diff --git a/nbs/tutorials/07-forest_plot.ipynb b/nbs/tutorials/07-forest_plot.ipynb index 2e5f5398..76b2a2f2 100644 --- a/nbs/tutorials/07-forest_plot.ipynb +++ b/nbs/tutorials/07-forest_plot.ipynb @@ -9,7 +9,7 @@ "\n", "> Explanation of how to use forest_plot for contrast objects e.g delta-delta and mini-meta.\n", "\n", - "- order: 4" + "- order: 7" ] }, { @@ -17,17 +17,15 @@ "id": "cfdb7e31", "metadata": {}, "source": [ - "In DABEST version xx.xx.xx, we introduce a new function \"forest plot\", which easily visualises effect sizes side by side to allow direct comparisons. \n", - "\n", - "Currently this only applies to delta-delta and mini-meta effect sizes" + "In DABEST version xx.xx.xx, we introduce a new function to plot separately calculated effect sizes in the same axes to allow direct visual comparisons. Currently you can make a forest plot for delta-delta and mini-meta effect sizes. " ] }, { "cell_type": "markdown", - "id": "872bbc20", + "id": "bf89df2d-dccc-4d78-86f8-e034d42a0302", "metadata": {}, "source": [ - "This tutorial notebook investigates how to conduct a meta-analysis with a forest plot of delta-delta / mini-meta bootstrapped half violins." + "# Forest plot of delta-delta effects" ] }, { @@ -35,23 +33,7 @@ "id": "6ca093af", "metadata": {}, "source": [ - "- Many experimental designs investigate the effects of two interacting independent variables on a dependent variable. The delta-delta effect size enables us to distill the net effect of the two variables. " - ] - }, - { - "cell_type": "markdown", - "id": "51b9a872", - "metadata": {}, - "source": [ - "- Consider 3 experiments where in each of the experiment we test the efficacy of 3 drugs named ``Drug1``, ``Drug2`` , and ``Drug3`` on a disease-causing mutation M based on disease metric Y. The greater the value Y has, the more severe the disease phenotype is. Phenotype Y has been shown to be caused by a gain-of-function mutation M, so we expect a difference between wild type (W) subjects and mutant subjects (M). Now, we want to know whether this effect is ameliorated by the administration of Drug treatment. We also administer a placebo as a control. In theory, we only expect Drug to have an effect on the M group, although in practice, many drugs have non-specific effects on healthy populations too." - ] - }, - { - "cell_type": "markdown", - "id": "ba696061", - "metadata": {}, - "source": [ - "- Throughout the tutorial, we will be exploring with a simulated dataset." + "First please revisit the notebook '[Delta-delta Tutorial](05-delta_delta.html)' for how to generate a delta-delta effect size. We will generate three of them plot them into the same axes. Here we test the efficacy of 3 drugs named ``Drug1``, ``Drug2`` , and ``Drug3`` on a disease-causing mutation ```M``` based on disease metric ```Tumor Size```. We want to know how the three drugs fare in ameliorating the phenotype metric ```Tumor Size```. " ] }, { @@ -61,8 +43,8 @@ "source": [ "| | Wildtype | Mutant |\n", "|-------|---------|----------|\n", - "| Drug1 | XD, W | XD, M |\n", - "| Placebo | XP, W | XP, M |" + "| Drug1 | XD1, W | XD1, M |\n", + "| Placebo | XP1, W | XP1, M |" ] }, { @@ -72,8 +54,8 @@ "source": [ "| | Wildtype | Mutant |\n", "|-------|---------|----------|\n", - "| Drug2 | XD, W | XD, M |\n", - "| Placebo | XP, W | XP, M |" + "| Drug2 | XD2, W | XD2, M |\n", + "| Placebo | XP2, W | XP2, M |" ] }, { @@ -83,8 +65,8 @@ "source": [ "| | Wildtype | Mutant |\n", "|-------|---------|----------|\n", - "| Drug3 | XD, W | XD, M |\n", - "| Placebo | XP, W | XP, M |" + "| Drug3 | XD3, W | XD3, M |\n", + "| Placebo | XP3, W | XP3, M |" ] }, { @@ -92,7 +74,7 @@ "id": "be4d9084", "metadata": {}, "source": [ - "There are two ``Treatment`` conditions, ``Placebo`` (control group) and ``Drug`` (test group). There are two ``Genotype``\\s: ``W`` (wild type population) and ``M`` (mutant population). Additionally, each experiment was conducted twice (``Rep1`` and ``Rep2``). We will perform several analyses to visualise these differences in a simulated dataset. " + "In each scenario, there are two ``Treatment`` conditions, ``Placebo`` (control group) and ``Drug`` (test group). There are two ``Genotype``\\'s: ``W`` (wild type population) and ``M`` (mutant population). Additionally, each experiment was conducted twice (``Rep1`` and ``Rep2``). We will perform several analyses to visualise these differences in a simulated dataset. We will simulate three separte datasets below. " ] }, { @@ -136,7 +118,7 @@ "id": "96a35aa6", "metadata": {}, "source": [ - "## Simulate datasets for the contrast objects" + "## Simulate datasets for the delta-delta contrast objects" ] }, { @@ -172,7 +154,7 @@ " 'Rep': rep,\n", " 'Genotype': genotype,\n", " 'Treatment': treatment,\n", - " 'Y': y\n", + " 'Tumor Size': y\n", " })\n", "\n", " return df\n", @@ -192,7 +174,7 @@ "id": "556f9b89", "metadata": {}, "source": [ - "### Creating contrast objects required for forest_plot" + "## Creating contrast objects required for delta-delta forest_plot" ] }, { @@ -200,32 +182,19 @@ "execution_count": null, "id": "09c54fb9", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/_dabest_object.py:668: FutureWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n", - " plot_data.loc[:, self.__xvar] = pd.Categorical(\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/_dabest_object.py:668: FutureWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n", - " plot_data.loc[:, self.__xvar] = pd.Categorical(\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/_dabest_object.py:668: FutureWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n", - " plot_data.loc[:, self.__xvar] = pd.Categorical(\n" - ] - } - ], + "outputs": [], "source": [ "unpaired_delta_01 = dabest.load(data = df_delta2_drug1, \n", " x = [\"Genotype\", \"Genotype\"], \n", - " y = \"Y\", delta2 = True, \n", + " y = \"Tumor Size\", delta2 = True, \n", " experiment = \"Treatment\")\n", "unpaired_delta_02 = dabest.load(data = df_delta2_drug2, \n", " x = [\"Genotype\", \"Genotype\"], \n", - " y = \"Y\", delta2 = True, \n", + " y = \"Tumor Size\", delta2 = True, \n", " experiment = \"Treatment\")\n", "unpaired_delta_03 = dabest.load(data = df_delta2_drug3, \n", " x = [\"Genotype\", \"Genotype\"], \n", - " y = \"Y\", \n", + " y = \"Tumor Size\", \n", " delta2 = True, \n", " experiment = \"Treatment\")\n", "contrasts = [unpaired_delta_01, unpaired_delta_02, unpaired_delta_03]" @@ -245,7 +214,11 @@ "metadata": {}, "source": [ "To create a delta-delta plot, you simply need to set ``delta2=True`` in the \n", - "``dabest.load()`` function and ``mean_diff.plot()``" + "``dabest.load()`` function and ``mean_diff.plot()``\n", + "\n", + "In this case,``x`` needs to be declared as a list consisting of 2 elements, unlike most cases where it is a single element. \n", + "The first element in ``x`` will represent the variable plotted along the horizontal axis, and the second one will determine the \n", + "color of dots for scattered plots or the color of lines for slope graphs. We use the ``experiment`` input to specify the grouping of the data." ] }, { @@ -254,41 +227,11 @@ "id": "36a5e3fd", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 20.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 20.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 25.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 35.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 20.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 15.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 20.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 30.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 35.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 25.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 35.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 45.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n" - ] - }, { "data": { - "image/png": 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", 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", 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", 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WlpYCgGa5pszMTPHOO+8IJycnYWpqKtq3by+OHz8ugoKCCl3S6VkAxJtvvil++ukn4ePjozkHz8ZdWExC5C3J5OfnJ4yNjYWDg4N4/fXXCywPVNS5L0pRSyalpKSIKVOmCGdnZ2FsbCx8fHzE559/rrXk1dPPqaSCgoK0XosWFhbCx8dHDB8+XOzevbvQfZ53jISEBPHyyy8LMzMzYWtrKyZMmCAuX75cYIkmIYT49ddfhZ+fn1AoFMLf319s2bJFvPzyy8LPz++5Mecv+VTUX2hoaImfPxFVDZIQz1zXIiKqxiRJwptvvlngMjfpT7NmzWBnZ4c9e/boOxQi0iGOCSUiIp3IyclBbm6uVtnBgwdx4cIFzW1Ziajm4JhQIiLSiZiYGHTr1g3Dhw+Hs7Mzrl+/jmXLlsHR0RH/+c9/9B0eEekYk1AiItIJW1tbBAQE4IcffkBCQgLMzc0REhKC+fPnl/hGA0RUfXBMKBERERHpHMeEEhEREZHOMQklIiIiIp1jEkpEREREOscklIiIiIh0jkkoEREREekck1AiIiIi0jkmoURERESkc0xCiYiIiEjnmIQSERERkc4xCSUiIiIinWMSSkREREQ6xySUiIiIiHSOSSgRERER6RyTUCIiIiLSOSahRERERKRzTEKJiIiISOeYhBIRERGRzjEJJSIiIiKdYxJKRERERDrHJJSIiIiIdI5JKBERERHpXI1PQh88eIBZs2bhwYMH+g6FiIiIqMZgEvrgAWbPns0klIiIiEiHanwSSkRERES6xySUqITSE+7iceRpqLIz9R0KERGRwTPSdwBEhiD+0gH8s/kLAIBprbpoOvYrGCnM9BwVERGR4WISSlSE7JTHiD23EzITJRIuH9SUZzyOQVLUBdT2bae/4IiIiAwck1CiQqhzc3Bh1TvISn4ICAFjCxtAkgFCDQBQWNXRb4BEREQGjkkoUSEyE2ORlRSveZyTnoJa3q2Q8eQBnFv1hoWTjx6jIyIiMnxMQokKobC2h7G5LXLSkwAA1vUaoeGQD/UcFRERUfXBJJSoEHJjBZqO+gL3T/8FubESddsO0HdIRERE1QqTUKIiKG0d4fnieH2HQUREVC1xnVAiIiIi0jkmoURERESkc9UqCZ0/fz4kScLkyZP1HQoRERERPUe1SUJPnTqF5cuXo0mTJvoOhYiIiIiKUS2S0NTUVLz66qv4/vvvYWtrq+9wiIiIiKgY1SIJffPNNxESEoJu3boVWzcrKwvJycmav9TUVB1ESERERERPM/glmn799VecPXsWp06dKlH9efPmYfbs2ZUcFRERERE9j0H3hN67dw9vv/02fv75ZyiVyhLtM23aNCQlJWn+wsPDKzlKqg6EEEi4cgh3Dq5F6oMIfYdDRERk8CQhhNB3EGW1adMm9O/fH3K5XFOmUqkgSRJkMhmysrK0thXm7NmzCAgIwJkzZ9CiRYvKDrncsnNzsfjPAzj3zz209HPDmwM6waiY50hlI4RAxsN7kBkr8DjiJG7tWgZIMkiSDM3Gfw1zOzd9h0hERGSwDPpyfNeuXXHp0iWtstGjR8PPzw/vv/9+sQmoIdp06Dx2/n0FAsDWY5fg5lAb/To203dY1Y4QAhF/LUT8xX0AANM69f7doIYQaiTfucQklAyOKicTyXevQGFtD7M6rvoOh4hqOINOQi0tLeHv769VZm5ujtq1axcory4eJ6dBkkkQagGZTMKjZE6sqgxZiXGaBBQAMp/cz/sfSQYIAcu6fnqKjKhsVNkZOP/jZGQ8igYA1O/3Huz9O+k3KCKq0Qx6TGhNFNymERTGeb8dTE2M0b11Qz1HVD3JTUwBScp7IEkwMrOGZ4/X4dg8GP7DPoKFk7d+AyQqpcTb5zUJKADcP7FJf8EQEUHHPaF3797F3LlzceDAASQkJGDTpk3o2LEjHj58iDlz5mD06NFo3rx5uY5x8ODBigm2ivJwqoPVM0bh1v2H8KprBxsLM32HVC0Zm1vDp/cURO1bCbmJKer3mQIrVyb8ZLgUVnX+/4Ekg8LaTn/BEBFBh0no1atX8cILL0CtVqNNmzaIjIxEbm4uAKBOnTo4cuQI0tLS8OOPP+oqJINla2mO5j5mkMkkfYdSrTk06QqHJl31HQZRhbBw8oFXzzdw/+QWKG2d4NXjdX2HREQ1nM6S0P/+97+wsbHB33//DUmSYG9vr7U9JCQEv/32m67CMVipGZn44PstuHr7Ppp4u2DO2D4wU5roOywiMgBOASFwCgjRdxhERAB0OCb00KFDeP3112FnZwdJKtiDV69ePcTExOgqHIP158FzuBb1AALAxZsx2HzkvL5DMlgtW7aEi4sLWrZsqe9QiHRCrcpFSswNZCU/1HcoRES66wlVq9UwMyt6/GJCQgIUCoWuwjFYObkqQAIg8v6TnaPSd0gGKzY2lj98qMZQ5WTh0pr3kfogApJMDr+Xp6G2bzt9h0VENZjOekJbtGiBbdu2FbotNzcXv/76K9q2baurcAxW3xeaws7GEgDgWMsKvds30XNERGQIEm+f19ztS6hVuHf0dz1HREQ1nc56QqdNm4aXXnoJr7/+Ol555RUAQFxcHPbu3Yu5c+fi2rVrWLx4sa7CMVh2NpZYNT0Uj5LSUMfaAnI5V9kiouIZm1n9/wNJBmMzG73FQkQE6DAJ7dmzJ1atWoW3334b3333HQBg+PDhEELAysoKa9asQceOHXUVjkEzksvhUMuq+IpERP+ycmkAt86huH9yM5S2jvDq8R99h0RENZxO1wkdMWIEBgwYgD179iAiIgJqtRpeXl4IDg6GpaWlLkMhIqpxXNsPhmv7wfoOg4gIgB5u22lubo5+/frp+rBEREREVIXobEChp6cn2rVrhxs3bhS6ffPmzfD09NRVOEQlplbl4uauZTiz5DXc3LkUalWuvkMiIiIyeDpLQqOionD27Fm0bt0amzZtKrA9NTUVd+7c0VU4RCUWe2Y7Hpz6CxmPY/Dg9FY8OFP4Kg9ERERUcjqdWr1gwQJ07NgRL7/8MmbOnKnLQxOVWVZyAiD9+1aRZMhOTtBvQERERNWATpNQW1tb/PXXXwgLC8O8efMQEhKCpKQkXYZAVGJCCGQ8fgBbr5aQGefdGlVmbAL7Jt30HBlR2SRGXcCNjZ/jzsG1UOVk6TscIqrhdD4xCQA+/PBDtG7dGsOHD0erVq2wceNGfYRB9FyR2xcj7txOAIBb51CYO3jAwsELJpa19BwZUellPI7BlXUzIYQaAJCTngTvXhP1HBUR1WR6W+m8R48eOHXqFMzNzdG2bVts3rxZX6EQFZCZGKdJQAEg+uh61PJuxQSUDFZafBSEWgUIAQiBlJjCJ4kSEemKXm+34+HhgePHj2PAgAH4448/9BkKkRaZsQKQpH8fSZCbKPUaD1F5Wbk0gJHSAkDe67pOg/b6DYiIajydXY4/cOAAGjRoUKBcqVRi9erVGDx4MB4+fKircIiey8TcBt693kLUvhWQmSjh2/ddfYdEVC4mFrXQbNzXeHjtCJQ2jqjtF6jvkIiohtNZEhoUFPTc7SEhITqKhKhkHJsHw7F5sL7DIKowShsHuLR7Wd9hEBEBqMQkdM2aNQDybtUpSZLm8fNIkoQRI0ZUVkhEREREVEVIQghRGQ3LZDJIkoSMjAyYmJhAJit++KkkSVCpVJURTpHOnj2LgIAAnDlzBi1atNDpsQvTsmVLxMbGwtHREadPn35uXbVa4Lsth7D39HV4OtfBtBE9YWtppqNIDZ+LiwtiYmJQt25dREdHF1lPqFW4d3Q9Uu//g9q+7eDQ7EUdRklERFQ9VVpP6O3btwEAJiYmWo/p+WJjYxETE1Oiusev3MSf4ecAABduRmPV9mOYMoRrWFa0mL834G74TwAEHkecgImlLWy9Wuo7LKICSvMjlohI3yotCXVzc3vuYyq7f+7F4ertB0hMS9eUCQEkpWXoMarqKy0uKm9CsQAACWlxt5mEUpVUmh+xRET6ppfF6gEgOzsbJ06cwIMHD+Dr64umTZvqKxSDciHyHt5bsgFCCEgA7GwskJCYCmMjOQZ20v9wguqoTsMOSLhyEAAgyY1g4eSD5OhrsHD0gszIRL/BERERGahKTUJ37dqF3377DZ999hnq1KmjKb9+/Tr69OmDmzdvasr69++PX3/9FUZGesuLDcKRizchSXk9n5JMQscmPujUwheOta1gY8HxoKXh6Oio9d9nJVwJR9S+lZCbmMK711tQq3IgyY1w5ZcPIdQqmNm5oenoLyE3MdVl2ERERNVCpS5Wv2LFCly4cEErAQWAV199FZGRkRg5ciS+/vpr9OjRAxs3bsQ333xTmeFUC57OdaBW580lU6sFfOo5wM/NkQloGZw+fRrR0dGFjp3LSU/CjU1fICs5AemP7uHe0d/g3Ko3Eq6E5911BkB6wh08jjil67CJiIiqhUrtdjx9+jQGDhyoVXbu3DmcO3cOr776KlauXAkAePPNNxEUFISff/4ZU6ZMqcyQDF6PNo2QnpmNizej0dynHrq08NV3SAbreZM4cjPTgX/vsQ0hkJORDCBvEXtIMs02Y3NrXYZMRERUbVRqEhobGwtvb2+tsp07d0KSJIwaNUqrvF+/fvjwww8rM5xqQZIkvNypBV7m+M9ye94kDqWtI+o07IiHVw8BAOq9MAwA4PHieOSkJSLjUQwcW/SEtVuTvMv0MiNIkgS1KgeqrHQYmVpB0tz2k4iIiJ5VqUmohYUF0tPTtcqOHDkCmUyGNm3aaJXb2NjofI1QoqJIkgTf/v+FS+BAyI2VUFjb4/a+FUh9EAm7Rp3g2KIHhFAjctvXiDu/G8bmtvB4cSxu7VqO3IwU2Hq3QoNBH0Am5xhnIiKiwlTqN2SDBg2wefNmvP322wCAJ0+e4NChQwgMDISFhYVW3Xv37hU5QYT+X65Khe82H8bZiHto5eeGcS91gFxeqUN7a6zslEd4dP0Y5CZK5GSkIubvDYAQSIq6AIWNAyRJQtz53QCAnPRE3Nq5DLlZaQCAJ5Gn8CTyFGr7ttPnUyAiIqqyKjUJfeedd9C3b1/07NkTgYGB+Ouvv5Ceno433nijQN2dO3eiefPmpT7G0qVLsXTpUkRFRQEAGjVqhA8//BA9e/Ysb/hV0ubDF7Dp8HkIAHdiH8G5jjV6t9de3upmTAKWbgpHrkqFsSEd0Nirrn6CNWDq3BxcWPUuslMeARAwNrP+d53QPOkP78KstovWPnmbNQuK5o0dJSIiokJV6rdk79698dlnn+H48eMICwvDlStXMHPmTAwZMkSr3t9//42///4bISEhpT6Gi4sL5s+fjzNnzuD06dPo0qUL+vbtiytXrlTU06hS4p+kQJLljTWUySTEPU4BAISf+wef/rwLmw+fxwffb8almzG4GvUAM77fhKzsXH2GbJAyE2ORnZyQNwFJCORkpCA/uZSbmMLGoylMa7mgtl+gpsyr+wSYWNgCAOz8O6GWNxe0p5olJy0JSXcuIzczTd+hEJEBqPQBa++++y6mTJmChw8fwt7evtDJGk2bNkVCQgJsbGxK3X7v3r21Hn/yySdYunQp/v77bzRq1KisYVdZL7ZugG3HLyFLnQsTIyN0a9kAp6/fwcdrtkMmSdh7+ppW/YysHKRmZEFhwrGJpaG0cYCJRS1kpyUCELBxbwK3TqFIi78NI6UlLq56D6qsdFi7N0WrSWtgbGYFmZEx7Bp3hlDlQmZkrO+nQFQpku5cRvrDO3l3DRMC909tgdxYCRuvFrjyaxjU2ZkwNrNG0zFfQWljr+9wiagK00lmIpfL4eDgUOR2U1NTmJqWf8FvlUqF9evXIy0tDe3aFT4WLysrC1lZWZrHqamp5T6uLnnXtcfK6aGIiI5HfVcH1LG2wJFLkZAkQC0EZJIE5zrWiE5IBAC0a+SJWlZcQ7S0ZEYmaDLqSzw4sxVyE1M4teqNjIS7MLd3x50Da6DKzrtFalLUBaTcv446fu0B5E1okpiAkgFQ5WQi5vgGZKc9gVOLXjB38Ci0XvylA4g+th4mlrVg69USt/d8DwCQGSshN1b8e5UAiL2wB+qcbABATkYK4i/tQ70XhurmyRCRQaoW3WOXLl1Cu3btkJmZCQsLC2zcuBENGzYstO68efMwe/ZsHUdYsexsLGGuVOCj1dtw6WYMfFztIUECJAG1EBjVMxDWFqbIUanQwqcelwoqI6WNPTy6jgEA3Nj0BRIuHwAAKGwc8fTYT966kwyFOjcbydHXobCyw53wtf8uQSYh4dIBtHzzR826t5lPHiD94T0Ym9vin81fAhBIf3gPKfcj/r+tnEyoczI1j3NSn+S9LQBAqPPW1CUieo5qkYT6+vri/PnzSEpKwh9//IHQ0FCEh4cXmohOmzYNU6dO1Tw+f/48goKCdBluhdhw6BzO3LgLIQSu3L6PPu2bwtbKHH71HBDg66bv8KqV7LRETQIKAFmJcVDaOiIzMQ4OTV+ErVeAHqMjKhlVdiYurHoH6fFRgCTBSGGed/9fCKiyM5D+8B6sza2RePsCrvwyE0KtglxhBs1EO6HO+8u/bzDw/0NWhICNZzMYKS2RfPcyatVvA4dm3fX0TInIUFSLJNTExESzKH5AQABOnTqFRYsWYfny5QXqKhQKKBQKzeNnl4oyFBmZ2f9/D3lIsDBV4NUXW+s7rGolO/UxYs/thiQ3gszIBOrcHEACjM2sEfDG9wAEJM6AJwORGHU+LwEF/v3g+Pe1K8lgZGoBcwd3AEDsuZ0Q/94RTJWVDhPLOshOeQgAqNfxVeSkJSEt/jbs/DvBxr0JYs/tgtxYCceAnpAbK3X8rIjIkFWLJPRZarVaa9ynIclfK7W4NVN7d2iCvaev4XFKOmpZmaNXu8bFtp2Ymg6ZJMHK3BSXb93H+ch78PdwRjMf1wqJvTpRq/KWaMpKSgCEgGVdX6iyMyDJjeDd841/hzhwmANVLc/7/DAxt/3/B5IMli5+qOXdGjlpT2DfpCskmRFS427BxLIWnh5u4t5tLIyVFjC2sIGFg2eBdjnuk4jKSidJaGZmJr777js0a9YMHTt2rNC2p02bhp49e6JevXpISUnBunXrcPDgQezatatCj6Mrz97DvDCnrkXh4q0YTB3yIhxqWcG5jjVMjJ//T/nznpNYtf0YJAno074pthy9ACCvQ+TjcX3RplHhkxJqqswnschKjNM8To29ifbTNukvIKISeN7nh2VdX3i8OB73T22B0tYJ3j3fhMKqDoC81/vpb8ciJy0RRmY2qO3bDukP78GuUUfYNXyB48qJqFLoJAlVKpV4//338fXXX1d4EhofH4+RI0fiwYMHsLa2RpMmTbBr1y68+OKLFXocXWnZsiViY2Ph6OhY6BfK8cu38OGPWyCTJPwqBOZN6A93p9rPbTMtIwurtx8DkJd0bjlyIe8+50JAJpNw4tptJqHPUFjbw9jcBjnpyQAAK9cGeo6o+op/kozZK7fhXvxj9GjdCK/3D2LSU0bFfX7UbdMPddv0AwBkJSUg4q+voM7NhiQ31rzWczOSYVqrLhoMnK7L0ImoBtLZ5Xh/f3/NXY0q0o8//ljhbepTbGwsYmJiitx+9p+7kMkkqNV5CeS5f+6ipV/eRKTs3FxsPXoJyWkZCG7TEBvDz2Pb8UtwqGUFSSZBqP9dbF0uQ65KDZmU104DN94u9VlyYwWahH6RtwaiiRIu7V7Wd0jV1vdbjiAyOh5qIbDx8HkE+LrxR1EZFff58bSrv81GWsIdAIBMboT/vyWYgJGSy7oRUeXTWRL6ySefYNiwYejcuTO6deumq8NWO/4ezth0+LwmEW3k4azZtvDXvdh35jokScKmw+eRlpm3Zl9MQiLcnWrj/sNESJKEd1/pjhyVCmdu3IG/Z110a8levsKY1nKCV/AEfYdR7aVmZkE8dU/UtEzDHM9tCGLP7cL9U1ugsHHMS0D/nYCkzs2GtUczpMbcgLV7Uzi16l1MS0RE5aezJHTx4sWoVasWgoOD4eHhAQ8PjwIL1EuShM2bN+sqJIMU1Lw+1ELg4s1oNPeph3b+noiMiYexkRFOXb8DAUAIoUlAAUBAwNJMiS3z3wQAzaXOrgF++ngKRFqGdWuNSzdjkJWTCx8Xe7Tz99J3SNVS6oNIRG77GgCQnnAXJpa1kJ2cN+vdwskb/kPnQJLJ9RkiEdUwOktCL168CEmSUK9ePahUKkRGRhaow3FgJdO5hS86t/AFAHzxy27sOnkVAFDPoRaS0zMhSYCZwhj1HGrjatQDmBgZYURwW57fCiKEQFrcLUgyOczt3fUdjsFr7FUXv8wah0dJaXC1t4VczmWvKkNWcsL/PxBqGJlaw73zKKhzs2HXqCMTUCLSOZ0loZUxHrQmysjKwfyfduBCZDT8PZ1x4mqUZlt0/BOMDG6L5PQMvBTYBC52trj/KBG2lmYwVyqKbpRKJXLb14g7vxsA4Np+CNw6j9RzRIbP0kwJSzOuMVmZrN2bQlnLGZmP7wMA6rbpC/vGnfUcFRHVZNVyndDqbMOhczh+5TaEEDhxNUozNlSSACtzJV7t3lqrx9PFzvY5rVFp5aQlaRJQALh3bD3qBb3KXiSq8owUZmg2dhGS716Gwtq+QC9+0t0ryM1Iho1ncyTduYy4C7thausE1xeGchF6IqoUOk9Cw8PDsW3bNty5kzcr083NDSEhIQZ560x9SP33crsQgEyS0L6xNyLuxcHYSI6pQ7rxknslkxkrIBkZQ+TmAgCMlBb/f+cZoirOSGGGWj6tIYRA9LH1SLgSDgsnH5hY1sa9w78AAEzruCLjUXTeZHkJyM1Mg3evifoNnIiqJZ0lodnZ2Rg6dCg2bdoEIQRsbGwAAImJifjyyy/Rv39//PLLLzA2NtZVSAapd/sm2HPqGpLSMmBtYYoJfV6AQy0rfYdlkEp6dyogbxzoo+vHkBobCbegkYg9ux2SzAjeIROZ+JPBeRxxAlH7VwEA0uKjIDMy0WzLeHjv/yuKvAlNRESVQWdJ6OzZs7Fx40a8++67eOedd+Dg4AAgb7H5L7/8Ep9//jnmzJmDjz76SFchGSTnOjZYO3M0ouMT4WJvC1MFk/ayKu7uVLlZ6Xh4JRwyE1OosjNwc/tiTa9nszELYeHkrYswiSpcVmK81mOZkQnUuTl5SzZJMshNTKHKSgMA1GlUsTcYISLKp7MkdN26dQgNDcVnn32mVW5vb49PP/0UcXFxWLt2LZPQEjBVmMDH1V7fYVRrQq3CxdXvIT0+CkDeHZQASbOuYuKdi0xC9UylUuPE1duQJAmtG7pDLuOwiOIk3r6AuPO7YWRqCSNTS+RmpACSBI8XX8Oj60eRk54El8BBMHfwwKMbx2Fq6wRb71b6DpuIqimdJaEPHjxAmzZtitzepk0b/Prrr7oKp1pQqdQ4fDECOblqdGzqA4UJ55lVlIwnDzQJKABkJT8EIPJ6QoUaVnW5xqq+zV61Fccv3wIAdGpeHzNG9tJzRFVbxuMYXPllJsS/P6Ts/Tujtl8gzOrUg2ntunBo0kWrft3WffURJhHVIDrLWlxcXHDw4EH85z//KXR7eHg4XFxcdBVOtTDvpx0IPx8BANj+9yUsmDiI4xMriMKyNuQKM6iyMwEA5g6ecGrRA6mxN1Hbty2sXBvqOcKaIS0jC5uPXIBKpUbvDk1w8moUjl6KhJtjbU0CCgAHz/2Dd155EUoTDk8pSlp8FIRapfW4ft939BgREdV0OktCQ0NDERYWBhsbG0yZMgXe3t6QJAkRERH46quvsH79esyePVtX4Rg8lVqNQ/8moABw+dZ9PEpOQx1rCz1GVX3ITUzReMR8RB/7A3KFKdw6DoeJZS19h1XtCSGw/fhlnP3nLhp71cWBszdw7U4sJAA7TlxBQmIKAODY5VtQGBshJzcvqbKxMIXCmFcCnsfKpSGMlBbIzUwDIFCnQXt9h0RENZzOPrWnT5+Omzdv4rvvvsP3338P2b/jt9RqNYQQCA0NxfTp03UVjsGTy2RwrmODB4+SAAAWZgpYmXMtv4pk4egFvwHv6zuMGuXguX/w1fp9kCTg0IX//5ElAE0CCgCSBPh7OkOSJEiShPEvdeBVgGKYWNii2biv8fDaEShtHFHbL1DfIRFRDaezJFQul2PVqlWYOnUqtm/frrVOaK9evdCkSRNdhWLQhBDYEH4OF29Go3MLX8QkJCJXpcKr3dvAxIg9QVT1tGzZErGxsXB0dCxyRYI7sY8Qk5CIq1H3IZMkqIWATCbBykyJ5LS8IRG1rc2RmJqBnFwVhABC2jXGC019dPlUDJ7SxgEu7V4uUJ6dlojcjGSY1nZlMk9EOqPzrKVJkyZMOMth54krWLb5EIC8S5L/G94DXQPyJslcuhmD/Wevw9W+Fvp2aMp7cFOVEBsbi5iYmCK3H74QgY9Wb4MQgLWFKcS/5UIITBrYBZExCVCp1OjXsRnSM7Nx9sZdeLvYw9/TWTdPwICUdO3b+ye3IP7Sfpg7esLa1R///LUQEGrYerdCw8EzeQcwItIJvXSdqdVqJCUlQQhRYFutWjV73F1xXyK37j/U3KpTJpNwKyYBXQP8cCf2Ed5b8gcEALVaIDk9E6N6ttNh5NVTbmYqJJkR5CYc6lBZ/jp6EfkfBUmpGRgR3AamChM08nBGQ3cn7d5Oa6CeQ83+jHie4ta+BYAnt87h1u7lAIDU2Jt4eO2IZumxJ5GnkBJzgxPviEgndJaE5uTk4NNPP8WKFStw7949qNXqQuupVKpCy2uK4r5EOjTxwuYjF/IeCCCwsRcA4MbdOKjU/5/UX7oZXWkx1hRRB1Yj+ujvkGRGqN9nCuz8O+k7pGrJsbY1ZJHRUP+biTbzcUUTL66UUVkynzz4/wdC/e/tOWWaRFSuMNNPYERU4+gsCZ0wYQJWr16Ntm3bol+/frC2ttbVoauVpt6uWDzlFVy5fR+NverC08kO1+/EwsbCFCZGcuSq1FALgVYN3PUdqkHLSkpA9NHfAQBCnYubO5cyCa0kr/XpgMzsHNyJfYSebfyZgFayWvXb4M7BtcjNSAYgoV7Qq4g9sx3ZqU/g2n4wzO3d9R0iEdUQOktC169fjxEjRmDVqlW6OmS1Vd/VAfVdHSCEwJxV23DkYt69nft2aApzUwVc7W0140SpjJ65+w7HyFUeC1Mlpo/oqVV27c4D7D19HXXrWKNvh2Yc31xB1LnZyHgUg4ZDZiErOR5mdVxhbu/OhemJSC90loSamZmhbdu2ujpctaVSq7Fu90mcj7wHH1cHTQIK5E1a2vrZRD1GV30oLGvDvcto3Dm4BpKRCbxfelvfIdUY9x8mYuo366EWAmq1wKPkNIzv/YK+wzJ4quxMXFg5FekJdwBJgm//99nrSUR6pbMkdOjQodi6dWuRd0yiktl+/BLW7PobAHDxZoxmORtJkmBrybFcFcklcCCc2/SDJJNBktgTpyv/3ItDrur/x4xfiOT45oqQGHU+LwEFACEQc/xP2DVkck9E+qOzJPSzzz7DmDFj8NJLL2HMmDFwdXWFXF7wEmeLFi10FZJBuhv3RGt2fNuGHoiKfQxThTGmDumm7/CqHZmca6/qWgM3J83dkNRCoJWfu75DqhZMzG3//4Ekg4llbf0FQ0QEHSahWVlZUKvV2LFjB3bs2FFgu/i3N6+mz44vTucW9fHX0YsABGSShFe7t0F9Vwd9h0VUISKj43E16gHef7U7/olOQN06NujeissFVQTLur7w6P4aHpzcAqWtE7x6vK7vkIiohtNZEjpmzBhs3LgRr7zyCtq0acPZ8WXU0N0Z3/13OK7fiUVDdye42NsWvxORAbh4Mxrvffsn1EJALpOw4K1BaOjOBekrUt3WfTkJiYiqDJ0lobt27cJbb72FhQsX6uqQ1VY9h1pcsJuqncMXIgEJgMhbuvLoxZtMQomIqjGdzbawsrKCt7e3rg5HRAbGw7kO1P/ecEGtFnB3qqPniIiIqDLprCd0/Pjx+OWXX/Cf//yn0AlJRFSz9WjdCGkZWbgQGY0W9V3RrSXXuiUiqs50loQ2bNgQmzdvRosWLRAaGlrk7PgBAwboKiQiqkL+uRcHW0szvPPKi1xujIioBtBZEjpkyBDN/7/77ruF1uHseKKaac+pq/hs3W4AgI2FKb7773DYWprrOSoiIqpMOktCDxw4UCntzps3Dxs2bMD169dhamqKwMBAfPrpp/D19a2U4xFRxdt54orm/xNTM3D6+l282KpBoXUfJ6dBaWIMM6WJrsIjIqJKoLMkNCgoqFLaDQ8Px5tvvolWrVohNzcX06dPR/fu3XH16lWYm7MnhUjfHB0dtf5bmHoOtXD51n2oRd7EJBd7G802tVogKycHShNjLPhtL3aeuAIjuQwzRvZChyac7EhEZKgM/nYwO3fu1Hq8atUq2Nvb48yZM+jYsaOeoiKifKdPny62Tv694e/GPUaPNo1Qt44tsrJzEfckGe8v24CHialo7FkXl27FAAByVWos23yISSgRkQHTWRLapUuXYutIkoR9+/aV6zhJSUkAgFq1uI4mUVXQsmVLxMbGwtHRsciEND0zG91aNoB3XTss33IYn63bDRMjOeq7OuBxUhoAaBJQAJAkwJirbBARGTSdJaFqtRqSJGmVqVQq3LlzB/fu3YO3tzfq1q1b7mNMnjwZ7du3h7+/f6F1srKykJWVpXmcmpparmMS0fPFxsYiJiamyO2nr9/BzB82I1elhkMtK8Q9TgYAZOeqEBEdr1X3hSbeOHb5FizNFJg6pFulxk1ERJVLZ0nowYMHi9y2detWvPbaa1iwYEG5jvHmm2/i8uXLOHLkSJF15s2bh9mzZ5frOERUcdYfOAOVSg0AmgQUyOvttDY3Ra5ajcfJaWjl54ZpI3pCLpNBklDgRy0RERmWKjEm9KWXXsLw4cMxefJkhIeHl6mNiRMnYuvWrTh06BBcXFyKrDdt2jRMnTpV8/j8+fOVNmmKiIpna2kGSZIg/p2U1Lm5L8LP/wNTpQneHdYdTbzqIiMrGxamSj1HSkREFalKJKEA4OXlhcWLF5d6PyEE3nrrLWzcuBEHDx6Eh4fHc+srFAooFArNYwsLi1Ifk4gqzmt9XsDjlDTcjX2Mnm39MbJHW7w3rDvkMhlksrzeTiagRETVT5VIQnNzc/H777+jTp3S3yv6zTffxLp167B582ZYWloiNjYWAGBtbQ1TU9OKDpWIKlgtK3N89vrLWmXGRpx0RERU3VVqEnro0CE0aNAAdnZ2GDNmTKF1EhMT8ffffyM2NrZMY0KXLl0KAOjUqZNW+cqVKzFq1KhSt0dEuqVSq/HXkYu4G/8YXVr4wt+zfBMUiYjIMFRqEtq5c2f89NNPGDp0KPbv319gIoEkSbC1tUWHDh0wbtw4dO/evdTHyB9HRkSG6efdJ7B21wnIZBK2H7+E5e8Nh5tjbX2HRURElaxSk1AhhCZJjIqKqsxDEZGBuhCZt3yTWp33WXH9biyTUCKiGkCm7wCIqGZr1cANACCTJBgbydHIw7nIupnZOTh8MRLnI+7xKggRkYGr9IlJXMuPiJ5nSJeWqG1ljrvxTxDU1AcudrZa25+kpOPBo0TUc6iF/y7dgIh7eQvYv/pia4zqFaiPkImIqAJUehI6fPhwDB8+vER1JUlCbm5uJUdERFWJJEkIal4fyWmZqG1lDgB4mJgKE2Mj3I17jPeXbUB2Ti5qW5njUXKaZr8tRy8yCSUiMmCVnoR269YN9evXr+zDEJGB+udeHN5fugGpGVlo6u0CFztbbDt+CTKZBB8Xe+TkqgAAj5LTIJNJEGoBSZLgXMdaz5ETEVF5VHoSGhoaimHDhlX2YYjIQK3Z+TfSMrMBABcio3EhMhpA3kSlW/cfQgKQP/rzlS6tcOlWDKzMlXi9H+90RkRkyKrEYvVEVHMZG8m0Es18EgArMyU869ohMjoeXVr4IrRnO81dlIiIyLAxCSUivRob0gE3Yx4i9lESugT4wcfFHiu2H4OZwhjvD++B5j6u+g6RiIgqAZNQIqpUjo6OWv99lou9LdZ8MBoqtRpyWd6qcS93aqGz+IiISD8qNQlVq9WV2TwRGYDTp0+XqF5+AkpERDUDP/WJiIiISOd4OZ6I9Co9MxvLNx/CnbjH6NGmEXq0aaTvkIiISAeYhBKRXv2w9Qh2nrgCtRC4cvs+XO1tn3vrTiIiqh54OZ6I9Ope/BOon7oPfExCov6CISIinWESSkR61fOpy+82FqZo1cBNj9EQEZGu8HI8EelVlwA/uNjbIjrhCZr71IOtpZm+QyIiIh1gEkpEelff1QH1XR30HQYREekQL8cTERERkc4xCSUiIiIinWMSSkREREQ6xySUiIiIiHSOE5OISK/UaoGdJ6/gbtxjdGpWH35ujvoOiYiIdIBJKBHp1S/7TmHV9mOQySRsPnwe3/13OFzta+k7LCIiqmS8HE9EenX2xl0AeT2iuSo1rkY90HNERESkC0xCiUivWtR3BQDIZBKM5DI0cHPSc0RERKQLvBxPRHo1tFtr2FiY4V78YwQ1r496DrwUT0RUEzAJJSK9kskkhAQ21ncYRESkY7wcT0REREQ6xySUiIiIiHSOl+MN1IMHD/DgAWcR64KTkxOcnDhZprLxNa07fE0TUVVQ45NQJycnhIWFGdQHclZWFoYOHYrw8HB9h1IjBAUFYdeuXVAoFPoOpdria1q3+JomoqpAEkIIfQdBpZOcnAxra2uEh4fDwsJC3+FUa6mpqQgKCkJSUhKsrKz0HU61xde07vA1TURVRY3vCTVkzZo145dIJUtOTtZ3CDUKX9OVj69pIqoqODGJiIiIiHSOSSgRERER6RyTUAOkUCgQFhbGSQU6wHOtGzzPusNzTURVBScmEREREZHOsSeUiIiIiHSOSSgRERER6RyTUCIiIiLSOSahVcysWbMgSZK+w9DE8fDhQ32HUilGjRoFd3d3fYeBUaNGcXF2IiKqkZiEPuX333+HJEnYuHFjgW1NmzaFJEk4cOBAgW316tVDYGDgc9seNWoUJEnS/FlZWaFp06b48ssvkZWVVWHPwdCsWrVKc06OHDlSYLsQAq6urpAkCS+99FKx7XXq1EnrPNeqVQutWrXCihUroFarK+MpVCu6fA9YWFjA09MTAwcOxJ9//llj/30q8z0gk8lgZWUFX19fjBgxAnv27KmMp0BEVCZMQp/SoUMHACjwRZCcnIzLly/DyMgIR48e1dp279493Lt3T7Pv8ygUCqxduxZr167F3LlzUatWLbz77rsIDQ2tuCdhoJRKJdatW1egPDw8HNHR0aVaTsbFxUVznmfOnInc3FyMHTsW06dPr8iQqyVdvgcWLlyIYcOGISIiAgMHDkTXrl1r9N18KuM9sGbNGnz++efo06cPjh07hu7du2PIkCHIycmpyNCJiMqEt+18irOzMzw8PAp8AR8/fhxCCAwaNKjAtvzHJfkCNjIywvDhwzWP33jjDbRp0wa//fYbFixYAGdn5wp4FoapV69eWL9+Pb7++msYGf3/y3LdunUICAgo1bAAa2trrfM8YcIE+Pr6YvHixfjoo49gbGxcobFXJ7p+DwDAxx9/jPnz52PatGkYP348fvvttyL3F0IgMzMTpqamJX1KBqMy3wMAMH/+fEyaNAlLliyBu7s7Pv300yL3V6vVyM7OhlKpLP0TISIqIfaEPqNDhw44d+4cMjIyNGVHjx5Fo0aN0LNnT/z9999alw2PHj0KSZLQvn37Uh9LJpOhU6dOAICoqKgi661cuRJdunSBvb09FAoFGjZsiKVLlxZad8eOHQgKCoKlpSWsrKzQqlWrAr0rJ06cQI8ePWBtbQ0zMzMEBQUV6N3K9/DhQwwePBhWVlaoXbs23n77bWRmZmrVyc3NxUcffQQvLy8oFAq4u7tj+vTppRpmMHToUDx69EjrcmF2djb++OMPDBs2rMTtFMbMzAxt27ZFWloaEhISiqz3xRdfIDAwELVr14apqSkCAgLwxx9/FFr3p59+QuvWrWFmZgZbW1t07NgRu3fv1qqzY8cOvPDCCzA3N4elpSVCQkJw5cqVQtu7desWgoODYW5uDmdnZ8yZMwfPLuGblpaGd955B66urlAoFPD19cUXX3xRoF556fI9kO9///sfunfvjvXr1+Off/7RlLu7u+Oll17Crl270LJlS5iammL58uWIioqCJElYtWpVgbYkScKsWbO0yg4ePIiWLVtCqVTCy8sLy5cvrzLjr/NV5nsAAORyOb7++ms0bNgQixcvRlJSkmabJEmYOHEifv75ZzRq1AgKhQI7d+7EwYMHIUkSDh48qNVWUed//fr1aNiwIZRKJfz9/bFx48YqM/6aiKoeJqHP6NChA3JycnDixAlN2dGjRxEYGIjAwEAkJSXh8uXLWtv8/PxQu3btMh3v5s2bAPDc/ZcuXQo3NzdMnz4dX375JVxdXfHGG2/g22+/1aq3atUqhISE4PHjx5g2bRrmz5+PZs2aYefOnZo6+/fvR8eOHZGcnIywsDDMnTsXiYmJ6NKlC06ePFng2IMHD0ZmZibmzZuHXr164euvv8Zrr72mVWfcuHH48MMP0aJFCyxcuBBBQUGYN28eXnnllRKfB3d3d7Rr1w6//PKLpmzHjh1ISkoqVTtFuXXrFuRyOWxsbIqss2jRIjRv3hxz5szB3LlzYWRkhEGDBmHbtm1a9WbPno0RI0bA2NgYc+bMwezZs+Hq6or9+/dr6qxduxYhISGwsLDAp59+ipkzZ+Lq1avo0KFDgR8cKpUKPXr0gIODAz777DMEBAQgLCwMYWFhmjpCCPTp0wcLFy5Ejx49sGDBAvj6+uK9997D1KlTy31+nqbr90C+ESNGQAhRYNzijRs3MHToULz44otYtGgRmjVrVqp2z507hx49euDRo0eYPXs2xo4dizlz5mDTpk3lireiVfZ7AMhLRIcOHYr09PQCPdr79+/HlClTMGTIECxatKjUieO2bdswZMgQGBsbY968eRgwYADGjh2LM2fOVEjsRFQNCdJy5coVAUB89NFHQgghcnJyhLm5uVi9erUQQggHBwfx7bffCiGESE5OFnK5XIwfP77YdkNDQ4W5ublISEgQCQkJIjIyUsydO1dIkiSaNGmiqRcWFiae/WdJT08v0F5wcLDw9PTUPE5MTBSWlpaiTZs2IiMjQ6uuWq3W/NfHx0cEBwdryvLb9/DwEC+++GKBOPr06aPV1htvvCEAiAsXLgghhDh//rwAIMaNG6dV79133xUAxP79+597XlauXCkAiFOnTonFixcLS0tLzfMdNGiQ6Ny5sxBCCDc3NxESEvLctoQQIigoSPj5+WnO87Vr18SkSZMEANG7d29NvdDQUOHm5qa177PnOTs7W/j7+4suXbpoyiIiIoRMJhP9+/cXKpVKq37+OU1JSRE2NjYFXhexsbHC2tpaqzw0NFQAEG+99ZZWOyEhIcLExEQkJCQIIYTYtGmTACA+/vhjrTYHDhwoJEkSkZGRxZ6bkqrs90BRzp07JwCIKVOmaMrc3NwEALFz506turdv3xYAxMqVKwu0A0CEhYVpHvfu3VuYmZmJmJgYTVlERIQwMjIq8F7Th8p4DzRq1KjI7Rs3bhQAxKJFizRlAIRMJhNXrlzRqnvgwAEBQBw4cECrvLDz37hxY+Hi4iJSUlI0ZQcPHhQACrzXiIiEEII9oc9o0KABateurekluHDhAtLS0jQzfwMDAzWXro8fPw6VSlWisXBA3uVUOzs72NnZwdvbG9OnT0e7du0KnYn8tKfHvyUlJeHhw4cICgrCrVu3NJfU9uzZg5SUFPzvf/8rMI4r/5Lj+fPnERERgWHDhuHRo0d4+PAhHj58iLS0NHTt2hWHDh0qMEP5zTff1Hr81ltvAQC2b9+u9d9ne+PeeecdACjQi/g8gwcPRkZGBrZu3YqUlBRs3bq1TJchr1+/rjnPDRo0wDfffIOQkBCsWLHiufs9fZ6fPHmCpKQkvPDCCzh79qymfNOmTVCr1fjwww8hk2m/ffLP8549e5CYmIihQ4dqzvHDhw8hl8vRpk2bQmeXT5w4UaudiRMnIjs7G3v37gWQd57lcjkmTZqktd8777wDIQR27NhRwrNTvMp8DzxP/lJVKSkpWuUeHh4IDg4uU5sqlQp79+5Fv379tMZce3t7o2fPnmUPtpJU1HvgeYo6z0FBQWjYsGGZ2rx//z4uXbqEkSNHai05FhQUhMaNG5c9WCKq1jgx6RmSJCEwMFCTkB09ehT29vbw9vYGkPcFvHjxYgDQfBGX9AtYqVTir7/+ApA3S9jDwwMuLi7F7nf06FGEhYXh+PHjSE9P19qWlJQEa2trzWV9f3//ItuJiIgAgOfOxk9KSoKtra3msY+Pj9Z2Ly8vyGQyzSXlO3fuQCaTac5PPkdHR9jY2ODOnTvFPr98dnZ26NatG9atW4f09HSoVCoMHDiwxPvnc3d3x/fffw9JkqBUKuHj4wN7e/ti99u6dSs+/vhjnD9/Xms869PjBm/evAmZTPbcL+v889ylS5dCt1tZWWk9lslk8PT01CqrX78+AGidZ2dnZ1haWmrVa9CggWZ7RanM98DzpKamAkCB5+jh4VHmNuPj45GRkVHg9Qmg0DJ9q6j3wPNUxnnOf/0VdZ6f/iFHRJSPSWghOnTogL/++guXLl3SjIXLFxgYiPfeew8xMTE4cuQInJ2dCyQQRZHL5ejWrVupYrl58ya6du0KPz8/LFiwAK6urjAxMcH27duxcOHCUq2tmF/3888/L3JcXXELpxc1kaOiJngMGzYM48ePR2xsLHr27PncMZxFMTc3L/V5Pnz4MPr06YOOHTtiyZIlcHJygrGxMVauXFnosjnPk3+e165dC0dHxwLbn575XFVV1nvgefLHmT6byBQ2E76o15tKpSp3HPpWEe+B5+F5JqKqoup/G+rB02slHj16FJMnT9ZsCwgIgEKhwMGDB3HixAn06tWrUmP566+/kJWVhS1btqBevXqa8mcv6Xp5eQHI+4Ipqocnv46VlVWJk7SIiAitHpLIyEio1WrNpAU3Nzeo1WpERERoeuUAIC4uDomJiXBzcyvRcfL1798fEyZMwN9///3cpXoq2p9//gmlUoldu3Zprce4cuVKrXpeXl5Qq9W4evVqkYl8/nm2t7cv0XlWq9W4deuWpvcTgGaG+NPnee/evUhJSdHqwbp+/bpme0XSx3tg7dq1kCQJL774YrF183vrExMTtcqf7RG2t7eHUqlEZGRkgTYKK6sKKvM9oFKpsG7dOpiZmZWo97qk5zn/9WdI55mI9I9jQguRv5TLzz//jJiYGK1eIIVCgRYtWuDbb79FWlpahVyGfB65XA4AWsvwJCUlFUiOunfvDktLS8ybN6/AEkr5+wYEBMDLywtffPGF5pLc0wpbvujZGfjffPMNAGjG0+UnIF999ZVWvQULFgAAQkJCnv8En2FhYYGlS5di1qxZ6N27d6n2LQ+5XA5JkrR6eKKiogrMoO7Xrx9kMhnmzJlToBc6/zwHBwfDysoKc+fOLXRR8MLOc/7l7fx2Fi9eDGNjY3Tt2hVA3nlWqVRa9QBg4cKFkCSpwsc36vo9MH/+fOzevRtDhgwpMASkMFZWVqhTpw4OHTqkVb5kyRKtx/lXHzZt2oT79+9ryiMjIyt0HG1Fqqz3gEqlwqRJk3Dt2jVMmjSpwLCQwri5uUEulxd7np2dneHv7481a9ZofbaEh4fj0qVLFfMEiKjaYU9oIUxMTNCqVSscPnwYCoUCAQEBWtsDAwPx5ZdfAqiYsXDP0717d5iYmKB3796YMGECUlNT8f3338Pe3h4PHjzQ1LOyssLChQsxbtw4tGrVCsOGDYOtrS0uXLiA9PR0rF69GjKZDD/88AN69uyJRo0aYfTo0ahbty5iYmJw4MABWFlZacas5rt9+zb69OmDHj164Pjx4/jpp58wbNgwNG3aFEDerRxDQ0Px3XffITExEUFBQTh58iRWr16Nfv36oXPnzqV+zvq4g1RISAgWLFiAHj16YNiwYYiPj8e3334Lb29vXLx4UVPP29sbM2bMwEcffYQXXngBAwYMgEKhwKlTp+Ds7Ix58+bBysoKS5cuxYgRI9CiRQu88sorsLOzw927d7Ft2za0b99eK5lUKpXYuXMnQkND0aZNG+zYsQPbtm3D9OnTYWdnBwDo3bs3OnfujBkzZiAqKgpNmzbF7t27sXnzZkyePFnT+1pRKus9kJubi59++gkAkJmZiTt37mDLli24ePEiOnfujO+++67EbY0bNw7z58/HuHHj0LJlSxw6dEhrjdF8s2bNwu7du9G+fXu8/vrrmmTe398f58+fL/HxdKm874GkpCTNeU5PT0dkZCQ2bNiAmzdv4pVXXsFHH31Uonasra0xaNAgfPPNN5AkCV5eXti6dSvi4+ML1J07dy769u2L9u3bY/To0Xjy5InmPBf2o5eISP/rk1RR06ZNEwBEYGBggW0bNmwQAISlpaXIzc0tUXvFLU+Tr7AlmrZs2SKaNGkilEqlcHd3F59++qlYsWKFACBu375doG5gYKAwNTUVVlZWonXr1uKXX37RqnPu3DkxYMAAUbt2baFQKISbm5sYPHiw2LdvX4E4rl69KgYOHCgsLS2Fra2tmDhxYoEloHJycsTs2bOFh4eHMDY2Fq6urmLatGkiMzOz2Of79PI0z1NRy9PkK2yJph9//FH4+PgIhUIh/Pz8xMqVKwv99xBCiBUrVojmzZsLhUIhbG1tRVBQkNizZ49WnQMHDojg4GBhbW0tlEql8PLyEqNGjRKnT5/WisPc3FzcvHlTdO/eXZiZmQkHBwcRFhZWYAmolJQUMWXKFOHs7CyMjY2Fj4+P+Pzzz7WW26pIlfEeAKD5MzMzE+7u7uLll18Wf/zxR4HnK8Tz/93T09PF2LFjhbW1tbC0tBSDBw8W8fHxBZZoEkKIffv2iebNmwsTExPh5eUlfvjhB/HOO+8IpVJZotgrU2W8B54+zxYWFsLHx0cMHz5c7N69u9B9AIg333yz0G0JCQni5ZdfFmZmZsLW1lZMmDBBXL58udAlsn799Vfh5+cnFAqF8Pf3F1u2bBEvv/yy8PPzKzZuIqp5JCEq+HYrREQGoF+/frhy5YpmNQOqHM2aNYOdnV2BmxAQEXFMKBFVe0/fghTIm3C3fft2zW1zqfxycnKQm5urVXbw4EFcuHCB55mICsWeUCKq9pycnDBq1Ch4enrizp07WLp0KbKysnDu3LkSTYSi4kVFRaFbt24YPnw4nJ2dcf36dSxbtgzW1ta4fPlyuW/rSkTVDycmEVG116NHD/zyyy+IjY2FQqFAu3btMHfuXCagFcjW1hYBAQH44YcfkJCQAHNzc4SEhGD+/PlMQImoUOwJJSIiIiKd45hQIiIiItI5JqFEREREpHNMQivIqlWrIEkSlEolYmJiCmzv1KkT/P39dRrTvn37MGbMGNSvXx9mZmbw9PTEuHHjtBa5f9qxY8fQoUMHmJmZwdHREZMmTaqSi0zzXOsGz7Pu8FwTUU3EJLSCZWVlYf78+foOAwDw/vvv4+DBg+jfvz++/vprvPLKK/j999/RvHlzxMbGatU9f/48unbtivT0dCxYsADjxo3Dd999h0GDBukp+uLxXOsGz7Pu8FwTUY2iz5Xyq5P8u540a9ZMKBQKERMTo7W9pHfyqUjh4eEF7kITHh4uAIgZM2Zolffs2VM4OTmJpKQkTdn3338vAIhdu3bpJN6S4rnWDZ5n3eG5JqKaiD2hFWz69OlQqVRVojejY8eOkMlkBcpq1aqFa9euacqSk5OxZ88eDB8+HFZWVprykSNHwsLCAr///rvOYi4Nnmvd4HnWHZ5rIqpJuE5oBfPw8MDIkSPx/fff43//+x+cnZ1LtX96ejrS09OLrSeXy2Fra1vq+FJTU5Gamoo6depoyi5duoTc3Fy0bNlSq66JiQmaNWuGc+fOlfo4usBzrRs8z7rDc01ENQl7QivBjBkzkJubi08//bTU+3722Wews7Mr9q958+Zliu2rr75CdnY2hgwZoinLn2jg5ORUoL6TkxPu379fpmPpAs+1bvA86w7PNRHVFOwJrQSenp4YMWIEvvvuO/zvf/8r9MO5KCNHjkSHDh2KrWdqalrquA4dOoTZs2dj8ODB6NKli6Y8/77aCoWiwD5KpbLAfberEp5r3eB51h2eayKqKZiEVpIPPvgAa9euxfz587Fo0aIS7+fp6QlPT88Kj+f69evo378//P398cMPP2hty/9CysrKKrBfZmZmmb6wdInnWjd4nnWH55qIagImoZXE09MTw4cP1/RmlFT+mKviyOVy2NnZlajNe/fuoXv37rC2tsb27dthaWmptT2/p6Ww9f8ePHhQ6nFpusZzrRs8z7rDc01ENUGNHxP64MEDzJo1q8gFmMvjgw8+KPXYri+++AJOTk7F/rVq1apE7T169Ajdu3dHVlYWdu3aVeilPX9/fxgZGeH06dNa5dnZ2Th//jyaNWtW4vj1hedaN3iedYfnmqj6qszcw5DU+J7QBw8eYPbs2ejTp0+pxl6VhJeXF4YPH47ly5fDzc0NRkbFn+6KHNOVlpaGXr16ISYmBgcOHICPj0+h9aytrdGtWzf89NNPmDlzpqanY+3atUhNTTWIBad5rnWD51l3eK6Jqq/KzD0MSY1PQivbjBkzsHbtWty4cQONGjUqtn5Fjul69dVXcfLkSYwZMwbXrl3TWtvPwsIC/fr10zz+5JNPEBgYiKCgILz22muIjo7Gl19+ie7du6NHjx4VEk9l47nWDZ5n3eG5JqJqTd+r5evbmTNnBABx5syZcrWTf8eTU6dOFdgWGhoqAOj8jidubm4CQKF/bm5uBeofPnxYBAYGCqVSKezs7MSbb74pkpOTdRpzSfBc6wbPs+7wXBPVLBWVexg6SQghKjvRrcrOnj2LgIAAnDlzBi1atNB3OERERFTNMffIU+MnJhERERGR7jEJJSKqYXJycvQdAhERk1AiopqGSSgRVQVMQomIahgmoURUFTAJJSKqYQq7xSYRka4xCSUiqmHS09P1HQIREZNQIqKapiT3lyciqmxMQomIapgnT57oOwQiIiahREQ1TWJiIrKzs/UdBhHVcExCiYhqGCEE4uLi9B0GEdVwTEKJiGqgBw8e6DsEIqrhmIQSEdVA7Aml6oQrPhgmJqFERDVQfHw8VCqVvsMgqhBMQg0Tk1AiohpIpVLh/v37+g6DqEJwop1hMtJ3AEREpDstW7ZEVFQUzM3N4e3tDVdXV32HRFRuTEIrx8WLF/HNN9/g7NmzSEpKglqt1touSRJu3rxZ5vbZE0pEVIPExsbi0aNHSE5Oxu3bt7lwPVULvBVtxTt48CBat26NrVu3wtnZGbdu3YKnpyecnZ1x584dWFhYoGPHjuU6BpNQIqIaSqVS4dixYxBC6DsUonLJzMzUdwjVzocffghPT0/cuHEDK1euBABMnz4dR44cwbFjxxAdHY3BgweX6xhMQomIarCoqCicPHmSiSgZNCahFe/s2bMYO3YsrKysIJfLAUAzmbFNmzaYMGECZs6cWa5jVKkk9NChQ+jduzecnZ0hSRI2bdpU7D4HDx5EixYtoFAo4O3tjVWrVlV6nERE1cmFCxdw6NAhzpYng1Xdk1B95EdGRkawtLQEANjY2MDY2Bjx8fGa7Z6enrh69Wqp2nxWlUpC09LS0LRpU3z77bclqn/79m2EhISgc+fOOH/+PCZPnoxx48Zh165dlRwpEVH1cuPGDezYsYMTPMggVfckVB/5kbe3NyIiIgDkTUDy8/PDxo0bNdu3bdsGR0fH0j2RZ1Sp2fE9e/ZEz549S1x/2bJl8PDwwJdffgkAaNCgAY4cOYKFCxciODi4ssIkIqqW7t+/j23btuGll16CsbGxvsMhKrGMjAx9h1Cp9JEf9erVCytWrMC8efNgZGSEqVOnYvTo0fDx8QEA3Lx5E/PmzSv9k3lKleoJLa3jx4+jW7duWmXBwcE4fvx4kftkZWUhOTlZ88eZoURE/y8hIQHh4eEcI0oGxVB7QlNTU7Vykoqa5V+W/OhZM2fOxIULFzTjQUNDQ7FmzRr4+/ujadOmWLFiBd5///1yxVmintDk5GSYm5trAqkqYmNj4eDgoFXm4OCA5ORkZGRkwNTUtMA+8+bNw+zZs3UVIhGRwbl16xZcXV3h6+ur71CISiQrKwtqtRoymWH1rQUFBWk9DgsLw6xZs8rdblnyo2cZGxujdu3aWmXDhw/H8OHDyx1fvhL9a9na2uK3337TPB4zZgxOnDhRYUHo0rRp05CUlKT5Cw8P13dIRERVztGjR7UmIRBVdYa4Vmh4eLhWTjJt2jR9h6Th6emJLVu2FLl969at8PT0LNcxSpSEmpiYaP3jrlq1qlwr5FcUR0dHxMXFaZXFxcXBysqqyCxfoVDAyspK82dhYaGLUImIDEpubi62b9+O6OhofYdCVCKGOC7UwsJCKydRKBQV0m5Z8qNnRUVFPXfIYmpqKu7cuVOuOEt0Od7Pzw8//PAD3N3dYW1trQnu7Nmzz92vRYsW5QquOO3atcP27du1yvbs2YN27dpV6nGJiGqC7Oxs7NixA82aNUOLFi2q3JAsoqelp6ejVq1a+g6jSqio/EiSpCK3nTp1CjY2NmUJT6NESei8efMwZMgQzSBXSZIwc+bMIhcpFUJAkqRSrzmXmpqKyMhIzePbt2/j/PnzqFWrFurVq4dp06YhJiYGa9asAQD85z//weLFi/Hf//4XY8aMwf79+/H7779j27ZtpTouEREVTgiBc+fOISoqCu3bt4ezs7O+QyIqVEpKir5DqDS6yo8WLVqERYsWAcjL9SZPnowZM2YUqJeUlITExEQMGzasXM+rRElojx49cPv2bZw6dQpxcXEYNWoUXnvttQrvcTx9+jQ6d+6seTx16lQAeTOyVq1ahQcPHuDu3bua7R4eHti2bRumTJmCRYsWwcXFBT/88AOXZyIiqmBPnjzB1q1b4eHhgbZt22oWsSaqKhITE/UdQqXRVX5kb2+PRo0aAci74l23bl3UrVtXq44kSTA3N0dAQADeeOONcj0vSZRgHY6LFy/Czc1Ncym+c+fO+OCDD9C1a9dyHbwqOHv2LAICAnDmzJlKHz5ARKRvLi4uiImJgY2NDT799NMytSGXy9GkSRNeoqcqY/Xq1bC1tUWfPn30HUqJGELuoYtcr0QTk5o3b85L3EREBCDv/tHnzp3Dhg0bqnXvExmWhIQE5OTk6DuMauPAgQOV3tlYosvxpqamSE9P1zwODw/H+PHjKy0oIiKq+p48eYItW7ZgwIABXGmE9E6lUiE6OhoeHh76DsUgHTp0qEz7dezYsczHLFES2rRpUyxYsAByuVxzSf7UqVNQKpXP3W/AgAFlDoyIiKq+zMxMnDt3Di+88IK+Q6EaqmXLlrh16xYsLS3h5eXFJLSMOnXqpDUbPn+SeVHKOgn9aSVKQhctWoSBAwdi7NixAPIGpT49g6ow5Q2MiIgMQ1RUFDp06PDcLyyiyhIbG4snT55ACIGoqChkZ2fDxMRE32EZnAMHDuj8mCVKQlu2bInIyEjcvHkTcXFx6NSpE2bMmFHgvqRERFR1RUREIDk5GUDewt5xcXEFbu1XFhkZGbh//36BWbREuqZSqRAZGYmGDRvqOxSD8+wtRHWhREkoABgZGcHX1xe+vr4IDQ3FSy+9hDZt2lRmbEREVEFWrlyJcePGQa1WA8i7xWFYWBhGjhyJwMDAcrd//vx5JqFUJVy9ehUNGjRgz3wFevDgAeLj4+Ht7Q1zc/MKa7dEs+OftXLlSiagREQGIiIiQisBzSeEwJo1ayrkHvExMTGIjY0tdztE5fX48WPebraCbN68GX5+fnBxcUGLFi1w4sQJAMDDhw/RvHlzbNq0qVztl6gndM6cOZAkCTNmzIBMJsOcOXOK3Sf/rkpERKRfK1asKLJXSJIkHD16FP379y/3ca5fvw5HR8dyt0NUXmfOnIGLiwt7Q8vhr7/+woABA9CuXTsMGzYMs2bN0myrU6cO6tati5UrV6Jfv35lPkaJktBZs2ZBkiS8//77MDEx0QqkKExCqbpQq9WQycp00YCoSoiKikJR9yURQuDRo0cVcpyKaoeovOLj43Hz5k14e3vrOxSDNWfOHHTs2BEHDhzAo0ePCuR+7dq1w/Lly8t1jBJ9s6rVaqhUKs1sM7VaXewfZ8ZTdcHFuMnQubu7P7cntHbt2hVyHIVCUSHtEFWEv//+G1lZWfoOw2BdvnwZgwcPLnK7g4NDuYfysHuHqBjZ2dn6DoGoXMaMGfPcntD27dtXyHHY60RVSXp6umYMI5WemZkZ0tLSitx+69atcv+ALXMSeu3aNWzduhW//PILtm7diuvXr5crEKKqir+kydD5+Pjgxx9/LDCsRJIkjBw5Evb29uU+Rp06dVC/fv1yt0NUka5fv46YmBh9h2GQOnfujNWrVyM3N7fAttjYWHz//ffo3r17uY5R6iR0+fLlqFevHvz9/dG3b18MHz4cffv2RaNGjeDh4YEffvihXAERVTXsCaXqYNSoUbhx4wYsLS0B5F06nzNnToUszySXy9GpUyeOnaYq6eDBg+xMKINPPvkE0dHRaNWqFZYvXw5JkrBr1y588MEHaNy4MYQQCAsLK9cxSrxOKAC8++67WLBgAWrVqoUxY8bA398fFhYWSE1NxaVLl7Bp0yZMmDABERER+PTTT8sVGFFVwQ8vqi68vb1hZWWFlJQUmJqaVkgPKAC0bdsWtWrVqpC2iCpaWloaDh8+jK5du3K2fCn4+vriyJEjePvttzFz5kwIIfD5558DyLvF57fffgt3d/dyHaPESejJkyexYMEC9O/fH2vWrCl0sdJFixZh+PDh+OKLLzBo0CC0bNmyXMERVQUZGRn6DoGoyqpfvz7vTkNV3q1bt+Do6Ah/f399h2JQGjVqhL179+LJkyeIjIyEWq2Gp6cn7OzsKqT9El87+fHHH+Hk5IR169YVuVq+ubk5fvnlFzg4OODHH3+skACJ9C0rK6vAIt9EBNStWxcvvPACe5fIIBw/fpzjQ8vI1tYWrVq1Qps2bSosAQVK0RN6/PhxDBo0qNglOJRKJQYNGoQDBw6UOziiqkAIgbS0NM1YOiLKS0CDg4Mhl8v1HQpRiQghsGfPHvTp04fDRwqxZs2aMu03cuTIMh+zxEnovXv30KBBgxLVbdiwYZmfDFFVlJyczCSU6F/e3t4ICgpiAkoGJzs7Gzt27ECfPn34mf6MUaNGFSjLv8rx7BJvT1/90EkSWpovYQsLC6SkpJQ5KKKq5tGjR6hbt66+wyDSK5lMhjZt2sDf35+X4MlgpaWlaRJRpVKp73CqjNu3b2s9TkxMRGhoKKytrfHWW2/B19cXQN6yV9988w1SUlKwevXqch2zxEmoEKJUHzpFLYxMZIji4uL0HQKRXllbW6NLly4VOh6MSF8SExOxa9cuhISEwMioVAsFVVtubm5aj2fNmgU7Ozvs3r1bK/9r3LgxXn75ZXTv3h0LFy7EypUry3zMUp35L774Ar/88kux9Tjwl6qbBw8elPqHGFF14evri8DAQBgbG+s7FKIKExcXh/DwcHTp0oWf7YXYtGkTPvnkk0LPjUwmw4ABA/DBBx+U6xglTkLr1auHx48f4/HjxyWuT1RdZGZm4tGjR6hTp46+QyHSGblcjg4dOmguwxFVNzdv3oSDgwOXbiqEEOK5d8O8evVqua96lzgJjYqKKteBiAzd3bt3mYRSjWFqaoru3bvDwcFB36EQVaoTJ07AxcUFNjY2+g6lSunXrx+WLl0Kd3d3/Oc//4GZmRkAID09HUuXLsXy5cvx6quvlusYvMcaUQnduXNH3yEQ6YSNjQ369u3LBJRqBJVKhcOHD3MuyzMWLVqEwMBAvPvuu7C1tYW7uzvc3d1ha2uL9957D23btsVXX31VrmNwNC7Rc7Rs2RJ3796FqakpZsyYgcTERP5apmrNyckJ3bt3L3ZNaKLq5MGDB7h9+zY8PT31HUqVYW1tjfDwcGzevBk7duzQdMT06NEDvXr1Qu/evcs9lpZJKNFzxMbGIiEhQZN4Xr16FYGBgfoNiqiSeHh4oEuXLlz/k2qkkydPws3Nja//Z/Tt2xd9+/atlLZ5OZ6oFK5fv857yVO15OXlha5du/ILmGqs5ORkXL58Wd9h1ChMQolKITc3F+fPn9d3GEQVytHREZ06dYJMxq8EqtnOnj2L1NRUfYdRY/ATh6iUrly5gidPnug7DKIycXR0RO3atWFlZQUAMDExYQ8o0b9ycnJw6NAhTlLSEY4JJSoltVqNQ4cOoU+fPlzgmAzO6dOnsWXLFsTGxgIAWrVqBXNzcz1HRVR1REdH48aNG/Dz89N3KNVemZPQXbt24ccff8StW7fw5MmTQm9uf/PmzXIHSFQVxcXF4ezZswgICNB3KERlZmtriwYNGug7DKIq5++//4arqyt/oFWyMl2O//zzz9GrVy8cOXIELi4u6NixI4KCgrT+OnbsWOagvv32W7i7u0OpVKJNmzY4efJkkXVXrVoFSZK0/pRKZZmPTVRSZ8+exe3bt/UdBlGZtWjRguNAiQqRnZ2N06dP6zsMLfrOjTIzM7FmzRrExcWVq52nlakndNGiRejSpQu2b99e4fcS/u233zB16lQsW7YMbdq0wVdffYXg4GDcuHED9vb2he5jZWWFGzduaB7zEinpghAC+/fvR69eveDk5KTvcIhKxcLCgmsiksGLiIhAcnIyACAjIwNxcXEVdpOFf/75By1btqwSvaFVITdKSkrC6NGjsWfPngo7x2X6CfzkyRMMHDiwwhNQAFiwYAHGjx+P0aNHo2HDhli2bBnMzMywYsWKIveRJAmOjo6aP97lg3RFpVJh586dSEhI0HcoRKXi5eXFH+xk0FauXAk/Pz+kpKQAALKyshAWFoZjx45VSPtCiCpztauq5EYVPWGrTElo69attbLripKdnY0zZ86gW7dumjKZTIZu3brh+PHjRe6XmpoKNzc3uLq6om/fvrhy5UqRdbOyspCcnKz541IMVF45OTnYvn07Hj16pO9QiEqsXr16+g6BqMwiIiIwbtw4qNVqrXIhBNasWYP4+PgKOU5lf66npqZq5SRZWVkF6ugiNyqpiv7hWqYkdMmSJdiwYQPWrVtXocE8fPgQKpWqQLbu4OCgmcn5LF9fX6xYsQKbN2/GTz/9BLVajcDAQERHRxdaf968ebC2ttb8BQUFVehzoJopKysL27Zt49JNZBBkMlmRl/CIDMGKFSuKTIgkScLRo0cr5Di5ubkV0k5RgoKCtHKSefPmFaiji9yopCq6J7RMY0KHDBmC3NxcjBgxAq+//jpcXFwKrDEnSRIuXLhQIUE+T7t27dCuXTvN48DAQDRo0ADLly/HRx99VKD+tGnTMHXqVM3j8+fPMxGlCpGZmYmtW7fipZdegq2trb7DISqSra0t1wUlgxYVFVVkQiSEqLAeTFNT0wpppyjh4eFo1qyZ5rFCoaiQdkubG5WEg4NDgZ7n8ipTElqrVi3Url0bPj4+FRpMnTp1IJfLC8y8iouLg6OjY4naMDY2RvPmzREZGVnodoVCofWPbGFhUfaAiZ6RkZGBLVu2oEePHhybTFWWtbW1vkMgKhd3d/fn9oTWrl27Qo5TUe0UxcLCQnPjiKLoIjfSlzIloQcPHqzgMPKYmJggICAA+/btQ79+/QDkLQy+b98+TJw4sURtqFQqXLp0Cb169aqUGImKk5WVha1bt6Jdu3Zo0KABJ39QlVMVZvsSlceYMWPw2WefFbpNCIH27dtXyHGqwson1Tk3qnILxE2dOhXff/89Vq9ejWvXruH1119HWloaRo8eDQAYOXIkpk2bpqk/Z84c7N69G7du3cLZs2cxfPhw3LlzB+PGjdPXUyCCSqXCkSNHsHfvXmRmZuo7HCItXEuZDJ2Pjw9+/PHHAuvcSpKEkSNHVsiYZysrq2J7KXWluuZG5bptZ05ODq5fv46kpKRCxwmUZcH6IUOGICEhAR9++CFiY2PRrFkz7Ny5U3Np8+7du1ovuidPnmD8+PGIjY2Fra0tAgICcOzYMTRs2LDsT4yogty+fRtxcXHo3Lkz6tatq+9wiACgUpbXI9K1UaNGoUOHDmjRogVSUlKgUCjwwQcfVNikO1dX1wpppyJU19xIEmWY6qRWqzFt2jQsWbIE6enpRdZTqVTlCk4X8m+9eObMGbRo0ULf4VAV4+LigpiYGNjY2ODTTz8tczuSJKFt27Zo3LhxBUZHVDZJSUkcF0rVRkV9Tj8rJCSk0joPmHvkKdPl+Llz5+Lzzz/H8OHDsWbNGgghMH/+fCxbtgxNmjRB06ZNsWvXroqOlchgCSFw/PhxXL9+Xd+hEMHIqFwXwYiqPaVSWSXGg1Z3ZfokWrVqFQYPHoylS5dqlkEICAhAly5dEBoainbt2mH//v1aC6sSEXD8+HF4eHhU2DIcRGXBJJTo+by8vAqMN62pjh49irNnzxY69FKSJMycObPMbZfpkyg6Ohr//e9/Afz/mlb5ky9MTEwwfPhwLFiwAHPnzi1zYETVUU5ODiIjI9GoUSN9h0I1GNcIJXo+Pz8/fYegd48fP0ZISAhOnjwJIQQkSdKszZr//+VNQsuU5teuXVtzu8v8Na5u3bqlVYd3jiEq3LPvFSJdYw8PUdFcXV0rfX1QQ/Dee+/h4sWLWLduHW7dugUhBHbt2oV//vkH//nPf9CsWTPcv3+/XMco0ydR8+bNcerUKc3jzp0746uvvsLRo0dx+PBhfP3112jatGm5AiPSt4iICCQnJwPIW4T+2YWCy+rBgwf8kUZ6xbVriQonSRJat26t7zCqhO3bt2PChAkYMmQILC0tAeT9gPX29sa3334Ld3d3TJ48uVzHKFMS+tprryErKwtZWVkAgE8++QSJiYno2LEjgoKCkJycjC+//LJcgRHp08qVK+Hn54eUlBQAeQvQh4WF4dixYxXS/tM/4oh0jUkoUeFatGjBXtB/JSYmaoaO5d9dMv8qOAB079693JPQy5SE9unTBxs2bNCMB23YsCFu3ryJDRs2YMuWLYiIiEDbtm3LFRiRvkRERGDcuHEFBmALIbBmzRrEx8eX+xhRUVGIiYkpdztERFQx6tWrV6OXS3qWs7MzYmNjAeTN/7G3t8eFCxc022NiYsr9g7bCpkhaW1ujb9++FdUckd6sWLHiufckPnr0KPr371/u45w9e5YL2BMRVQEODg7o2rUrrxI8pWPHjtizZw9mzJgBIG/B/M8++wxyuRxqtRpfffUVgoODy3WMMiehKpUK69evx4EDBxAfH485c+agcePGSEpKwr59+9C+fXvNSv5EhiQqKgpF3cNBCKFZlqy8YmNjNbMLiXSJrzui/1erVi306NGDdxJ7xtSpU7Fnzx5kZWVBoVBg1qxZuHLlimY2fMeOHfH111+X6xhlSkITExPRo0cPnDx5EhYWFkhLS8Nbb70FIG/cwKRJkzBy5Egu0UQGyd3d/bk9oRU1Xsjc3LxC2iEiorKxtLREr169uHZzIRo3bqx1lz9bW1vs3bsXiYmJkMvlmslK5VGmMaH/+9//cOXKFezatUszbT+fXC7HwIEDsX379nIHR6QPY8aMeW5PaPv27SvkOP7+/uyNIr0ow92aiaodExMT9OzZE2ZmZvoOpUqaM2cOLl++XKDcxsYGlpaWuHLlCubMmVOuY5QpCd20aRPeeustvPjii4V+idavXx9RUVHlCoxIX3x8fPDjjz8WWEtRkiSMHDkS9vb25T6GnZ0d/P39y90OERGVTadOnWBjY6PvMKqsWbNm4eLFi0Vuv3z5MmbPnl2uY5QpCU1KSoKHh0eR23NycpCbm1vmoIj0bdSoUbhx44bmcoNCocCcOXMQGBhY7rZNTEzQtWtXLhhOesPXHtV09evXh7u7u77DMGiPHz+GiYlJudoo05hQLy8vnD17tsjtu3fvRsOGDcscFFFV4O3tDSsrK6SkpMDU1LRCekCBvMHcVlZWFdIWERGVjlKp5DKSRTh06BAOHjyoebxhwwZERkYWqJeYmIjffvtNa8xoWZQpCR03bhzef/99dOrUCV27dgWQd6kyKysLc+bMwc6dO/Hdd9+VKzCi6qhRo0bw9PTUdxhERDVW27ZtoVQq9R1GlXTgwAHNJXZJkrBhwwZs2LCh0LoNGzbEN998U67jlSkJffvtt3HlyhUMHTpUM55i2LBhePToEXJzczFhwgSMHTu2XIERVTfOzs789U1EpEcuLi7w8fHRdxhV1n//+19MnDgRQgjY29tj2bJlePnll7XqSJIEMzOzCknky5SESpKE77//HqGhofjjjz8QEREBtVoNLy8vDB48GB07dix3YETViZ2dHbp37w65XK7vUIiIaiSlUomgoCCuSvIcpqamMDU1BQDcvn0bdnZ2lbp6QLnumNShQwd06NChomIhqpbs7OzQq1evcg/gJiKispEkCV27duX6zKXg5uZW6ceosNt2ElFBjo6O6NGjBxNQIiI9atu2LW+TXAwPD49S9xJLkoSbN2+W+ZglTkL79OlTqoYlScLmzZtLHRBRdeHs7Izg4GDeCo6ISI8aNGjAdZlLQB9DFUqchG7duhVKpRKOjo4lutsGx1xQTebk5IQePXrAyIgXG4iI9MXJyQnt27dnTlICq1at0vkxS/wNWbduXcTExKBOnToYNmwYXnnlFTg6OlZmbEQGqXbt2ggODmYCSkSkR6amprwxSBVX4n+Ze/fu4cCBA2jevDk++ugjuLq6olu3bli5ciVSUlIqM0Yig2FmZsYxoEREVUDHjh15X/hySk5Oxvz58xEcHIzmzZvj5MmTAPLulrRgwYJCF7IvjVL9PAgKCsLy5csRGxuLP/74A7Vr18bEiRNhb2+PAQMG4I8//kBWVla5AiIyVEZGRggODubsSyIiPfPw8NDJ7O7qLDo6Gs2bN8eHH36I6OhoXLx4EampqQCAWrVqYfny5eVerL5MfdTGxsbo27cvfvvtN8TFxWkS0yFDhuCzzz4rV0BEhih/+Q87Ozt9h0JEVKNJkoTWrVvrOwyD99577yElJQXnz59HeHh4gflA/fr1w969e8t1jHINlMjKysKuXbuwefNmnDt3DkqlEu7u7uUKiMjQSJKETp068Vc3EVEV4OnpCWtra32HYfB2796NSZMmoWHDhoVO7PL09MS9e/fKdYxSz5xQq9XYs2cPfvnlF2zatAnp6eno1q0bvv/+e/Tv35+XIqlGyU9AeRs4IiL9cHR0RHp6OiwtLQHkLclE5ZeRkfHcq3sVMR+oxEnosWPHsG7dOqxfvx6PHj1C27ZtMXfuXAwePBh16tQpdyBEhkaSJHTp0gVeXl76DoWIqMY6ffo0Vq9ejaysLJiamsLJyUnfIVULDRs2xKFDhzBhwoRCt2/atAnNmzcv1zFKnIR26NABpqam6NWrF4YOHaq57H737l3cvXu30H1atGhRruCIqiomoEREVU/dunW5JmgFmTx5MkJDQ9GkSRMMGjQIQN7V8MjISMyePRvHjx/Hn3/+Wa5jlOpyfEZGBv78809s2LDhufWEEJAkCSqVqlzBEVVVrVu3ZgJKRFTFsBe04gwfPhx37tzBBx98gBkzZgAAevToASEEZDIZ5s6di379+pXrGCVOQleuXFmuAxFVF+7u7mjSpIm+wyAiomfY29vrO4RqZcaMGRgxYgT+/PNPREZGQq1Ww8vLCwMGDICnp2e52y9xEhoaGlrugxEZOoVCgRdeeIGXe4iIqhi5XA5bW1t9h1Ht1KtXD1OmTKmUtqvkvay+/fZbuLu7Q6lUok2bNpoV+ouyfv16+Pn5QalUonHjxti+fbuOIqWapmXLljA1NdV3GERE9IzatWtX61t0VsfcqMr9a/3222+YOnUqwsLCcPbsWTRt2hTBwcGIj48vtP6xY8cwdOhQjB07FufOnUO/fv3Qr18/XL58WceRU3Xk6OgIOzs7WFlZwcLCAn5+fvoOiYiIClG7dm19h1BpdJEbyWQyyOXyUv+VhySeXQJfz9q0aYNWrVph8eLFAPJmYrm6uuKtt97C//73vwL1hwwZgrS0NGzdulVT1rZtWzRr1gzLli0r9nhnz55FQEAAzpw5w9n8VKjDhw/j2rVraNWqVbmXoyAiooq3evVqtG7d2mDWCC1t7qGL3GjWrFkFhppt3LgRV65cQXBwMHx9fQEA169fx+7du+Hv749+/fohLCysxM/7WaVerL4yZWdn48yZM5g2bZqmTCaToVu3bjh+/Hih+xw/fhxTp07VKgsODsamTZsKrZ+VlaV1f/v8+6Dm5uYiJyennM+AqqPc3FyoVCq4uLjwNUJEVAXl5ubC0tLSYD6jc3NzAeTlIMnJyZpyhUIBhUKhVVcXuRGQl4Q+7bvvvkN8fDwuX76sSUDzXbt2DV26dIGzs3OR7ZVElUpCHz58CJVKBQcHB61yBwcHXL9+vdB9YmNjC60fGxtbaP158+Zh9uzZBcrbtGlTxqippnjjjTf0HQIREVUjQUFBWo/DwsIKJIO6yI0K8/nnn2PixIkFElAg765UEydOxGeffYbx48eXuM1nVakkVBemTZum9evg/PnzCAoKwokTJ3iplQp15MgRJCUlISQkRN+hEBFRIX7//XcMHjxY32GU2Llz59CmTRuEh4ejWbNmmvJne0H1KTo6GsbGxkVuNzY2RnR0dLmOUaWS0Dp16kAulyMuLk6rPC4uDo6OjoXu4+joWKr6z3Z1W1hYAACMjIyee7Kp5jIyMkLt2rX5+iAiqqJsbW0N6jPayCgv/bKwsICVldVz6+oiNyqMv78/lixZgmHDhqFu3bpa26Kjo7FkyRI0bty4xO0VpkrNjjcxMUFAQAD27dunKVOr1di3bx/atWtX6D7t2rXTqg8Ae/bsKbI+UVkU9yFBRET6Y25uru8QKo2+cqOFCxciPj4e9evXx/DhwzFr1izMmjULr776Knx9fREfH48FCxaU7Un9q0r1hALA1KlTERoaipYtW6J169b46quvkJaWhtGjRwMARo4cibp162LevHkAgLfffhtBQUH48ssvERISgl9//RWnT5/Gd999p8+nQdWMtbW1vkMgIqIimJmZ6TuESqWP3KhDhw44ceIEZs6ciY0bNyIjIwMAYGpqiuDgYMyePbvcPaFVLgkdMmQIEhIS8OGHHyI2NhbNmjXDzp07NQNs7969q7UYbWBgINatW4cPPvgA06dPh4+PDzZt2gR/f399PQWqhmxsbPQdAhERFUGpVOo7hEqlr9zI398fGzduhFqtRkJCAgDAzs6uwm4KUOXWCdU1rhNKxTl69CjatWtXre/EQURkyP755x/Ur19f32GUGHOPPPxWJSqGubk5E1AioirMxMRE3yFQGfCblagY1XnAOxFRdWBIM+Pp/zEJJSpGVVq3jYiICmISapiYhBIVgx9uRERVW/66m2RYmIQSFYMfbkREVRs/pw0Tk1CiYrAnlIioapPL5foOgcqASShRMfgLm4ioamMSapiYhBIVo7ovgkxEZOi4jJ5h4r8aUTHYE0pEVLUxCTVM/FcjIiIig8bL8YaJSSgREREZNEmS9B0ClQGTUCIiIiLSOSahRERERKRzTEKJiIiISOc47ddAPXjwAA8ePNB3GDWCk5MTnJyc9B1GtcfXtO7wNa0bfE3rDl/ThqnGJ6FOTk4ICwszqBdvVlYWhg4divDwcH2HUiMEBQVh165dUCgU+g6l2uJrWrf4mq58fE3rlqG9pg0x96gMkhBC6DsIKp3k5GRYW1sjPDwcFhYW+g6nWktNTUVQUBCSkpJgZWWl73CqLb6mdYevad3ga1p3+Jo2XDW+J9SQNWvWjG+4SpacnKzvEGoUvqYrH1/TusXXdOXja9pwcWISEREREekck1AiIiIi0jkmoQZIoVAgLCzMYAZgGzKea93gedYdnmvd4HnWHZ5rw8WJSURERESkc+wJJSIiIiKdYxJKRERERDrHJJSIiIiIdI5JKNVIo0aNgru7u77DwKhRo7iQNREZlFmzZkGSpFLvVxU+d8sTQ6dOndCpU6cKjaemYxJKerVq1SpIkgRJknDkyJEC24UQcHV1hSRJeOmll4ptr1OnTpr2JElCrVq10KpVK6xYsQJqtboyngJRuVTme0Amk8HKygq+vr4YMWIE9uzZUxlPgahM0tPTMWvWLBw8eFDfoZTJ/fv3MWvWLJw/f17foRgsJqFUJSiVSqxbt65AeXh4OKKjo0u19IaLiwvWrl2LtWvXYubMmcjNzcXYsWMxffr0igyZqEJVxntgzZo1+Pzzz9GnTx8cO3YM3bt3x5AhQ5CTk1ORoROVSXp6OmbPnm3QSejs2bOZhJYDk1CqEnr16oX169cjNzdXq3zdunUICAiAo6NjiduytrbG8OHDMXz4cEyZMgVHjx6Fi4sLFi9ezC9fqrIq6z0wYcIEfP755/jnn3/wxhtv4Pfff8cHH3zw3P3VajUyMzPL9DyIiEqKSShVCUOHDsWjR4+0LhdmZ2fjjz/+wLBhw8rVtpmZGdq2bYu0tDQkJCQUWe+LL75AYGAgateuDVNTUwQEBOCPP/4otO5PP/2E1q1bw8zMDLa2tujYsSN2796tVWfHjh144YUXYG5uDktLS4SEhODKlSuFtnfr1i0EBwfD3Nwczs7OmDNnDp5dwjctLQ3vvPMOXF1doVAo4Ovriy+++KJAPTJMlfkeAAC5XI6vv/4aDRs2xOLFi5GUlKTZJkkSJk6ciJ9//hmNGjWCQqHAzp07cfDgQUiSVKCnKioqCpIkYdWqVVrl69evR8OGDaFUKuHv74+NGzdWiXGAVHZHjhxBq1atoFQq4eXlheXLlxda76effkJAQABMTU1Rq1YtvPLKK7h3716R7UZFRcHOzg4AMHv2bM0QklmzZgEALl68iFGjRsHT0xNKpRKOjo4YM2YMHj16VOLYN23aBH9/f63XY2HUajW++uorNGrUCEqlEg4ODpgwYQKePHlSZNsHDx5Eq1atAACjR4/WxJ//njh8+DAGDRqEevXqQaFQwNXVFVOmTEFGRkaJ468JmIRSleDu7o527drhl19+0ZTt2LEDSUlJeOWVV8rd/q1btyCXy2FjY1NknUWLFqF58+aYM2cO5s6dCyMjIwwaNAjbtm3Tqjd79myMGDECxsbGmDNnDmbPng1XV1fs379fU2ft2rUICQmBhYUFPv30U8ycORNXr15Fhw4dEBUVpdWeSqVCjx494ODggM8++wwBAQEICwtDWFiYpo4QAn369MHChQvRo0cPLFiwAL6+vnjvvfcwderUcp8f0r/Kfg8AeYno0KFDkZ6eXmD86f79+zFlyhQMGTIEixYtKnXiuG3bNgwZMgTGxsaYN28eBgwYgLFjx+LMmTMVEjvp3qVLl9C9e3fEx8dj1qxZGD16NMLCwgokc5988glGjhwJHx8fLFiwAJMnT8a+ffvQsWNHJCYmFtq2nZ0dli5dCgDo37+/ZgjVgAEDAAB79uzBrVu3MHr0aHzzzTd45ZVX8Ouvv6JXr14l+uG9e/duvPzyy5AkCfPmzUO/fv0wevRonD59ukDdCRMm4L333kP79u2xaNEijB49Gj///DOCg4OLvHrWoEEDzJkzBwDw2muvaeLv2LEjgLwfZOnp6Xj99dfxzTffIDg4GN988w1GjhxZbOw1iiDSo5UrVwoA4tSpU2Lx4sXC0tJSpKenCyGEGDRokOjcubMQQgg3NzcREhJSbHtBQUHCz89PJCQkiISEBHHt2jUxadIkAUD07t1bUy80NFS4ublp7Zt/3HzZ2dnC399fdOnSRVMWEREhZDKZ6N+/v1CpVFr11Wq1EEKIlJQUYWNjI8aPH6+1PTY2VlhbW2uVh4aGCgDirbfe0monJCREmJiYiISEBCGEEJs2bRIAxMcff6zV5sCBA4UkSSIyMrLYc0NVU2W8Bxo1alTk9o0bNwoAYtGiRZoyAEImk4krV65o1T1w4IAAIA4cOKBVfvv2bQFArFy5UlPWuHFj4eLiIlJSUjRlBw8eFAAKvNfIMPTr108olUpx584dTdnVq1eFXC4X+elDVFSUkMvl4pNPPtHa99KlS8LIyEir/NnP3YSEBAFAhIWFFTj2s5/HQgjxyy+/CADi0KFDxcberFkz4eTkJBITEzVlu3fvLvB6PHz4sAAgfv75Z639d+7cWaA8KChIBAUFaR6fOnWqwPvgefHPmzdPSJKkdT5rOvaEUpUxePBgZGRkYOvWrUhJScHWrVvLdBny+vXrsLOzg52dHRo0aIBvvvkGISEhWLFixXP3MzU11fz/kydPkJSUhBdeeAFnz57VlG/atAlqtRoffvghZDLtt0/+kiV79uxBYmIihg4diocPH2r+5HI52rRpgwMHDhQ49sSJE7XamThxIrKzs7F3714AwPbt2yGXyzFp0iSt/d555x0IIbBjx44Snh2qyirqPfA8+UuCpaSkaJUHBQWhYcOGZWrz/v37uHTpEkaOHKm15FhQUBAaN25c9mBJb1QqFXbt2oV+/fqhXr16mvIGDRogODhY83jDhg1Qq9UYPHiw1uedo6MjfHx8Cv28K4mnP48zMzPx8OFDtG3bFgC0PpML8+DBA5w/fx6hoaGwtrbWlL/44osFXuPr16+HtbU1XnzxRa34AwICYGFhUSHxp6Wl4eHDhwgMDIQQAufOnStTm9WRkb4DIMpnZ2eHbt26Yd26dUhPT4dKpcLAgQNL3Y67uzu+//57SJIEpVIJHx8f2NvbF7vf1q1b8fHHH+P8+fPIysrSlD+9Ht7Nmzchk8me+2UdEREBAOjSpUuh262srLQey2QyeHp6apXVr18fADSX7u/cuQNnZ2dYWlpq1WvQoIFmOxm+inoPPE9qaioAFHgteXh4lLnN/Neft7d3gW3e3t7FJg1U9SQkJCAjIwM+Pj4Ftvn6+mL79u0A8j7vhBCF1gMAY2PjMh3/8ePHmD17Nn799VfEx8drbcsfz5ydnY3Hjx9rbbOzs9O8HouK/enXY0REBJKSkor8jnj22CV19+5dfPjhh9iyZUuBsaVPj8eu6ZiEUpUybNgwjB8/HrGxsejZs+dzx3AWxdzcHN26dSvVPocPH0afPn3QsWNHLFmyBE5OTjA2NsbKlSsLXTbnefLXI127dm2hM5qNjPi2o6JVxHvgeS5fvgygYML4dM9NvqIWJFepVBUaExkutVoNSZKwY8cOyOXyAtvLejOOwYMH49ixY3jvvffQrFkzWFhYQK1Wo0ePHprP2GPHjqFz585a+92+fbvU8dvb2+Pnn38udHv+5KnSUKlUePHFF/H48WO8//778PPzg7m5OWJiYjBq1CiuWf0UfhtSldK/f39MmDABf//9N3777TedHffPP/+EUqnErl27tNZjXLlypVY9Ly8vqNVqXL16Fc2aNSu0LS8vLwCAvb19iZJhtVqNW7duaXo/AeCff/4BAM3kEDc3N+zduxcpKSlaPVjXr1/XbKfqoTLfAyqVCuvWrYOZmRk6dOhQbH1bW1sAKDC55Nme9/zXX2RkZIE2Ciujqs/Ozg6mpqaaKztPu3Hjhub/vby8IISAh4eH1mdYSRT1I+fJkyfYt28fZs+ejQ8//FBT/mwsTZs2LXADBkdHR81neHGx58e/d+9etG/fvtAfYmWJ/9KlS/jnn3+wevVqrYlIvFlEQRwTSlWKhYUFli5dilmzZqF37946O65cLockSVo9PFFRUdi0aZNWvX79+kEmk2HOnDkFfs2Kf2dsBgcHw8rKCnPnzi10ZmVhy0QtXrxYq53FixfD2NgYXbt2BZC3hqRKpdKqBwALFy6EJEno2bNn6Z4wVVmV9R5QqVSYNGkSrl27hkmTJhUYFlIYNzc3yOVyHDp0SKt8yZIlWo+dnZ3h7++PNWvWaC73A3kL7V+6dKlingDplFwuR3BwMDZt2oS7d+9qyq9du4Zdu3ZpHg8YMAByuRyzZ88uMGtdCPHcJZXMzMwAFPyRk9+j+mx7X331ldZjW1tbdOvWTetPqVTCyckJzZo1w+rVq7Uufe/ZswdXr17VamPw4MFQqVT46KOPCsSXm5tb5Ox+IO+qW0njF0Jg0aJFRbZVU7EnlKqc0NBQnR8zJCQECxYsQI8ePTBs2DDEx8fj22+/hbe3Ny5evKip5+3tjRkzZuCjjz7CCy+8gAEDBkChUODUqVNwdnbGvHnzYGVlhaVLl2LEiBFo0aIFXnnlFdjZ2eHu3bvYtm0b2rdvr5VMKpVK7Ny5E6GhoWjTpg127NiBbdu2Yfr06ZpLQb1790bnzp0xY8YMREVFoWnTpti9ezc2b96MyZMna3pfqXoo73sgKSkJP/30E4C8u9JERkZiw4YNuHnzJl555ZVCv3ALY21tjUGDBuGbb76BJEnw8vLC1q1bCx0nN3fuXPTt2xft27fH6NGj8eTJEyxevBj+/v5aiSkZjtmzZ2Pnzp144YUX8MYbbyA3NxfffPMNGjVqpPlc9PLywscff4xp06YhKioK/fr1g6WlJW7fvo2NGzfitddew7vvvlto+6ampmjYsCF+++031K9fH7Vq1YK/vz/8/f3RsWNHfPbZZ8jJyUHdunWxe/fuUl1qnzdvHkJCQtChQweMGTMGjx8/1sT+9OsxKCgIEyZMwLx583D+/Hl0794dxsbGiIiIwPr167Fo0aIix2V7eXnBxsYGy5Ytg6WlJczNzdGmTRv4+fnBy8sL7777LmJiYmBlZYU///zzueuO1lh6mpVPJITQXp7meSpqeZp8hS3R9OOPPwofHx+hUCiEn5+fWLlypQgLCxOFvU1WrFghmjdvLhQKhbC1tRVBQUFiz549WnUOHDgggoODhbW1tVAqlcLLy0uMGjVKnD59WisOc3NzcfPmTdG9e3dhZmYmHBwcRFhYWIEloFJSUsSUKVOEs7OzMDY2Fj4+PuLzzz/XLA1Fhqky3gMANH8WFhbCx8dHDB8+XOzevbvQfQCIN998s9BtCQkJ4uWXXxZmZmbC1tZWTJgwQVy+fLnQpWl+/fVX4efnJxQKhfD39xdbtmwRL7/8svDz8ys2bqqawsPDRUBAgDAxMRGenp5i2bJlhX4u/vnnn6JDhw7C3NxcmJubCz8/P/Hmm2+KGzduaOoU9rl77NgxTft4armm6Oho0b9/f2FjYyOsra3FoEGDxP3794tc0qkwf/75p2jQoIFQKBSiYcOGYsOGDYXGIIQQ3333nQgICBCmpqbC0tJSNG7cWPz3v/8V9+/f19R5dokmIYTYvHmzaNiwoTAyMtJ6T1y9elV069ZNWFhYiDp16ojx48eLCxcuFLmkU00lCcHbrRARUeVo1qwZ7OzsOB6OiArgmFAiIiq3nJycAve9P3jwIC5cuIBOnTrpJygiqtLYE0pEROUWFRWFbt26Yfjw4XB2dsb169exbNkyWFtb4/Lly6hdu7a+QySiKoYTk4iIqNxsbW0REBCAH374AQkJCTA3N0dISAjmz5/PBJSICsWeUCIiIiLSOY4JJSIiIiKdYxJKRERERDrHJJRqtKioKEiShFWrVuk7FKIKwdc0ERkKJqFEREREpHOcmEQ1mhACWVlZMDY21tzvl8iQ8TVNRIaCSSgRERER6Rwvx5PBmzVrFiRJwj///IPhw4fD2toadnZ2mDlzJoQQuHfvHvr27QsrKys4Ojriyy+/1Oxb2Pi5UaNGwcLCAjExMejXrx8sLCxgZ2eHd999FyrV/7V3rzFRXG0cwP8DlF3UXaQo1gsusJh6izewxpVKlSKo1ZqqqKQNGtG29marTcSkxVsAX0VsVajWFA22RnvRaKtWqxDqhuoXtNUmFRSpofWCFVAQC8vzfjA7cVxuIuxa+P8SAnPmzJkzk0PmyZlzztjUfDk5OVAUBTk5OZr61Ffm1atXMW/ePPTp0wc6nQ49e/bEyy+/jMuXL7fRXaH/MrZpIuoIGIRSuzFr1izU1dUhJSUFo0aNwpo1a7Bx40ZERkaid+/eWLt2LYKDg7F06VLk5uY2WpbNZkNUVBR8fX2xfv16hIeHIzU1Fdu2bWtR3aZPn459+/Zh3rx5SE9Px7vvvovbt2/jzz//bFF51DGwTRNRuyZE/3GJiYkCQBYuXKim1dbWSp8+fURRFElJSVHTb926JV5eXhIXFyciIkVFRQJAMjMz1TxxcXECQFatWqU5z/DhwyUkJETdzs7OFgCSnZ2tyfdwmbdu3RIAsm7duta5YGr32KaJqCNgTyi1G/Hx8erf7u7uCA0NhYhg/vz5anrXrl3x7LPP4tKlS02W98Ybb2i2n3/++WYd9zAvLy94enoiJycHt27deuTjqeNimyai9oxBKLUbffv21Wx7e3tDr9ejW7duDulNPTj1ej26d++uSfPx8WnRA1en02Ht2rU4fPgwevTogbFjx+J///sfrl69+shlUcfCNk1E7RmDUGo36luOpqElaqSJRSGas7SNoij1pj840cNu8eLFuHDhApKTk6HX6/HRRx9hwIAByM/Pb/I81HGxTRNRe8YglKiFfHx8AABlZWWa9OLi4nrzm81mLFmyBEePHsW5c+fw77//amY1E7ka2zQRORODUKIWMplMcHd3d5iVnJ6ertmuqqpCdXW1Js1sNsNgMODevXttXk+i5mKbJiJn8nB1BYj+q7y9vTFz5kxs2rQJiqLAbDbj+++/x/Xr1zX5Lly4gIiICMTExGDgwIHw8PDAvn37cO3aNcyePdtFtSdyxDZNRM7EIJToMWzatAk1NTX47LPPoNPpEBMTg3Xr1mHw4MFqHn9/f8yZMwfHjx9HVlYWPDw80L9/f+zduxfTp093Ye2JHLFNE5Gz8LOdREREROR0HBNKRERERE7HIJSIiIiInI5BKBERERE5HYNQIiIiInI6BqFERERE5HQMQqnDWrFiRYOfKXRFPUpLS11dFSIiIqdhEEousXfvXiiKgn379jnsGzp0KBRFQXZ2tsO+vn37wmKxNFr23LlzoSiK+mM0GjF06FCkpqbyay70RHBm++/SpQuCgoIwY8YMfPvtt6irq2u16yAiehwMQsklwsLCAAAnT57UpFdUVODcuXPw8PCA1WrV7Lty5QquXLmiHtsYnU6HrKwsZGVlISkpCU8//TSWLl2KuLi41rsIohZyZvtPS0tDbGwsCgoKMGPGDERERKCioqL1LoaIqIX4xSRyiV69eiEwMNDhIZyXlwcRwcyZMx322beb8xD28PDAq6++qm4vWrQIo0aNwp49e7Bhwwb06tWrFa6CqGWc3f4BYM2aNUhJSUFCQgIWLFiAPXv2NHi8iKC6uhpeXl7NvSQiokfGnlBymbCwMOTn5+Pu3btqmtVqxaBBgzBx4kT88ssvmleHVqsViqJgzJgxj3wuNzc3vPDCCwCAy5cvN5gvMzMT48ePh5+fH3Q6HQYOHIiMjIx68x4+fBjh4eEwGAwwGo0YOXIkvvrqK02eU6dOITo6Gt7e3ujUqRPCw8MderjsSktLERMTA6PRCF9fX7z33nuorq7W5KmtrcXq1athNpuh0+kQEBCA5cuXc5jBf5Az27/dsmXLMGHCBHz99de4cOGCmh4QEICXXnoJP/74I0JDQ+Hl5YWtW7fi8uXLUBQFO3bscChLURSsWLFCk5aTk4PQ0FDo9XqYzWZs3br1iRl7TURPHgah5DJhYWGoqanBqVOn1DSr1QqLxQKLxYLy8nKcO3dOs69///7w9fVt0fkuXrwIAI0en5GRAZPJhOXLlyM1NRX+/v5YtGgRtmzZosm3Y8cOTJ48Gf/88w8SEhKQkpKCYcOG4ciRI2qeEydOYOzYsaioqEBiYiKSkpJQVlaG8ePH4/Tp0w7njomJQXV1NZKTkzFp0iR8+umnWLhwoSZPfHw8Pv74Y4wYMQJpaWkIDw9HcnIyZs+e3aJ7Qq7j7PZv99prr0FEcOzYMU36H3/8gTlz5iAyMhKffPIJhg0b9kjl5ufnIzo6Gjdv3sTKlSsxf/58rFq1Cvv373+s+hJROyZELnL+/HkBIKtXrxYRkZqaGuncubPs3LlTRER69OghW7ZsERGRiooKcXd3lwULFjRZblxcnHTu3Flu3LghN27ckMLCQklKShJFUWTIkCFqvsTERHn4X6CqqsqhvKioKAkKClK3y8rKxGAwyKhRo+Tu3buavHV1dervfv36SVRUlJpmLz8wMFAiIyMd6jF16lRNWYsWLRIAcvbsWREROXPmjACQ+Ph4Tb6lS5cKADlx4kST94aeHG3d/huSn58vAOT9999X00wmkwCQI0eOaPIWFRUJAMnMzHQoB4AkJiaq21OmTJFOnTpJSUmJmlZQUCAeHh4O/2dERCIi7AkllxkwYAB8fX3VsW5nz55FZWWlOvvXYrGor67z8vJgs9maNR4OACorK9G9e3d0794dwcHBWL58OUaPHl3vbOQHPTgGrry8HKWlpQgPD8elS5dQXl4OADh27Bhu376NZcuWQa/Xa463v3Y8c+YMCgoKEBsbi5s3b6K0tBSlpaWorKxEREQEcnNzHWYpv/XWW5rtd955BwBw6NAhze8PPvhAk2/JkiUAgB9++KHpG0NPjLZs/43p0qULAOD27dua9MDAQERFRbWoTJvNhp9++gnTpk3TjLcODg7GxIkTW15ZImrXODGJXEZRFFgsFjUgs1qt8PPzQ3BwMID7D+HNmzcDgPowbu5DWK/X4+DBgwDuzxQODAxEnz59mjzOarUiMTEReXl5qKqq0uwrLy+Ht7e3+lp/8ODBDZZTUFAAAI3Oxi8vL4ePj4+63a9fP81+s9kMNzc3dQxrcXEx3Nzc1Ptj98wzz6Br164oLi5u8vroydGW7b8xd+7cAQAYDAZNemBgYIvLvH79Ou7evevQNgHUm0ZEBDAIJRcLCwvDwYMH8dtvv6nj4ewsFgs+/PBDlJSU4OTJk+jVqxeCgoKaVa67uztefPHFR6rLxYsXERERgf79+2PDhg3w9/eHp6cnDh06hLS0tEdaX9Ged926dQ2OrbP3SDWkockcnOTRfrRV+2+MfZzpw8FhfTPhG2prNpvtsetBRMQglFzqwfUSrVYrFi9erO4LCQmBTqdDTk4OTp06hUmTJrVpXQ4ePIh79+7hwIED6Nu3r5r+8KLhZrMZwP2HeUO9PPY8RqOx2cFwQUGBpjeqsLAQdXV1CAgIAACYTCbU1dWhoKAAAwYMUPNdu3YNZWVlMJlMzToPPTlc0f6zsrKgKAoiIyObzGvvqS8rK9OkP9zr7ufnB71ej8LCQocy6ksjIgI4O55czL6cy5dffomSkhJNT5BOp8OIESOwZcsWVFZWtsqryMa4u7sDuL9Gol15eTkyMzM1+SZMmACDwYDk5GSHJZTsx4aEhMBsNmP9+vXq688H3bhxwyHt4Rn4mzZtAgB1TJ09CNm4caMm34YNGwAAkydPbvwC6Ynj7PafkpKCo0ePYtasWQ7DP+pjNBrRrVs35ObmatLT09M12/Y3D/v378dff/2lphcWFuLw4cOPXW8iap/YE0ou5enpiZEjR+Lnn3+GTqdDSEiIZr/FYkFqaiqA1hkP15gJEybA09MTU6ZMweuvv447d+7g888/h5+fH/7++281n9FoRFpaGuLj4zFy5EjExsbCx8cHZ8+eRVVVFXbu3Ak3Nzds374dEydOxKBBgzBv3jz07t0bJSUlyM7OhtFoVMes2hUVFWHq1KmIjo5GXl4edu3ahdjYWAwdOhTA/c85xsXFYdu2bSgrK0N4eDhOnz6NnTt3Ytq0aRg3blyb3h9qfW3V/mtra7Fr1y4AQHV1NYqLi3HgwAH8+uuvGDduHLZt29bssuLj45GSkoL4+HiEhoYiNzdXs8ao3YoVK3D06FGMGTMGb775Jmw2GzZv3ozBgwfjzJkzzT4fEXUgrp6eT5SQkCAAxGKxOOz77rvvBIAYDAapra1tVnlNLVFjV98STQcOHJAhQ4aIXq+XgIAAWbt2rXzxxRcCQIqKihzyWiwW8fLyEqPRKM8995zs3r1bkyc/P19eeeUV8fX1FZ1OJyaTSWJiYuT48eMO9fj9999lxowZYjAYxMfHR95++22HJaBqampk5cqVEhgYKE899ZT4+/tLQkKCVFdXN+ve0JOnLdo/APWnU6dOEhAQINOnT5dvvvlGbDabwzEmk0kmT55cb3lVVVUyf/588fb2FoPBIDExMXL9+nWHJZpERI4fPy7Dhw8XT09PMZvNsn37dlmyZIno9fpm1Z2IOhZF5IF3j0RERK1o2rRpOH/+vLpiBBGRHceEEhFRq3jwE6TA/cl2hw4dUj+ZS0T0IPaEEhFRq+jZsyfmzp2LoKAgFBcXIyMjA/fu3UN+fn6zJkIRUcfCiUlERNQqoqOjsXv3bly9ehU6nQ6jR49GUlISA1Aiqhd7QomIiIjI6TgmlIiIiIicjkEoERERETkdg1AiIiIicjoGoURERETkdAxCiYiIiMjpGIQSERERkdMxCCUiIiIip2MQSkREREROxyCUiIiIiJzu/1UvCWlB/uujAAAAAElFTkSuQmCC", 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -316,38 +259,35 @@ } ], "source": [ - "''' \n", - "In this case,``x`` needs to be declared as a list consisting of 2 elements, unlike most cases where it is a single element. \n", - "The first element in ``x`` will represent the variable plotted along the horizontal axis, and the second one will determine the \n", - "color of dots for scattered plots or the color of lines for slope graphs. We use the ``experiment`` input to specify the grouping of the data.\n", - "'''\n", + "\n", "f1 = unpaired_delta_01.mean_diff.plot(\n", " contrast_label='Mean Diff',\n", - " fig_size = (5, 5),\n", - " raw_marker_size = 5,\n", + " fig_size = (7, 4),\n", + " raw_marker_size = 1,\n", " es_marker_size = 5,\n", " color_col='Genotype'\n", ");\n", + "f1.suptitle('Delta-delta plot for Drug 1');\n", "\n", "\n", "f2 = unpaired_delta_02.mean_diff.plot( \n", " contrast_label='Mean Diff',\n", - " fig_size = (5, 5),\n", - " raw_marker_size = 5,\n", + " fig_size = (7, 4),\n", + " raw_marker_size = 1,\n", " es_marker_size = 5,\n", " color_col='Genotype'\n", ");\n", + "f2.suptitle('Delta-delta plot for Drug 2');\n", "\n", "\n", "f3 = unpaired_delta_03.mean_diff.plot( \n", " contrast_label='Mean Diff',\n", - " fig_size = (5, 5),\n", - " raw_marker_size = 5,\n", + " fig_size = (7, 4),\n", + " raw_marker_size = 1,\n", " es_marker_size = 5,\n", " color_col='Genotype'\n", ");\n", - "\n", - "\n" + "f3.suptitle('Delta-delta plot for Drug 3');\n" ] }, { @@ -355,8 +295,7 @@ "id": "bb289b05", "metadata": {}, "source": [ - "# Plot all the delta-delta plots into a forest plot \n", - "### For comparisons of different ``Drug`` effects" + "## Plot all the delta-delta plots into a forest plot for comparisons of different ``Drug`` effects" ] }, { @@ -387,23 +326,15 @@ "- Additional kwargs are supported such as ``violin_kwargs``, ``fontsize``, ``marker_size``, ``ci_line_width``, ``rotation_for_xlabels``, ``alpha_violin_plot``, ``remove_spines``, ``desat_violin``, and ``additional_plotting_kwargs``\n" ] }, - { - "cell_type": "markdown", - "id": "06b93055", - "metadata": {}, - "source": [ - "#### Vertical Layout (default)" - ] - }, { "cell_type": "code", "execution_count": null, - "id": "c4a7e5a4", + "id": "9a424896-05cd-4c72-a004-b40c9056b292", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -413,194 +344,17 @@ } ], "source": [ - "forest1_vertical = forest_plot(contrasts, \n", + "f_forest_delta2 = forest_plot(contrasts, \n", " contrast_labels =['Drug1', 'Drug2', 'Drug3']);" ] }, - { - "cell_type": "markdown", - "id": "b3eee52e", - "metadata": {}, - "source": [ - "#### Horizontal Layout" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d8313860", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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5EsePH0enTp1MliUnJ6Nbt27Izs7GxYsX4e/vX+EYBQUFUKvVlldtppycHPj6+mLw4MFYscK2B3ar4nzWeSw8tRBpBWlmr1uSV4KtI7f+EQz3owCULkr0i+hn9hSTo8IRI58YieebPG92nUTWcOLECXTs2BGxsbHo0KGDrcupU6x6QLpx48aYO3cucnNz8d133wEARowYATc3N5w5cwYhISFwd3dHr169AACBgYEYMWKENE6PHj3Qo0cPk7aEhASEhIRArVbD19cX48aNw/bt26FQKLB///571uXu7g6VSgVHx9p9iOXi7Yv4OvZrTD883aJgAICkvUlVDwbA+A0iaW+S2dvSCR2+P/M95p+Yz3swEdUxVn+37Nu3L5RKJQ4ePGhsKykpQf/+/TF69GhMnjwZOp15c+g3btyAVquFRqPBokWL4Ofnh6ioKLz99tuVrqPX62EwGHD9+nXMmjULQgiMGzfO4v2qLoW6QhxJPYI9V/cgMScRJfklyEnKsXi8c+vPVT0Yyomy9eo1q2fRNjclbMLxpOPo16YfugR0QUO3hlAoFBaNRUS1g9XDQaPRwMfHB6mpqca20tJSfPTRRxg5cqRFY86bNw9ZWVk4ePAgWrduDQDo06cPevfujaSkpArXadOmDc6fLzto+sgjj2Dnzp3o2LFjpdsoLi5GcXGxSZuLiwtcXFwsqrkyBmFAal4qLty+gFO3TuFU+ikU6//Ybk5SDvZN3mfVbVZFUVbRA2235xc9sd55PdZfXA+NkwaN3BuhoVtDNPJohMbujdHIvRHcnd2tWDERVadqmWep6DBGWFiYxeMdOHAATzzxhDEYyg0ZMgTR0RXfa2j9+vXIz89HcnIyFi9ejD59+mDLli3SdFW5WbNm4eOPPzZpmz59OmbMmGF2vXqDHoW6QhTri1FQWoCckhzkFOcgqygLGYUZxrOP3J3cEfxosMm6FzMuYh9qPhweVCf/TmjRuIXUfu3ONVy7cw0A4O7sjgaaBvBx9cFj3o/BycGppsskoiqyejjk5+cjMzMTbdu2Nbap1Wp4eHhYPGZmZiaaNm0qtVd2wBso++YAAE8//TReeuklPPXUU5g4cSLi4uIq7D9lyhS89957Jm2WfmtQOijh5uwGN7ihvmt9NEKjKq976M4hfIWvLNquLfVv3h/dnuxm6zKIyEqsHg7bt2+HXq83+YRe2fyzSqWSpnIAICMjAz4+Psaf69evj7Q0+QDtzZtVOwXT0dERHTp0wLp1lV/dWx1TSJZo27YtYmJiLFpXCIHBgwebTOlVVUBAANasWWPxsYK7PwwQkf2zajgkJyfj/fffh6enJ0aPHn3f/oGBgTh92vRmchcuXMD58+dNwkGr1WLOnDk4e/asydTSmjVrqlRXUVERjh49iubNm1dxT2zH09MT3bpZ/gn8gw8+wLvvvmvWLTIUCgU+/PBDBAcH378zET0ULA6H+Ph46HQ66HQ6pKenIyYmBhEREVAqldi4cSN8fX3vO8awYcMwdOhQjB07FmFhYbh69Spmz54trfvOO+9g2bJl6NOnD2bOnAl/f3+sXr0a586dAwA4OPxxRu5zzz2H/v37o1WrVvD09ERSUhIWLVqExMREbNy40dLdtRvh4eGYOnUqCgsLYTAY7tvfwcEBrq6uGD58eA1UR0R2Q5gpIiKi/JpbAUA4OzsLPz8/odVqxeeffy7S09NN+oeHhwuNRlPhWAaDQcyePVsEBQUJlUolOnXqJPbu3Su0Wq3QarUmfePj48Xzzz8vVCqV8Pb2Fm+88YZYvny5ACDi4uKM/SZNmiTatWsnPD09haOjo2jQoIEYOHCg+PXXX83dVbu1c+dOoVQqhYODg8mf1Z9fDg4OQqlUiujoaFuXTGSR2NhYAUDExsbaupQ6x+wrpGuTN998E1FRUcjMzISzs3lX99Z10dHRCAsLQ0FBAQDTM8jKjyuo1Wps2LABISEhNqmR6EHxCunqU7svGb7LzJkzERAQgKCgIOTl5WHbtm1YsmQJpk2bxmCoQGhoKFJSUrBixQrMnz8fiYmJxmVBQUGYMGECwsPD4enpacMqiai2sptwcHJywldffYWUlBTodDq0aNECX3/9NSZOnGjr0motLy8vTJgwAePHj0dWVhZyc3Ph7u4Ob29vXsFMRPdk19NKRPRw47RS9eGT4IiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkDAciIpIwHIiISMJwICIiCcOBiIgkjrYugIjILhRkARd3AYXZQIsXgPrNbF1RtWI4EBHdi64EiIsCTq0GdEVlbWd+BHr+E2jey7a1VSOGAxFRZdJ/B/Z9DmQnm7YbdMD+WYB7A8C/jW1qq2Y85kBEVJGzW4DNb8vBUE5fCvzyCVCSX7N11RCGAxHRn51eB8TMLfuGcC+5N4BD/6qRkmoaw4GI6G7JR4Gj31a9/8VdwPmd1VePjTAciIjKleQDB2YDQpi33qGvgVvnq6cmG2E4EBGVO7kKKMg0fz1dMRD9TyDvlvVrshGGAxERUHYdQ/xPlq+fn1EWELpi69VkQwwHIiIAOLXqwd/YMy4AR/5tnXpsjOFARJSfUXbqqjWc3QJcj7XOWDbEcCAiio0E9CXWG+/QPMCgt954NsBwIKKHW2YicP5n646ZfQ04u9m6Y9YwhgMRPbwMhv9d7FYNn/JPrABKC60/bg1hOBDRw+vEciAtoXrGLrwNnHmAs59sjOFARA+nlN/KPt1Xp9NrgaI71buNasJwIKKHT0EWsPcTQBiqdzvFuWW3+7ZDDAcievgcmF320J6acOYnIDetZrZlRQwHInq4JO4Dko/U3Pb0JebdyK+WYDgQ0cNDV2ybN+rL+4Hk/9b8dh8Aw4GIHh6n1wJ56bbZdswcu3owEMOBiB4O+Zllz4G2lbx04NdvbLd9MzEciOjh8N/Ftr8o7UI0cGmPbWuoIoYDEdV9KbFlT2yzkBACGXmlSMooQkZeKYS5DwO628G5ZbfXqOUcbV0AEVG1KswG9s+yaNXsAh2WH0nDgv3XkXiryNjezFeF8T0eRXgXf3ipzXwbLS0Adk0DBiwEXNwsqqsmmP3NITIyEgqFwvhSqVRo0KABevbsiVmzZiE93UYHe/5nyZIleOmllxAYGAhXV1c0b94cb731Fm7cuGHTuojIBnQlwJ7pQL75T2iLTshCwylH8e6Pibh8VzAAwOVbRXj3x0Q0nHIU0QlZ5td1O6nswUClRfftaisWTytFRETgyJEj2L17NxYuXIj27dvjyy+/RKtWrbBnj+3m1KZPnw43Nzd8/vnn2LlzJz744ANs27YNHTt2RFqa/V2IQkQWKvnfJ/TUU2avGp2QhRcXxqOwxAAB4M+TSOVthSUGvLgw3rKAuBEHbJ9UcxfjmUkhzJw8i4yMxMiRI3H8+HF06tTJZFlycjK6deuG7OxsXLx4Ef7+/hWOUVBQALVabXnV95Ceng4/Pz+Ttt9++w2dO3fGJ598gmnTplXLdomo5p04cQIdO3ZEbGwsOnTo8MeC1FNlp45aMLefXaBDwylHUVhigKEK744OCsDV2QEps541f4oJANwfAV6YCfi2NH/damTVA9KNGzfG3LlzkZubi++++w4AMGLECLi5ueHMmTMICQmBu7s7evXqBQAIDAzEiBEjpHF69OiBHj16mLQlJCQgJCQEarUavr6+GDduHLZv3w6FQoH9+/cb+/05GACgY8eOUCqVuHat9h8EIiILGQxA0q/AtneBrRMtPui7/EgaCoqrFgwAYBBAQbEBK45aODORewPYPBY4sbJsGqyWsPoB6b59+0KpVOLgwYPGtpKSEvTv3x+jR4/G5MmTodPpzBrzxo0b0Gq10Gg0WLRoEfz8/BAVFYW33367SusfOHAAer0ebdq0MWu7RGQnft8K/P4FkFf2Bp1TqMOZ6+ZfcCaEwOzd16RppPuuB+DLXdfwVCMNFAqF2dsFgLZ5i+GZsBFoGQo82gnwaQ6oPC0ayxqsHg4ajQY+Pj5ITU01tpWWluKjjz7CyJEjLRpz3rx5yMrKwsGDB9G6dWsAQJ8+fdC7d28kJSXdc93c3FyMHTsWjRo1wqhRoyrtV1xcjOJi04eLu7i4wMXFxaKaiagaFOeWXUx2OwnIuADERJe1n90MNHY3djtzPR/Bc+JqtLTU7BJ0n3va4vVj3m+Hbq7/u1Cv/GI913qAd1PAO6js5dUE8GwIuHpZp+h7qJZTWSs6jBEWFmbxeAcOHMATTzxhDIZyQ4YMQXR0dKXrFRUV4eWXX8bVq1exd+9euLlVftrYrFmz8PHHH5u0TZ8+HTNmzLC4biJ6ACX5ZfdCKskHinLKHp6jv+sDnE8LoCUAbAae/jvQpsUfyzzjAbxbwwU/oI4jgE5P3LtP3s2yl6Mr4NMScPOttnKsHg75+fnIzMxE27ZtjW1qtRoeHh4Wj5mZmYmmTZtK7ZUd8AbKvgkMHDgQhw4dwrZt2/DMM8/ccxtTpkzBe++9Z9LGbw1ENuSsKXupvQE0qrjPHe+y/zZ6Bmh+1wHpm6pqL8/qGnYCmnezdRVGVg+H7du3Q6/XmxxQrmwOTqVSSVM5AJCRkQEfHx/jz/Xr16/wNNSbN29WOG5xcTFeeukl7Nu3D5s3bzYeAL8XTiER1R1t27ZFTEyM2esJITB48GCTafGqCggIwJo1ayw/5nDXB+rawKrhkJycjPfffx+enp4YPXr0ffsHBgbi9GnTOboLFy7g/PnzJuGg1WoxZ84cnD171mRqac2aNdKY5d8Y9u7diw0bNiA0NPQB9oiI7JGnpye6dbPsU/gHH3yAd99916xbZCgUCnz44YcIDg62aJu1kcXhEB8fD51OB51Oh/T0dMTExCAiIgJKpRIbN26Er+/958KGDRuGoUOHYuzYsQgLC8PVq1cxe/Zsad133nkHy5YtQ58+fTBz5kz4+/tj9erVOHfuHADAweGPM3IHDRqEHTt2YOrUqahfvz6OHj1qXObh4SEdtyAiult4eDimTp2KwsJCGAz3f4yog4MDXF1dMXz48BqorgYJM0VERJRfHCgACGdnZ+Hn5ye0Wq34/PPPRXp6ukn/8PBwodFoKhzLYDCI2bNni6CgIKFSqUSnTp3E3r17hVarFVqt1qRvfHy8eP7554VKpRLe3t7ijTfeEMuXLxcARFxcnLHf3bX9+fXnMYnIvsXGxgoAIjY21qrj7ty5UyiVSuHg4HDP9xQHBwehVCpFdHS0VbdfG5h9hXRt8uabbyIqKgqZmZlwdna2dTlEVMMqvULaCqKjoxEWFoaCggIApmdhlh9XUKvV2LBhA0JCQqy67drAbu7KOnPmTAQEBCAoKAh5eXnYtm0blixZgmnTpjEYiMjqQkNDkZKSghUrVmD+/PlITEw0LgsKCsKECRMQHh4OT0/bXahWnewmHJycnPDVV18hJSUFOp0OLVq0wNdff42JEyfaujQiqqO8vLwwYcIEjB8/HllZWcjNzYW7uzu8vb0tPivJXtj1tBIRPdyqc1rpYccnwRERkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJGA5ERCRhOBARkYThQEREEoYDERFJHG1dABHVLINBYP+FdPzyezp0eoEB7QPwXHMfW5dFtQzDgeghcu7mHXy7LxFXMvKNbWdv3MFobRD+8mSADSuj2obhQPQQ0OkNWHn0KjadvA6DkJd/f/AyGtVTo10jrxqvjWonHnMgquPyi3X4v83x2HCi4mAAAIMAvt59AblFpTVbHNVaDAeiOqxEZ8D0LQmIv37nvn2z8kvw772XaqAqsgcMB6I67PuYyzh/M7fK/Q8nZmLb6dRqrIjsBcOBqI6Kv56DnfE3zV5vScwVnE7Jtn5BZFcYDkR1kBACS2IuW7Su3iAw6+dzSLldYOWqyJ4wHIjqoCOJmUi8lX//jpXIK9bh022/o7BEb8WqyJ4wHIjqGCEEVh9LfuBxrmcXYvGBRCtURPaI4UBUxxy6lIGrmdaZEtp7Lh0nkm9bZSyyLwwHojpEbxD44ehVq475/cHL0Fd2gQTVWQwHojpkS9x1pGYXWXXMlNuFFp31RPaN4UBUR1zPLsSqow9+rKEia44no6iUB6cfJgwHojqgRGfAnOjzKNYZqmX87IJSbI3jxXEPE4YDUR3wfcxlXErPq9ZtbDhxHXnFumrdBtUeDAciO/frpYwaOSaQV6zD+tiUat8O1Q4MByI7llNQioX7au5meZtPXUd6rnUPeFPtxHAgsmMRh68gt6jmpnpK9QJLY67U2PbIdhgORHbqYlou9p5Lr/HtHk7MxH8vZ9b4dqlmMRyI7NTSQ1cgbHRt2sL9iXwwUB3HcCCyQ4cuZiAh9f4P8Kkut/NL8O8aPNZBNY/hQGRnikr1WHrIsttxW9PhS5mITuCV03UVw4HIziw/nISMvBKL1xdCoCQvGwWZN1CSlw3xAHNT/zl4GZdvVe/1FWQbjrYugIiq7tiVLGw/c8OidUsLcnHt2E4kHVyPgozrxna1z6MI7B6GRk/3hpPa3awxS3QGfLb9d8x9tR281M4W1UW1k9nfHCIjI6FQKIwvlUqFBg0aoGfPnpg1axbS02v+7Im7JSQkYOzYsejSpQs0Gg0UCgX2799v05qIrOFSeh7m7Dpv0UHo9N//iz0fheHshgUoyDC9DUZBRirObliAPR+FIf33/5o/dm4xpm2KR04BD1DXJRZPK0VERODIkSPYvXs3Fi5ciPbt2+PLL79Eq1atsGfPHmvWaJbffvsNmzZtgre3N3r16mWzOoisKe5aNqZtOmPRk9nSf/8vji3+APrSIgDif6+7lbXpS4twfPEHFgXE1cwC/OOnOFzPLjR7XaqdLA6HJ554As8++yyCg4MRFhaGefPm4fTp09BoNHj55ZeRlpZW6boFBdX3bNphw4YhNTUV27dvx/Dhw6ttO0Q1IbugBIsPJOKjzfHILzY/GEoLchG79P8ACNz3K4cQEBCIXfp/KC3INXtbN3KK8N7aUzh8KcPsdan2seoB6caNG2Pu3LnIzc3Fd999BwAYMWIE3NzccObMGYSEhMDd3d34iT4wMBAjRoyQxunRowd69Ohh0paQkICQkBCo1Wr4+vpi3Lhx2L59uzRt5ODAY+xk/y6l52H+LxcxKvI4tp++AUuftXPt2E7oS4ruHwzlhIC+pAgpx6Mt2l5BiR6zdpzDV9HnkHaHt9mwZ1Y/IN23b18olUocPHjQ2FZSUoL+/ftj9OjRmDx5MnQ68y73v3HjBrRaLTQaDRYtWgQ/Pz9ERUXh7bfftnb5RDaTmVeMI5czsff3dFy86w6rpYV5yE01/9RVIQQSf1kNeRrpvmvi0p5V8Hi0BRQKhdnbBYBfCoNw6GIGnnjUE20f9URTHw2a1NfAz90FDg6WjUk1y+rhoNFo4OPjg9TUPw56lZaW4qOPPsLIkSMtGnPevHnIysrCwYMH0bp1awBAnz590Lt3byQlJVmjbBQXF6O4uNikzcXFBS4uLlYZn0gIgcJSPXIKS5FdUIrb+SW4eacI17IKcSEtF8lZFU+35qZexuFvxtVorcU5GTgy3/IPX89NXAinZk/idEoOTqfkGNtdHB3QuL4aTbw1aFjPFY/Wc4WfuwsCvFyhclJao3Sykmo5lbWi86bDwsIsHu/AgQN44oknjMFQbsiQIYiOtuzr75/NmjULH3/8sUnb9OnTMWPGDKuMTw8vIQTyS/TQ6Q0wCMDFUQl/DyX8PVR4/BGP+65/9HApXvymBgq1oqkvtsKzzz1d5f4WfkGhamT1cMjPz0dmZibatm1rbFOr1fDwuP8/gspkZmaiadOmUru/v7/FY/7ZlClT8N5775m08VsDWYNCoYCbi+X/1DxcnaxYTc3wcHWCt4bXPdgzq4fD9u3bodfrTQ4oVzZvqVKppKkcAMjIyICPj4/x5/r161d49tPNm9a7dJ9TSFRbtW3bFjExMWavJ4TA4MGDTaZ4qyogIABr1qyx+JjD3R8OyT5ZNRySk5Px/vvvw9PTE6NHj75v/8DAQJw+fdqk7cKFCzh//rxJOGi1WsyZMwdnz541mVpas2aN9YonqqU8PT3RrVs3i9b94IMP8O6775p1iwyFQoEPP/wQwcHBFm2T6gaLwyE+Ph46nQ46nQ7p6emIiYlBREQElEolNm7cCF9f3/uOMWzYMAwdOhRjx45FWFgYrl69itmzZ0vrvvPOO1i2bBn69OmDmTNnwt/fH6tXr8a5c+cAmJ6+WlBQgJ9//hkAcPToUQBlxywyMjKg0WjQp08fS3eZyO6Eh4dj6tSpKCwshMFguG9/BwcHuLq68hohAoSZIiIiyi+xFACEs7Oz8PPzE1qtVnz++eciPT3dpH94eLjQaDQVjmUwGMTs2bNFUFCQUKlUolOnTmLv3r1Cq9UKrVZr0jc+Pl48//zzQqVSCW9vb/HGG2+I5cuXCwAiLi7O2O/KlSsm9d39atKkibm7S2T3du7cKZRKpXBwcKj03wYA4eDgIJRKpYiOjrZ1yVUWGxsrAIjY2Fhbl1LnKISw1eNCHtybb76JqKgoZGZmwtmZB7+IKhMdHY2wsDDj3Qnu/mdfflxBrVZjw4YNCAkJsUmNljhx4gQ6duyI2NhYdOjQwdbl1Cl2c1fWmTNnIiAgAEFBQcjLy8O2bduwZMkSTJs2jcFAdB+hoaFISUnBihUrMH/+fCQmJhqXBQUFYcKECQgPD4enp6cNq6TaxG7CwcnJCV999RVSUlKg0+nQokULfP3115g4caKtSyOyC15eXpgwYQLGjx+PrKws5Obmwt3dHd7e3haflUR1l11PKxHRw43TStWHd6kjIiIJw4GIiCQMByIikjAciIhIwnAgIiIJw4GIiCQMByIikjAciIhIwnAgIiIJw4GIiCQMByIikjAciIhIwnAgIiIJw4GIiCQMByIikjAciIhIwnAgIiIJw4GIiCQMByIikjAciIhIwnAgIiIJw4GIiCQMByIikjAciIhIwnAgIiIJw4GIiCSOti6gthJCIDc319ZlENE95OXlGf97584dG1djP9zd3aFQKO7ZRyGEEDVUj125c+cOPD09bV0GEZHV5eTkwMPD4559GA6VsOSbw507d9CoUSNcu3btvr94e1OX9w2o2/vHfbNP1blvVfnmwGmlSigUCov/QDw8POrcX9RydXnfgLq9f9w3+2SrfeMBaSIikjAciIhIwnCwIhcXF0yfPh0uLi62LsXq6vK+AXV7/7hv9snW+8YD0kREJOE3ByIikjAciIhIwnAgIiIJw4GIiCQMhxpQXFyM9u3bQ6FQ4NSpU7Yuxyr69++Pxo0bQ6VS4ZFHHsGwYcOQmppq67IeWFJSEt544w00bdoUrq6uaNasGaZPn46SkhJbl2YVn332GZ577jmo1Wp4eXnZupwH8u2336Jp06ZQqVTo2LEjYmJibF2SVRw8eBD9+vVDQEAAFAoFNm3aZJM6GA414IMPPkBAQICty7Cqnj17Yt26dTh//jzWr1+PxMREDBo0yNZlPbBz587BYDDgu+++Q0JCAubNm4fFixfjn//8p61Ls4qSkhK88soreOutt2xdygNZu3Yt3nnnHUydOhUnT55EcHAw+vTpg+TkZFuX9sDy8/PRrl07/Pvf/7ZtIYKq1c8//ywef/xxkZCQIACIkydP2rqkarF582ahUChESUmJrUuxutmzZ4umTZvaugyrioiIEJ6enrYuw2JPP/20GDNmjEnb448/LiZPnmyjiqoHALFx40abbJvfHKpRWloa/v73v2PlypVQq9W2LqfaZGVlYdWqVXjuuefg5ORk63KsLicnB97e3rYug/6npKQEsbGxCAkJMWkPCQnB4cOHbVRV3cNwqCZCCIwYMQJjxoxBp06dbF1Otfjwww+h0WhQv359JCcnY/PmzbYuyeoSExOxYMECjBkzxtal0P9kZGRAr9fD39/fpN3f3x83b960UVV1D8PBTDNmzIBCobjn67fffsOCBQtw584dTJkyxdYlV1lV963cP/7xD5w8eRK7du2CUqnE8OHDIWrpBffm7hsApKamonfv3njllVfwt7/9zUaV358l+1YX/PmW00KI+96GmqqOt88wU0ZGBjIyMu7ZJzAwEIMHD8bWrVtN/rLq9XoolUr89a9/xfLly6u7VLNVdd9UKpXUnpKSgkaNGuHw4cPo0qVLdZVoMXP3LTU1FT179sQzzzyDyMhIODjU3s9Rlvy5RUZG4p133kF2dnY1V2d9JSUlUKvV+PHHHzFw4EBj+8SJE3Hq1CkcOHDAhtVZl0KhwMaNG/HSSy/V+Lb5PAcz+fj4wMfH57795s+fj08//dT4c2pqKkJDQ7F27Vo888wz1Vmixaq6bxUp/4xRXFxszZKsxpx9u379Onr27ImOHTsiIiKiVgcD8GB/bvbI2dkZHTt2xO7du03CYffu3RgwYIANK6tbGA7VpHHjxiY/u7m5AQCaNWuGhg0b2qIkqzl27BiOHTuGbt26oV69erh8+TI++ugjNGvWrFZ+azBHamoqevTogcaNG2POnDm4deuWcVmDBg1sWJl1JCcnIysrC8nJydDr9cbrbpo3b278O2oP3nvvPQwbNgydOnVCly5d8J///AfJycl14thQXl4eLl26ZPz5ypUrOHXqFLy9vaX3lWplk3OkHkJXrlypM6eynj59WvTs2VN4e3sLFxcXERgYKMaMGSNSUlJsXdoDi4iIEAAqfNUF4eHhFe7bvn37bF2a2RYuXCiaNGkinJ2dRYcOHcSBAwdsXZJV7Nu3r8I/o/Dw8Bqtg8cciIhIUrsnU4mIyCYYDkREJGE4EBGRhOFAREQShgMREUkYDkREJGE4EBGRhOFANhMZGWm8Mdz+/ful5UIING/eHAqFAj169Kjx+szRo0cP4744ODjA3d0dzZs3xyuvvIKffvoJBoNBWicwMBAjRowwaTt58iS0Wi08PT2hUCjwr3/9CwDwyy+/oFOnTtBoNDZ9Ohg9PHj7DLI5d3d3LF26VAqAAwcOIDExEe7u7rYpzExBQUFYtWoVgLKneV25cgWbNm3CK6+8guDgYGzduhWenp7G/hs3boSHh4fJGKNGjUJ+fj7WrFmDevXqITAwEEIIvPrqq2jZsiW2bNkCjUaDxx57rEb3jR4+DAeyuddeew2rVq3CwoULTd4sly5dii5duuDOnTs2rK7qXF1d8eyzz5q0/e1vf0NERARGjRqFN998E2vXrjUue+qpp6Qx4uPj8fe//x19+vQxtl2/fh1ZWVkYOHAgevXqZZVaS0tLoVAo4OjItwCqGKeVyOaGDBkCAIiKijK25eTkYP369Rg1alSF65SUlODTTz/F448/DhcXF/j6+mLkyJEmN8oDyp41HBISgkceeQSurq5o1aoVJk+ejPz8fJN+I0aMgJubGy5duoS+ffvCzc0NjRo1wqRJkx74TrMjR45E37598eOPP+Lq1avG9runlcqn2HQ6HRYtWmScopoxY4bxRo0ffvghFAoFAgMDjWNcvHgRr7/+Ovz8/ODi4oJWrVph4cKFJtvfv38/FAoFVq5ciUmTJuHRRx+Fi4uL8eZue/bsQa9eveDh4QG1Wo2uXbvil19+MRmj/JkRCQkJGDJkCDw9PeHv749Ro0YhJyfHpK/BYMCCBQvQvn17uLq6wsvLC88++yy2bNli0m/t2rXo0qULNBoN3NzcEBoaipMnTz7Q75qsh+FANufh4YFBgwZh2bJlxraoqCg4ODjgtddek/obDAYMGDAAX3zxBV5//XVs374dX3zxBXbv3o0ePXqgsLDQ2PfixYvo27cvli5dip07d+Kdd97BunXr0K9fP2nc0tJS9O/fH7169cLmzZsxatQozJs3D19++eUD72P//v0hhEBMTEyFy1988UUcOXIEADBo0CAcOXIER44cwd/+9jds2LABADB+/HgcOXIEGzduBACcPXsWnTt3Rnx8PObOnYtt27bhxRdfxIQJE/Dxxx9L25gyZQqSk5OxePFibN26FX5+fvjhhx8QEhICDw8PLF++HOvWrYO3tzdCQ0OlgACAsLAwtGzZEuvXr8fkyZOxevVqvPvuuyZ9RowYgYkTJ6Jz585Yu3Yt1qxZg/79+yMpKcnY5/PPP8eQIUPQunVrrFu3DitXrkRubi6Cg4Nx9uxZi37HZGU1eps/oruU3wH1+PHjxjtRxsfHCyGE6Ny5sxgxYoQQQog2bdoIrVZrXC8qKkoAEOvXrzcZ7/jx4wKA+PbbbyvcnsFgEKWlpeLAgQMCgIiLizMuK79b6bp160zW6du3r3jsscfuuy9arVa0adOm0uU7duwQAMSXX35pbGvSpIl0p00AYty4cSZt5Xf0/eqrr0zaQ0NDRcOGDUVOTo5J+9tvvy1UKpXIysoSQvxxl8/u3bub9MvPzxfe3t6iX79+Ju16vV60a9dOPP3008a26dOnCwBi9uzZJn3Hjh0rVCqVMBgMQgghDh48KACIqVOnVvq7SE5OFo6OjmL8+PEm7bm5uaJBgwbi1VdfrXRdqjn85kC1glarRbNmzbBs2TKcOXMGx48fr3RKadu2bfDy8kK/fv2g0+mMr/bt26NBgwYmZz5dvnwZr7/+Oho0aAClUgknJydotVoAwO+//24yrkKhkL5RPPnkkyZTQZYSVr75cVFREX755RcMHDgQarXa5PfQt29fFBUV4ejRoybrhIWFmfx8+PBhZGVlITw83GR9g8GA3r174/jx49L0W//+/U1+fvLJJ1FUVIT09HQAwI4dOwAA48aNq7T26Oho6HQ6DB8+3GS7KpUKWq22wjPXqObxaBTVCgqFAiNHjsT8+fNRVFSEli1bIjg4uMK+aWlpyM7OhrOzc4XLyx+ZmZeXh+DgYKhUKnz66ado2bIl1Go1rl27hpdfftlk+gkA1Gq19AhUFxcXFBUVPfD+lQdMQEDAA48FAJmZmdDpdFiwYAEWLFhQYZ8/Pzr0kUceMfk5LS0NQNk0VmWysrKg0WiMP9evX99kuYuLCwAYf5e3bt2CUqm854ORyrfbuXPnCpfX9ifvPSwYDlRrjBgxAh999BEWL16Mzz77rNJ+Pj4+qF+/Pnbu3Fnh8vJTX/fu3YvU1FTs37/f+G0BgE2em7xlyxYoFAp0797dKuPVq1cPSqUSw4YNq/RTetOmTU1+vvt55gCMjxZdsGCBdJZVOX9/f7Pq8vX1hV6vx82bN6Uw+vN2f/rpJzRp0sSs8anmMByo1nj00Ufxj3/8A+fOnUN4eHil/f7yl79gzZo10Ov193wed/mbYfmn23LfffeddQquooiICOzYsQOvv/661R7zqFar0bNnT5w8eRJPPvlkpd+i7qVr167w8vLC2bNn8fbbb1ulrj59+mDWrFlYtGgRZs6cWWGf0NBQODo6IjExUZrqotqD4UC1yhdffHHfPoMHD8aqVavQt29fTJw4EU8//TScnJyQkpKCffv2YcCAARg4cCCee+451KtXD2PGjMH06dPh5OSEVatWIS4urlpqLywsNM7zFxYW4vLly9i0aRO2bdsGrVaLxYsXW3V733zzDbp164bg4GC89dZbCAwMRG5uLi5duoStW7di796991zfzc0NCxYsQHh4OLKysjBo0CD4+fnh1q1biIuLw61bt7Bo0SKzagoODsawYcPw6aefIi0tDX/5y1/g4uKCkydPQq1WY/z48QgMDMTMmTMxdepUXL58Gb1790a9evWQlpaGY8eOQaPRVHi2FdUshgPZHaVSiS1btuCbb77BypUrMWvWLDg6OqJhw4bQarVo27YtgLL58e3bt2PSpEkYOnQoNBoNBgwYgLVr16JDhw5Wr+vy5cvo0qULAECj0cDf3x8dOnTAjz/+iJdfftnqc+mtW7fGiRMn8Mknn2DatGlIT0+Hl5cXWrRogb59+1ZpjKFDh6Jx48aYPXs2Ro8ejdzcXPj5+aF9+/bSrT2qKjIyEh06dMDSpUsRGRkJV1dXtG7dGv/85z+NfaZMmYLWrVvjm2++QVRUFIqLi9GgQQN07twZY8aMsWi7ZF18hjQREUl4WgAREUkYDkREJGE4EBGRhOFAREQShgMREUkYDkREJGE4EBGRhOFAREQShgMREUkYDkREJGE4EBGRhOFARESS/w97yiThc3oLfwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "forest1_horizontal = forest_plot(contrasts, \n", - " contrast_labels =['Drug1', 'Drug2', 'Drug3'],\n", - " horizontal=True);\n" - ] - }, - { - "cell_type": "markdown", - "id": "4100ba2c", - "metadata": {}, - "source": [ - "#### Changing ``custom_palette`` and ``effect_size``" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "23c9446e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "forest2_vertical = forest_plot(contrasts, \n", - " contrast_labels =['Drug1', 'Drug2', 'Drug3'], \n", - " custom_palette= ['gray', 'blue', 'green'], \n", - " # or {'Drug1':'gray', 'Drug2':'blue', 'Drug3':'green'}\n", - " effect_size='delta_g');" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d5f2a4dd", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "forest2_horizontal = forest_plot(contrasts, \n", - " contrast_labels =['Drug1', 'Drug2', 'Drug3'], \n", - " custom_palette= ['gray', 'blue', 'green'],\n", - " horizontal=True, effect_size='delta_g');\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "829f0d03", - "metadata": {}, - "source": [ - "### A forest plot added as a subfigure with a figure with a variety of DABEST plots" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0e0d544f", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 5.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 5.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/plot_tools.py:1232: UserWarning: 15.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", - " warnings.warn(err)\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0.0, 1.0, 'Forest plot')" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f_forest_drug_profiles, axes = plt.subplots(2, 2, figsize=[18, 18])\n", - "contrast_labels1 = ['Drug1', 'Drug2', 'Drug3']\n", - "unpaired_delta_01.mean_diff.plot( \n", - " contrast_label='Mean Diff',\n", - " fig_size = (5, 5),\n", - " raw_marker_size = 5,\n", - " es_marker_size = 5,\n", - " color_col='Genotype',\n", - " ax = axes[0,0]\n", - ")\n", - "\n", - "unpaired_delta_02.mean_diff.plot( \n", - " contrast_label='',\n", - " fig_size = (5, 5),\n", - " raw_marker_size = 5,\n", - " es_marker_size = 5,\n", - " color_col='Genotype',\n", - " ax = axes[0,1]\n", - ")\n", - "\n", - "\n", - "unpaired_delta_03.mean_diff.plot( \n", - " contrast_label='Mean Diff',\n", - " fig_size = (5, 5),\n", - " raw_marker_size = 5,\n", - " es_marker_size = 5,\n", - " color_col='Genotype',\n", - " ax = axes[1,0]\n", - ")\n", - "forest_plot(contrasts, contrast_labels = contrast_labels1 , ax = axes[1,1])\n", - "axes[0,0].set_title('Drug1 delta2', fontsize = 13, loc='left')\n", - "axes[0,0].set_ylabel('')\n", - "axes[0,1].set_ylabel('')\n", - "axes[0,1].set_title('Drug2 delta2', fontsize = 13, loc='left')\n", - "axes[1,0].set_title('Drug3 delta2', fontsize = 13, loc='left')\n", - "axes[0,1].set_ylabel('')\n", - "axes[1,1].set_title('Forest plot', fontsize = 13, loc='left') " - ] - }, { "cell_type": "markdown", "id": "964471ab", "metadata": {}, "source": [ - "## Forest plot of mini-meta:\n" + "# Forest plot of mini-meta effects:\n", + "Next we will generate a similar forest plot for mini-meta effect sizes. Please revisit the notebook '[Mini-meta Tutorial](04-mini_meta_delta.html)' on how to generate a mini-meta effect size. We will generate three mini-meta effect sizes for three separate mini-meta analyses:" ] }, { @@ -608,7 +362,7 @@ "id": "22bd3eab", "metadata": {}, "source": [ - "### Simulate the datasets for unpaired mini_meta " + "## Simulate the datasets for three unpaired mini-meta effects" ] }, { @@ -663,25 +417,20 @@ " test_scales=[0.5, 0.6, 0.9])" ] }, + { + "cell_type": "markdown", + "id": "93dd9b67-745f-45fc-8eee-fabb9c9eea6c", + "metadata": {}, + "source": [ + "## Creating contrast objects required for a mini-meta forest plot" + ] + }, { "cell_type": "code", "execution_count": null, "id": "9f68e5fe", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/_dabest_object.py:668: FutureWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n", - " plot_data.loc[:, self.__xvar] = pd.Categorical(\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/_dabest_object.py:668: FutureWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n", - " plot_data.loc[:, self.__xvar] = pd.Categorical(\n", - "/Users/wangzhuoyulucas/anaconda3/envs/dabest/lib/python3.10/site-packages/dabest/_dabest_object.py:668: FutureWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n", - " plot_data.loc[:, self.__xvar] = pd.Categorical(\n" - ] - } - ], + "outputs": [], "source": [ "contrast_mini_meta01 = dabest.load(data = df_mini_meta01,\n", " idx=((\"Control 1\", \"Test 1\"), (\"Control 2\", \"Test 2\"), (\"Control 3\", \"Test 3\")), \n", @@ -701,26 +450,88 @@ "id": "e04e1ac4", "metadata": {}, "source": [ - "## Generate the Figure" + "## Generate the mini-meta forest plot" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9deb1001", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f_forest_minimeta = forest_plot(contrasts_mini_meta, contrast_type='mini_meta', contrast_labels=['mini_meta1', 'mini_meta2', 'mini_meta3']);" + ] + }, + { + "cell_type": "markdown", + "id": "5f9587c0-fbe8-474d-97ce-bd99d27ddf96", + "metadata": {}, + "source": [ + "# Control of aesthetics" ] }, { "cell_type": "markdown", - "id": "c760a179", + "id": "06b93055", "metadata": {}, "source": [ - "### Vertical Layout (default)" + "### Changing layout \n", + "Forest plot assumes a vertical layout by default, but you can change it to a horizontal layout by setting ```horizontal``` to be ```True```:" ] }, { "cell_type": "code", "execution_count": null, - "id": "9deb1001", + "id": "d8313860", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f_forest_delta2_horizontal = forest_plot(contrasts, \n", + " contrast_labels =['Drug1', 'Drug2', 'Drug3'],\n", + " horizontal=True);\n" + ] + }, + { + "cell_type": "markdown", + "id": "4100ba2c", + "metadata": {}, + "source": [ + "### Using a custom palette \n", + "You can color the half-violins with ```custom_palette```:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "23c9446e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -730,28 +541,33 @@ } ], "source": [ - "forest_plot(contrasts_mini_meta, contrast_type='mini_meta', contrast_labels=['mini_meta1', 'mini_meta2', 'mini_meta3']);" + "f_forest_delta2_custom_palette= forest_plot(contrasts, \n", + " contrast_labels = ['Drug1', 'Drug2', 'Drug3'], \n", + " custom_palette = ['gray', 'blue', 'green'], # or \n", + " # custom_palette = {'Drug1':'gray', 'Drug2':'blue', 'Drug3':'green'}\n", + " );" ] }, { "cell_type": "markdown", - "id": "0eb263d3", + "id": "b781aad8-f5de-4a10-b29a-c39b5f7aac7f", "metadata": {}, "source": [ - "### Horizontal Layout" + "### Plotting other effect sizes \n", + "Forest plots can be drawn for effect sizes other than mean_difference, such as ```deltas' g```, by setting ```effect_size```:" ] }, { "cell_type": "code", "execution_count": null, - "id": "89af4a33", + "id": "d5f2a4dd", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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ss28iEzGYiKzAz88PYWFhkCSpWttJAMICXOFby0LTWnZ+BqhmTUSWxmAisgJJkvDss8+atO1zsfWqHWhV0nwAENTK/PslqiEGE5GVjB07Fu7u7nCq4h1nnaSSGSDGdKxt/mK0wUDHp82/XyIzYDARWYm3tzfWr18PSZLuG05OUskRtm+fCjf/xbUuHkCv+YCLu3n3S2QmDCYiK4qLi8PmzZvh5uZW4eE5CSUzPvzvmZboFW7GufKAkpke+v2b8+WRojGYiKwsLi4Of/zxB5YtW4a6deuWWVbX2wXLHg3DtTc6mj+UgtsDQ/8LBDYz736JzIxz5XGuPJJRUlISoqOjjc/3THsQXZt4m/dNvEOAh54CGnbhCDyyCby1OpGM/n44z6yj77zrA23HAmHdgSoOuCBSAgYTkb3xrAO0mwA07slAIpvEYCKyF04qoM1oIOJxQO0idzVEJmMwEdkDr3pAz3ggoKnclRDVGIOJyNaFxgDRLwKams3HR6QUDCYiW6XxBDo9AzwQx9F2ZFcYTES2RpKApn2B9v8A3M18rRORAjCYiGxJvciSOe78G8tdCZHFMJiIbIFXPaDzs0D9jjxsR3aPwUSkdK2GAw9NAtQauSshsgoGE5FSqV2BHrNLphIiciAMJiIlUmuAvouBOq3lroTI6jhfCZESdZnKUCKHxR4TkYxatWqFpKQkYNciQHcVrerVAuq1Lbk2ichB2XyP6Z133kHDhg3h6uqKDh064NChQ3KXRFRlWq0WXbp0QZfmQejSWAutmxqIHMeRd+TQbDqY1q5di6lTpyI+Ph7Hjh1D69atERcXh7S0NLlLIzKN/wNA0INyV0EkK5sOpjfffBOTJk3C+PHjER4ejvfffx/u7u74+OOP5S6NyDQthrC3RA7PZs8xFRQU4OjRo5gxY4bxNScnJ/Ts2RMHDhwod5v8/Hzk5+cbn+v1egDAzz//DA8PToBJMvr9JpBTBOi9gWPH5K6GyGLatm1733VsNphu3ryJ4uJi1K5du8zrtWvXxtmzZ8vdZuHChZg3b949r3fr1s0iNRJV27wouSsgsighxH3XsdlgMsWMGTMwdepU43O9Xo+QkBDs3r2bPSaS1/bXgOb9gbpt5K6ESHY2G0z+/v5QqVRITU0t83pqaiqCgoLK3Uaj0UCjuXdal4iICHh5eVmkTqIqSQ4AHn605FYWRA7OZgc/uLi4IDIyEtu3bze+ZjAYsH37dnTq1EnGyohM4FWPoUT0J5vtMQHA1KlTMXbsWLRr1w4PPfQQli1bhpycHIwfP17u0oiqRxssdwVEimHTwfTYY48hPT0dc+bMwY0bNxAREYGtW7feMyCCSPE8+JklKiWJqgyRsFN6vR5arRY6nY7nmEhelw8ADXgImgiw4XNMRHbFzUfuCogUg8FEpASu7LETlWIwESmBs5vcFRApBoOJSAnUrnJXQKQYDCYiJWCPiciIwURERIrCYCIiIkVhMBERkaIwmBToWlae3CUQEcmGwaRAlzNyqnTPEiIie8RgUqD8IgMycwvlLoOISBYMJoW6lsnDeUTkmBhMCnXlVq7cJRARyYLBpFDJGTlyl0BEJAsGk0Il32QwEZFjYjAp1JVbuRyZR0QOicGkULkFxcjIKZC7DCIiq2MwKdj51Gy5SyAisjoGk4IdSb4ldwlERFbHYFKwPefTkZXLw3lE5FgYTAqi0+mwd+9enDz6E25dPIHbej0+3pcsd1lERFallrsA+svJkyfRtWtX4/PO/3wHO9080La+N2KaBspYGRGR9bDHZANW7LiA86m35S6DiMgqGEw2oKDIgFcTTuOPTE5TRET2j8FkI7JyCzHj25O4kMaeExHZNwaTDcnKLcTL609i+5lUuUshIrIYBpONKSgyYNmP5/HmtnPILSiSuxwiIrNjMNmonefS8dyXx3Hqmk7uUoiIzIrBZMNS9fmY8e1JvLPzArLz2XsiIvvAYLIDW0/dwFOfHsHWU9dRbOCM5ERk2xhMdkKfV4R3dl7EM18cw97zN2FgQBGRjeLMD3bmj8w8LNp6Fo38a+GJjg3QvqEPJEmSuywioipjj8lOXbqZg9cSTuOldSdw5rpe7nKIiKqMwWTnzt64jZfWncCb285Bl1sodzlERPfFYHIQO8+l45kvj+H4lUy5SyEiqhSDSUGEEJU+r6ms3ELM/e5XbPr5mtn3TURkLjYZTMnJyZg4cSIaNWoENzc3hIWFIT4+HgUFtnlTvaysLCxfvhwjRowo8/qx1XPx+65vUJhrvvnxDAL4KOkS3t5xAQVFBrPtl4jIXGxyVN7Zs2dhMBjwwQcfoHHjxjh16hQmTZqEnJwcLF26VO7yqiUxMRHDhg1Dbm7uPb2YfN1NnP52Bc4lfIjIia8hsHkHs73vttOpuHQzBy/2boo6Wjez7ZeIqKYkYSfHdJYsWYL33nsPv//+e5W30ev10Gq10Ol08PLysmB15UtMTES/fv0ghIDBUEnvRZIgQUL7yYvNGk4A4OaswqToUPRsHshh5USkCDZ5KK88Op0Ovr6+la6Tn58PvV5f5iGXrKwsDBs27P6hBABCQEDg6MrZZj2sBwB5hcX4z/bzWLT1HPIKis26byIiU9hFMF24cAErVqzAU089Vel6CxcuhFarNT5CQkKsVOG9Vq9ejdzc3PuHUikhUFxwB38cTrRIPfsu3MTMDScZTkQkO0UF0/Tp0yFJUqWPs2fPltnm2rVr6N27N4YPH45JkyZVuv8ZM2ZAp9MZH1evXrXkj1MhIQRWrFhh0raXdq+z2Ii682nZ+PLQFYvsm4ioqhQ1+GHatGkYN25cpeuEhoYa/56SkoLY2Fh07twZ//3vf++7f41GA41GU9MyaywjIwMXL140YUuB3JvXUJirh0strdnrAoAL6dkW2S8RUVWZFEwTJkyodLkkSXB1dUVwcDBiYmLQqVOnKu03ICAAAQEBVVr32rVriI2NRWRkJFatWgUnJ0V1/iqVnV2zL/+iO7kWC6YHAj0ssl8ioqoyKZh27NiBvLw8pKenAwB8fHwAAJmZJbMKBAQEwGAwICMjA5IkIS4uDuvWrYO7u7tZir527RpiYmLQoEEDLF261FgHAAQFBZnlPSzJw6NmX/5qV/P8O/6dq7MTBkbUs8i+iYiqyqRuxpYtW6DRaDB37lxkZGQYHzdv3kR8fDzc3Nywb98+ZGZmYvbs2di6dStmz55ttqJ/+OEHXLhwAdu3b0dwcDDq1KljfNgCPz8/hIWFmTA8W4K7fz04u1tmaPuoDvXhW8vFIvsmIqoqk65j6tGjB5o0aYL333+/3OWTJ0/G77//jm3btgEARo0ahX379uHy5cs1q9bM5LyOafny5fjXv/5VzYEMEloMew6Nuj1i9nqaBHpgyfDWUDnxWiYikpdJPaaDBw+idevWFS5v3bo19u/fb3zetWtXpKammvJWdmvs2LFwd3ev+rkxSYLKxRXB7ePMXou7iwovxDVlKBGRIpgUTN7e3sbeUHm2bt0Krfavk/PZ2dmyzKygZN7e3li/fj0kSbp/OP0580O7ifPh7O5p1jqcVRJe6dscdb05LRERKYNJwTRp0iRs2rQJjzzyCLZv347Lly/j8uXL2L59Ox555BEkJCSUuabof//7HyIiIsxVs92Ii4vD5s2b4ebmVsn5JgkqZ1c8NHkJApo/ZNb317o549VBLdE6xNus+yUiqgmTzjEJITB9+nS89dZbKC4uO1OASqXCP//5TyxevBiSJOHOnTtYu3YtHnzwQbRp08ZshZuD3HPllcrKysKaNWuwaNEipKSkGF/XaP3RuOfjCH6oN5zdzDuMu9sDAfhH10bwdudgByJSlhpN4pqWlmbsMQFAgwYN0KNHDwQGBpqtQEtSSjCVSkpKQnR0tPF5p+fehl/jis/lmSKygQ8e71AfTWqb95AgEZG51Gjmh8DAQIwcOdJctTi8vx/OM+ds35ENfDDyofpoGsRAIiJlU9SURGR+jQM9MLFLI7SsZ5mZIoiIzI3BZKecVRLGdm6IAQ/WhROHgRORDWEw2aF63m6Y3qcZGvrXkrsUIqJqYzDZmdimAfi/mMZwc1HJXQoRkUkYTHbCz8MFk7uFoWOon9ylEBHVCIPJxmnUThjSth6GtQ2GqzN7SURk+0wOphMnTmDFihU4duwYdDrdPbcIlyTJxJvhUVVIEtCjWW083rE+/D3kv/khEZG5mBRMu3btQu/eveHj44N27drh+PHj6N69O+7cuYMDBw6gRYsWiIyMNHet9KfQgFp4JrYxL5IlIrtkUjDNmTMHoaGhOHjwIAoKChAYGIhXXnkF3bt3x08//YQ+ffpg0aJF5q6VADzaLhgjH6oPtcp27thLRFQdJn27HTt2DBMnToSXlxdUqpLzGqVz5nXo0AFPPfWUWW8MSIBaJWF6n2YY3akhQ4mI7JpJ33BqtRqeniWHkby9veHs7Iy0tDTj8tDQUJw+fdo8FRIA4IVeTRHV2F/uMoiILM6kYGrcuDHOnz8PoGSQQ7NmzbBhwwbj8s2bNyMoKMg8FRL6P1iHoUREDsOkc0x9+/bFxx9/jIULF0KtVmPq1KkYP348mjRpAgC4ePEiFi5caNZCHUGrVq2QlJSEY1cysfbQVXjWDUUtjQqPd2wgd2lERFZj0m0vCgsLodfr4evra5wB+7PPPsP69euhUqnQv39/jBs3zty1mp3SbntRaue5NLy57TcAwCORwRjbuaG8BRERWZFJPSZnZ2f4+ZWdYeCJJ57AE088YZaiqISTBPRtVUfuMoiIrMqkc0yhoaH47rvvKlyekJCA0NBQk4uiEg818kWAJy+eJSLHYlIwJScnIzs7u8Ll2dnZxrvakukeDucAEiJyPCZfEFPZ3VUPHz4Mb29vU3dNADw0arSt7y13GUREVlflc0zLly/H8uXLAZSE0vPPP4+ZM2fes55Op0NWVhZGjRplviodUER9b15IS0QOqcrBFBgYiBYtWgAoOZRXr1491KtXr8w6kiShVq1aiIyMxNNPP23eSh1MeB3ljBIkIrImk4aLx8bGYtasWejRo4clarIaJQ8XD/DQoGU9rdylEBFZnUnDxXfu3GnuOuhvgrSucpdARCSLKgXTnj17TNp5dHS0Sds5OpUkwdfdRe4yiIhkUaVgiomJKTMKTwhR6ai80uWlM45T9Xi5OcPJqeJ/XyIie1alYOKhO+vydnOWuwQiItlUKZi6detm6TroLrU0Jt/xnojI5tX4Qpnr16/jl19+QU5OjjnqIQCuzrx+iYgcl8nfgJs2bUKzZs0QHByMtm3b4qeffgIA3Lx5E23atMHGjRvNVaPDcXNWyV0CEZFsTAqm77//HkOHDoW/vz/i4+Nx96VQ/v7+qFevHlatWmW2Ih0NZ3wgIkdm0jfgq6++iujoaOzduxdTpky5Z3mnTp1w/PjxGhdHRESOx6RgOnXqFB599NEKl9euXRtpaWkmF1Ud+fn5iIiIgCRJ+Pnnn63ynkREZDkmBZO7u3ulgx1+//33e24kaCkvvfQS6tata5X3IiIiyzMpmGJjY7F69WoUFRXds+zGjRv48MMP0atXrxoXdz9btmzBtm3bsHTpUou/FxERWYdJF8y8/vrr6NixI9q3b4/hw4dDkiQkJiZix44d+OCDDyCEQHx8vLlrLSM1NRWTJk3Cxo0b4e7uXqVt8vPzkZ+fb3yu1+stVR4REZnIpB5T06ZNsXfvXvj5+WH27NkQQmDJkiVYsGABWrVqhaSkJDRs2NDMpf5FCIFx48Zh8uTJaNeuXZW3W7hwIbRarfEREhJisRqJiMg0Jt324m6ZmZm4cOECDAYDQkNDERAQYPK+pk+fjkWLFlW6zpkzZ7Bt2zZ8/fXX2L17N1QqFZKTk9GoUSMcP34cERERFW5bXo8pJCREcbe9ICJyZDUOJnNKT09HRkZGpeuEhobi0Ucfxffff19mItni4mKoVCo8/vjjWL16dZXeT6n3YyIicmTVDqb8/Hx89tln2LZtGy5evIjbt2/D09MTjRs3Ru/evTFq1Ci4uFj2lg1Xrlwpc34oJSUFcXFxWLduHTp06IDg4OAq7YfBRESkPNUKppMnT2LQoEG4fPkyhBDQarXw8PBAdnY2dDodJElCaGgovvvuOzRv3tySdZdR1UN5f8dgIiJSnioPfsjOzsbAgQORmpqK119/HVevXkVmZmaZP+fPn4+UlBQMGDCAk7oSEZFJqtxjWrFiBZ5//nls374dMTExFa63Y8cOPPzww/jPf/5T7nRFSsIeExGR8lQ5mHr37g1JkrBly5YqrQsAW7durVl1FsZgIiJSniofyjt58mSlPaW7de/eHSdPnjS1JiIicmBVDqZbt24hKCioSuvWrl0bt27dMrkoIiJyXFUOpvz8fDg7O1dpXbVajYKCApOLIiIix1WtufKSk5Nx7Nix+6536dIlkwsiIiLHVuXBD05OTmVmWqiMEAKSJKG4uLhGxVkaBz8QESlPlXtMvFU6ERFZg6LmyrM29piIiJTHpNteEBERWQqDiYiIFIXBREREisJgIiIiRWEwERGRojCYiIhIURhMRESkKAwmIiJSFAYTEREpCoOJiIgUhcFERESKwmAiIiJFYTAREZGiMJiIiEhRGExERKQoDCYiIlIUBhMRESkKg4mIiBSFwURERIrCYCIiIkVhMBERkaIwmIiISFEYTEREpCgMJiIiUhQGExERKQqDiYiIFIXBREREisJgIiIiRbHpYNq8eTM6dOgANzc3+Pj4YPDgwXKXRERENaSWuwBTrV+/HpMmTcKCBQvQvXt3FBUV4dSpU3KXRURENSQJIYTcRVRXUVERGjZsiHnz5mHixIkm70ev10Or1UKn08HLy8uMFRIRkals8lDesWPHcO3aNTg5OaFNmzaoU6cO+vTpc98eU35+PvR6fZkHEREpi00G0++//w4AmDt3LmbNmoWEhAT4+PggJiYGt27dqnC7hQsXQqvVGh8hISHWKpmIiKpIUcE0ffp0SJJU6ePs2bMwGAwAgJkzZ2LYsGGIjIzEqlWrIEkSvvnmmwr3P2PGDOh0OuPj6tWr1vrRiIioihQ1+GHatGkYN25cpeuEhobi+vXrAIDw8HDj6xqNBqGhobhy5UqF22o0Gmg0GrPUSkRElqGoYAoICEBAQMB914uMjIRGo8G5c+fQpUsXAEBhYSGSk5PRoEEDS5dJREQWpKhgqiovLy9MnjwZ8fHxCAkJQYMGDbBkyRIAwPDhw2WujoiIasImgwkAlixZArVajdGjRyMvLw8dOnTAjh074OPjI3dpRESVyi3Mhbuzu9xlKJZNXsdkLryOiYjkcDrjNJp4N4GzylnuUhRJUaPyiIgcRXpeutwlKBaDiYhIBjdybshdgmIxmIiIZPBH9h9yl6BYDCYiIhlcvc0L/CvCYCIiksFl/WW5S1AsBhMRkQxSslNQbCiWuwxFYjAREcmg0FCItNw0uctQJAYTEZFMkvXJcpegSAwmIiKZ/Jrxq9wlKBKDiYhIJgdTDiK/OF/uMhSHwUREZCU6nQ579+7F0YNHkf5rOjKyMvD9xe/lLktxbHYSVyIiW3Py5El07drV+Dz2jVhs8NyAtrXbIlQbKmNlysIeExGRjIoMRXjryFvQF+jlLkUxGExERDJLy0vDksNLeL7pTwwmIiIF+C3zNyw6tAh5RXlylyI7BhMRkUL8mvEr5uybg9ScVLlLkRWDiYhIQa7cvoLpSdNx8PpBuUuRDYOJiEhhcoty8dbRt/DeL+8htzBX7nKsjsFERKRQu67uwkt7XsIv6b/IXYpVMZiIiBQsPS8dC35agOXHluNm3k25y7EKXmBLRGQD9qfsx+Ebh9G3UV8MDBsIDxcPuUuyGPaYiIhsRKGhEJsubsKzO57Ft+e/tduh5QwmIiIbk1uUi7Xn1uLZ7c/i+4vfo7C4UO6SzIrBRERko24X3sZnZz7D1F1TcfjGYbnLMRsGExGRjUvLS8PSI0vx5pE3cbvgttzl1BiDiYjISoQQFt3/Tzd+wvSk6biku2TR97E0BhMRkYVlZWVh+fLlGDFiRJnXDyw+gN+++w0F2QVme6+beTcRvz/epg/tScLSEa5ger0eWq0WOp0OXl5ecpdDRHYoMTERw4YNQ25ubvk9JglQaVSImhGFoLZBZn3voY2H4pEHHoHKSWXW/Voag4nBREQWkpiYiH79+kEIAYPBUPGKEiBJErrGdzV7ODXzbYYpEVMQ6B5o1v1aEoOJwUREFpCVlYXg4GDk5eVVHkql/uw5DVg1AC4eLmatxVXlin+0+ge6Bne9/8oKwHNMREQWsHr1auTm5lYtlABAAMX5xUjekWz2Wu4U38HbP7+NNb+usfgADHNgMBERmZkQAitWrDBp2/Pfn7dYeGy+tBlbk7daZN/mxGAiIjKzjIwMXLx4sfoBI4CcGzkouG2+UXp/98PlHyy2b3NhMBERmVl2dnaNti/KKzJTJffydPG02L7NhcFERGRmHh41m/lb7Wa5Gz/0rN/TYvs2F5sNpt9++w2DBg2Cv78/vLy80KVLF+zcuVPusoiI4Ofnh7CwMEiSVL0NJaBWUC24eJp3VF6pMG0YoupFWWTf5mSzwdS/f38UFRVhx44dOHr0KFq3bo3+/fvjxo0bcpdGRA5OkiQ8++yzJm3bZECT6gdaFagkFZ588Ek4Scr/2rfJ65hu3ryJgIAA7NmzB127lozLv337Nry8vPDDDz+gZ8+qdVV5HRMRWYqSrmMCgBFNR2BIkyFm368lKD86y+Hn54emTZtizZo1yMnJQVFRET744AMEBgYiMjJS7vKIiODt7Y3169dDkiQ4Od3nq/bPmR+iZkRZJJQ6BHXAoMaDzL5fS7HJW6tLkoQff/wRgwcPhqenJ5ycnBAYGIitW7fCx8enwu3y8/ORn59vfK7X661RLhE5qLi4OGzevFm2ufIA4KGgh/Bsm2dt4hBeKUVVOn36dEiSVOnj7NmzEEJgypQpCAwMRFJSEg4dOoTBgwdjwIABuH79eoX7X7hwIbRarfEREhJixZ+OiBxRXFwc/vjjDyxbtgx169Yts8zV1xUR/4jAgE8GmD2UnJ2c8UTzJ/CvyH/BWeVs1n1bmqLOMaWnpyMjI6PSdUJDQ5GUlIRevXohMzOzzLmhJk2aYOLEiZg+fXq525bXYwoJCeE5JiKyiqSkJERHRxufx74Ri4AWAWZ9DwkSOtftjJHNRiLA3bz7thZFHcoLCAhAQMD9/yFzc3MB4J7jtk5OTpWeZNRoNNBoNDUrkojIRJYYbWfcNyR0qtsJQ5sMRYinbR8NUlQwVVWnTp3g4+ODsWPHYs6cOXBzc8OHH36IS5cuoV+/fnKXR0RkVQ8FPYRHmz5q84FUyiaDyd/fH1u3bsXMmTPRvXt3FBYWokWLFti0aRNat24td3lERFYR5B6ESQ9OQkv/lnKXYlY2GUwA0K5dOyQmJspdBhGRLLqHdMfYFmPhqnaVuxSzs9lgIiJyRK4qV0xsNRHRwdH3X9lGMZiIiGxEc9/mmNx6MoJqmf96JyVhMBERKZzWRYtRzUchOjjapi6UNRWDiYhIoVycXDAgbAAGhA2Am9pN7nKshsFERKRAUXWj8Hjzx+Hn5id3KVbHYCIiUhAfjQ8mt56MiMAIuUuRDYOJiEghmvo0xbR206DVaOUuRVYMJiIiBWjh1wLTH5oOF5Vl7l5rS+x/eAcRkcIFuAVgauRUhtKf2GMiIrKSVq1aISkpCZd0l7Dq1CpoG5YcshvXYhw8XDxkrk45GExERFai1WrRpUsX+Gb4IkEkAAAaejVEZG3eeftuPJRHRCSjfqH9LHo7DFvEYCIikomniyc61ekkdxmKw2AiIpJJt+BuNnfbc2tgMBERycSeZwivCQYTEZEMAt0CUd+zvtxlKBKDiYhIBuH+4Rz0UAEGExGRDEK1oXKXoFgMJiIiGdStVVfuEhSLwUREJAN/N3+5S1AsBhMRkQy8Xb3lLkGxGExERFamUWkc6o601cVgIiKyMg9nTthaGQYTEZGVuapd5S5B0RhMRERWxmCqHIOJiMjKNCqN3CUoGoOJiIgUhcFERESKwmAiIiJFYTAREZGiMJiIiEhRGExERKQoDCYiIlIUBhMRESkKg4mIiBSFwURERIrCYCIiIkVhMBERkaIwmBQmPz8fc+fORX5+vtylkJWwzR0L2/v+JCGEkLsIuQghcPv2bXh6ekKSJLnLAQDo9XpotVrodDp4eXnJXQ5ZAdvcsbC9708tdwFykiSJHwwiIoXhoTwiIlIUBhMRESkKg0lhNBoN4uPjodHwDpeOgm3uWNje9+fQgx+IiEh52GMiIiJFYTAREZGiMJiIiEhRGExERKQoDCYiIlIUBhMRESkKg4nIxgghwKs8yJ4xmIhsRGkYFRcXK2bSYbKcoqIi5OXl4fr168jLy5O7HKtiMNmgmzdv4scff5S7DLKiW7duYebMmejevTvatGmDxYsX47fffpO7LLKQmzdvYsKECWjXrh0aN26MsWPHYv/+/XKXZTWc+cHGZGRkIDw8HOnp6Vi3bh2GDh0qd0lkYampqejWrRtUKhW0Wi3UajX27t2LkSNH4o033kBISIjcJZIZpaamIioqClqtFu3bt4e7uzuWLVuGwYMH44MPPkBAQIDcJVqcQ9/2wtbk5eVh6tSpyM3NRVhYGEaOHIlPP/0Ujz76qNylkYXo9Xo89thj8PPzw4IFCxAVFQW1Wo158+Zh3rx5eOyxxxASEgIhBA/v2YGsrCwMHDgQAQEBWLp0KaKiogAAOTk52LBhg8Mc0uOhPBuyb98+fP755+jfvz8++eQTxMbGYvTo0fj666/lLo0sZN26dbh8+TImT56MLl26QK1WQwiBF198EY0bN8bKlSthMBjkLpPMwGAwYNWqVcjOzsaLL76Izp07G5f5+fkhKCgIR44cwYULF3DhwgXjMns86MUekw3x8vLCqFGj8Pbbb8PLywuzZ89GcXExRo8eDQDsOdkZIQQOHDgAFxcXYxsDJTe4dHd3R3h4OJKTk+HkxN8v7YVWq8UjjzyCQYMGGXvAFy9exJo1a5Ceno4PPvgAP//8Mzw9PfHyyy9j0qRJ9tlTFmQziouLRWZmZpnXDhw4IHr27ClcXFzE2rVrhRBCGAwGGaojS8jKyhLbt28XQghRVFRU5s/Zs2eLwMBAodfrRUFBgWw1kvkUFBSI4uJi4/OUlBRRt25dERUVJRISEkRRUZH49ttvxcMPPywkSRLr16+XsVrL4a9aNsTJyQne3t4A/uq+d+zYEa+99hqio6MxevRorF271vgbVHJyMo4ePSpXuVRDxcXF0Gq16N69OwBApVKV+dPPzw85OTkwGAxQq0sOfuh0Oly6dEmegqnGnJ2d4eTkZPz/fefOHfTr1w+rVq1C3759oVKpMGTIELz00ktwc3NDQkKCzBVbBoNJ4So6fyBJUrnhNGbMGGzatAnXrl3D66+/jujoaJw9e9Yuj0Pbq9I2Lw2giqjVahQUFECtVkOSJNy6dQvvvvsuBg8ezHCyIeX9H5ckCQaDAY0aNcK7776LJk2aQJIkFBUVAQB69uyJBx54AOfOnUNhYaG1S7Y4BpOCCSGM5w8mTJiALVu2oLi42Lj87+E0f/58xMbGYtSoURgzZgxWrlyJWbNmoVmzZvZ5HNoO3a/N7+br64uioiLk5OQYzz/MnDkTjz32GBo1amTNsslElbV36eulvWEhhPHvJ06cQFpaGqKiouDs7CxD5RYm20FEqlRhYaHx7ykpKaJevXoiPDxc7Nixw3iOodTdx6TXr18vateuLSRJEkuWLCl3HVKm6rS5EEIkJCQISZLEnj17xIIFC4QkSeL11183Lue5RmWrbnvfve4rr7wi/Pz8REJCgjVKtToGkwLd/aF88cUXxeDBg0Xr1q2FJEmiadOmYvv27eUGzcWLF8WTTz4pJEkSb731lvF1hpLymdLmmzZtEiqVSkycOFFIkiTmz59vXMY2VzZT/48fPXpUPPvss0KtVovFixdbs2SrYjAp2ODBg0XdunXFSy+9JH788Ufx4osviqZNm4rg4OByP7iff/65kCRJLFiwwPgav6BsS3XafMeOHUKSJLa5DatOe7/77rvC19dXNGjQQCxfvtz4uj22N4NJoXbt2iVcXV3F4sWLRW5urhBCiDt37oiDBw+Kdu3aGT+4d//mlZeXJxITE43P7fEDa8+q2+aZmZmibt264o033jDug21uO6rb3hkZGWLevHnixx9/NO7DXtubwaRQ69evF5IkGYOm9DoVg8Eg9u3bJxo0aCDCw8PvCadS9vqBtWfVafM7d+4IIYTxTyHY5ramOu2dl5dnXFbKns8hclSeApQ36qphw4YAgDNnzgAoub7BYDBAkiS0a9cOMTExOHPmDP7v//4PBw4cAFB2ahLOBqBsNW3zw4cPA/hrSLm4a3QXKU9N2/vIkSMAyv4ft+eRtvwkK0Dpl8vGjRuNr9WuXRvR0dF44403sGvXLgAlH8Ti4mK4uLigTZs26NGjB7y9vTF69GjcvHnTeO0DKZ+52rx07jx7/pKyB+Zq77svvrVnDCaFeO211zBixAgsXrwYAFCvXj384x//QEFBAV5++WXs3LkTkiRBpVLhxo0b2LdvH1q1aoVly5YhMzMT//rXvwCwp2RLzNXmDCXbwPauBlkPJJLRqVOnRO/evUWjRo3KjLBatmyZ8Pf3Fz4+PmLOnDli2bJlYty4cUKj0YivvvpKCCFEXFycaNmypcjIyJCrfDIB29yxsL2rjsEkg7tPUhsMBuPghXPnzolevXqJBg0alLlQ8uuvvxYDBw4UarVaSJIkAgMDy1w8O2zYMNGkSROH+dDaIra5Y2F71wyDycruHkmTlpYmhCj5EJd+kM+ePWv84N79W5VOpxMXL14UJ06cEGfOnDG+vm/fPhEaGiqGDh1qHHJKysI2dyxs75pjMMlk1KhRYsiQIeLSpUtCiJIP890f3OjoaOHj4yOWLl1a4T42btwo4uLihK+vrzh9+rQ1yqYaYJs7Fra36RhMVlI6L1bpn9OmTRM+Pj5i4sSJ5X5wjx8/Ltzc3ERwcLB49dVX79lffHy8aNasmWjWrJk4ceKEdX4Iqha2uWNhe5sPg8nKhg4dKmbNmiWEEOLll18WPj4+YsKECcYPblFRkfF4dExMjGjSpInw9fUVR44cKbOfq1eviq+++kr88ccfVq2fqo9t7ljY3jXHYLKwu2cQnjNnjggKChKrV682Hod+8cUXjR/cCxcuGNc9d+6c6Ny5s1izZo347rvvyuyTV/grG9vcsbC9zU8t93B1e3f3/VM8PT0xYsQIjBgxwngtwuLFiyGEwOrVq5GZmYn58+fDzc0Nn3/+OVJSUhAbG4vg4GAAJTcUc3Jy4rVKCsc2dyxsbwuQORgdwgsvvCAkSRJeXl5i2bJlQoiS34junuNu/vz5Ijg4WEiSJHx8fIQkSWLRokVylUw1xDZ3LGxv82KPyYzEn1PDJCcnA/hrLqxevXrh0KFDOHDgAM6fPw+g5Ort0ulHVCoVZs6cia5du+Lo0aNISUlBp06dMHTo0DL7JeVhmzsWtreVyJmK9iQrK0ssWbJEdOrUSTg5OQlJkkSXLl3E22+/LfLy8sShQ4dEZGSkkCRJfPnll8bt7h6lc/drpRz9WLOSsc0dC9vbeiQhHGBGQAtLTU3FkCFDkJGRgTp16qBnz544c+YMDh48iEuXLmHw4MFYuXIlLl++jPHjx+PkyZNYu3Ythg0bBoC/LdkitrljYXtbmayxaAeuX78u6tevLzp27Ci++uor428/RUVFIi0tTQwaNEhIkiSio6NFVlaWOHz4sIiMjBQuLi5i3bp1xv3Y871V7A3b3LGwva2PwVQD169fFyEhIaJjx47ip59+Mp7oLCwsLPMhHDNmjJAkSYwePVoUFhaKXbt2ifbt2wt3d3exdu1auconE7DNHQvbWx4MJhPl5OSIli1bCrVaLfbu3Wt8/e7jxXePyHn44YeFWq0WmzdvFkIIsXXrVhERESEkSRIXLlzgb1M2gG3uWNje8nHwwfKmKyoqQmxsLFQqFTZu3IiCggIAZe+HpFKpUFRUBAD497//jVq1auGLL74AAMTFxWH+/Pn48ssvERYWxuPPNoBt7ljY3jKSOxltmU6nM16/MG3aNJGTk1Phuunp6aJp06aiQ4cO5Y7C4cgc28A2dyxsb3nwOqYa8PLywuzZswGU/LYkSRLmzZsHd3d34zriz9E4/v7+0Gq1UKlUEEIYr/Au5fBXetsItrljYXvLg8FUQ3//4AIo88Et7b7v3LkT58+fx9y5c40fXLJNbHPHwva2PgaTGZT3wZ07dy5q1aoFAEhJScHXX3+NkJAQREVFAQCPN9s4trljYXtbmWwHEe3Q3cejX3jhBVFQUCAyMjLE/Pnzhbu7u3jvvffkLpHMjG3uWNje1sEekxn9/beq/Px8+Pv7Y+7cuXj99dcxefJkALwK3J6wzR0L29tKZA5Gu6TT6cTLL78sJEkSkiSJBQsWGJdxZI59Yps7Fra3ZbHHZAFeXl6YMWMGCgsLERYWhqeffhoA7hmlQ/aDbe5Y2N6WxUlcLSg/Px8ajQYAP7COgm3uWNjelsFgIiIiRWG8ExGRojCYiIhIURhMRESkKAwmIiJSFAYTEREpCoOJiIgUhcFERESKwmAiIiJFYTAREZGiMJiIiEhRGExERKQo/w97eLFzqmv31AAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -759,7 +575,8 @@ } ], "source": [ - "forest_plot(contrasts_mini_meta, contrast_type='mini_meta', contrast_labels=['mini_meta1', 'mini_meta2', 'mini_meta3'], horizontal=True);\n" + "f_forest_deltasg = forest_plot(contrasts, \n", + " contrast_labels =['Drug1', 'Drug2', 'Drug3'], effect_size='delta_g');" ] }, { @@ -767,15 +584,40 @@ "id": "6787aa97", "metadata": {}, "source": [ - "## Embedding forest plots into existing axes with the ``ax`` parameter\n" + "### Embedding forest plots into an existing Axes \n", + "\n", + "You can plot a forest plot into an existing Axes as a subplot by using the with the ``ax`` parameter. \n", + "\n", + "``Example 1``:" ] }, { - "cell_type": "markdown", - "id": "180cae3a", + "cell_type": "code", + "execution_count": null, + "id": "927f9dae-dc1b-419e-81c6-8b4bf85462dc", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "### Two forest plots plotted together in one figure" + "f_two_forest_plots, axes = plt.subplots(1, 2, figsize = [8, 4])\n", + "['Drug1', 'Drug2', 'Drug3']\n", + "forest_plot(contrasts, contrast_labels = ['Drug1', 'Drug2', 'Drug3'], ax = axes[0])\n", + "\n", + "forest_plot(contrasts_mini_meta, contrast_type = \"mini_meta\", contrast_labels = ['mini_meta1', 'mini_meta2', 'mini_meta3'], ax = axes[1])\n", + "\n", + "axes[0].set_title('Delta-Delta Analysis', fontsize = 12);\n", + "axes[1].set_ylabel('');\n", + "axes[1].set_title('Mini-Meta Analysis', fontsize = 12);\n" ] }, { @@ -796,7 +638,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -814,6 +656,79 @@ "axes[1].set_ylabel('')\n", "axes[1].set_title('Mini-Meta Analysis', fontsize = 20)\n" ] + }, + { + "cell_type": "markdown", + "id": "829f0d03", + "metadata": {}, + "source": [ + "``Example 2``:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0e0d544f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f_forest_drug_profiles, axes = plt.subplots(2, 2, figsize=[15, 14])\n", + "contrast_labels1 = ['Drug1', 'Drug2', 'Drug3']\n", + "unpaired_delta_01.mean_diff.plot( \n", + " contrast_label='Mean Diff',\n", + " fig_size = (5, 5),\n", + " raw_marker_size = 1,\n", + " es_marker_size = 5,\n", + " color_col='Genotype',\n", + " ax = axes[0,0]\n", + ")\n", + "\n", + "unpaired_delta_02.mean_diff.plot( \n", + " contrast_label='',\n", + " fig_size = (5, 5),\n", + " raw_marker_size = 1,\n", + " es_marker_size = 5,\n", + " color_col='Genotype',\n", + " ax = axes[0,1]\n", + ")\n", + "\n", + "\n", + "unpaired_delta_03.mean_diff.plot( \n", + " contrast_label='Mean Diff',\n", + " fig_size = (5, 5),\n", + " raw_marker_size = 1,\n", + " es_marker_size = 5,\n", + " color_col='Genotype',\n", + " ax = axes[1,0]\n", + ")\n", + "forest_plot(contrasts, contrast_labels = contrast_labels1 , ax = axes[1,1], )\n", + "axes[0,0].set_title('Drug1', fontsize = 12);\n", + "axes[0,0].set_ylabel('')\n", + "axes[0,1].set_ylabel('')\n", + "axes[0,1].set_title('Drug2', fontsize = 12);\n", + "axes[1,0].set_title('Drug3', fontsize = 12);\n", + "axes[0,1].set_ylabel('')\n", + "axes[1,1].set_title('Forest plot', fontsize = 12) ;\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0aa6992-cebb-4bed-998a-1a5c11f67fb8", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {