From f439607544dd4f81c90d816b109b89c3433d8415 Mon Sep 17 00:00:00 2001 From: JAnns98 Date: Tue, 15 Oct 2024 11:19:39 +0800 Subject: [PATCH] Bug fixes in delta text, summary bars, and swarm bars. Also added additional tutorial info for the added aesthetic features --- dabest/plot_tools.py | 14 +- nbs/API/plot_tools.ipynb | 14 +- nbs/tutorials/06-plot_aesthetics.ipynb | 355 ++++++++++++++++++++++++- 3 files changed, 368 insertions(+), 15 deletions(-) diff --git a/dabest/plot_tools.py b/dabest/plot_tools.py index d965cf33..2b1b30c1 100644 --- a/dabest/plot_tools.py +++ b/dabest/plot_tools.py @@ -917,9 +917,9 @@ def summary_bars_plotter(summary_bars: list, results: object, ax_to_plot: object else: summary_xmin, summary_xmax = ax_to_plot.get_xlim() summary_bars_colors = ( - [summary_bars_kwargs.get('color')]*(max(summary_bars)+1) + [summary_bars_kwargs.get('color')]*(max(ticks_to_plot)+1) if summary_bars_kwargs.get('color') is not None - else ['black']*(max(summary_bars)+1) + else ['black']*(max(ticks_to_plot)+1) if color_col is not None or (proportional and is_paired) or is_paired else list(plot_palette_raw.values()) ) @@ -1048,7 +1048,7 @@ def swarm_bars_plotter(plot_data: object, xvar: str, yvar: str, ax: object, swarm_means = plot_data.groupby(xvar, observed=False)[yvar].mean().reindex(index=swarm_bars_order) swarm_bars_colors = ( - [swarm_bars_kwargs.get('color')] * (max(swarm_bars_order) + 1) + [swarm_bars_kwargs.get('color')] * (len(swarm_bars_order) + 1) if swarm_bars_kwargs.get('color') is not None else ['black']*(len(swarm_bars_order)+1) if color_col is not None or is_paired @@ -1132,9 +1132,9 @@ def delta_text_plotter(results: object, ax_to_plot: object, swarm_plot_ax: objec delta_text_x_adjustment = delta_text_kwargs.get('x_adjust') if delta_text_x_coordinates is not None: - if not isinstance(delta_text_x_coordinates, list): + if not isinstance(delta_text_x_coordinates, (list, tuple)) or not all(isinstance(x, (int, float)) for x in delta_text_x_coordinates): raise TypeError("delta_text_kwargs['x_coordinates'] must be a list of x-coordinates.") - if len(delta_text_x_coordinates) != len(total_ticks): + if len(delta_text_x_coordinates) != total_ticks: raise ValueError("delta_text_kwargs['x_coordinates'] must have the same length as the number of ticks to plot.") else: delta_text_x_coordinates = ticks_to_plot @@ -1151,9 +1151,9 @@ def delta_text_plotter(results: object, ax_to_plot: object, swarm_plot_ax: objec delta_text_y_coordinates = delta_text_kwargs.get('y_coordinates') if delta_text_y_coordinates is not None: - if not isinstance(delta_text_y_coordinates, list): + if not isinstance(delta_text_y_coordinates, (list, tuple)) or not all(isinstance(y, (int, float)) for y in delta_text_y_coordinates): raise TypeError("delta_text_kwargs['y_coordinates'] must be a list of y-coordinates.") - if len(delta_text_y_coordinates) != len(total_ticks): + if len(delta_text_y_coordinates) != total_ticks: raise ValueError("delta_text_kwargs['y_coordinates'] must have the same length as the number of ticks to plot.") else: delta_text_y_coordinates = Delta_Values diff --git a/nbs/API/plot_tools.ipynb b/nbs/API/plot_tools.ipynb index fbf593f2..d79ecef5 100644 --- a/nbs/API/plot_tools.ipynb +++ b/nbs/API/plot_tools.ipynb @@ -967,9 +967,9 @@ " else:\n", " summary_xmin, summary_xmax = ax_to_plot.get_xlim()\n", " summary_bars_colors = (\n", - " [summary_bars_kwargs.get('color')]*(max(summary_bars)+1)\n", + " [summary_bars_kwargs.get('color')]*(max(ticks_to_plot)+1)\n", " if summary_bars_kwargs.get('color') is not None\n", - " else ['black']*(max(summary_bars)+1)\n", + " else ['black']*(max(ticks_to_plot)+1)\n", " if color_col is not None or (proportional and is_paired) or is_paired \n", " else list(plot_palette_raw.values())\n", " )\n", @@ -1098,7 +1098,7 @@ "\n", " swarm_means = plot_data.groupby(xvar, observed=False)[yvar].mean().reindex(index=swarm_bars_order)\n", " swarm_bars_colors = (\n", - " [swarm_bars_kwargs.get('color')] * (max(swarm_bars_order) + 1) \n", + " [swarm_bars_kwargs.get('color')] * (len(swarm_bars_order) + 1) \n", " if swarm_bars_kwargs.get('color') is not None \n", " else ['black']*(len(swarm_bars_order)+1)\n", " if color_col is not None or is_paired\n", @@ -1182,9 +1182,9 @@ " delta_text_x_adjustment = delta_text_kwargs.get('x_adjust')\n", "\n", " if delta_text_x_coordinates is not None:\n", - " if not isinstance(delta_text_x_coordinates, list):\n", + " if not isinstance(delta_text_x_coordinates, (list, tuple)) or not all(isinstance(x, (int, float)) for x in delta_text_x_coordinates):\n", " raise TypeError(\"delta_text_kwargs['x_coordinates'] must be a list of x-coordinates.\")\n", - " if len(delta_text_x_coordinates) != len(total_ticks):\n", + " if len(delta_text_x_coordinates) != total_ticks:\n", " raise ValueError(\"delta_text_kwargs['x_coordinates'] must have the same length as the number of ticks to plot.\")\n", " else:\n", " delta_text_x_coordinates = ticks_to_plot\n", @@ -1201,9 +1201,9 @@ " delta_text_y_coordinates = delta_text_kwargs.get('y_coordinates')\n", "\n", " if delta_text_y_coordinates is not None:\n", - " if not isinstance(delta_text_y_coordinates, list):\n", + " if not isinstance(delta_text_y_coordinates, (list, tuple)) or not all(isinstance(y, (int, float)) for y in delta_text_y_coordinates):\n", " raise TypeError(\"delta_text_kwargs['y_coordinates'] must be a list of y-coordinates.\")\n", - " if len(delta_text_y_coordinates) != len(total_ticks):\n", + " if len(delta_text_y_coordinates) != total_ticks:\n", " raise ValueError(\"delta_text_kwargs['y_coordinates'] must have the same length as the number of ticks to plot.\")\n", " else:\n", " delta_text_y_coordinates = Delta_Values\n", diff --git a/nbs/tutorials/06-plot_aesthetics.ipynb b/nbs/tutorials/06-plot_aesthetics.ipynb index fc4141ce..d71fd494 100644 --- a/nbs/tutorials/06-plot_aesthetics.ipynb +++ b/nbs/tutorials/06-plot_aesthetics.ipynb @@ -15,7 +15,17 @@ "id": "4b12cf7c", "metadata": {}, "source": [ - " **Since v2024.03.29, swarmplots are, by default, plotted asymmetrically to the right side. For detailed information, please refer to [Swarm Side](#changing-swarm-side)**\n" + " **Since v2024.03.29, swarmplots are, by default, plotted asymmetrically to the right side. For detailed information, please refer to [Swarm Side](#changing-swarm-side)**\n", + "\n", + " **Since v2024.XX.XX, further aesthetic changes were added which include:**\n", + " - Swarm bars - On by default in swarmplots\n", + " - Contrast bars - On by default in all plots\n", + " - Summary bars\n", + " - Delta text - On by default in all plots\n", + " \n", + "By default, Swarm bars are included in swarmplots. Contrast bars are, by default, included in all plots. Summary bars are not turned on by default. \n", + "\n", + "**For detailed information, please refer to [Swarm, Contrast, and Summary bars](#Swarm-bars,-Contrast-bars,-and-Summary-bars) and [Delta text](#Delta-text)**\n" ] }, { @@ -836,6 +846,349 @@ "topleft_axes.set_ylabel(\"New y-axis label for rawdata\")\n", "topleft_axes.contrast_axes.set_ylabel(\"New y-axis label for effect size\")" ] + }, + { + "cell_type": "markdown", + "id": "b68e8e51", + "metadata": {}, + "source": [ + "## Swarm bars, Contrast bars, and Summary bars" + ] + }, + { + "cell_type": "markdown", + "id": "488c51e9", + "metadata": {}, + "source": [ + "**Swarm bars** are included in swarmplots by default. It can be turned off by setting `swarm_bars=False` in the `plot()` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "34551ddc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),\n", + " (\"Control 2\", \"Test 2\")\n", + " ))\n", + "multi_2group.mean_diff.plot(swarm_bars=True);" + ] + }, + { + "cell_type": "markdown", + "id": "93096ee6", + "metadata": {}, + "source": [ + "Swarm bar kwargs can be utilised via `swarm_bars_kwargs` in the `plot()` function.\n", + "\n", + "Pass any keyword arguments accepted by matplotlib.patches.Rectangle here, as a string.\n", + "\n", + "If None, the following keywords are passed: \n", + "- \"color\": None\n", + "- \"alpha\": 0.3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2f5a8d72", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(swarm_bars=True, swarm_bars_kwargs={'color': \"red\", 'alpha': 0.5});" + ] + }, + { + "cell_type": "markdown", + "id": "ee00b315", + "metadata": {}, + "source": [ + "**Contrast bars** are included in all plots by default. It can be turned off by setting `contrast_bars=False` in the `plot()` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "340b6436", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(contrast_bars=True);" + ] + }, + { + "cell_type": "markdown", + "id": "8abd2b5e", + "metadata": {}, + "source": [ + "Contrast bar kwargs can be utilised via `contrast_bars_kwargs` in the `plot()` function.\n", + "\n", + "Pass any keyword arguments accepted by matplotlib.patches.Rectangle here, as a string.\n", + "\n", + "If None, the following keywords are passed: \n", + "- \"color\": None\n", + "- \"alpha\": 0.3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e0722633", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(contrast_bars=True, contrast_bars_kwargs={'color': \"red\", 'alpha': 0.1});" + ] + }, + { + "cell_type": "markdown", + "id": "c163b96f", + "metadata": {}, + "source": [ + "A **summary bar** can be added for each relevant contrast object as desired via supplying a list to the argument `summary_bars` in the `plot()` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7c946836", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(contrast_bars=False, summary_bars=[0, 1]);" + ] + }, + { + "cell_type": "markdown", + "id": "d6c01099", + "metadata": {}, + "source": [ + "Summary bar kwargs can be utilised via `summary_bars_kwargs` in the `plot()` function.\n", + "If None, the following keywords are passed: \n", + "- \"color\": None\n", + "- \"alpha\": 0.15" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "655272b3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(contrast_bars=False, summary_bars=[0,1], summary_bars_kwargs={\"alpha\": 0.2, \"color\": 'black'});" + ] + }, + { + "cell_type": "markdown", + "id": "2a1ef314", + "metadata": {}, + "source": [ + "## Delta text\n", + "**Delta text** is included in all plots by default. It can be turned off by setting `delta_text=False` in the `plot()` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1cd8b7e4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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FhThy5AhefvllJilWEOTnw5k9RDLJK8pDbmEu8oqMdyEF+gQaTTaA0rpTQT7GB8aaexxZX1F2dmmSUlICCAGh1QJCQFdSgr1vvYWi7Gy5Q3RYDrvWD1WtY4uGnNlDZIdiI2Ox88hO/ViT2ykUCsRGxlr0OLK+87t3Q6cxPghbp9Hg/O7daDJkiI2jcg42SVTGjx9f5T6SJGHlypU2iMa1BPn5cGYPkZ3x9fTFqM6j8NWer6DT6fTdOQqFAqM6j4KPp/FFQatzXF5RHv5O+xvZ+dkI9AlEbGQsfD0NF2LNzs/Gj3/9yGnOFpCfmVna3aMtn0RKCgXyMzNliMo52CRR2bFjh36WTxmtVourV69Cq9UiNDQUPj5crZfIVRTnZSHz8A6oszOgCgxHWKte8HCxX5CN6zTGtEHTcCjtELLysxDkE4TYyFijScqdScfEPhNxNv1shcedvHIS6/esN0hmdh7ZiVGdR6FxncYAgNSMVCz/aTlXaLYQn7AwiAoGOgudDj5hYTaOyHnYJFFJS0szur2kpATLli3Du+++i23bttkiFCKHZqtf8Na8zo1Tv+PE1wshdBpIkgJC6HB+1xo0GzEHwXe3t8g1HIWvpy86N624GCZQedJh7Ni8ojys37Ne3z1UNqZFq9Piqz1fYdqgaVAXq5GUkmR0mvOCDQuQOCWRLSvV1CA+Hke+/LJ0jModFG5uaNCjh+2DchI2G0xrjLu7O5599ln069cPzz77rJyhENm9G6d+x5/vP460HauQ/tdWpO1YhT/ffxz/nP7DYa5TnJdVmqRobw041GlvDTwswfENC1xuUca8ojz8duI3bD6wGb+d+K3c4Nvbkw4BAZ3QQUDokw5jg3X/Tvu70inMh9IO4cjFIxXuU7ZCM1WPZ2AgOs2YAYW7OyBJkJRKQJKgcHdHpxkz4BnAkhDmsovBtLGxsVizZo3cYRDZLYNf8ADErb+Ay37Bt5uyyuQWj8paSyxxncrOn3l4B4TO+IBDodMg8/AO1Os03KSvw9GZ0j1jStJxZ6tKdn52pVOYs/KzoNVpK9yHKzSbr07bthi4dKlhHZUePZik1JBdJCrbtm2DtzdnohBVxFK/4Kvqdqnpdao6vzo749Z2IwMOJQXU2RlVfg3OwJTuGV9PX5OSjjuZMoW5RFtS4T5coblmPAMDObvHwmySqLzyyitGt2dnZyM5ORkHDx7ErFmzbBEKkUOyxC94U1pLanIdU86vCgyHEBUMOBQ6qALDq/w6nIGpLSXm1E0xZQpzUXERfjn+i9F9uEIz2RubJCoJCQlGtwcFBSE6OhofffQRJk6caItQiOxSWddIRd0q1fkFX1HXiymtJTVJJEw5f1irXji/a40+mbmdpHBDmIv8gjS1pcSUpMPYNOSqpjArFUrc2/pe/JTyU4UrNBPZC5skKhX95UD2ISs3H9v+PI70f24iItgffds1Q5Afp4ubSluihqjharstH16g/7fGyGq7wY07VvoLvlbjTtAU5SPr7H6c+u6dcl0vjQdPR+GNS5W2lhTeuIS6nUaYnUiY0hrj4RuEZiPm4PiGBQYxSgo3NBsxBx4u8gvS1JaSquqmXPrnUoXjXKqa+hwZFoklTy7BvlP7kJ6djojACPSO6c0kpYa41o/l2cUYFZLP3iPn8OrqzdBodVBIEnRCIPHHvXh53EB0bNFQ7vDsnrZEjX9O7kOJlVfbBYCwuL7I+CsJ0OkASQKEABQKhMX1RVbaX9CoC3Bh1xpAP+7h366Xk5veRGBU60rrPJQU5iI7LaXC69Rpdz+UHl4VttiY2hoTfHd7tJuyyvAcMb1dJkkBqldhtqJ6KwIC7/7wbqXjXKqa+hzoE4jhLjJ42Ra41o91WCVRuXDhglnH1a9f38KRUGWycvPx6urN+oULtbd+0JVotHglcTM+f3k8W1aqILQalKjzoFB6QGHF1XYBIOCulvAJjcLNi0dRUpADd+8A+NdvATdV6T26eeFoaXJhjE4HhZvHrR+exitnBja8B24qH6PX8a3TGAo3N/xzap/RFptmI+ZUq1vHwzfIZWb3GFPdyrTG6q38duK3as8IIusxWOsH0FeoLVvrZ+DSpWxZMZNVEpXIyMhylWhNoTVSepjKe+attcjKLUCQnzeWzHio0n0r69bZ9udxaLQV1FLQ6vDz/hMsv28ihZsHlDVYbTd12wpoivLg5umLqL4Vj9dSengitEV3o59pi/L/bQG5kyRBaIpRt/NIXN6zvrRl5da+kkKBup1HQuVXq8LraIuLUHQzE6k/rah0sCy7dUxnSmXaysrgmzMjiKyHa/1Yj1USlU8++cSsRIVMk5VbgOs5VXc1VNWtk/7PTSgkSd+ScjuFJOHqjRxrhE9GaIryoCnMNWm/nLRDKMnPhrtPIAIiY+B26xeXu0+g8SQFAISAu08g/Oo0RqNBz91xjli4VbC2zO3yLp80aeqyq3frVEdllWmrqrPClZTtC9f6sR6rJCrjxo2zxmmpGkzp1okI9oeuwloKArVrsUiRPcm9chKX92wwaA25dmQn6nYeCb86jREQGYNrR3ZW2LUTcGvcg5unL2qZ0SWgKcw1aeqyq3frWIIpdVa4krJ94Vo/1iNrCX2yHlO6dfq2awY3pfH/BdyUCvRp28yaIVI1aIrybiUpWgACEDoApSXoL+9Zr+82qtt5JCSFEoAESAoAEiSFEnU7jzSp1aQybl5+rIFiI6bUWSkb56JUKCFBgkJSQIIEpUJZ6QrMZB0N4uOhcDP+tz/X+qkZm876+e2333Dw4EHk5OSUewglScJLL71ky3CcmindOkF+Pnh53EC8kmjYPeSmVODlcQMR5MdqwfYiJ+1QpX+t5aQdQq2mnWvUtVMV37pNkHVmv8vXQLEFU8efVGcFZrKusrV+7pz1o3Bz41o/NWSTROWff/7BwIED8ccff0AIYfAAlv2biYplmdqt07FFQ3z+8nj8vP8Ert7IQe1aAejTthmTFDtTkp9d6UDZkvxs/Vtzu3aq4qbyRuPB03Hqu7c5WNZCKhosW53xJ6aswEy2wbV+rMMmicoLL7yAQ4cOYe3atejQoQMaNmyIpKQkREVF4Z133sHevXvx448/2iIUl9G3XTMk/rhXP0bldnd26wT5+dhsdg+Ly5nHlIGy1VHZoFxj+yg9feAdHoWwFj04WNZCKhssy/Enjotr/VieTRKVLVu2YNKkSRg9ejRu3LgBoPRha9SoET788EMMGzYM06ZNwxdffGGLcFyCHN06VSUhLC5nPlMHygJVJyFVDcqtaB8c/xVeAeEIbdGdg2VryJTBstWps0KOg5Vrq88miUp2djZatGgBAPD1Lf2BmZf37/Tafv36Yc6cObYIxaVYslunpkkIi8vVTNlA2YpqoJSNQakqCTEclAt9K03ZoNxGg54DAKP7QKfFqe/eRkCDVhWuSUSmMXVRQo4/cS6sXGsem8z6qVOnDtLT0wEAKpUKYWFh+Pvvv/WfX758udp1V5YuXYqYmBj4+/vD398fnTp1YveREWXdOlNH9MLInm3MSlL2HjmHh1/5BB//8Bu27D2Cj3/4DQ+/8gn2HT0HwHAqtBACWp0OQgh9ElKW5FQ1C4kqVzZQNiymN4Ia3oOwmN5oNGiavhXElJlBpgzKrXyf0nopVDNlg2WNuX2wbNn4k4FtBqJz085MUhyYQeVaIUrrrQihr1xblJ0td4h2yyYtKt26dcO2bdvw3//+FwAwevRovPHGG1AqldDpdHj33XfRv3//ap2zXr16+N///oe7774bQgisXr0aQ4YMwV9//aVvvaGaM6UlxJQkhMXlrOXf76cpSYjJg3Ir2Of2eilkPhZrcyw/z5yJouxseAYGos8bb5h1DlauNZ9NEpUZM2Zg27ZtUKvVUKlUSEhIwNGjR/WzfLp3747333+/Wue8//77Dd7Pnz8fS5cuxb59+5ioVFNNy+ybkoSwuFzNVdWtY0oSYvKg3Ap/ibJeiiVwsKxjKcrORuE//9ToHKxcaz6bJCpKpRLTp0/Xvw8KCsLPP/+M7OxsKJVK+Pn51ej8Wq0W69evR35+Pjp16lThfmq1Gmq1Wv/+9nEyrsoSZfZNSUL6tG1q8iwkKs+UsSWmJCGmDcoVlezDeimWUN1FCclxVDRYlpVrzWeTMSotW7ZEbGwsFixYgDNnzui3BwYG1ihJOXz4MHx9faFSqfDUU09h48aNaN68eYX7L1y4EAEBAfpXfHy82dd2BqaMLTElCTGlwm3ZLCR3NyUkSYJSoYAkSXB3U7K4nAlM6dYJiIyBpDB+H8qSEFOq11a0DxRKNB48nVORLaSsWFufmD64p+E96BPTB/8Z9B80vjXmiBzPlf37sfnpp3Hos89w7uefceizz7D56adxZf9+Vq6tAZskKkuXLkVISAhefvllNGnSBG3atMGiRYtw/vz5Gp23SZMmSElJwe+//46nn34aY8eOxbFjxyrcf/bs2cjJydG/du/eXaPrO4Ks3Hx8tWM/3tuwA1/t2I+s3Hz9Z5Yqs29qElI2C2ni/V1xX6eWmHh/V3z+8hOcmmwCfbeOMbe6dUwtoV/VoFxj+4S0iEeDHo8iKJqraVsSB8s6j6oGywJApxkzoHB3ByQJklIJSBIU7u6sXFsFm3T9TJo0CZMmTUJGRgbWr1+Pr776CrNmzcKsWbPQvn17PPjggxg5ciTq1KlTrfN6eHigUaNGAIA2bdrgzz//xOLFi7Fs2TKj+6tUKqhUKv37sqnSjqbsF39VrRCW6NYxtR6LqVOhqyoux4Jwxpk6tsTUEvqmVK+9fR9tcRE0anaVElXE1MGyrFxbfTZd6yc8PBzPPvssnn32WVy+fFmftMyYMQPPP/88SkrKryFSHTqdzmAMir1SF2ugMTKgylSLnvm32FZ+ofGvNzu3AK8mbkaJ1shsnVWbsWLmIwj28660W6eWvw/yC9Vo1bAuVrzwCHalnELGPzcRHuyPHq0bI9DX2+D6Hm5uuK9jS/17N6WyWl8XC8JVrDoF36xVQp+IKmbqYFlLVa51pcJxNk1Uble7dm20aNECzZo1w5EjR5Cfn1/1QbeZPXs2BgwYgPr16yM3Nxdr167Frl27kJSUZKWILUNdrMGeI2eRV1hk1escOHmhwmRIo9Xi4x9+RdMGEVBIgNZIrqKQSrt2dhz8t76Jv48n/H08AQAHT13Qby8oKsbx8+m4WVAEf29PNGsQAW9PD/h6eaJzy2ioPNyqbClhQbjKmVrwzRSmlM8nouqx5GDZqpIQVyscZ9NERQiBXbt2Yd26ddi4cSOuX7+OoKAgPPjggxg9enS1zpWZmYnHHnsMV69eRUBAAGJiYpCUlIS+fftaKXrL0Gi1yCssgoebGzzcrfftL1SXVLr6aoG6BGFB/hgWfw++2f1XuZkHw+JbIyzIv8rrnL6YgW+SUwyO33c0FYO7xOCu8CBotFocPHKhypYSU8bL2Go9IntlSreOJcrnk+OoaFFDsr0G8fE48uWXpWNU7lCdwbJVJSEGY2EAfQtO2ViYgUuXOl3Lik0SlV9++QVfffUVNmzYgMzMTPj7++OBBx7A6NGj0adPH7hVMBK6MitXrrRCpLbj4e4GTw93s479aNNu5BWo4eutwlNDjM9cCgnwrbSgVEigLzw93NGqYV1E1a6FlDOXkJ1bgEA/b8Q1ugu+Xiqjx94ur7AI3ySnQHvrr4h/1yvR4bvfDuHx+zqVdkGZ0FLi6gXhypKJqlo2KuvWsUT5fLasOI7KFjXkzCHb8wwMRKcZM8olGQo3N4PBspW1lpiShLhi4TibJCrx8fHw9fXF/fffj9GjR+Pee++Fh4eHLS7tlPIK1LhZUHnXUdzd9bD9wAl9EnE7hUKBuEZ36d/7enmia6tGxq9VWISU05eQnVeAQF9vxN1dD75epd0/KacvVbpeyYnz6SjRaE1qKXH1gnBRfSfW6HhTkhBTpjhzbItjMGVRQ7as2F6dtm0rHSxbVWuJKUmIKxaOs0misn79egwcOBCenp62uByhNPl4sHdbfLl9f+lfXAoJQlfarfNg77bw9VJVmoQAwIkL6Vh3x/HbD5zAg73bokn9CGTnFei330mSJOQUFCEzK9eklpK+7ZqxIFwNWLR8Ptk9Uxc1JNuraLCsKa0lpiQhrlg4ziaJyvDhXBJeDk3qR2DGg32MdutUlYTkFRZh3fb9/3br6P7t1vly+37MeLAPAn29jSYpQOlfeAHenggL8jOppcTUadBknEXL55PdK1vUsKIxaGWLGpL9MKW1xJQkxFJjYRyJTQq+kXzKunUGdY5B11aN9C0pZUmIAKDTCQj8m4SUtbRU9hdbyplLiLu7HhQVVEJVKBRo2iACPVs3qbJgXBkWhKuapigPN07sQfqBLbhxYg80RaW1TUwtn19V5VpyDFzU0PGUtZYYU9ZaYkr12rKxMK5UOE626ckkH1OSkEq7dRQSsnMLKu1eGhbfGt6eHgj0865WS0lVBeFcWWWDZU2ps+Lm6WOxKc5UubLxIdYaJ8JFDe1XTdb6MXVAblVjYZwNExUXZEoSUmm3jk4g8FaCUVH3kptSoa8VY2rVWqqYKYNlTUlCTK1cSzXzZN8nLXo+Y9OQuaih/alssKypXTamJiGWKhznCJiouCBTkpC4RjWbNVRUbPgwsqWkZkydsWOp8vlkPyqbhjxt0DQcSjuErPwsBPkEITYylkmKTEwZLGtKawngWkmIKZioODljM3tMmbrs66WqctYQ2Y6pM3aYhDiWqgq2mTINmbN77APX+rEeJipOrLKZPaYkIZXNGiLb4owd52NKwTZOQ3Yctl7rx1TOsCYQExUnZcr0YlOSkMqKwZHtVGdRQrJ/phZs4zRkxyFHfRNXWROI05OdlCkze4xNXSb7VLYooaRQApAASQFAgqRQcsaOAzKlpQTgNGRHYsrUYku6sn8/Nj/9NA599hnO/fwzDn32GTY//TSu7N8P4I4xM0KUtvQIoR8zU5SdbdF4rImJipMqm9ljTNnMHkvLKyzCr4fO4Ic9h7Dv6DkUFBVb/BqurGzGTlhMbwQ1vAdhMb3RaNA0LibogMpaSoy5vaUkNjK20lpFnIZsP2xZ38SUJMSUMTOOgl0/TsrU6cWmMqfc/u6UUwgP9keP1k1q9LXQvzhY1jmY2lLi6+nLacgOxJL1TSrr1nG1NYGYqDip6ixKWBXzy+0LvPH5T4htVA9BfvyBSlSmOgXbGtdpzGnIDsSUwbI1HVviamsCsevHSZVVjVUqFJAAKBQSJADKak4vrmm5fY2udIVkIvpXWUuJUqGEBAkKSQEJEpQKpdGWEl9PX3Ru2hkD2wxE56admaQ4MEuMLTF1TSBbjpmxJraoOCBfb5XBfyti6vTiyrp1alpu//YVkonoX2wpcU6VtZaYUhTOlG4dU6rcegYEmFxgzt4xUXFATw2JN3nfqqYXV9WtU9Ny+7evkExEhspaSsg5VNVlY6mxJa62JhATFSdXWWuJKbVWalpu301huEIyEZGjKWsRqaxQmimtJZYcW+JKawIxUXFiVbWWmNKtU7Ny+xJmPtyPiw8Skay0anWFLRmmiJ87V//vkvx8o/uc27at0taSc9u2wTMwsNIkxDMwEHXatcORL74wei6FUom67dvrY1C6u6Nhnz7/fl7BmBRH55xfFZnUWmJKt07ZoNzqltv39VKhYZ0QtGsaabOvmYjoTlq1Gpf//LPCBMNSMg4frnQ9rozDh1G7detKKw0r3N2Refgwonr1wrmffy7dr2wldElCVK9eyDh0qMIY3H18ULddOyhVzlW8k4mKkzKltcTUWiumDsq9fTxMUXEJ8gqLLPgVERFVn06jQUl+PhQeHlC6u1vtOl7BwZWux+Vdqxa8Q0Nx96BBOL15M8RtdXEkhQJ3DxwI75AQAEBI8+YIaNAA10+cQFFODjwDAhDSrBncvStundaWlKAkPx86jYaJCjkGU1pLerRubHKtFa75Q0SOTOnuDjdPz6p3NCIlMREl+flw9/FB3LhxRveJaN0al/burXD8SXhcHNw8PRF6Kwm5duSIPgkJbdkSHj6Gs73cPD1xV5cu1YpTV+yc1cCZqDgpU1pLTO3WISLryCvKw99pfyM7PxuBPoGIjYyFr6ev3GHRHUry81Gcm1vpPh4+Pmg6dChObNxYrrWk6dChBomIh48P6nboYO2wnQYTFSdlamVaU7t1iMiyTl45ifV71huUxt95ZCdGdR6Fxly/ySEFN2qEts88U2VrCVUPExUnVZ3WEnbrENlWXlEe1u9Zry+hXza4UqvT4qs9X2HaoGlsWXFQVbWWFOfnI/PIEahzcqAKCEAYE5kqMVFxYmwtIbJPf6f9Xelg90Nph1gIzgn9c/o0Tnz7rUHX0IXkZDQdOhTBjfjHYkWYqDg5tpYQ2Z/s/OxKp6lm5WfJEBVZU3F+fmmSojVsRRNaLU5s3Ii2zzzDlpUKcFFCIiIbC/QJNJqkAKW/wIJ8gmwcEVlb5pEjlRZ7u3bkiI0jchwOm6gsXLgQ7dq1g5+fH8LCwvDAAw/g5MmTcodFRFSl2MhYKBTGf/wqFArERsbaOCKylOL8fFz6/Xec/eknXPr9dxTfKjSnzsmBJElGj5EkCUU5XLy1Ig6bqOzevRuTJ0/Gvn37sG3bNpSUlKBfv37It3L1QSKimvL19MWozqOgVCghQYJCUkCCBKVCiVGdR3EFZQf1z+nT2L9kCc7v2oWMlBSc37UL+5cswT9nzkAVEFBpK5qjLRRoSw47RmXr1q0G7xMTExEWFoYDBw6ge/fuMkVFRGSaxnUaY9qgaTiUdghZ+VkI8glCbGQskxQHVdUYlNhx43AhObnCgnChLVvaNF5H4rCJyp1ybjWbBQcHyxwJEZFpfD19ObvHSVQ1BiX73DmTC8KRIadIVHQ6HaZNm4YuXbqgZSVZqVqthlqt1r/Py8uzRXhEROTkysagVDSTqygnB3U7dGBBODM4RaIyefJkHDlyBL/++mul+y1cuBDz5s2zUVREROQqTB2DwvL51eewg2nLPPvss/jhhx+wc+dO1KtXr9J9Z8+ejZycHP1r9+7dNoqSiIicWVjLlpAqmMnFMSg147CJihACzz77LDZu3IgdO3YgKiqqymNUKhX8/f31L19flqgmIqKaK1uUUFIqAUkqTVokCZJSyTEoNeSwXT+TJ0/G2rVrsWnTJvj5+SE9PR0AEBAQAC8vL5mjIyIiV8NFCa3DYROVpUuXAgB69OhhsH3VqlUYN26c7QMiIiKXxzEoluewiUpFg5aIiIjIeTjsGBUiIiJyfg7bokJEROTIivPzkXnkCNQ5OVAFBCCM41mMYqJCRERkY/+cPl1acv+2KrUXkpPRdOhQBDdqJHd4doVdP0RERDZksC6QEKWl94XQrwtUzMV1DTBRISIisqGq1gW6duSIjSOyb+z6ISIisoKKxqCYsi4Q/YuJChERkYVVNgbF1HWBqBS7foiIiCyoqjEoQQ0bcl2gamCiQkREVAl3Hx94+PnB3cSpw1WNQck+d47rAlUDu36IiIgqEVfNZVlMGYNSt0MHrgtkIiYqREREFmTqGBSuC2Qadv0QERFZUFjLlhyDYkFMVIiIiCzIw8eHY1AsiF0/REREFhbcqBHHoFgIExUiIiIL4UKDlsdEhYiIyAK40KB1cIwKERFRDXGhQethokJERFRDXGjQepioEBER1VBZkTdjuNBgzTBRISIiqiEuNGg9TFSIiIhqiEXerIeJChERUQ2xyJv1cHoyERGRBbDIm3UwUSEiIrIQLjRoeUxUiIiIbIjVa6uHiQoREZGNsHpt9XEwLRERkYUU5+fj0u+/4+xPP+HS778bVKRl9VrzsEWFiIjIAqpqLTGlei3Ht5THFhUiIqIaMqW1hNVrzePQiUpycjLuv/9+1KlTB5Ik4dtvv5U7JCIickGmtJaweq15HDpRyc/PR2xsLD788EO5QyEiIhdmSmsJq9eax6HHqAwYMAADBgyQOwwiInJxprSWlFWvPbFxo8E4FkmhYPXaSjh0olJdarUaarVa/z4vL0/GaIiIyFmEtWyJC8nJpWNU7nB7awmr11afSyUqCxcuxLx58+QOg4iInEx1WktYvbZ6XCpRmT17NqZPn65/n5KSgvj4eBkjIiIiZ8HWEutwqURFpVJBpVLp3/v6+soYDRERORu2llieQ8/6ISIiIufm0C0qeXl5OHPmjP59amoqUlJSEBwcjPr168sYGREREVmCQycq+/fvR8+ePfXvy8afjB07FomJiTJFRURERJbi0IlKjx49Kpy3ToauX8vEjWuZNrueukSDQnUxgqVCeHl62Oy6tqZRFyLr3Bko3b2hcLfd1xkeGoKIsBCbXY+s63rmdVy/dt1m1ysuKUZBSQECiwPhpfKy2XXloCksxNXTp+Hm5QW328YoWltYSAjCQ/iMWoIkXPg3/dWrV7Fs2TJMmjQJtWvXljscq1Gr1ejfvz92794tdyhkIfHx8UhKSjIYHE6Oic+nc+Izajkunai4ips3byIgIAC7d+/mTCcnkJeXh/j4eOTk5MDf31/ucKiG+Hw6Hz6jluXQXT9UPXFxcXxonMDNmzflDoGsgM+n8+AzalmcnkxERER2i4kKERER2S0mKi5ApVJh7ty5HNTlJHg/nQvvp/PhPbUsDqYlIiIiu8UWFSIiIrJbTFSIiIjIbjFRISIiIrvFRIWqJS0tDZIkcS0lIjvFZ5ScDRMVKzp79iwmTZqEhg0bwtPTE/7+/ujSpQsWL16MwsJCq1332LFjSEhIQFpamtWuYYr58+dj8ODBCA8PhyRJSEhIkDUeW5IkyaTXrl27anytgoICJCQkVOtcrnxvbufKz+iJEycwc+ZMxMXFwc/PD7Vr18bAgQOxf/9+2WKyFXt+Pl35vlSElWmtZPPmzRg5ciRUKhUee+wxtGzZEsXFxfj111/xwgsv4OjRo1i+fLlVrn3s2DHMmzcPPXr0QGRkpFWuYYoXX3wRERERaN26NZKSkmSLQw5r1qwxeP/pp59i27Zt5bY3a9asxtcqKCjAvHnzAJQu1GkKV743ZVz9Gf3444+xcuVKDB8+HM888wxycnKwbNkydOzYEVu3bkWfPn1kicsW7Pn5dOX7UhEmKlaQmpqKBx98EA0aNMCOHTsMFjycPHkyzpw5g82bN8sY4b+EECgqKoKXl+VXUE1NTUVkZCSuX7+O0NBQi5/fnj3yyCMG7/ft24dt27aV2y4XV743AJ9RABgzZgwSEhIM1hcaP348mjVrhoSEBKf+hWjPz6cr35eKsOvHCt544w3k5eVh5cqVRldlbtSoEZ577jn9e41Gg1dffRXR0dFQqVSIjIzEnDlzoFarDY6LjIzEoEGD8Ouvv6J9+/bw9PREw4YN8emnn+r3SUxMxMiRIwEAPXv2LNeEWXaOpKQktG3bFl5eXli2bBkA4Ny5cxg5ciSCg4Ph7e2Njh071uiHtZytOY5Ap9Ph3XffRYsWLeDp6Ynw8HBMmjQJWVlZBvvt378f/fv3R0hICLy8vBAVFYXx48cDKB2PUJZozJs3T3+/q+rKcfV7w2cUaNOmTblFEGvVqoVu3brh+PHjZp3Tmcj1fPK+lMcWFSv4/vvv0bBhQ3Tu3Nmk/SdMmIDVq1djxIgRmDFjBn7//XcsXLgQx48fx8aNGw32PXPmDEaMGIEnnngCY8eOxSeffIJx48ahTZs2aNGiBbp3746pU6fivffew5w5c/RNl7c3YZ48eRJjxozBpEmTMHHiRDRp0gQZGRno3LkzCgoKMHXqVNSqVQurV6/G4MGDsWHDBgwdOtRy3yACAEyaNAmJiYl4/PHHMXXqVKSmpuKDDz7AX3/9hd9++w3u7u7IzMxEv379EBoailmzZiEwMBBpaWn45ptvAAChoaFYunQpnn76aQwdOhTDhg0DAMTExMj5pdk9PqMVS09PR0hIiEXO5cjs7fl06fsiyKJycnIEADFkyBCT9k9JSREAxIQJEwy2P//88wKA2LFjh35bgwYNBACRnJys35aZmSlUKpWYMWOGftv69esFALFz585y1ys7x9atWw22T5s2TQAQv/zyi35bbm6uiIqKEpGRkUKr1QohhEhNTRUAxKpVq0z6+oQQ4tq1awKAmDt3rsnHOJvJkyeL2x+3X375RQAQn3/+ucF+W7duNdi+ceNGAUD8+eefFZ67Jt9fV7w3fEYrlpycLCRJEi+99FK1j3Vk9vp8lnHV+1KGXT8WVra8t5+fn0n7b9myBQAwffp0g+0zZswAgHLNus2bN0e3bt3070NDQ9GkSROcO3fO5BijoqLQv3//cnG0b98eXbt21W/z9fXFk08+ibS0NBw7dszk81PV1q9fj4CAAPTt2xfXr1/Xv8qafXfu3AkACAwMBAD88MMPKCkpkTFi58Fn1LjMzEw89NBDiIqKwsyZM2t0LkdnT88n7wvHqFicv78/ACA3N9ek/c+fPw+FQoFGjRoZbI+IiEBgYCDOnz9vsL1+/frlzhEUFFSu37QyUVFRRuNo0qRJue1lzdF3xkE1c/r0aeTk5CAsLAyhoaEGr7y8PGRmZgIA4uPjMXz4cMybNw8hISEYMmQIVq1aVW5sBJmOz2h5+fn5GDRoEHJzc7Fp06ZyYyRcjb08n7wvpThGxcL8/f1Rp04dHDlypFrHSZJk0n5KpdLodlGNtSWtMcOHqken0yEsLAyff/650c/LBuBJkoQNGzZg3759+P7775GUlITx48fjrbfewr59+1z2B1dN8Bk1VFxcjGHDhuHQoUNISkpCy5YtbXZte2UPzyfvy7+YqFjBoEGDsHz5cuzduxedOnWqdN8GDRpAp9Ph9OnTBoPpMjIykJ2djQYNGlT7+qb+QL0zjpMnT5bbfuLECf3nZDnR0dH4+eef0aVLF5N+KXXs2BEdO3bE/PnzsXbtWjz88MP48ssvMWHCBLPut6vjM1pKp9Phsccew/bt2/HVV18hPj6+2udwRnI/n7wvhtj1YwUzZ86Ej48PJkyYgIyMjHKfnz17FosXLwYA3HfffQCAd99912Cft99+GwAwcODAal/fx8cHAJCdnW3yMffddx/++OMP7N27V78tPz8fy5cvR2RkJJo3b17tOKhio0aNglarxauvvlruM41Go793WVlZ5f4Sj4uLAwB987K3tzeA6t1vV8dntNSUKVOwbt06LFmyRD8jheR/PnlfDLFFxQqio6Oxdu1ajB49Gs2aNTOoerlnzx6sX78e48aNAwDExsZi7NixWL58ObKzsxEfH48//vgDq1evxgMPPICePXtW+/pxcXFQKpV4/fXXkZOTA5VKhV69eiEsLKzCY2bNmoUvvvgCAwYMwNSpUxEcHIzVq1cjNTUVX3/9NRSK6ue0a9aswfnz51FQUAAASE5OxmuvvQYAePTRR126lSY+Ph6TJk3CwoULkZKSgn79+sHd3R2nT5/G+vXrsXjxYowYMQKrV6/GkiVLMHToUERHRyM3NxcrVqyAv7+//heol5cXmjdvjnXr1qFx48YIDg5Gy5YtK20qdvV7w2e0NPFasmQJOnXqBG9vb3z22WcGnw8dOlSfULkaOZ9P3hcj5J105NxOnTolJk6cKCIjI4WHh4fw8/MTXbp0Ee+//74oKirS71dSUiLmzZsnoqKihLu7u7jrrrvE7NmzDfYRonTa4sCBA8tdJz4+XsTHxxtsW7FihWjYsKFQKpUG0yArOocQQpw9e1aMGDFCBAYGCk9PT9G+fXvxww8/GOxTnamP8fHxAoDRl7Fpmc7szumPZZYvXy7atGkjvLy8hJ+fn2jVqpWYOXOmuHLlihBCiIMHD4oxY8aI+vXrC5VKJcLCwsSgQYPE/v37Dc6zZ88e0aZNG+Hh4WHSVEjem1Ku/IyOHTu2wv8HAIjU1NRKj3cm9vR88r6UJwlRjRFeRERERDbEMSpERERkt5ioEBERkd1iokJERER2i4kKERER2S0mKkRERGS3mKjI6I033kDTpk2h0+nkDqXGZs2ahQ4dOsgdhqx4P50P76lz4f10UHLPj3ZVOTk5Ijg4WHzyySf6bbg1T/7NN98st/+qVauqXE7cVF9//bUYNWqUiIqKEl5eXqJx48Zi+vTpIisry+j+mzZtEq1btxYqlUrcdddd4uWXXxYlJSUG+1y9elWoVCqxadOmGsfniHg/nQ/vqXPh/XRcTFRk8s477wh/f39RWFio31b20ISHh4v8/HyD/S350NSqVUu0atVKvPTSS2LFihVi6tSpwsPDQzRt2lQUFBQY7LtlyxYhSZLo2bOnWL58uZgyZYpQKBTiqaeeKnfeUaNGiW7dutU4PkfE++l8eE+dC++n42KiIpOYmBjxyCOPGGwDIOLi4gQA8dZbbxl8ZsmHxljl0dWrVwsAYsWKFQbbmzdvLmJjYw2y+f/+979CkiRx/Phxg303bNggJEkSZ8+erXGMjob30/nwnjoX3k/HxTEqMkhNTcWhQ4fQp0+fcp916dIFvXr1whtvvIHCwkKrXL9Hjx7ltg0dOhQAcPz4cf22Y8eO4dixY3jyySfh5vbvslDPPPMMhBDYsGGDwTnKvp5NmzZZIWr7xfvpfHhPnQvvp2NjoiKDPXv2AADuueceo58nJCQgIyMDS5curfQ8arUa169fN+lVlfT0dABASEiIfttff/0FAGjbtq3BvnXq1EG9evX0n5cJCAhAdHQ0fvvttyqv50x4P50P76lz4f10bFw9WQYnTpwAAERFRRn9vFu3bujZsycWLVqEp59+Gl5eXkb3++KLL/D444+bdE1RxZJOr7/+OpRKJUaMGKHfdvXqVQBA7dq1y+1fu3ZtXLlypdz2hg0b4tixYybF5Cx4P50P76lz4f10bExUZHDjxg24ubnB19e3wn0SEhIQHx+Pjz76CP/5z3+M7tO/f39s27atxvGsXbsWK1euxMyZM3H33Xfrt5c1g6pUqnLHeHp64ubNm+W2BwUFlcv6nR3vp/PhPXUuvJ+OjYmKnerevTt69uyJN954A0899ZTRfWrXrm00866OX375BU888QT69++P+fPnG3xW9leFWq0ud1xRUZHRvzqEEJAkqUYxOSPeT+fDe+pceD/tFxMVGdSqVQsajQa5ubnw8/OrcL+5c+eiR48eWLZsGQIDA8t9XlhYiJycHJOuGRERUW7b33//jcGDB6Nly5bYsGGDweAt4N/mx6tXr+Kuu+4y+Ozq1ato3759uXNmZWUZ9Lm6At5P58N76lx4Px0bB9PKoGnTpgBKR6JXJj4+Hj169MDrr79udDT6unXr9Bl+Va87nT17Fvfeey/CwsKwZcsWo02icXFxAID9+/cbbL9y5QouXbqk//x2qampaNasWaVfl7Ph/XQ+vKfOhffTsbFFRQadOnUCUPo/Y0xMTKX7JiQkoEePHli+fHm5z8ztL01PT0e/fv2gUCiQlJSE0NBQo/u1aNECTZs2xfLlyzFp0iQolUoAwNKlSyFJksEgMADIycnB2bNn8fTTT1c7JkfG++l8eE+dC++ng5OnfAu1bNlSjBkzxmAbADF58uRy+8bHx+srKFqi+FBsbKwAIGbOnCnWrFlj8Prpp58M9v3++++FJEmiV69eYvny5WLq1KlCoVCIiRMnljvvhg0bBABx5syZGsfoaHg/nQ/vqXPh/XRcTFRk8vbbbwtfX1+D8skVPTQ7d+606ENTdi5jr/j4+HL7b9y4UcTFxQmVSiXq1asnXnzxRVFcXFxuv9GjR4uuXbvWOD5HxPvpfHhPnQvvp+NioiKT7OxsERwcLD7++GO5Q7GIq1evCk9PT/Htt9/KHYoseD+dD++pc+H9dFwcTCuTgIAAzJw5E4sWLXKKJcffffddtGrVCkOGDJE7FFnwfjof3lPnwvvpuCQhqiifR0RERCQTtqgQERGR3WKiQkRERHaLiQoRERHZLSYqREREZLeYqBAREZHdYqJCREREdouJChEREdktJipERERkt5ioEBERkd1iokJERER2i4kKERER2S0mKkRERGS3mKgQERGR3XLpROXq1atISEjA1atX5Q6FiIiIjHD5RGXevHlMVIiIiOyUSycqREREZN+YqBAREZHdcuhEJTk5Gffffz/q1KkDSZLw7bffyh0SERERWZBDJyr5+fmIjY3Fhx9+KHcoREREZAVucgdQEwMGDMCAAQPkDoOIiIisxKETlepSq9VQq9X693l5eTJGQ0RERFVx6K6f6lq4cCECAgL0r/j4eLlDIiIiokq4VKIye/Zs5OTk6F+7d++WOyQi82jUVe9DROQEXKrrR6VSQaVS6d/7+vrKGA1RDWjUgJuq6v2IiBycS7WoEDkNoZM7AiIim3DoFpW8vDycOXNG/z41NRUpKSkIDg5G/fr1ZYyMyMpKCgCvQLmjICKyOodOVPbv34+ePXvq30+fPh0AMHbsWCQmJsoUFZEN3LwK+NeROwoiIqtz6ESlR48eEELIHQaR7RVlAbkZgF+43JEQEVkVx6gQOarL++WOgIjI6pioEDmqc7vkjoCIyOqYqBA5qkt/AjmX5Y6CiMiqmKgQOSohgL8+kzsKIiKrYqJC5MhO/Qhc/VvuKIiIrIaJCpGDadu2Lep1HYO2Cw6WtqpsfxUo+EfusIiIrIKJCpGDSU9Px+WM60i/WVy6If8akPRfoLhA3sCIiKyAiQqRM8g8BmyeAeTfkDsSIiKLYqJC5CwyjwEbHgfO/FzaJURE5ASYqBA5k6Kc0jErP0wDrp+pcnciInvHRIXIGV1JAb6ZCCS/CRRmyx0NEZHZmKgQOSuhA45/D6x7BDi8AdAUyx0REVG1MVEhcnbqXGDP+8BXjwJHvwU0arkjIiIyGRMVIleRmw78+g7w+Uhg/yesvUJEDoGJCpGrKcoBDqwG1o4GkhcBOZfkjoiIqEJMVIgcyIULF1BQUFrYraBYhwv/FJl/Mm0xcPwHYN2jwI75QPYFC0VJRGQ5bnIHQERV++OPP/Dqq69i8+bNELdqpGQVaBD53z8wqFUwXrqvAdpF+pl3cqEDTv9UWn+lUW+g9aNAUAMLRm+opDAX57Z+hH9O/w5ICoQ07YyG/SdB6eFVdahC4NiXc5F19gCajXwRtZp00n+We+UU0nYkIu/qGUAC/Oo0QWTvx+Eb3tBqXwsRWR9bVIjs3DfffIMuXbrgxx9/1CcpZYQAthz5B53fSME3f12v2YWEDji9DVg/rrSFJTfd7FMd+nQWMv7eZvSzU98uQsH182j58GtoPnouci4cxZnN75t03it/fAtAKrddW1yIo1+8DJV/KGLHv42YsYug9PDC0bUvQafVmP11EJH8mKgQ2bE//vgDo0ePhlarhVarNbqPVgdodQKjVxzHn2m5Nb9oWQvLukdLpzVbsMptwfULyDp7AI0GPge/uk0RUL8Fou+dhGtHk6HOrbz8f176WVzetxF33/+ckfNegqYwFw3iH4F3rXrwCW2A+t0fQkl+NtQ5mRaLn4hsj4kKkR177bXXIIQo15JyJwFAQOC1Lectd3Ftcem05kPrLHbKm5dOQOnpA786d+u3BUa1BiQJuZdPVhxKSRFOfrsI0fc+DQ/f4HKfe9WqCzcvf6Sn/ASdtgTaEjUyUn6CV8hd8AwMt1j8RGR7NRqjolarcfDgQWRmZqJLly4ICQmxVFxELu/ChQv44YcfqkxSymh1wPeH/8GFf4pQP9jTcoEcWA20GAq4qWp8qpK8LHh4BxpskxRKuHv5oSQ/q8LjUn9aAf96zQzGpNzOTeWNVo8uxPH1r+Hir18CALyC66DFmFchKZQ1jpuI5GN2ovLee+8hISEBOTk5AIBt27ahV69euH79Opo2bYo33ngD48ePt1igRPZKW6KGsMI4iJ+2bjE5SSkjBLD9RBbGdbJgK0JxHnQnk4DG/aF0N56sXPx1HS7+9pX+vU5TjNzLJ3B260f6bfc8tdSsy984tQ/ZaYfQeuJ7Fe6jLVHj9A+L4V+vOZoMnQmh0+Hyvm9wbF0CYse/U2HcRGT/zEpUVq1ahWnTpuHBBx9Ev379DBKSkJAQ9OrVC19++SUTFXJ62hI1/jm5DyXqPIuf++rpv6BQSNDpTE9WFBKQdTMfJYUWGKtyG92uN5FX7Iaglr2N/tKPaHMfQpp3078/+e0ihDTtglpNO+u3qfxqwd03CMUF2QbHCp0WJYW5cPcJMnrtnLRDKMq6ir2LRhlsP75hAfzvaoGYx/6Ha0d2QZ2TidjH34IklfZo+w59AfveHI1/Tu1DaIt4c790IpKZWYnKW2+9hSFDhmDt2rW4caP8ALg2bdrgvfcq/uuHyFkIrQYl6jwolB5QuHlY9Nz+/kHVSlIAQCeAAC93i3d3KEty4X76e4hm8YCRRMXdyw/uXv9Oj1a4qeDuEwCv4DoG+/nXawptUT7yrp6Gb+3ScSrZqX8DQsCvbhOj167XeQTC4/oZbPtr+WQ07DsRwXe3BwDoNGpAknD7jKDShEWqdqsUEdkXsxKVM2fOYOrUqRV+HhwcbDSBIXJWCjcPKD0sOC4EQI9unSBJ1ftFK0lAz8b+kKTyU3hrQkABncp4i0d1eIfUR1B0G5ze/D4aDZgModPibNJShLboDpVfLQCA+uZ1HPn8v2g8eDr86jaBh2+w0QG0qoBQeAZFACgdkJv68yc4u3UJ6rS7H0IIXPptPSSFEoENYmocNxHJx6xEJTAwENevV1yz4dixY4iIiDA7KCIC6tWJQL8eXfBz8h5otboq91cqgPuaB6B+sGVbdoRShYLogSgMiYGZJeUMNH7gBZzbuhRHPv8vIEmo1bQLovtP+vd6Oi0Kb1yCtsT0xRO9Q+5C89FzcTF5Lf5e9TwkSYJPRDRajHkFHn7lkxwichxmJSr33Xcfli9fjmeeeabcZ0ePHsWKFSs4PoXIAmY8Mx7bf9lbZctKWafH7H61LXr9ktBWKGw+GhqlF1CNcTgxj/2vws/cvfzQZOjMCj/3DAxH1xc3V3p+Y58HNWyNoIatTY6RiByDWXVUXnvtNWi1WrRs2RIvvvgiJEnC6tWr8cgjj6Bt27YICwvDyy+/bOlYiVzOPTHN8fE7r0GpVECpNP64KhWlry/GNUS7Bj4Wua7OMwj5cRNQcM8kCK+ad/kQEZnLrESlTp06OHDgAO69916sW7cOQgisWbMG33//PcaMGYN9+/axpgqRhQzq1xNbvliBPt07lxt7Ikml3T3J05rigdiaJxQ6VSAKmw5Hbre50ES0vjVAlYhIPpKwwJD4a9euQafTITQ0FAqF4xS7PXjwINq0aYMDBw7gnnvukTscckCaonxkHt0FN5WvxQfTGnPpSjp6DHkU2TdzEeSlxP6ZzS0yJkUT2BDF9eNREhEHKMr3CGuLi6BR5yGsRQ+4eVqm1YaIyBQWWT05NDTUEqchoirUqxMBLy9PZN/MhbeHokZJilB6oKROe6jv6gadfz0LRklEZDlmNX+8+OKLiIuLq/Dz1q1bY968eebGRERWpPOqhcImQ5Hb4zUUthjDJIWI7JpZicqGDRswYMCACj+/7777sG6d5RYyI6Ka09RqgvzWTyK3ewKKo/pAuLMLh4jsn1ldPxcuXEB0dHSFn0dFReH8eQuu4kpEZhFu3iiu1xHFd3WDzidM7nCIiKrNrETF19e30kQkNTUVnp7WH1hIRMbpVIFQN+yH4nqdAKVlC8AREdmSWV0/PXr0wLJly3D58uVyn128eBHLly9Hz549axwcEVWXAkXR9yK3+1wUN4hnkkJEDs+sFpVXX30V7du3R4sWLfDEE0+gRYsWAIAjR47gk08+gRACr776qkUDJaLK6Tz8UNB6IrRBFXfLEhE5GrMSlSZNmuCXX37BlClT8M477xh81r17d7z33nto1qyZRQIkIkNhIbUgaUsQ7lWs36b1DkN+22chvGvJGBkRkeWZXUclJiYGu3fvxvXr13Hu3DkAQMOGDVmRlsjKtn+TCPcr++F9aBUAQOcdgvwO/4FQ+cscGRGR5dW44FtISAiTEyKZCIU78u95ikkKETktsxMVrVaLpKQknDt3DllZWeVWdpUkCS+99FKNAySiiqkje0Hna9kVk4mI7IlZicr+/fsxfPhwXLp0qcKl55moEFmbAsX14+UOgojIqsyanvzMM8+gsLAQ3377Lf755x/odLpyL61Wa+lYieg2mlp3Q3gGyB0GEZFVmdWicujQIcyfPx/333+/peMhIhOVhMfJHQIRkdWZ1aJSr169Crt8bO3DDz9EZGQkPD090aFDB/zxxx9yh0RkE5qQ5nKHQERkdWYlKv/3f/+HFStW4ObNm5aOp1rWrVuH6dOnY+7cuTh48CBiY2PRv39/ZGZmyhoXkbUJdy/ovFgzhYicn1ldP7m5ufD19UWjRo3w4IMP4q677oJSqTTYR5Ik/Oc//7FIkBV5++23MXHiRDz++OMAgI8++gibN2/GJ598glmzZln12kRy0qkCAUmSOwwiIqszK1F5/vnn9f/+4IMPjO5j7USluLgYBw4cwOzZs/XbFAoF+vTpg71791rtukR2wU0ldwRERDZhVqKSmppq6Tiq7fr169BqtQgPDzfYHh4ejhMnThg9Rq1WQ61W69/n5eUBADQaDUpKSqwXLDktTUkJSjQaaHUFUJRobHZdqVgNIfJsdj2dphg6XelzIpR8VsixaNVq6DS2ez7lonBzg1Jl2z9i3N3drX4NsxKVBg0aWDoOm1i4cCHmzZtXbnuHDh1kiIaIiMix2WJiTY1K6F++fBnJycnIzMzE8OHDUa9ePWi1WuTk5CAgIKDcuBVLCgkJgVKpREZGhsH2jIwMREREGD1m9uzZmD59uv59SkoK4uPj8fvvv6N169ZWi5Wcm7ZEDaG18V9rJQWAu7dNLykp3aB0Z5cTOZaS/Hxc+O03KDw8oLTBX/9y0ZaUQFdcjPpdusDdx0fucCzKrERFCIEZM2bggw8+gEajgSRJaNWqFerVq4e8vDxERkbilVdewbRp0ywc7r88PDzQpk0bbN++HQ888AAAQKfTYfv27Xj22WeNHqNSqaC6rVnM19cXAODm5maT5ityTrL8v6PxBtw8bH9dIkfj7g53Nze4e3nBzdNT7misRlNUhBKdDu7u7k73+8ys6cmLFi3C4sWL8fzzz2Pbtm0GTT8BAQEYNmwYvv76a4sFWZHp06djxYoVWL16NY4fP46nn34a+fn5+llARE5LYb3WSiIie2JWi8qKFSvw2GOPYcGCBbhx40a5z2NiYvDjjz/WOLiqjB49GteuXcPLL7+M9PR0xMXFYevWreUG2BI5HcmsvzGIiByOWYnKxYsX0blz5wo/9/HxsVkxuGeffbbCrh4iIiJybGb9WRYWFoaLFy9W+PmBAwdQv359s4MioirYyRIWRETWZlaiMmzYMHz00Uc4d+6cfpt0q0rmTz/9hMTERIwcOdIyERJReYKrkxORazArUZk3bx5q166NuLg4PPbYY5AkCa+//jq6du2KAQMGICYmBnPmzLF0rERUhi0qROQizEpUAgICsG/fPsycOROXL1+Gp6cndu/ejezsbMydOxe//PILvL1tW+OByKVwajIRuYhqD6YtKirC8uXLERcXhxdffBEvvviiNeIiIiIiqn6LiqenJ/7v//4PJ0+etEY8RERERHpmdf20bNkSaWlpFg6FiIiIyJBZicr8+fOxbNky/Pzzz5aOh4iIiEjPrIJvH3zwAYKDg9G/f39ERUUhKioKXl5eBvtIkoRNmzZZJEgiIiJyTWYlKocOHYIkSahfvz60Wi3OnDlTbp+yuipERERE5jIrUeH4FCIiIrIFrmxGREREdsvsREWr1eLLL7/EpEmTMHToUBw+fBgAkJOTg2+++QYZGRkWC5KIiIhck1mJSnZ2Nrp06YKHHnoIX3zxBb777jtcu3YNAODr64upU6di8eLFFg2UiIiIXI9ZicqsWbNw9OhRJCUl4dy5cxC3rTuiVCoxYsQIbNmyxWJBEhERkWsyK1H59ttvMWXKFPTt29fo7J7GjRtzwC0RERHVmFmJSk5ODqKioir8vKSkBBqNxuygiIiIiAAzE5Xo6GgcPHiwws9/+uknNG/e3OygiIiIiAAzE5UJEybgk08+wbp16/TjUyRJglqtxn//+19s3boVkyZNsmigRERE5HrMKvj23HPP4ejRoxgzZgwCAwMBAA899BBu3LgBjUaDSZMm4YknnrBknEREROSCzEpUJEnCihUrMHbsWGzYsAGnT5+GTqdDdHQ0Ro0ahe7du1s6TiIiInJBJiUqw4YNw3/+8x9069YNAJCcnIxmzZqha9eu6Nq1q1UDJCIiItdl0hiVTZs24cKFC/r3PXv2xLZt26wWFBERkSMTWq3cITgNkxKVunXr4q+//tK/F0JwdWQiIqKKFBXJHYHTMKnr58EHH8Sbb76Jr776Sj94dtasWVi4cGGFx0iShL///tsiQRIRETkSodGAf85bhkmJysKFC9GoUSPs3LkTmZmZkCQJPj4+qFWrlrXjIyIicjwsemoxJiUqSqUSTz75JJ588kkAgEKhwIsvvoiHHnrIqsERERE5IqFWyx2C0zBpjMo999yDrVu36t+vWrUKrVu3tlpQREREjkwUFMgdgtMwKVE5dOgQrl+/rn8/fvx4g8G1RERE9C+Rmyd3CE7DpESlQYMG+Pnnn6G9Nd2Ks36IiIgqJrKz5Q7BaZiUqDz11FP49NNP4enpCX9/f0iShCeeeAL+/v4VvgICAqwdOxERkV3S/XND7hCchkmDaV944QXExsZi586dyMjIwOrVq9GuXTs0bNjQ2vERERE5HN31G+x9sBCT1/rp168f+vXrBwBITEzEpEmTOOuHiIjICFFYCBQUAD4+cofi8MxalFCn01k6DiIiIqeiy7wGZRQTlZoyKVEpW+enfv36Bu+rUrY/ERGRq9FmZEAZFSl3GA7PpEQlMjISkiShsLAQHh4e+vdV0XJRJiIiclG68+eBjh3kDsPhmZSofPLJJ5AkCe7u7gbviYiIyDjN6dOla/64mTXKgm4x6bs3bty4St8TERHRHdRqaI4eg3tsjNyRODST6qgQERFR9ZX8+iuEEHKH4dBMalF55ZVXqn1iSZLw0ksvVfs4IiIiZ6FLT4f2+Am4NW8mdygOy6REJSEhody2sjEqd2aKkiTpi9wwUSEiIldXvH07lE2bQFKwE8McJn3XdDqdwevixYto1aoVxowZgz/++AM5OTnIycnB77//jgcffBCxsbG4ePGitWMnIiKye7rMTGj+SpE7DIdlVno3efJk3H333fjss8/Qtm1b+Pn5wc/PD+3atcPnn3+O6OhoTJ482dKxEhER2b0Bjz2Gbt98g2F7ftNvK972E0RBoYxROS6zEpUdO3agV69eFX7eu3dvbN++3eygiIiIHFXmjRvIKCzAdbVav03kF6Dou00cWGsGsxIVT09P7N27t8LP9+zZA09PT7ODIiIicjbao8dQ8ssvcofhcMxKVB5++GF8/vnnmDp1Kk6fPq0fu3L69GlMmTIFa9euxcMPP2zpWA3Mnz8fnTt3hre3NwIDA616LSIiIkso3vYzSg4clDsMh2JWubzXX38d169fxwcffIAPP/wQilsjmXU6HYQQGDNmDF5//XWLBnqn4uJijBw5Ep06dcLKlSutei0iIiJLUX/7LaBUwD0uTu5QHIJZiYqHhwfWrFmDF154AVu2bMH58+cBAA0aNMCAAQMQGxtr0SCNmTdvHgAgMTHR6tciIiKyJPU3GwFJgrsNfl86uhotQBATE4OYGMcpDaxWq6G+bXBTXl6ejNEQEZHLEgLqr78BFAq4t2oldzR2zaWqzyxcuBABAQH6V3x8vNwhERGRqxIC6g0boDl1Su5I7JpdJSqzZs2CJEmVvk6cOGH2+WfPnq0vTpeTk4Pdu3dbMHoiIqJq0gkUfbkOWhZJrZBdrT09Y8aMKldmbtiwodnnV6lUUKlU+ve+vr5mn4uIiMgiSkpQuOYzeE+cAEVoqNzR2B27SlRCQ0MRyptERESuprAQhYmJ8HriCSiCg+WOxq7YVddPdVy4cAEpKSm4cOECtFotUlJSkJKSwgGyRETkkMTNXBSuXAldZqbcodgVu2pRqY6XX34Zq1ev1r9v3bo1AGDnzp3o0aOHTFERERGZT9zMRcHyFfAcPQpud98tdzh2wexEJSkpCStXrsS5c+eQlZVVbv0CSZJw9uzZGgdYkcTERNZQISIi56NWo+jTNfDo2QPuPXpAUjhs54dFmJWoLFq0CLNmzUJ4eDjat2+PVpwDTkREZFHFO3dBc/YcPEcMhyIoSO5wZGNWorJ48WL06tULW7Zsgbu7u6VjIiIiIgC6CxdQ8MGHUN3bH25t20KSJLlDsjmz2pOysrIwYsQIJilERETWVlwM9Xffo2jNZ9Dl5sodjc2Zlai0b98eJ0+etHQsREREVAHt6dMo/HAJNFYc/2mPzEpUlixZgm+++QZr1661dDxERERUAZGfj6LVn6J4z165Q7EZs8aojB49GhqNBo8++iiefvpp1KtXD0ql0mAfSZLw999/WyRIIiIiukUIFP/4I0R+PlR9+8gdjdWZlagEBwejVq1auJtzvImIiGRRkpwMyc8PHh07yB2KVZmVqOzatcvCYRARETm+y+npKCwsBAAUarW4UliIOl5eVrte8Y8/QhkVCQQEWO0acnPtKjJEREQW8NfRoxj7n/+gw+DByLk1M+emRoNeu3fhqQMHcCgn2zoX1ulQ/PN265zbTtSohH5JSQlOnDiBnJwc6HS6cp937969JqcnIiKye1t27MDTc+ZAAOWqtAsAydev4Zfr1/BObBz6RURY/PraEyfglpsLmFnB9tK+fTj300/IOncOxXl56LtoEQKjoqo85sQ33yAvPR06rRa+tWujyf33o0F8vH4fTWEhDn3+Oa788QfUeXnwCQvD3QMGILp//2rFZ1aiotPpMHv2bCxZsgQFBQUV7qfVas05PRERkUP46+hRPD1nDrQ6XbkkpYxWCEgA/vN3Cr7w6oiYgECLx6E9dRpo2sS8Y9VqhDRrhnqdO+PARx+ZdIyHry+aDR8Ov7p1oXBzw9UDB/Dnhx9CFRCAiLg4AEDK6tXIPHIE7adOhU9YGDL+/hsHV6yAV3Aw6rRrZ3J8ZqVfCxYswKJFi/DII4/g008/hRAC//vf//DRRx8hJiYGsbGxSEpKMufUREREDmPxypVGW1LuJG69llqpBoouLc3sYxvEx6P5yJEIj4kx+Ziwli1Rt0MH+NerB9+ICNw9cCACGjTA9ePH9fvcOHkSkfHxCGvZEj5hYWjYty8CIiPxz5kz1YrPrEQlMTERo0aNwtKlS3HvvfcCANq0aYOJEyfi999/hyRJ2LFjhzmnJiIicgiX09Px86+/mtx7oBUCOzMzceXWYFtL0l24YPFzmkoIgYxDh5B75QpCmzfXb6/VpAmu7N+Pwhs3IIRA5pEjyLtyBeGxsdU6v1ldP5cuXcLMmTMBACqVCgBQVFQEAPDw8MAjjzyCt99+GwsWLDDn9ERERBalLSmx+Dl3//ZblS0pdxIA9l6/jmF161o0FpGbC0V+vkXPWZWS/Hx8P2kSdCUlkBQK3DNhgkES0vqJJ3Dgo4/ww6RJkJRKSJKENk89ZZDMmMKsRKVWrVrIy8sDAPj6+sLf3x/nzp0z2CcrK8ucUxMREVmMws0N7j4+KMnPh6642KLnvpmdDYUkQVeNZEUCkFdSAmFkAkpNuel0ULhV/mv9fHIyDixfrn/fbc6caicO+ut5eaHfokXQFBUh4/Bh/L16NXzCwxHWsiUA4MyWLbhx+jS6zJoF75AQXD9+HH99/DG8goOr1c1kVqLSunVr/Pnnn/r3PXv2xLvvvovWrVtDp9PhvffeQ2w1m3aIiIgsTalSoW67dtBpNBY/d/3U1GolKUBpi0qAjw88fH0tHk9469ZQ3urlqEiddu1Q67ZirV7BwWZfT1Io4Fu7NgAgMCoKuZcv48TGjQhr2RJatRqHv/gCXV54AbXbtCndJzIS2WlpOPndd9ZPVJ588kkkJiZCrVZDpVJh/vz56N69O7p37w4hBIKCgvDFF1+Yc2oiIiKLUqpUVf4CN0e/++6DJEnV6v6RAHQOD4dk5lTiCs/r6QnP+vWr3M/dywvuVipAJ3Q66G51sem0WgiNBpAkwzgVCqCarUlmJSqDBw/G4MGD9e+bN2+Os2fPYteuXVAqlejcuTOCa5ClERER2bv69etj0KBB2LJli0kDapWShJ4REajr7W3xWHy6dIbk7m7WscW5uSi4fh2Ft4Zs5F65AgDwDAyEZ1AQAOCP996DV61aaPXwwwCA4998g+DoaPhEREBXUoKrBw/ifHIy7pk4EQDg7u2N0ObNcWjNGig9POATGoprx44hbfduxI0dW634alTw7XYBAQEYMmSIpU5HRERk91566SX8+OOPVbasSLdek5s0tXgMkkqFoJEjzT7+yv79+PPDD/Xv973zDgCg+ciRaDF6NACg4Pp1g4JyWrUaB1esQME//0Dp4QH/OnXQYepU3NWli36fjv/5Dw6vXYvf33sPxXl58AkJQasxY9CwX7/qfX2iukOWy4LUarF+/Xrs3LkTmZmZeOWVV9CqVSvk5ORg+/bt6NKlC8LDw805tc0cPHgQbdq0wYEDB3DPPffIHQ4RETmgb775BqNHj4YQwmjLilKSIAF4v30H9LfwbB8ACHnmafj17m3x89oLszrJsrOz0aVLFzz00EP44osv8N133+HatWsASmcBTZ06FYsXL7ZooERERPZo2LBh2LNnD+67NWbldhKAnhERWB/fwypJil+f3vDt1cvi57UnZiUqs2bNwtGjR5GUlIRz584ZNHcplUqMGDECW7ZssViQRERE9qxdu3b47rvvkJaWhqBb4zoC3N2RfO8ALO/UGbFWGLepatYUtSZMKJccORuzEpVvv/0WU6ZMQd++fY1+gxo3boy0GpTzJSIickT169eH963Bsl5KN6sMnAUAZVAQwmbMMHsArSMxK1HJyclBVCUrK5aUlEBjhTnrRERELk+SEDptGtxutdw4O7MSlejoaBw8eLDCz3/66Sc0N7PSHREREVUscMRweLVsIXcYNmNWojJhwgR88sknWLdunX58iiRJUKvV+O9//4utW7di0qRJFg2UiIjI1XnFxiJw1Ci5w7Aps+qoPPfcczh69CjGjBmDwMBAAMBDDz2EGzduQKPRYNKkSXjiiScsGScREZFLUzWKRtjzMyxe1dbemZWoSJKEFStWYOzYsdiwYQNOnz4NnU6H6OhojBo1Ct27d7d0nERERC7Ls0ULhP/fTCisNDjXntWoMm3Xrl3RtWtXS8VCREREd/Dr2we1xo+H5OEhdyiysFgJfSIiIrIcyd0dtZ6cCD8nL+hWFZMTldsXITSFJEnYtGlTtQMiIiJyde51aiN0+nSoKikF4ipMTlR++OEHeHp6IiIiwqQlrZ29Uh4REZE1+HTqiJBnnnHJ8SjGmJyo1K1bF5cvX0ZISAgeeughPPjgg4iIiLBmbERERK5DoUDwo4/A//77+cf+bUye43Tx4kXs3LkTrVu3xquvvoq77roLffr0wapVq5Cbm2vNGImIiJyawscHES/+FwGDBzNJuUO1JmPHx8dj2bJlSE9Px4YNG1CrVi08++yzCAsLw7Bhw7Bhwwao1WprxUpEROR0lCG1UHv+a/CKjZU7FLtkVtUYd3d3DBkyBOvWrUNGRoY+eRk9ejTeeOMNS8dIRETklNzCw1Hntdfgcdddcodit2pU3k6tViMpKQmbNm3CX3/9BU9PT0RGRlooNCIiIuelDAhAxNyX4RYaKncodq3aiYpOp0NSUhLGjRuH8PBwjBkzBoWFhVixYgUyMzPx6KOPWiNOIiIi5+GmRNj/zYR7eLjckdg9k2f97NmzB2vXrsX69etx48YNdOzYEQsWLMCoUaMQEhJizRiJiIicSq1x4+DZpIncYTgEkxOVrl27wsvLC/fddx/GjBmj7+K5cOECLly4YPSYe+65xyJBEhEROQvvDh3gd++9cofhMKpVQr+wsBBff/01vvnmm0r3E0JAkiRotdoaBUdERORMlCG1EPLM05yCXA0mJyqrVq2yZhxERETOTZIQ9txzUPr6yh2JQzE5URk7dqw14yAiInJqAYMHw7N5c7nDcDg1mp5MREREVXMLDUXgg6PlDsMhOWSikpaWhieeeAJRUVHw8vJCdHQ05s6di+LiYrlDIyIiKifooTFQeHjIHYZDqtZgWntx4sQJ6HQ6LFu2DI0aNcKRI0cwceJE5Ofn480335Q7PCIicmERERHQZmcjxN0dAOAWFgafrl1ljspxOWSicu+99+Le26Z2NWzYECdPnsTSpUuZqBARkaz279+PS1OmoOTKVQCAX9++kBQO2YFhF5zmO5eTk4Pg4GC5wyAiIvqXJMG3R7zcUTg0h2xRudOZM2fw/vvvV9maolarDVZ3zsvLs3ZoRETkwjxbtoAb/4iuEbtqUZk1axYkSar0deLECYNjLl++jHvvvRcjR47ExIkTKz3/woULERAQoH/FxzPLJSIi6/Hp3FnuEByeJIQQcgdR5tq1a7hx40al+zRs2BAet0ZOX7lyBT169EDHjh2RmJgIRRV9gHe2qKSkpCA+Ph4HDhxguX8iIrKYS1OmoCQ9A/U/XgFlQIDc4Tg0u+r6CQ0NRaiJy11fvnwZPXv2RJs2bbBq1aoqkxQAUKlUUKlU+ve+rA5IRERWomrSmEmKBdhVomKqy5cvo0ePHmjQoAHefPNNXLt2Tf9ZRESEjJERERGV8m7dWu4QnIJDJirbtm3DmTNncObMGdSrV8/gMzvqySIiIhfm2bKV3CE4BbsaTGuqcePGQQhh9EVERCQ3yUMFVXRDucNwCg6ZqBAREdkzjwYNILk5ZKeF3WGiQkREZGHudevKHYLTYKJCRERkYW6hIXKH4DSYqBAREVmYws9P7hCcBhMVIiIiC1N4e8sdgtNgokJERGRhHEhrOUxUiIiILM2EaulkGn4niYiILEySJLlDcBpMVIiIiCxNqZQ7AqfBRIWIiMjCJHb9WAy/k0RERJbm5i53BE6DiQoREZGFseCb5TBRISIisjB2/VgOv5NERERkt5ioEBERkd1iokJERER2i4kKERER2S0mKkRERGS3mKgQERGR3eLyji7i6tWruHr1qtxhkIXUrl0btWvXljsMshA+n86Hz6jluHSiUrt2bcydO9fp/2dSq9UYM2YMdu/eLXcoZCHx8fFISkqCSqWSOxSqIT6fzonPqOVIQgghdxBkXTdv3kRAQAB2794NX19fucOhGsrLy0N8fDxycnLg7+8vdzhUQ3w+nQ+fUcty6RYVVxMXF8eHxgncvHlT7hDICvh8Og8+o5bFwbRERERkt5ioEBERkd1iouICVCoV5s6dy0FdToL307nwfjof3lPL4mBaIiIisltsUSEiIiK7xUSFiIiI7BYTFSIiIrJbTFSIiIjIbjFRIbICSZJMeu3atavG1yooKEBCQkK1zjV//nwMHjwY4eHhkCQJCQkJNY6DyFHY8/N54sQJzJw5E3FxcfDz80Pt2rUxcOBA7N+/v8axOCpWpiWygjVr1hi8//TTT7Ft27Zy25s1a1bjaxUUFGDevHkAgB49eph0zIsvvoiIiAi0bt0aSUlJNY6ByJHY8/P58ccfY+XKlRg+fDieeeYZ5OTkYNmyZejYsSO2bt2KPn361DgmR8NEhcgKHnnkEYP3+/btw7Zt28ptl0tqaioiIyNx/fp1hIaGyh0OkU3Z8/M5ZswYJCQkGKz7NH78eDRr1gwJCQkumaiw64dIJjqdDu+++y5atGgBT09PhIeHY9KkScjKyjLYb//+/ejfvz9CQkLg5eWFqKgojB8/HgCQlpamTzTmzZunb7KuqisnMjLSGl8SkdOQ6/ls06ZNucUpa9WqhW7duuH48eOW/SIdBFtUiGQyadIkJCYm4vHHH8fUqVORmpqKDz74AH/99Rd+++03uLu7IzMzE/369UNoaChmzZqFwMBApKWl4ZtvvgEAhIaGYunSpXj66acxdOhQDBs2DAAQExMj55dG5PDs7flMT09HSEiIRb9GhyGIyOomT54sbn/cfvnlFwFAfP755wb7bd261WD7xo0bBQDx559/Vnjua9euCQBi7ty51Y6rJscSOQt7fT7LJCcnC0mSxEsvvWT2ORwZu36IZLB+/XoEBASgb9++uH79uv5V1uy7c+dOAEBgYCAA4IcffkBJSYmMERO5Dnt6PjMzM/HQQw8hKioKM2fOtMo17B0TFSIZnD59Gjk5OQgLC0NoaKjBKy8vD5mZmQCA+Ph4DB8+HPPmzUNISAiGDBmCVatWQa1Wy/wVEDkve3k+8/PzMWjQIOTm5mLTpk3lxq64Co5RIZKBTqdDWFgYPv/8c6Oflw3AkyQJGzZswL59+/D9998jKSkJ48ePx1tvvYV9+/a57A8uImuyh+ezuLgYw4YNw6FDh5CUlISWLVuafS5Hx0SFSAbR0dH4+eef0aVLF3h5eVW5f8eOHdGxY0fMnz8fa9euxcMPP4wvv/wSEyZMgCRJNoiYyHXI/XzqdDo89thj2L59O7766ivEx8eb82U4DXb9EMlg1KhR0Gq1ePXVV8t9ptFokJ2dDQDIysqCEMLg87i4OADQNy97e3sDgP4YIqoZuZ/PKVOmYN26dViyZIl+ppArY4sKkQzi4+MxadIkLFy4ECkpKejXrx/c3d1x+vRprF+/HosXL8aIESOwevVqLFmyBEOHDkV0dDRyc3OxYsUK+Pv747777gMAeHl5oXnz5li3bh0aN26M4OBgtGzZstKm4jVr1uD8+fMoKCgAACQnJ+O1114DADz66KNo0KCB9b8JRHZKzufz3XffxZIlS9CpUyd4e3vjs88+M/h86NCh8PHxsfr3wK7IPe2IyBXcOf2xzPLly0WbNm2El5eX8PPzE61atRIzZ84UV65cEUIIcfDgQTFmzBhRv359oVKpRFhYmBg0aJDYv3+/wXn27Nkj2rRpIzw8PEyaChkfHy8AGH3t3LnTUl82kUOwp+dz7NixFT6bAERqaqolv3SHIAlxR7sVERERkZ3gGBUiIiKyW0xUiIiIyG4xUSEiIiK7xUSFiIiI7BYTFSIiIrJbTFSIiIjIbjFRIbIzaWlpkCQJiYmJcodCREbwGbUtJipERERkt1jwjcjOCCGgVqvh7u4OpVIpdzhEdAc+o7bFRIWIiIjsFrt+iKwgISEBkiTh1KlTeOSRRxAQEIDQ0FC89NJLEELg4sWLGDJkCPz9/REREYG33npLf6yx/u9x48bB19cXly9fxgMPPABfX1+Ehobi+eefh1ar1e+3a9cuSJKEXbt2GcRj7Jzp6el4/PHHUa9ePahUKtSuXRtDhgxBWlqalb4rRPaDz6jjYKJCZEWjR4+GTqfD//73P3To0AGvvfYa3n33XfTt2xd169bF66+/jkaNGuH5559HcnJypefSarXo378/atWqhTfffBPx8fF46623sHz5crNiGz58ODZu3IjHH38cS5YswdSpU5Gbm4sLFy6YdT4iR8Rn1AHItRoikTObO3euACCefPJJ/TaNRiPq1asnJEkS//vf//Tbs7KyhJeXlxg7dqwQQojU1FQBQKxatUq/T9mKqq+88orBdVq3bi3atGmjf79z506jKyDfec6srCwBQCxatMgyXzCRg+Ez6jjYokJkRRMmTND/W6lUom3bthBC4IknntBvDwwMRJMmTXDu3Lkqz/fUU08ZvO/WrZtJx93Jy8sLHh4e2LVrF7Kysqp9PJGz4DNq/5ioEFlR/fr1Dd4HBATA09MTISEh5bZX9cPI09MToaGhBtuCgoLM+iGmUqnw+uuv48cff0R4eDi6d++ON954A+np6dU+F5Ej4zNq/5ioEFmRsamLFU1nFFVMwDNlGqQkSUa33z6Yr8y0adNw6tQpLFy4EJ6ennjppZfQrFkz/PXXX1Veh8hZ8Bm1f0xUiJxIUFAQACA7O9tg+/nz543uHx0djRkzZuCnn37CkSNHUFxcbDC7gYgsi89o9TFRIXIiDRo0gFKpLDc7YcmSJQbvCwoKUFRUZLAtOjoafn5+UKvVVo+TyFXxGa0+N7kDICLLCQgIwMiRI/H+++9DkiRER0fjhx9+QGZmpsF+p06dQu/evTFq1Cg0b94cbm5u2LhxIzIyMvDggw/KFD2R8+MzWn1MVIiczPvvv4+SkhJ89NFHUKlUGDVqFBYtWoSWLVvq97nrrrswZswYbN++HWvWrIGbmxuaNm2Kr776CsOHD5cxeiLnx2e0elhCn4iIiOwWx6gQERGR3WKiQkRERHaLiQoRERHZLSYqREREZLeYqBAREZHdYqJC5MLS0tIgSRISExPlDoWIjOAzykSFyGRnz57FpEmT0LBhQ3h6esLf3x9dunTB4sWLUVhYaLXrHjt2DAkJCUhLS7PaNUwxf/58DB48GOHh4ZAkCQkJCbLGQ3QnV35GT5w4gZkzZyIuLg5+fn6oXbs2Bg4ciP3798sWk6Ww4BuRCTZv3oyRI0dCpVLhscceQ8uWLVFcXIxff/0VL7zwAo4ePYrly5db5drHjh3DvHnz0KNHD0RGRlrlGqZ48cUXERERgdatWyMpKUm2OIiMcfVn9OOPP8bKlSsxfPhwPPPMM8jJycGyZcvQsWNHbN26FX369JElLktgokJUhdTUVDz44INo0KABduzYgdq1a+s/mzx5Ms6cOYPNmzfLGOG/hBAoKiqCl5eXxc+dmpqKyMhIXL9+vdxS9kRy4jMKjBkzBgkJCfD19dVvGz9+PJo1a4aEhASHTlTY9UNUhTfeeAN5eXlYuXKlwQ/AMo0aNcJzzz2nf6/RaPDqq68iOjoaKpUKkZGRmDNnTrmFxCIjIzFo0CD8+uuvaN++PTw9PdGwYUN8+umn+n0SExMxcuRIAEDPnj0hSRIkScKuXbsMzpGUlIS2bdvCy8sLy5YtAwCcO3cOI0eORHBwMLy9vdGxY8ca/bCWszWHqDJ8RoE2bdoYJCkAUKtWLXTr1g3Hjx8365z2gokKURW+//57NGzYEJ07dzZp/wkTJuDll1/GPffcg3feeQfx8fFYuHCh0YXEzpw5gxEjRqBv37546623EBQUhHHjxuHo0aMAgO7du2Pq1KkAgDlz5mDNmjVYs2YNmjVrpj/HyZMnMWbMGPTt2xeLFy9GXFwcMjIy0LlzZyQlJeGZZ57B/PnzUVRUhMGDB2Pjxo0W+K4Q2Q8+oxVLT09HSEiIxc4nC0FEFcrJyREAxJAhQ0zaPyUlRQAQEyZMMNj+/PPPCwBix44d+m0NGjQQAERycrJ+W2ZmplCpVGLGjBn6bevXrxcAxM6dO8tdr+wcW7duNdg+bdo0AUD88ssv+m25ubkiKipKREZGCq1WK4QQIjU1VQAQq1atMunrE0KIa9euCQBi7ty5Jh9DZC18RiuWnJwsJEkSL730UrWPtSdsUSGqxM2bNwEAfn5+Ju2/ZcsWAMD06dMNts+YMQMAyjXrNm/eHN26ddO/Dw0NRZMmTXDu3DmTY4yKikL//v3LxdG+fXt07dpVv83X1xdPPvkk0tLScOzYMZPPT2TP+Iwal5mZiYceeghRUVGYOXNmjc4lNyYqRJXw9/cHAOTm5pq0//nz56FQKNCoUSOD7REREQgMDMT58+cNttevX7/cOYKCgpCVlWVyjFFRUUbjaNKkSbntZc3Rd8ZB5Kj4jJaXn5+PQYMGITc3F5s2bSo3dsXRcNYPUSX8/f1Rp04dHDlypFrHSZJk0n5KpdLodiGEydeyxgwfIkfBZ9RQcXExhg0bhkOHDiEpKQktW7a02bWthS0qRFUYNGgQzp49i71791a5b4MGDaDT6XD69GmD7RkZGcjOzkaDBg2qfX1Tf6DeGcfJkyfLbT9x4oT+cyJnwWe0lE6nw2OPPYbt27dj7dq1iI+Pr/Y57BETFaIqzJw5Ez4+PpgwYQIyMjLKfX727FksXrwYAHDfffcBAN59912Dfd5++20AwMCBA6t9fR8fHwBAdna2ycfcd999+OOPPwx+cOfn52P58uWIjIxE8+bNqx0Hkb3iM1pqypQpWLduHZYsWYJhw4ZV+3h7xa4foipER0dj7dq1GD16NJo1a2ZQ9XLPnj1Yv349xo0bBwCIjY3F2LFjsXz5cmRnZyM+Ph5//PEHVq9ejQceeAA9e/as9vXj4uKgVCrx+uuvIycnByqVCr169UJYWFiFx8yaNQtffPEFBgwYgKlTpyI4OBirV69Gamoqvv76aygU1f8bZc2aNTh//jwKCgoAAMnJyXjttdcAAI8++ihbaUg2fEZLE68lS5agU6dO8Pb2xmeffWbw+dChQ/UJlcORe9oRkaM4deqUmDhxooiMjBQeHh7Cz89PdOnSRbz//vuiqKhIv19JSYmYN2+eiIqKEu7u7uKuu+4Ss2fPNthHiNJpiwMHDix3nfj4eBEfH2+wbcWKFaJhw4ZCqVQaTIOs6BxCCHH27FkxYsQIERgYKDw9PUX79u3FDz/8YLBPdaY+xsfHCwBGX8amZRLZmis/o2PHjq3w+QQgUlNTKz3enklCVGNEEBEREZENcYwKERER2S0mKkRERGS3mKgQERGR3WKiQkRERHaLiQoRERHZLSYqREREZLeYqBAREZHdYqJCREREdouJChEREdktJipERERkt5ioEBERkd1iokJERER2i4kKERER2a3/B20h2ttgH0OHAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),\n", + " (\"Control 2\", \"Test 2\")\n", + " ))\n", + "multi_2group.mean_diff.plot(delta_text=True);" + ] + }, + { + "cell_type": "markdown", + "id": "0c127648", + "metadata": {}, + "source": [ + "Delta text kwargs can be utilised via `delta_text_kwargs` in the `plot()` function.\n", + "\n", + "Pass any keyword arguments accepted by matplotlib.text.Text here, as a string. \n", + "\n", + "If None, the following keywords are passed:\n", + "\n", + "- \"color\": None, \n", + "- \"alpha\": 1, \n", + "- \"fontsize\": 10, \n", + "- \"ha\": 'center', \n", + "- \"va\": 'center', \n", + "- \"rotation\": 0, \n", + "- \"x_location\": 'right', \n", + "- \"x_coordinates\": None, \n", + "- \"y_coordinates\": None, \n", + "- \"x_adjust\": 0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2a6a03fd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(delta_text=True, delta_text_kwargs={\"color\":\"red\", \"rotation\":45, \"va\":\"bottom\", \"alpha\":0.7});" + ] + }, + { + "cell_type": "markdown", + "id": "455ae400", + "metadata": {}, + "source": [ + "\"x_coordinates\" and/or \"y_coordinates\" if you would like to specify the text locations manually. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "42a254d6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(delta_text=True, delta_text_kwargs={\"x_coordinates\":(0.5, 2.75), \"y_coordinates\":(0.5, -1.7)});" + ] + }, + { + "cell_type": "markdown", + "id": "63b76b38", + "metadata": {}, + "source": [ + "\"x_adjust\" to adjust the x location of all the texts (positive moves right, negative left)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "929049a3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(delta_text=True, delta_text_kwargs={\"x_adjust\":0.1});" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "01deabc5", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {