0a9cOZ2dnNmzYwPTp03nooYdUDkVEKghtQRQRO8eOHePee+9l+/btXLhwgRo1ajB8+HAmT56Mo6O+U4qIVAQqiCIiIiJip8KfpCIiIiIi9lQQRURERMSOCqKIiIiI2FFBFBERERE7KogiIiIiYkcFUURERETsqCCKiIiIiB0VRBGRYpCRkUFubq7ZMURECkUFUUSkAN577z1q166Nu7s7d9xxB5GRkVgsFubNmwdAcHAwY8eO5T//+Q+1a9fGzc2N+Ph4cnNzefnllwkODsbFxYVGjRrx3nvv2S175MiRNGvWzG5aYmKi3fL/uo5p06ZRo0YN3N3d6d27N7GxscX98EWkgtF1s0REruGLL75g9OjRjBo1igEDBrB9+3YGDRqUZ77PPvuM+vXr89Zbb+Hg4ICHhwcTJ07krbfe4tlnn6Vdu3Z89dVXjB49mqysLMaOHXvdWVasWEHt2rWZO3cuCQkJPPnkk/Tr14/ffvutKB6qiAiggigick0vv/wynTt35v333wegW7duZGVl8dxzz9nNl5WVxdq1a/Hw8ADg/PnzzJ49m4kTJzJ58mQAunbtyvnz53nxxRd56KGHcHBwuK4sFy5cYO3atfj4+ABQs2ZNunTpwjfffEO3bt1u8JGKiFyiXcwiIleRk5NDZGQkvXr1spveu3fvPPPedttttnIIsGnTJrKyshg4cKDdfIMHD+bcuXMcOHDguvN06tTJVg4BOnfujL+/P5s2bbruZYmIXIkKoojIVZw7d47s7GwCAgLsplepUiXPvIGBgXa/JyQk5Dv98u/x8fHXnSe/9VapUkXHIYpIkVJBFBG5ioCAABwdHTl37pzd9LNnz+aZ12Kx2P3u7++f77xnzpyxu93V1ZXMzEy7eS6Xy7/Lb71nz56lWrVqV3sYIiLXRQVRROQqHBwcaNGiBatWrbKbvnLlymveNyIiAicnJ5YtW2Y3fenSpVSpUoUGDRoAEBQUxIkTJ0hJSbHN8+233+a7zPXr15OUlGT7/YcffiA+Pp42bdoU9CGJiFyTTlIREbmGZ599lt69e/PAAw8wcOBAIiMj+d///geA1Xrl79mVK1dm3LhxTJs2DVdXV9q2bcuaNWtYuHAhs2fPtp2g0q9fP55//nnuu+8+HnjgAXbv3s0HH3yQ7zK9vLy46667eOqpp0hMTOTJJ58kIiJCJ6iISJHSFkQRkWvo1asXc+fO5ZtvvqF3796sXbuWuXPnAtidMJKfadOm8fzzz/Phhx/So0cP1qxZw7vvvms3xE2TJk343//+R2RkJL1792bNmjUsWLAg3+X17duXXr16MXr0aB588EFat27NihUriu7BiogAFsMwDLNDiIiUNR9++CGjRo3i6NGjBAcHl8g6g4OD6dGjB2+//XaJrE9EKi7tYhYRuYb4+HimTJlC586d8fLyYsuWLbzyyiv07t27xMqhiEhJUkEUEbkGJycnDh8+zMKFC0lMTCQgIIB//OMfvP7662ZHExEpFtrFLCIiIiJ2dJKKiIiIiNhRQRQREREROyqIIiIiImJHBVFERERE7KggioiIiIgdFUQRERERsaOCKCIiIiJ2VBBFRERExI4KooiIiIjYUUEUERERETv/BwHGBpmM30vYAAAAAElFTkSuQmCC)

*mean ci*

### Method & Provenance

- **Method:** One-way ANOVA
- **Engine:** Python · scipy 1.17.1
- **Input datasets:** gallery — example_posthoc.csv
- **Started:** 2026-09-21 02:16:35.150878
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/85cb34714fa74c32ab5bce84daef7c9a

| Parameter | Value |
|---|---|
| test_type | anova |
| value_col | value |
| group_col | group |

**Command history**

```python
from scipy import stats
```

```python
stat, p = stats.f_oneway(*groups)
```
