{ "cells": [ { "cell_type": "markdown", "id": "d9ea7341", "metadata": {}, "source": [ "# Results\n", "\n", "A **Result** is the outcome of an **Experiment**. It has several features to support easy analysis. \n", "\n", "In this notebook we will learn about **Result**...\n", "\n", "1. ...Creating: How to create a Result from an Experiment\n", "2. ...Plotting: How to create plots from a Result\n", "3. ...Loading: How to load Result from disk\n", "4. ...Selecting: How to select which Result data to analyze\n", "5. ...Pandas: How to turn Result into Panda Dataframes\n", "\n", "## Creating\n", "\n", "**Results** are created by running an Experiment. Below is a simple example of this:" ] }, { "cell_type": "code", "execution_count": 1, "id": "12f9fa33", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2024-02-08 14:32:16 -- Experiment Started\n", "2024-02-08 14:32:16 -- Recording Learner 0 parameters... (0.0 seconds) (completed)\n", "2024-02-08 14:32:16 -- Recording Evaluator 0 parameters... (0.0 seconds) (completed)\n", "2024-02-08 14:32:16 -- Recording Learner 1 parameters... (0.0 seconds) (completed)\n", "2024-02-08 14:32:16 -- Peeking at Environment 0... (0.32 seconds) (completed)\n", "2024-02-08 14:32:16 -- Recording Environment 0 parameters... (0.0 seconds) (completed)\n", "2024-02-08 14:32:17 -- Evaluating Learner 0 on Environment 0... (0.37 seconds) (completed)\n", "2024-02-08 14:32:18 -- Evaluating Learner 1 on Environment 0... (0.87 seconds) (completed)\n", "2024-02-08 14:32:18 -- Peeking at Environment 1... (0.31 seconds) (completed)\n", "2024-02-08 14:32:18 -- Recording Environment 1 parameters... (0.0 seconds) (completed)\n", "2024-02-08 14:32:18 -- Evaluating Learner 0 on Environment 1... (0.34 seconds) (completed)\n", "2024-02-08 14:32:19 -- Evaluating Learner 1 on Environment 1... (0.72 seconds) (completed)\n", "2024-02-08 14:32:19 -- Peeking at Environment 2... (0.32 seconds) (completed)\n", "2024-02-08 14:32:19 -- Recording Environment 2 parameters... (0.0 seconds) (completed)\n", "2024-02-08 14:32:20 -- Evaluating Learner 0 on Environment 2... (0.36 seconds) (completed)\n", "2024-02-08 14:32:20 -- Evaluating Learner 1 on Environment 2... (0.71 seconds) (completed)\n", "2024-02-08 14:32:20 -- Experiment Finished\n" ] } ], "source": [ "import coba as cb\n", "\n", "environments = cb.Environments.from_linear_synthetic(2000).shuffle([1,2,3])\n", "learners = [cb.RandomLearner(), cb.VowpalEpsilonLearner()]\n", "results = cb.Experiment(environments,learners).run()" ] }, { "cell_type": "markdown", "id": "1625b92d", "metadata": {}, "source": [ "## Plotting\n", "\n", "With a **Result** class one can plot the performance of learners. This is a great way to quickly get a sense of the experiment. \n", "\n", "Below we plot the result of our experiment above." ] }, { "cell_type": "code", "execution_count": 2, "id": "90ce7f05", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results.plot_learners()" ] }, { "cell_type": "markdown", "id": "9eda2388", "metadata": {}, "source": [ "The `plot_learners` method has many arguments which allow customization of the plot. Here are just a few:\n", "```\n", " xlim: Define the x-axis limits to plot. If `None` the x-axis limits will be inferred.\n", " ylim: Define the y-axis limits to plot. If `None` the y-axis limits will be inferred.\n", " span: The number of previous rewards to average together. When span is none we plot the rolling average.\n", " err: Determine what kind of error bars to plot (if any). Valid types are `None`, 'se', and 'sd'. If `None`\n", " then no bars are plotted, if 'se' the standard error is shown, and if 'sd' the standard deviation is shown.\n", " ax: Provide an optional axes that the plot will be drawn to. If not provided a new figure/axes is created.\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "id": "29ea22e3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results.plot_learners(xlim=(500,1000), span=1 , err=None)\n", "results.plot_learners(xlim=(500,1000), span=40, err='se')" ] }, { "cell_type": "markdown", "id": "a25943a9", "metadata": {}, "source": [ "## Loading\n", "\n", "Results can also loaded from an Experiment restoration file." ] }, { "cell_type": "code", "execution_count": 13, "id": "e3520e50", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import coba as cb\n", "\n", "env = cb.Environments.from_linear_synthetic(2000).shuffle([1,2,3])\n", "lrn = [cb.RandomLearner(), cb.VowpalEpsilonLearner(epsilon=0.1)]\n", "\n", "cb.Experiment(env,lrn).run('results.log',quiet=True)\n", "cb.Result.from_file('results.log').plot_learners()" ] }, { "cell_type": "markdown", "id": "fd2b11ad", "metadata": {}, "source": [ "## Selecting\n", "\n", "Often times we only want to plot certain learners or environments. Below are two examples of when and how this can be done." ] }, { "cell_type": "markdown", "id": "c470df2f", "metadata": {}, "source": [ "### Selecting Finished Environments\n", "\n", "One particularly useful feature is looking at the results of an experiment while it runs (this can be done by loading an a Result from experiment logs while the experiment is running). When doing this it is useful to select just the Environments that have been fully processed. If we didn't some learners may look better or worse simply because of missing or extra data. Selecting down to only finished environments looks like this." ] }, { "cell_type": "code", "execution_count": 14, "id": "30321178", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cb.Result.from_file('results.log').where_fin().plot_learners()" ] }, { "cell_type": "markdown", "id": "3b9f2d3f", "metadata": {}, "source": [ "### Selecting In General\n", "\n", "When running very large experiments it can often be useful to select down to specific learners or environments to answer questions. This can be done using the `where` method. Below is an example where we select down to just the vw learner. When selecting on strings Coba will perform a regex match so this can be very powerful." ] }, { "cell_type": "code", "execution_count": 15, "id": "65a56258", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cb.Result.from_file('results.log').where(family='vw').plot_learners()" ] }, { "cell_type": "markdown", "id": "d5614963", "metadata": {}, "source": [ "## Pandas\n", "\n", "Finally, often times the analysis that we wish to do simply isn't possible with the built in Result methods. In this case we can turn the various pieces of Result into panda dataframes. There are three items within Result which can be turned into dataframes. Below we show all three:" ] }, { "cell_type": "code", "execution_count": 16, "id": "91adb501", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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learner_idargsepsilonfamilyfeaturesseed
00NoneNaNrandomNone1
11--cb_explore_adf --epsilon 0.1 --random_seed 1...0.1vw[1, a, ax, axx]1
\n", "
" ], "text/plain": [ " learner_id args epsilon \\\n", "0 0 None NaN \n", "1 1 --cb_explore_adf --epsilon 0.1 --random_seed 1... 0.1 \n", "\n", " family features seed \n", "0 random None 1 \n", "1 vw [1, a, ax, axx] 1 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = cb.Result.from_file('results.log')\n", "result.learners.to_pandas()" ] }, { "cell_type": "code", "execution_count": 17, "id": "b38fc849", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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environment_idenv_typen_actionsn_coeffreward_featuresseedshuffle_seed
00LinearSynthetic55[a, xa]11
11LinearSynthetic55[a, xa]12
22LinearSynthetic55[a, xa]13
\n", "
" ], "text/plain": [ " environment_id env_type n_actions n_coeff reward_features seed \\\n", "0 0 LinearSynthetic 5 5 [a, xa] 1 \n", "1 1 LinearSynthetic 5 5 [a, xa] 1 \n", "2 2 LinearSynthetic 5 5 [a, xa] 1 \n", "\n", " shuffle_seed \n", "0 1 \n", "1 2 \n", "2 3 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = cb.Result.from_file('results.log')\n", "result.environments.to_pandas()" ] }, { "cell_type": "code", "execution_count": 18, "id": "89f689aa", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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environment_idlearner_idevaluator_idindexactionprobabilityreward
00001[0.72139, 0.17695, -0.94002, 0.08659, 0.83188]0.200.79412
10002[0.16227, 0.59735, -0.85493, -0.11122, 0.53707]0.200.43476
20003[0.5655, 0.53303, -0.76695, 0.4355, -0.90318]0.200.53500
30004[0.40408, 0.4963, -0.15722, 0.6081, 0.40259]0.200.65024
40005[-0.12778, 0.8441, 0.51425, 0.47563, -0.42304]0.200.56094
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119952101996[0.0595, -0.36016, -0.26017, 0.89185, -0.35685]0.920.65614
119962101997[0.94362, 0.4796, -0.97441, 0.76965, -0.84778]0.920.72093
119972101998[-0.29204, 0.29273, 0.21691, 0.94181, -0.76658]0.920.54302
119982101999[0.13377, 0.85283, -0.58861, 0.79819, 0.79701]0.920.75122
119992102000[-0.15262, 0.77369, -0.82678, -0.30494, -0.97439]0.920.78285
\n", "

12000 rows × 7 columns

\n", "
" ], "text/plain": [ " environment_id learner_id evaluator_id index \\\n", "0 0 0 0 1 \n", "1 0 0 0 2 \n", "2 0 0 0 3 \n", "3 0 0 0 4 \n", "4 0 0 0 5 \n", "... ... ... ... ... \n", "11995 2 1 0 1996 \n", "11996 2 1 0 1997 \n", "11997 2 1 0 1998 \n", "11998 2 1 0 1999 \n", "11999 2 1 0 2000 \n", "\n", " action probability reward \n", "0 [0.72139, 0.17695, -0.94002, 0.08659, 0.83188] 0.20 0.79412 \n", "1 [0.16227, 0.59735, -0.85493, -0.11122, 0.53707] 0.20 0.43476 \n", "2 [0.5655, 0.53303, -0.76695, 0.4355, -0.90318] 0.20 0.53500 \n", "3 [0.40408, 0.4963, -0.15722, 0.6081, 0.40259] 0.20 0.65024 \n", "4 [-0.12778, 0.8441, 0.51425, 0.47563, -0.42304] 0.20 0.56094 \n", "... ... ... ... \n", "11995 [0.0595, -0.36016, -0.26017, 0.89185, -0.35685] 0.92 0.65614 \n", "11996 [0.94362, 0.4796, -0.97441, 0.76965, -0.84778] 0.92 0.72093 \n", "11997 [-0.29204, 0.29273, 0.21691, 0.94181, -0.76658] 0.92 0.54302 \n", "11998 [0.13377, 0.85283, -0.58861, 0.79819, 0.79701] 0.92 0.75122 \n", "11999 [-0.15262, 0.77369, -0.82678, -0.30494, -0.97439] 0.92 0.78285 \n", "\n", "[12000 rows x 7 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = cb.Result.from_file('results.log')\n", "result.interactions.to_pandas()" ] }, { "cell_type": "markdown", "id": "0ac6d2cb-48cf-4884-bd3b-ce8f11f36aa6", "metadata": {}, "source": [ "## Advanced\n", "\n", "Coba result objects containa number of useful features to make quick analysis easier. Below we cover:\n", "\n", "1. Results with Missing Evaluations\n", "2. Results with Evaluations of different Lengths\n", "3. Plotting with Respect to Custom Variables\n", "4. Overlaying Result Plots\n", "5. Plotting Direct Comparisons\n", "6. Adjusting the Moving Average\n", "7. Determining Confidence Intervals\n", "8. Applying Where Filters to Results\n", "9. Post Hoc Hyperparameter Tuning\n", "\n", "### 1. Results with Missing Evaluations\n", "\n", "Here we create a result that is missing any interactions evaluating env1 on lrn1:" ] }, { "cell_type": "code", "execution_count": 19, "id": "96975ad1-0d59-4e5e-bccc-4b706c1ce674", "metadata": {}, "outputs": [], "source": [ "import coba as cb\n", "\n", "env0 = cb.Environments.from_linear_synthetic(100,seed=1)[0]\n", "env1 = cb.Environments.from_linear_synthetic(100,seed=2)[0]\n", "lrn0 = cb.RandomLearner()\n", "lrn1 = cb.RandomLearner()\n", "\n", "result = cb.Experiment([(env0,lrn0),(env1,lrn0),(env0,lrn1)]).run(quiet=True)" ] }, { "cell_type": "markdown", "id": "a7b24059-c90d-465b-8075-3cb97a021c55", "metadata": {}, "source": [ "After creating our result we can print it to see that it has all of our learners and environemnts" ] }, { "cell_type": "code", "execution_count": 20, "id": "d3c639f6-70fb-4d17-a687-a9298a3cd121", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'Learners': 2, 'Environments': 2, 'Interactions': 300}\n" ] } ], "source": [ "print(result)" ] }, { "cell_type": "markdown", "id": "8a1f9b43-e9dc-4b50-a6f5-495d9e0bd828", "metadata": {}, "source": [ "However, when we ask it to plot we receive a notification in addition to the plot:\n", "\n", "`We removed 1 environment_id because it did not exist for every full_name.\n", "`" ] }, { "cell_type": "code", "execution_count": 21, "id": "91e88235-5753-4b29-893a-ab3cd2fcc0ba", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We removed 1 environment_id because it did not exist for every full_name.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners()" ] }, { "cell_type": "markdown", "id": "af6703a1-917c-47f2-8060-939e40c90118", "metadata": {}, "source": [ "When we ask Coba to plot a result it checks and makes sure all plotted learners have the same environments completed. If this is not the case then coba removes the environments that aren't completed by all learners before plotting. We can disable this functionality by setting `p=None`. We see below that even though the two learners are identical we now get different plotted results due to learner 0 showing the average performance across two environments." ] }, { "cell_type": "code", "execution_count": 22, "id": "50f97325-0121-454c-83d3-6a69197ca643", "metadata": {}, "outputs": [ { "data": { "image/png": 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pmlZiGQghqovkIFWSbt26lTqDxsHBAb2++mLSwgmxRqMRnU7HypUri0z3BixmjLz77rtMmDCB3377jX/++YfHHnuMuXPnsmXLFho2bIiTkxMbNmxg7dq1/Pnnn6xatYqlS5dy00038c8//xR7foDAwEB69+7NsmXL+N///seWLVs4c+aMRV6FKch6++23CQ4OLvY8ZZnd0rJlS3OgM3ToUGxsbHj22Wfp37+/+XtlNBoZOHAgTz/9dLHnaNWqlflxr169iIiIIDMzk507dzJ79mw6dOiAp6cnGzdu5PDhw7i6utKlSxfzMY8++iiLFi1i+vTpdO/eHQ8PD3Q6HWPGjCk2mKzsJGYvLy90Ol2ZPsCK8/LLL/PRRx/xxhtvcO+991Zq26ylpJ/NK4PIsvycXk1lfB/L0s6r7Vfa8RX5PStrm4ozatQoevfuzS+//MI///zD22+/zZtvvsnPP//MkCFDLPa9fPlykX8KhKhuEiBZWZMmTfj3339JTU216EU6cuSI+XnTvdFo5NSpUxZ/OI4fP17mazVv3hxN0wgKCrL44C9Jx44d6dixI88//zybN2+mZ8+eLFy4kDlz5gCg1+sZMGAAAwYMYN68ebz++us899xzrF271hyYFGf06NFMnTqVqKgoli5dirOzM7fddptFOwHc3d2vep7yeu655/jss894/vnnzUOWzZs3Jy0trUzX6d27N4sWLWLJkiUYDAZ69OiBXq+nV69e5gCpR48eFh8iP/74I+PHj+fdd981b8vKyiIpKalMbTZ9/48dO2aeGQlquO7UqVOl9ujY2trSvHlz82zK8vjwww956aWXmD59Os8880y5j6/tSvs5LQ/T9zEqKqrIc0eOHMHHx6fay3BU1e/Z1Xp+6tevz9SpU5k6dSrx8fF07dqV1157zSJAysvL4+zZswwbNqzS2iRERcgQm5WZChl+8MEHFtv/7//+D51OZ/7DYRquK1y/pzw5ISNGjMDGxoaXX365yH98mqZx6dIlAFJSUsjLy7N4vmPHjuj1erKzswGV21KY6b9Q0z4lGTlyJDY2Nvzwww8sX76coUOHWnw4hISE0Lx5c9555x3S0tKKHJ+QkFD6iy2Gp6cnDz74IH///Td79uwB1H+1kZGR/P3330X2T0pKsngfTENnb775Jp06dTIPWfTu3ZuIiAh27NhhMbwG6j/uwu/1ggULigz1lSQ0NBRfX18WLlxITk6OeftXX31V5iCre/fu7Nixo0z7mixdupTHHnuMsWPHMm/evHIdW1eU9nNaHvXr1yc4OJivv/7a4vt24MAB/vnnH2655ZZKanXZVdXvmYuLS5GfTYPBUGS4zs/Pj8DAwCJ/Lw4dOkRWVhY9evSo0PWFqCzSg2Rlt912G/379+e5554jOjqazp07888///Dbb78xffp08395ISEhjBw5kvnz53Pp0iXzNH9Tsb2yjNc3b96cOXPmMGvWLKKjoxk+fDhubm6cOnWKX375hSlTpvDkk0+yZs0apk2bxl133UWrVq3Iy8tj8eLF2NjYMHLkSEBVLd6wYQO33norTZo0IT4+no8++oiGDRta1Fwqjp+fH/3792fevHmkpqYyevRoi+f1ej2ff/45Q4YMoX379kycOJEGDRoQExPD2rVrcXd3548//qjI283jjz/O/PnzeeONN1iyZAlPPfUUv//+O0OHDmXChAmEhISQnp7O/v37+fHHH4mOjjZPa2/RogUBAQFERUVZJMf36dPH3MNSOEAaOnQoixcvxsPDg3bt2hEZGcm///5bZOp5Sezs7JgzZw4PPvggN910E6NHj+bUqVMsWrSozDlIt99+O4sXL+bo0aNl6jnctm0b9913H97e3gwYMMBi/TaAHj16WFxbp9PRt29f1q1bd9Xznj59msWLFwOYAzZTb2STJk2ueQhv5cqV5p7Xq7W3rEr7OS2vt99+myFDhtC9e3cmTZpknubv4eFhUcesulTV71lISAj//vsv8+bNIzAwkKCgIFq3bk3Dhg2588476dy5M66urvz7779s377doncVVH01Z2dnBg4cWFkvVYiKscLMuTrFNMV4+/btV91v/PjxmouLS7HPpaamajNmzNACAwM1Ozs7rWXLltrbb79tMfVW0zQtPT1de+SRRzQvLy/N1dVVGz58uBYVFaUB2htvvGHezzQlt6Qp+D/99JPWq1cvzcXFRXNxcdHatGmjPfLII1pUVJSmaZp28uRJ7f7779eaN2+uOTo6al5eXlr//v21f//913yOiIgI7fbbb9cCAwM1e3t7LTAwULv77rstpssXN83f5LPPPtMAzc3NTcvMzCy2nbt379ZGjBiheXt7aw4ODlqTJk20UaNGaREREcW/yYWu+/bbbxf7/IQJEzQbGxtzCYXU1FRt1qxZWosWLTR7e3vNx8dH69Gjh/bOO+9oOTk5FsfeddddGqAtXbrUvC0nJ0dzdnbW7O3ti7yWy5cvaxMnTtR8fHw0V1dXbdCgQdqRI0e0Jk2aWEyFLu3n6KOPPtKCgoI0BwcHLTQ0VNuwYUOZp+lnZ2drPj4+2quvvmqxvaTjrzZtvvD3MzU1VQO0MWPGlNoO07T94m7FtaMypvlf2d6r/VxQqFSGSWk/pyVN8y/pZ+/ff//VevbsqTk5OWnu7u7abbfdZi4dYVLS76/pdV45pR8oMnW+pDaU9H6W5fesPG06cuSI1qdPH83JyUkDtPHjx2vZ2dnaU089pXXu3Flzc3PTXFxctM6dO2sfffRRkfcoLCxMGzduXLHvnxDVSadp1zC9RVjdnj176NKlC99++625MrcQhb366qssWrSIY8eOmXOk+vXrR25uLr/99hv29vZlmp1V2F9//cXQoUPZu3dvpa1vZzAYuHz5Mv/99x/Dhw9n+fLlFqUZRN21Z88eunbtyq5du0pMHBeiukgOUi2SmZlZZNv8+fPR6/X06dPHCi0StcWMGTNIS0tjyZIlFts3b96Mr68v99xzT4XOu3btWsaMGVOpi//u378fX1/fCi12Kmq3N954gzvvvFOCI1EjSA9SLfLyyy+zc+dO+vfvj62tLStXrmTlypVMmTKFTz75xNrNE7XMzp07zdP/fX19a0yNo7S0NLZs2WL+ulOnTvj5+VmxRUKI65EESLXI6tWrefnllzl06BBpaWk0btyYe++9l+eeew5bW8m3F0IIISqLBEhCCCGEEIVIDpIQQgghRCESIAkhhBBCFCKJKxVkNBo5f/48bm5usqiiEEIIUUtomkZqaiqBgYFXXR9VAqQKOn/+fJHVsoUQQghRO5w9e5aGDRuW+LwESBVkWlj27NmzFSqwJ4QQQojql5KSQqNGjSwWiC+OBEgVZBpWc3d3lwBJCCGEqGVKS4+RJG0hhBBCiEIkQBJCCCGEKEQCJCGEEEKIQiRAEkIIIYQoRAIkIYQQQohCJEASQgghhChEpvkLIYQQwmoupWWz5kg8djZ6PJ3tqOdsTz1nezxd7HBzsLXaahUSIAkhhBCi2p25lMFnG0+ybMdZsvOMxe7z12O9aRdonVqDEiAJIYQQotrsP5fMJxtO8Nf+Cxg1ta1tfXe8XOxITM8lKSOHyxk5ZOUaqediZ7V2SoAkhBBCXOeMRo3sPCM5BiM5+fdGo4aDrR57Wz0OtjbY2+qx0VdsuCvPYOTvg3Es+u8UO05fNm/v28qXB/s2o3sz7yJDaVm5BuxtrJcqbfUA6cMPP+Ttt98mNjaWzp07s2DBArp161bqcUuWLOHuu+/m9ttv59dffzVvnzBhAl9//bXFvoMGDWLVqlXmrxMTE3n00Uf5448/0Ov1jBw5kvfeew9XV9dKe11CCCFEVUrNyuXUxXQ6BHqgr2DgAvD73vO88OsBkjNzS93X09mOQA8nGtRzooGnEz6u9qRm5ZGUkcvljBySMnNxsNXj6+qAr7sDvq4OZOYY+GHbGc4nZwFgZ6NjaKdApvRpRtv6JQ+fOdrZVPg1VQarBkhLly5l5syZLFy4kLCwMObPn8+gQYOIiorCz8+vxOOio6N58skn6d27d7HPDx48mEWLFpm/dnBwsHh+7NixXLhwgdWrV5Obm8vEiROZMmUK33//feW8MCGEEOIaRJ64xIZjCfi6OtDE25km3s40rOdM9KV01kUlsPZIPDtPXybPqDG0U33+b3QwduXsbdE0jY/Xn+CtVVFFnrO31aMDcg1G8zAYQFJGLkkZuRy6kFLu1+TtYs/YsMaMu7EJfu6O5T6+uuk0TdNK361qhIWFccMNN/DBBx8AYDQaadSoEY8++ijPPvtssccYDAb69OnD/fffz8aNG0lKSirSg1R425UOHz5Mu3bt2L59O6GhoQCsWrWKW265hXPnzhEYGFimtqekpODh4UFycrIsViuEuKq9Z5OIScokLMgLb1eH0g8Qlcpo1NDpSl+ctCY4fSmd1/48zD+H4sp13IA2fnw4tmuZe13yDEZe+O0gP2w7A8CkXkHMGNgKB1s9tnqdxXuVZ1BDblm5RhJSs4lJyiDmcibnkjK5nJ6Du6Md9Vzs8XCyw8PJjpw8Iwlp2cSnZJOQlk1mjoHBHQIY2qm+1XuFoOyf31brQcrJyWHnzp3MmjXLvE2v1xMeHk5kZGSJx73yyiv4+fkxadIkNm7cWOw+69atw8/Pj3r16nHTTTcxZ84cvL29AYiMjMTT09McHAGEh4ej1+vZunUrd9xxR7HnzM7OJjs72/x1Skr5o2chxPVD0zTWHU3g47Un2BadCIBOB8GNPLmptR/92/jRPtC9Vnxo12Z/7rvArJ/34e5kxy0d63NLx/p0buhRZe/74i2n2Xc2ic6NPAltWo9Wfm7o9ToMRo1955JYeySetVEJXEjOokMDd7o0qkfXJp608HPlq83RLNoUTY7BiI1ex60d65OTZ+R0YgZnLqWTnmPA0U5P92be9GvtR7/Wvpy8mM5Di3cScSSeiYu28/n4UFwcrv7RnpqVy6M/7GZdVAI6Hbw4tB0TegaVuL+tjR5bGz3O9uDlYk/rALfKfttqJKsFSBcvXsRgMODv72+x3d/fnyNHjhR7zKZNm/jiiy/Ys2dPiecdPHgwI0aMICgoiBMnTvC///2PIUOGEBkZiY2NDbGxsUWG72xtbfHy8iI2NrbE886dO5eXX3657C9QCHFd0jSNFfsu8OHa4xyJTQVUzkVTbxeOxaex+0wSu88k8e7qowxuH8D7d3fB3lZq9la2nDwjr/91mK82RwOQkpXHpxtO8umGkwR6OHJLx/rcE9aYZr6Vl3v65aZTvLLiEADLd54DwM3RlvaB7hyNSyMxPcdi/3VRCayLSihynt4tfXhhaDta+RcEIpqmcTkjF2d7G4temCbeLnx9fzce+HoHkScvMfbzrSy4uwsxSZkcvpDC4QspHItPIzkzl9SsPNKy8sjMNQDgaKfn/TFduLl9QKW9B3WJ1ZO0yyo1NZV7772Xzz77DB8fnxL3GzNmjPlxx44d6dSpE82bN2fdunUMGDCgwtefNWsWM2fONH+dkpJCo0aNKnw+IUTd9NXmaF7+Q31IutjbcE9YYyb1akaAhyOxyVmsjYpnzZF41kclsOpgLNOX7ub9MV2wteJsnbrm3OUMHvl+N3vPJgHwUN/mdG7owV8HYok4HMf55Cw+33SKzzed4qY2ftzfM4ieLYrOoiqPX3fHmIOjoZ3qczkjh91nkkjNymPLSdWD6OZgS59WvvRr7UszX1cOxCSz68xldp25zNnETIJ8XHj+1rbc1MavSFt0Oh1eLvbFXvvGZt5890AY9325jT1nk+j91tpS2xvo4chH40IIbuRZ4ddc11ktQPLx8cHGxoa4OMtx1ri4OAICikazJ06cIDo6mttuu828zWhUhaVsbW2JioqiefPmRY5r1qwZPj4+HD9+nAEDBhAQEEB8fLzFPnl5eSQmJhZ7XRMHB4ciyd5CCHGl1Kxc3o84BsDEnk15fEBLPJ0LPtQCPBy5u1tj7u7WmHVR8Uz5Zid/7Y/FzmYv80YFV3gK9fUoz2Ak+lIGx+PTSM7MITUrj/RsA6lZuSzfeY7kzFw8nOyYN6ozA9qqkYohHeuTlWtg/dEElm0/S8QRFayuORJPa383ujT25HJGDpfTc0nMyCElMxd7Wz1OdqrXxsnOhuZ+LtzXvanF7Ku1UfE8uXwvoL7vs4e2Q6fTkWcwciQ2lQMxyTT1cSGkST2LROqQJvUY36MpoH52XK+hanTnRp4sffBGxn+5jbiUbBp4OtG2vjvt6rvROsAdb1d73BxtcXe0w9XBFncnO/l5K4XVAiR7e3tCQkKIiIhg+PDhgAp4IiIimDZtWpH927Rpw/79+y22Pf/886SmpvLee++V2Jtz7tw5Ll26RP369QHo3r07SUlJ7Ny5k5CQEADWrFmD0WgkLCysEl+hEOJ689nGU1zOyKW5rwvP3dL2qr1C/VqrpNqHv93Jb3vO42Cr540Rna5punZdtzYqnt/3nCcqNpXjCWnklFB9GaBzQw8+uKcrjbycLbY72tkwqH0Ag9oHcDIhja83R7N85zmi4lKJiksttQ3bohP5YdtZejT3ZlKvIDyc7Hj4253kGTWGBwfywq3tzEGOrY2eDg086NDAo9Tzujlee0HENgHurH+qPzkGI+6VcL7rnVVnsS1dupTx48fzySef0K1bN+bPn8+yZcs4cuQI/v7+3HfffTRo0IC5c+cWe3zhGWtpaWm8/PLLjBw5koCAAE6cOMHTTz9Namoq+/fvN/cADRkyhLi4OBYuXGie5h8aGlquaf4yi00IcaVLadn0eWst6TkGPhrblVs61i/TcX/uu8CjP+zCqMG4Gxvz6u0dakXitqZprD4Ux1ebo2kf6M4TN7eu0hlKX/13ipfyhy5NnOxsaOnvio+rA64Otrg42OLmaEsjL2dGhzYqc25XckYuv+6JITkzl3ou9ng521PPxQ53RztyDUYycw1k5RpIzzaw6mAsqw7EYjBafnT2a+3LZ/eFlnuqvah+NX4WG8Do0aNJSEhg9uzZxMbGEhwczKpVq8yJ22fOnEGvL/sPm42NDfv27ePrr78mKSmJwMBAbr75Zl599VWL4bHvvvuOadOmMWDAAHOhyPfff7/SX58QomTnkzJxsNXXmWnvH607QXqOgY4NPBjSoexJr7d2qk+OoTMzl+3l2y1ncHe04+nBbaqwpWV3JDYFexs9jb2czb1hpsBo/r/HzLVwNp+4xH/HL/HBPV0qNenZdL33Io4x/181dHlnSEMGtQ+gtb8bDes5VUqPm4eznXmoqzS3dQ4kJimTrzdH88O2M6Rm5dG1sScfje0qwVEdY9UepNpMepCEqJicPCMfrD3OR2uP42Rnw7zRwQxs51/6gTXY+aRM+r2zjpw8I9/c340+rXzLfY4l287w7M8qjeD5W9vyQO9mld3McvkmMprZvx0EwFavo7G3M818XDmflGkOjFzsbRgZ0pAV+y6QmJ6Di70Nr4/oyO3BDSqlDUajxisrDplnos0Ib8VjA1rUmB62tOw8tp9K5MZm3jjZW7++jyibsn5+S4BUQRIgCVF+B88n8+TyfRwuVIX3sZtaMD28Va3Nv3nmx30s3XGWsCAvlky5scIf4B+tO26uajxvVGdGdG1YofOkZuWSZ9CwtdFhZ6MK/9kUKv53NRuPJTBh0XYMRg17W32RXB8Xexsm9GzKA72aUc/FnriULB77YTdbT6nZWqNCG/LK7R2uacgtz2Dk6R/38fPuGABeuu3qtXqEKKtaMcQmhLg+ZOUaWLj+BB+sOU6eUaOesx0vDWvP7jNJfLU5mvfXHGd/TDLzR3fBw7l2JZeeSEhj+c6zADw9uM019W483Lc5l9Jy+GLTKZ76cR+eznbc1KZ8vWufblBLR+QVypGxt9Hj6WyXf7PHx9We0Tc0pm+h3q6TCWk88t0uDEaNEV0b8M6dnbmQksXJhDROJqRjMGrc0aUB9a6Ycu7v7sh3D4Tx/prjLFhzjGU7znH6Ugafjw+tcPLx2/9E8fPuGGz0Ot65qxN3dKlYsChERUkPUgVJD5IQJdM0jai4VDYevciGYwlsPZVo7oUY0iGAV4d3wCc/9+iX3ed49qf9ZOcZaeLtzP+NDqZr43rWbH6ZZecZeOS7Xfx7OJ7wtn58Pv6Gaz6n0ajxxPK9/LI7Bkc7PYsnhXFDU68yHbsuKp6JX22nPH/Vbw8OZPbQdni7OpCckcsdH/3HyYvpdG3syQ9TbsTBtny9QJuOXeShb3eSlp1Hp4YefDWxW4n1e0qy83Qidy6MRNNgwd1duK1z2ZaAEqIsZIitikmAJETxEtNzGPv51iLDaA08nXhmSBtu61S/SC/LgZhkHvp2J+cuZwIqEfeZwW3wdau5Cdybj1/k+d8OcDIhHZ0OVj7emzYBlfO3INdgZPI3O1gXlYCtXsfD/Zoz7aYWVw1WziZmMHTBJpIzcxkb1piXh7Unz6iRazCSZ9DIyDVwOT2H5Ey16vqO6Mt8ExmNUVMrtD93S1t+33uejccuEujhyG/TelX4/d9/Lpn7vtzK5YxcWvi5snhSN+p7OJXp2IycPG55byPRlzIY0bUB80YFV6gNQpREAqQqJgGSEMV7Y+URFq4/gaOdnhubedO7pS99W/nQ3Nf1qsNPl9NzeP2vwwVLNDjY8nh4S8b3aFqjZgclpGbz2p+H+HXPeQB8XB2YM7w9gzuUbVp/WWXk5PHEsr2sPKCWQGrh58pbd3YqtnctK9fAnQs3cyAmhc6NPFn2YNl6fvaeTeLZn/dbBLNOdjb8+HB32geWXrvnao7Hp3LvF9u4kJxFA08nvn0gjCAfl1KPe+n3g3y1OZoAd0f+ntEHD6faNeQqaj4JkKqYBEhCFJWUkUPPN9aQnmPg8/tCCa/A7LRdZy7z0u8H2XcuGYD2ge58/8CNNSI3aeX+Czz90z5Ss/LQ6eDeG5vwxM2tq/RDfOX+C7zw20EupmWj08H47k0ZFdqINgFu5qR2U5K4l4s9Kx7tRaBn2XprQPVWfbbxJO/9e4wcg5GPx4YwuBxlCq7m3OUMxn2+lehLGTjY6hlzQyMe6N2sSPFGk83HL3LP51sB+Pr+bkXyo4SoDBIgVTEJkIQo6v9WH+W9iGO0re/OX4/1qnDCstGosWzHWd5cdYTLGbl0b+bN1/d3s9qirpqm8emGk8xdqRbS7tjAgznDO9C5mtaxSsrI4dUVh/lp1znzNi8Xe7o398bX1YGvNkej18HiSWH0bFHyWpVXE5ucRUpWrsUCqZUhITWbqd/tZHv0ZQBs9Dpu7xzIlL7NaO3vZv4ZSc3KZfD8jcQkZXJPWGNev6NjpbZDCBMJkKqYBEhCWErNyqXnG2tIycrjw3u6cmunax9yOnwhhTs/3kx6joHRoY14Y2THaq+Bk2cwMvv3g3y/9QwA47s34YWh7ayyuOyGowks+u8UW08lkpFjsHju6cGtmdqvRbW3qSw0TSPyxCU+WneCTccvmrfb2+rxd3fA382RzFwDB8+n0LCeE6um98HVQSZZi6oh0/yFENVq8ZbTpGTl0cLPtVyVpK+mbX13PrinK5O+3s7SHWcJ8nXhob5FF6WuKqlZuUz7fjfrjyag08ELt7bj/l7Wq8XTp5UvfVr5kpNnZO+5JP47fpGtJxNpHeDGw9X4vpSXTqejRwsferTwYd+5JD5ed4K/D8aSk2fkbGImZxMzzfu+fWdnCY5EjSA9SBUkPUhCFMjIyaPXm2tJTM/h/0Z3rvSaNVeuw7VwXNdKT4guzuX0HO7Jn43nZGfDe2OCubl95QR+QiWWJ6RmE5+aRWxyNnEpWQT5utC/tZ+1mybqOOlBEkJUm++3niExPYfGXs7c1qnya9ZM6BnEqYvpfB15mulL9/C2QWNwh4Aqm92Wlp3HhEXbOHwhBR9XB76cEEqnhp5Vcq3rlaOdDY28nEtM2BbC2iRAEkJck6xcA59uOAnA1H7Nqyw354Wh7TidmMG6qAQe/WE3vm4OjAptyJgbGpf4IZuVa2BH9GU2n7hIWnYe93VvSgu/qy+mmpVr4IGvt7P3XDL1nO1YMiWMFn6Vm7gshKj5ZIitgmSITQhl8ZbTvPDrAQI9HFn3VP8qnWmWkZPHB2uOs2zHWS6m5QCg00Hnhp54u9jj5miLm6MdjnZ69scks+t0EjmGgnXEbPU6xvdoymMDWhY7NT/XYOThb3fy7+F4XB1s+WHyjXRseG31gIQQNYvMYqtiEiAJASlZudz0znoupmXz8rD2jO/RtFqum5Nn5N/Dcfyw7Qwbj1286r4B7o70aOFNUkYua47EA+DtYs+Tg1ozrHMgpklxmgb/+2U/v+05j4Otnq/v78aNzbyr+qUIIaqZBEhVTAIkIQqqHjfzcWHl9N7lXrerMpy5lMH+mGRSs3JJzcojJSuXtOw8mvm60rO5N0E+LubSAOui4nl1xSFOJKSXeD5bvY5P7wsp9yKxQojaQZK0hRBV6kBMMt9ERgPwyu0drBIcATT2dqaxd9kSffu19qNnCx8WR57m/TXHSMrItXjezcGW10d0lOBICCEBkhCi/IxGjRd+O4BRg6Gd6tOrZcWqN1uDnY2e+3sFMb5HU3LyjBbP2droatS6b0II65EASQhRbst2nGX3mSRcHWx5YWg7azenQmz0OpzsrdPrJYSo+eRfJSFEuSSm5/DGKrUm2fTwlvi7O1q5RUIIUfkkQBJClMtbq46QlJFLmwA3JlTTrDUhhKhuMsRWV2WnQcwOaNILbOTbLK6NpmnsPH2ZbyJP8/ve8wDMGd7BKgu2CiFEdZBPzrpq7euw5UO4/UPoMs7arRG1VGaOgZ93n2Nx5GmOxKaat0/qFURoUy8rtkwIIaqW1f/9+/DDD2natCmOjo6EhYWxbdu2Mh23ZMkSdDodw4cPN2/Lzc3lmWeeoWPHjri4uBAYGMh9993H+fPnLY5t2rQpOp3O4vbGG29U5suyvgt71f3Fo9Zth6i1cg1GRn8ayXO/HOBIbCqOdnpGhzZixaO9am1ithBClJVVe5CWLl3KzJkzWbhwIWFhYcyfP59BgwYRFRWFn1/JKzpHR0fz5JNP0rt3b4vtGRkZ7Nq1ixdeeIHOnTtz+fJlHn/8cYYNG8aOHTss9n3llVeYPHmy+Ws3tzq21tLlaHWflmDVZoja69MNJ9l3LhkPJzseG9CSO7s2xMO56PIcQghRF1k1QJo3bx6TJ09m4sSJACxcuJA///yTL7/8kmeffbbYYwwGA2PHjuXll19m48aNJCUlmZ/z8PBg9erVFvt/8MEHdOvWjTNnztC4cWPzdjc3NwICAir/RdUEedmQEqMep8VZty2iVjp1MZ33Io4B8NKwdtzRpaGVWySEENXLakNsOTk57Ny5k/Dw8ILG6PWEh4cTGRlZ4nGvvPIKfn5+TJo0qUzXSU5ORqfT4enpabH9jTfewNvbmy5duvD222+Tl5d31fNkZ2eTkpJicauxLp8G8leQSY+3alNE7aNpGs/9sp+cPCO9W/owPLiBtZskhBDVzmo9SBcvXsRgMODvb1nS39/fnyNHjhR7zKZNm/jiiy/Ys2dPma6RlZXFM888w913322x3spjjz1G165d8fLyYvPmzcyaNYsLFy4wb968Es81d+5cXn755TJd1+pMw2sAaRIgifL5aVcMm09cwtFOz2vDO5rXMRNCiOtJrZnFlpqayr333stnn32Gj0/pyxrk5uYyatQoNE3j448/tnhu5syZ5sedOnXC3t6eBx98kLlz5+Lg4FDs+WbNmmVxXEpKCo0aNargq6lil08VPE6/CEYj6K2ejy9qgUtp2cz58xAA08NblXmNMyGEqGusFiD5+PhgY2NDXJxljkxcXFyxuUEnTpwgOjqa2267zbzNaFTrKNna2hIVFUXz5s2BguDo9OnTrFmz5qqr9QKEhYWRl5dHdHQ0rVu3LnYfBweHEoOnGufKHiTNAJmJ4FJ71soS1vPqikMkZeTStr47k3oFWbs5QghhNVYLkOzt7QkJCSEiIsI8Vd9oNBIREcG0adOK7N+mTRv2799vse35558nNTWV9957z9ybYwqOjh07xtq1a/H29i61LXv27EGv11915lytknjK8uu0OAmQRLE0TePUxXTWRSWw7mgCG44moNfBGyM6yqKtQojrmlWH2GbOnMn48eMJDQ2lW7duzJ8/n/T0dPOstvvuu48GDRowd+5cHB0d6dChg8XxpsRr0/bc3FzuvPNOdu3axYoVKzAYDMTGxgLg5eWFvb09kZGRbN26lf79++Pm5kZkZCQzZsxg3Lhx1KtXr/pefFW6sgcJVB6Sf3urNEXUXJ9tOMk3W6I5m5hpsX1a/xZ0buRpnUYJIYSmwenNcGoD9J9ltWZYNUAaPXo0CQkJzJ49m9jYWIKDg1m1apU5cfvMmTPoy5E7ExMTw++//w5AcHCwxXNr166lX79+ODg4sGTJEl566SWys7MJCgpixowZFvlFtZqmFQRIHo0h+Ywkaosiftx5jtf+OgyAvY2ebkFe9G3lS7/WvrT0r2M1wYQQtUNGIuz9AXZ+VVDkuN0wq/2Dr9M0TbPKlWu5lJQUPDw8SE5OLjXHqVqlxsK7rUGnh7a3waHf4OY50ONRa7dM1BDH4lIZ9sF/ZOYaeKhvcx69qQUuDrVmvoYQoi5JOgtnIuHYavV5ZchW2+1coOOd0Gs6eDWr1EuW9fNb/irWNab8I4+G4J5f3E96kOq0nDwjhy+kEOTrgrvj1StdZ+TkMfW7XWTmGujd0oenBrXGRi/T+IUQ1SQnAw7/ASci4HSkGuW4UkBHCJkIHe8CR+t2PkiAVNeYpvjXCwJXX/VYAqQ6S9M0Hvl+F6sPqdmgzXxc6NjQg44NPLixmTftA90t6hi98OtBjsWn4efmwP+NDpbgSAhRPWL3w86vYd8yyE4u2K6zgfqdoUkP6DACArtCDam9JgFSXWPKP6rXFFzzi3BKNe0667ONJ1l9KA6dTqWfnbyYzsmL6fy2Ry3Q3MrflZFdG3JHlwasP5rAT7vOodfB+3d3wce1lpStEEJUvbR4uHRcpWmkxUHqBcjNAvf6ajTCowG4NwCPRmWvq6dpcHQVbHgbYnYWbPdsrHqImvaCht3AwbVqXtM1kgCprjENsXkFgUt+2QJZsLZO2nk6kTdXRQEwZ3gHhnSoz/6YZPafS2LP2SQ2HLvI0bg05q48wpurjph7i564uTU3Niu9/IUQ4joRtRKWjS/I/7kaBw9ofCM06Q6Ne0BgF7C1L7pf/GFYNQtOrlVf6+2gza0QMh6C+tWK4sUSINU15h6kK4fYZMHauuZyeg7Tvt+NwahxW+dA7unWGJ1OR99WvvRtpb7vyRm5/Ln/Aj/tOsfO05cxGjT6tPLl4b7Nrdx6IUSNkZEIvz+mgiP3huDZCNwCwDUAbB1UT1JyjFoAPSVGDY8d+1vdAGwdVd5QYBd182sLu7+DHV+qQsU29nDjVOg+reAzqZaQAKmuMecgNS0YYsu4CEYD6G2s1ixReYxGjZnL9nAhOYtmPi7MHVH8emkeznbcE9aYe8IaE30xnR2nLzOkQwB6yTsSQpj8/T+VhuHTGh7cAHaOJe9ryIO4/apG0enNavZZxiU4t13dCmszVM2i9qqdVfklQKpLstMgPX84zStITZNEB5pR/RC71pFK4de5TzacZG1UAg62ej4c2xXXMkzRb+rjQlMfl2ponRCi1ji2WtUdQge3f3D14AjAxragp6j7IyrH6NIJuLAHYnbB+d0qGdu7Odz8KgT1qY5XUWUkQKpLTMNrTvXA0UM9dvZWPUhp8RIg1QFnLmXwzj8q7+ilYe1pW78G1eASQlSfy9Eq+fn4GhjwAgTfU77js1Lgj8fV4xunQqNu5W+DTgc+LdSt453lP76GkwCpLrky/8jE1U8FSDKTrU5YfTgOg1GjW5AXY25oZO3mVJymwa6v1awZJy8V1DvVU7NkGobWmGm+QtQ4SWdgwzuw5zsw5qltvz6sRhDCppT9PKtnq5yiekFw0/NV09ZaTgKkuuTK/CMTF6mFVJesP6qGUG9u519s3lGtcfiPgv9eC+syDoZ9IEGSECaGPDj9H+xfDnuXgDFXbW9+k/qnYvdiWPkU5KRC7ydKP9+JNbBzkXo8bAHYO1dd22sxCZDqElMP0pUJcaZEbQmQar3MHANbTl4CMM9Uq5Uyk+Cvp9TjFgPVz2hmoppNc24b7P5WLS1Qlj/0NVHKefXfub0r+LQE7xbq5tlE5XCI6mU0wuHfwK89+Laq+uslnlL/rDa68doCD6NBTZE/9Bsc+VPlkZoE9YX+/1PT7TUN3OrDhrcg4hXVkzRgtvoHw2hQs9AST6r8oJidKlco+aw6T+j9ENT72l5vHSa/rXVJYjE9SKa8Ixliq/W2nLxETp6RBp5OtPCrmYXVyuTflyAtVgUNo7+1TAzd9hn89aT6Q+/VDNrfYbVmVti6ueo//cLcAuHuHyAwuNqbdF3b9C6smQMO7jB5jQpaq8rlaPi0H2QlqenvTXtDq0HQ8mao16Ts58lOhSX3qNXsTZy8oO1Q6HyPqkFkotPBTc+pYourZ8OmeSqwykpW65yZepss6KBZPwh/uUIv83ohAVJdcuUyIyamAEl6kGo90/Ba39a+tXd47XRkQdf+be8VnTXTbbKaFbP1Y/jlIVWXpdEN1d/Oisq8DPvyg6OQierrSyfyKxSfh2+Gwb2/QIMQ67bzenFqA6x9XT3OTlFBxwMRVbPGV24WLLtPBUc29pCXBcdXqxuAo6f659V08+8A7W4vWmQx/SJ8d6fq8bFzgc6j1X5Nel29B7Ln46rX8s8n1LEmeltV/bp+J7WMR4MQFaQ7uFXmq6+TJECqK4wGlbwHlkNsLhIg1RXrotT3sNYOr+Vlwx+Pqcdd71PLDBRn0Gsq2D+6CpbcrT7QyvPftzXt+QHyMtWH39D/K8ijykqB7+6Cs1vgm+Ew7qeKzRoSZZcaBz9OUmVO2g2Hs9vg4lEVeI/+tvIrOa98Ci7sVT09D25QvUDH/lG3M1tU4HRhj7qZrH1NzUBrP0L9rCSfg8V3qHY6e6ufk8AuZW/DDZPU/vGH1XIe9ZqonksZ2q0QedfqiuRzakaDjb0ajzaRBWvrhOiL6URfysDORkfPFj7Wbk7FbJyn/vC7+MHAV0reT28DI7+ARYNVTZUfxsCDG2v+H3mjEbZ/rh7fMMkyydzRXX3YfT9KJdsuvgPG/mg5VCIqj9EAP01SqQV+7WD4xypoWDQEov5U0+P7PVN519u1GHZ9A+jgzi9UNWoA/3bQazrkpMPl02oI7nK0+gfg4K/q/sf7YfMCNdX+35ch5ZxKvL7314rlTDXoqm7imtX8xVBE2ZgStD2bWFbMlgVr6wTT8FpoE68yFYascRKiYOO76vGQN9WU/qtxcIW7l6phifhDEL2xypt4zU6tg8QTKtel46iizzu4wtjlKsE2Jw2+HQGnasHrqo3Wvq5+ZuxdYdQ3Klm6YQgMnaeeX/e6Wn+sMlzYq/LmAPo/p2aWFWbvooKlNrdA96lwy9vw2G7o9z/VxvO74efJKjjybgH3/109CeXiqiRAqiuKm+IPBUNsGZfUf1WiVjIPr7WuhcNrmUlqIUxjLrQaXPbEa48G0H64enzo1ypqXCXa/oW673x3yauT27vAPUuh+QDIzVDDbifWVl8b6zqjQU2D3/iO+nrY+5ZJ2V3GwQ2T1eOfJsOxf0s/pyFXBUE7voTfHoGl49Qw3Z9PqKTopfeqfKOWg8o389LBVfViPbZbtUmfX6V64qqCHihhVbXwX1FRrOKm+AO4+IBOr8bh0y+Cm3+1N01cm6xcA5H50/v71bYAKS8bloyFhMNq6PfKvJyyaHc77PwKDq+AW96tucNsSWch6i/1+IZJV9/XzgnGfA/Lx6s8q+9Hw5jvoOXAqm9nbWY0qsKGuRlqMVUH94KfpaQzaoHU3d+qXhiAGx6ADiOLnmfwXNUrefo/+G6k+hkb/Aa4BxbskxYP+5aqn7sLe1Ve2dV4NoYRn1Qsr8nVD259R03Nt3eRNTNrkBr610aUW3FT/EH9sjl7qzXa0uMlQKqFtp5KJCvXSIC7I639a9HME6NRVfg9vQns3dTw0pUfQmXRtLdKes24qD7QmvWtmrZeq51fqX9CgvqAb+vS97dzhFGL4ceJcGSFml1119dqCEYomUnw33uQcETV8Uk8pVacN7F3VUG3g1v+rC1NbXeqB13uLbk6tI0d3LNMlWPY8rGqM3Q8AvrNUn8/93ynEqtNVaoBHDzyc3tCVHCWm6HyinLSwZCjeoBKGzYuTVXMrBPXRAKkuqK4ZUZMXPxUgJQWB3SszlaJSrA+Kn96f6taNr3/3xfhwE9q6GD0YgiowM+ejR20uVVVCj70W80MkPJy1LIpoHotysrWHu76Cn56QA0hLrsX7vxS9WgIlUgd+YHlNr0d2DlDdrLK47p0rOC5oD7QdbxaQb60RVcdXNVsyc5jYMVMVaD0n+cs92kQCsF3Q1A/VZOrsme9iRpPAqS6oqQcJFBduPEHIS2hWpskKse6oyr/qFYNr239BDa/rx7f/iE071/xc7UfrgKkw3+o5NaaNgRx+Hf1D4hbfWhdzh4gGzs1Y8/GHvYvg+UTVY7S9T7clpulenIAes1QPYnezVVdLBtbyMlQFaJTzque8cAuKogpr4COKiF69+L8ekkadBoNwWPBr02lviRR+0iAVBdkJKqqqVBygAQyk60WOpuYwcmEdGz0Onq2rCXT+2MPwMr8KdQ3vaD+S78WQX3VbLb0eDgTWXL9pKqQnZrfa1FCj0R2akEvR8hEFfCUl40t3LFQ5QruW6KmfT/wb9mG6uqqw7+rIpvuDdXPUOGg2N5ZBUzeza/9Wno9hIxXN02TNQCFmdX7DD/88EOaNm2Ko6MjYWFhbNu2rUzHLVmyBJ1Ox/Dhwy22a5rG7NmzqV+/Pk5OToSHh3Ps2DGLfRITExk7dizu7u54enoyadIk0tLSKuslVb/Ek+reNaD4tX+quJp2SlYuU77ZwS+7z1XJ+a9na/Nnr4U0roe7YwU+fK0h8gNAU0MdlbGemo2dOheo2jHVJTUO3u8K77ZSdWrysi2fj94EH/dQ+S+2Tqr4ZUXpbdSioY17qIrP349W//iUl9GohjV/nFS7Z8ft+FLdh4yv3h5DCY7EFawaIC1dupSZM2fy4osvsmvXLjp37sygQYOIj7/6B3l0dDRPPvkkvXsXXWTvrbfe4v3332fhwoVs3boVFxcXBg0aRFZWlnmfsWPHcvDgQVavXs2KFSvYsGEDU6ZMqfTXV23iD6n7krqEq7ia9oq9F/jnUBzv/nO0Ss5/vdA0jT/3XWDOikOM/3IbPeZGMPu3g0Atmt6fcgH2/6ge95pZeR84prycw7+rIKA0l05Abikzj0rz33uq1yorGf55Hj64QQUfORmw6n/w1VA1e8qzMdz7M7jXL/2cV2Nrr3K1PBqrIfPlE9QU87LQNDjyF3zSW/VAHfgRFg9XQ3YpF66tXdUt/rDqKdTZqGRrIazEqgHSvHnzmDx5MhMnTqRdu3YsXLgQZ2dnvvzyyxKPMRgMjB07lpdffplmzSzHnDVNY/78+Tz//PPcfvvtdOrUiW+++Ybz58/z66+/AnD48GFWrVrF559/TlhYGL169WLBggUsWbKE8+fPV+XLrTrxh9W9X7vin6/iIbatp9QU9HOXM7mYll3K3qIk644m8Mj3u/h80ynWH03gfLIK6oN8XBjepYGVW1dG2z9T9Y4ad1eF+SpLs35qJlFanFquoyRGo6pNs6CrCmhOrqvY9VJjYUd+XaMbH1G9s0mnVfDxTkvY8iGgqV6jhzdDkx4Vu05hLj5wzxI1Q+vUelg16+r7axocWw2f3aSWZYk7oKa/t71NDdkd/Fm9D1s+BkPe1c9VEZdPq/MvCIGfp6jcs3M7VA5RRe3IX6uv9ZBrDzqFuAZWy0HKyclh586dzJpV8AdAr9cTHh5OZGRkice98sor+Pn5MWnSJDZutKxCe+rUKWJjYwkPDzdv8/DwICwsjMjISMaMGUNkZCSenp6Ehoaa9wkPD0ev17N161buuKP4InbZ2dlkZxd8+KekpJT7NVcZcw9SKQFSFfQgaZrG1pMFQwH7ziVxUxspJVAR/x27CEDXxp7cGdKIVv6utPRzw8O5lgyt5aQXDI10f6Ryz21rr6bA7/1BzWYrLiDJzYJfH4KDv6ivk8/CN7ermWXhL5dcvLE4m+ar4n+NwtRsp5ueU8Ns/72nZk+5+qshsVaDKuXlWfBvDyM+VfWjtn+mErg73QUBnQtmUuVmqjo9Wz5W0+BBze4Kewh6PArOXnB+D/w5E2J2wqpnIeLV/JpoBlVQ0cYOQifCgBcrljtlNKiCiRfze44vHVdtAlXWYcSn5S9bkJOhCj2CapsQVmS1AOnixYsYDAb8/S0/TP39/Tly5Eixx2zatIkvvviCPXv2FPt8bGys+RyFz2l6LjY2Fj8/P4vnbW1t8fLyMu9TnLlz5/Lyyy9f9TVZTWk9SFU4xHbuciaxKQX/Le45mywBUgVtP30ZgPu6N609PUZX2vO9SqytF1T+2Vxl0e72ggBp0FzLadcZifDD3ap3SW+nZrvFHVBro23/HI7/C7d/BE17ln6dlAsFgV6/Z9Uwob2Letx1PJyIUK/P2avyX6NJm1vVIqYRr6jeqi0fgrOPmg3o6p//Xuf/Y2LvqtrVa0bB2ougVmyf9K8qQfDvS2qx1CsZslXQd3Yb3LlIVS4vj//egzObVTA07D24eFwFYzE7Vd2q5RNg3I9q+n1ZHfxFTeH3bALNilmyQ4hqVGtmsaWmpnLvvffy2Wef4eNT/bN5Zs2axcyZM81fp6Sk0KhRDSgHn34pv74RJc96Ma3HlnFJdbNXYjXiLfkVnk32nk2qtHNfTzJy8jgYo2Yihja9xoJz1mA0wpaP1OMbp1ZNYm3zm9SHceoFlYvk1Uz1pGQlqx6SxBNqGG704oJ6SW1vg9+mqTphX92qKliX1qvx33wVPDS6EZoVKk/gXl8tV1Edes1Us7gO/QqnNqigY//yguc9GkPYg9D1XnD0KP4cer3qiek0WlWh1unV90ZnAzE74PfH4OxWlbs04jNoMaDgWE1TQZWjZ9FcsvN71Er0oNbWu7JitSFPVQk/skIFreN/VwUWy8KcnD1B6g4Jq7NagOTj44ONjQ1xcXEW2+Pi4ggICCiy/4kTJ4iOjua2224zbzPmJ2va2toSFRVlPi4uLo769QvGruPi4ggODgYgICCgSBJ4Xl4eiYmJxV7XxMHBAQcHh/K9yOpgGl6r17TkIQRnr4LlRjIuqkqwlWTbKfVfbM8W3vx3/BJ7zyWhaVrtKmhYA+w5k0SeUSPQw5GG9YqZiVjTHV2lZlM6ekDwPVVzDVsHlZeyf5n6AC7Mo5Gq1u3XtmBbs34qR2jFDJW4/OtD8OCG4sthgKqrY8qB6T/LurOadDroPFrd8nJUMcPjESoxvN3tqherrP/s2DtbrkkGar2v+p3VOnmx++DbkdDxTlW64HK0yi/Ky1T7DH4TmnRXx+VkqIVVjXnQdljR77eNrart9P1dKrD7dqRaX6y0ukIX9qmgTW9bfUGoEFdhtRDd3t6ekJAQIiIizNuMRiMRERF07969yP5t2rRh//797Nmzx3wbNmwY/fv3Z8+ePTRq1IigoCACAgIszpmSksLWrVvN5+zevTtJSUns3LnTvM+aNWswGo2EhYVV4SuuIqUNr0H+ciP5vW6VPMy2LVoFSPd1b4q9jZ6kjFzOJl7j7KHrkOl9DG1ahcM2leHEGvikj5oddWqj6mUAiPxQ3YdMLF+uT3mFPQQuvqqnyNVfBTp+7VTA8MC/lsGRiaM7DP8YGt6gepuWTyg6Zd9k0/+p3qPGPVT9pZrC1l7Vfwp/Ee78AtoNq5yeYK9mMGm16rFBUz1UR1epvCbT+mMX9sKiwap0QPI5VSH94lGVuH7be8UHkXaOqreuQYgadl08vKDaf3E0rSApvu1tBXmTQliRVYfYZs6cyfjx4wkNDaVbt27Mnz+f9PR0Jk5UyXn33XcfDRo0YO7cuTg6OtKhQweL4z09PQEstk+fPp05c+bQsmVLgoKCeOGFFwgMDDTXS2rbti2DBw9m8uTJLFy4kNzcXKZNm8aYMWMIDCznOlHVITNJ/bfc7nYIvb/o8+YE7WI+GK7k6q9msVVigBSbnMXpSxnoddCjuTdtA93ZezaJPeeSaOxdC3tBrGhHtMo/uiGohgZIuVkQ8XLBMNqFvWqGlHdLlS9zepP6z79bFZfLaBgCTx0v/3GmZT0W9lZ1i/7+H9z6ruU+yTFqTTWwfu9RdbJzVIFOy0Gql8qjkVr0ul5TVd9p3VzY9Y3qgTvyZ0HgNPzDq+dhObjB2B9h0S1qseIFoSpIDeqtKmP7t4czW+D4apUjlnRGHRciydmiZrBqgDR69GgSEhKYPXs2sbGxBAcHs2rVKnOS9ZkzZ9CXcxz66aefJj09nSlTppCUlESvXr1YtWoVjo4FlXC/++47pk2bxoABA9Dr9YwcOZL333+/Ul9bpTn9n5qqHHdI/eEo/Ee7LD1IoJI346jUqf6m6f3tAz1wc7QjuKEHe88msfdsEsM618Bgs4bKMxjZdSY/QKqJ+UdxB+GnyWq5Gij4ANu3TK2F9d989XX7EeVP9K1OHg3VzKrv7lSJ2427Fwwp7V0CWxeqhUeb9FQf4NebNrcUn5817H24YZKqjn4mf4ZxtwehRXjRfQtz9oJ7f4HvR6lhvDOb1W39m0X3tbFXZRPKk9QtRBWyepL2tGnTmDZtWrHPrVu37qrHfvXVV0W26XQ6XnnlFV555ZUSj/Py8uL7778vTzOtJzNJ3afHq27vK3uKNK0cAVJ+onZa3NX3KwdT/lG3/F6Pzo08IfK0JGqX06ELKWTkGHB3tKWVn5u1m2Np71L4/VE17OTiq9ZVM01tH/iKygfasUglTldG1eyq1nIg9H4SNr6jEpSjN8L+nyAnVT3v4AE3z7l+eo/Kqn5nmLhSzSC8dAy6P1r2Y93rq7yvy6dUTtKpjep9T4tTs9VaDoQWA1XPkr1L1b0GIcrJ6gGSKIVpjTVQf1yuDJBSYtSUWL0teLe4+nlc8qf/VuKCtcUGSMCB88nkGozY2cgslLIwvY+hTb3Q62vQB7MhF/56SgVHLQfB7R9Y5oY4uqsaQ+VZwb4m6P8/NXMremPBkJp3SzU82HmMel2iKJ1OLRxc0WO9mqlbyAT1z13mZXCqJ8GoqLEkQKrprgyQTq5X03pNTL1H3i1VjsXVVHI17Utp2RyLV+vX3ZCfWBzk7YKboy2pWXkcjUulfWAJU4+FBVP+UY2b3n8mUgXgzj5w95K6M+1ab6NmWf00Sc26u+EBNdtNPqirj05XtXWkhKgEEiDVdFcGSNGbVPVaU42ZsiZoQ6UPsW3Pn3XV2t8NLxcVnOn1Ojo19FDT/c8mS4BUBpqmmd/LbjVtBtvRv9V9q0F1JzgycfOHCSus3QohRA1Wx/7q1UFXVr/NTlazh0zi8gMk/1Lyj6DSh9i2FhpeM+nc0BOQgpFldepiOpfSc7C31dOxYQ0LKI+uUvdVsZyGEELUcBIg1XTmHqT87v9T6wueK20NtiuZepAqaYjNtP5akQApPw9p77mkSrlOXWfqPQpu6ImDbRVUn66oi8fV2lp6u6LVpIUQ4jogAVJNZwqQGt+o7k9tUPdGAyREqcflGWLLuKSq8l6D5MxcDseqxXrDCgVIwfkB0tG4VDJyqmD18Dpme03NPzqWP7zWtKckLQshrksSINV0pgCp7TB1fzpSVQFOPKVmF9k5g2fT0s/j7KX2BbXK+TXYeToRTYMgHxf83B0tnvN3dyTA3RGjBgdiUq7pOtcDUw9SjSsQaR5eG2zddgghhJVIgFTTmeogNQ5TeUR5mXBuR0HRPt82ZUug1enAs7F6nHT6mppkzj8qIam4cyOVSyN5SFcXn6Iqket00LVxDepBykqG05vV45Y3W7ctQghhJWWexXblSvalmTdvXoUaI4ph6kFy9FQVZg/8pIbZTFOSy5J/ZOLZWBWbvFxygHQ5PYfsPCMBHo7FPp+Rk8fqQ2omXOH8I5POjTz5+2Ace67TPKSsXAMzlu7hUnoO/zc6mAaeTsXuZxpeaxPgjoeTXXU28epOrFELkXq3BO/m1m6NEEJYRZkDpN27d1t8vWvXLvLy8mjdujUAR48excbGhpCQkMpt4fXMkFdQ4dciQFpfUNeoLPlHJp5N1H0JPUhZuQaGLthEQmo2798dzOAO9S2ezzMYmfb9bk4mpOPpbEe/1r7Fnif4Op7JZjBqzFi6h5UHYgEY+dFmvr6/G60DilbINg+v1bT8oyun9wshxHWqzENsa9euNd9uu+02+vbty7lz59i1axe7du3i7Nmz9O/fn1tvvbUq23t9yb4ih8fRvWB18XPbIWaXelyWKf4m9UwB0plin1624ywxSZnkGIxM/W4Xy7YX5Cppmsb/ftnPmiPxONrp+WL8DXi7OhR7ng4NPdDp4NzlTC6mlbBqeh312p+HWXkgFnsbPU29nYlNyeKuhZvNwRBAdp6BxVtO8+ueGKCg0GaNYDTAsX/UY8k/EkJcxyqUg/Tuu+8yd+5c6tUr+M+3Xr16zJkzh3ffffcqR4pyMQ2v2buCjZ1aXdujsRr+MCVal2uILT9AKmaILddg5JP1JwFV/NGowdM/7ePTDScAmLf6KMt2nEOvgwV3dyWkScm9Hu6OdjT3dQWur16kzzee5Mv/TgHwzqjO/PpIT0Ka1CMlK49xn29l5f4L/LDtDDe9s54Xfj1AUkYuzX1dSuyJs4qYnWqmo4NHwcxJIYS4DlUoQEpJSSEhoWjBwYSEBFJTU6+5USKfqUikY34BQZ3OcqVrp3oF0/fLol7JQ2y/7o4hJikTH1cHfn2kJw/2bQbA638d4d4vtrJgzXEAXrujIwPblX7Nro09Adh2Rc9JXfbX/gu89pda+uXZIW0Y1jkQT2d7vp0UxoA2fmTnGXn4u13M+nk/MUmZ+Ls78Mrt7fnr8d64Odag/CPT7LUWA1RQLoQQ16kKLTVyxx13MHHiRN599126desGwNatW3nqqacYMWJEpTbwumZO0L6iwnKzvrDnW/XYr1351o8yzWJLT4CcdPPK2QajxsfrVE/RA72DcLK3YdaQtng62fPmqiNsPHYRgOnhLbm7W+MyXSosyJtlO86ZC0rWFenZebzzTxSHL6SgaWrNTQ2NveeS0TS498YmPNinmXl/J3sbPrk3hP/9sp9lO87h6+bAw32bc09YYxztalBhSJOjMrwmhBBQwQBp4cKFPPnkk9xzzz3k5uaqE9naMmnSJN5+++1KbeB1rbgAqWnvgsflGV4D1ePk4KGWLEk6Y07wXnngAicvpuPhZMe4G5uYd3+4X3M8ne147c/D3BXakMcHtCzzpcKaqbya/THJpGXn4epQ+5f9i76YzoOLdxIVV3wvaXhbf14a1h5doaDV1kbPmyM7cX+vIJp4ueBkXwMDI4DkcxC3H3R6aBFu7dYIIYRVlftTy2AwsGPHDl577TXefvttTpxQPQ/NmzfHxcWl0ht4XSsuQHKvT65XS+wSj2H0bVv+MdJ6jSF2vzlA0jSND9eq7+GEHk2LBDJ3d2vMqNBG2OjLt9J5w3rONPB0IiYpk52nL9O3VQ3Ks6mAdVHxPPbDblKy8vB1c+Cpm1vj7GCDXqdDB7g62tKjuU+J75NOp6NNQA2vSL1vmbpv2A1cvK3bFiGEsLJyB0g2NjbcfPPNHD58mKCgIDp16lQV7RJQfIAELLQbT5DhDxzt+lDu//M9m6gAKT9Re82ReA5fSMHF3oaJPZsWe0h5gyOTsGZe/Lwrhq0nL9XaAEnTND5ef4K3/45C01Ru1cfjQvB3L75OVK2VlgCb/k897nqfddsihBA1QIWStDt06MDJkycruy2iMFMVbUdPi80rc4KZlvs4u+MN5T9nvabqPuk0mqbxwVqVfD3uxiZ4OttXuKnFuTFI9UKYKm8X9u2W07SbvYqtJy9V6nUri9GoShu8tUoFR3d3a8QPU26se8ERwLrXVVmJgE7Q+W5rt0YIIayuQgHSnDlzePLJJ1mxYgUXLlwgJSXF4iYqSQk9SJcz1GKzR+PSyn9OU6L25WgiT15i95kk7G31TOoddC0tLdaNzVSAtO9cEpk5lsGcwajx4drjZOQY+Cby2pY+qQqapvHqn4f4YdtZ9DqYM7wDc0d0wsG2huYPXYu4Q7DzK/V48BtlW7pGCCHquAplzt5yyy0ADBs2zCIhVdM0dDodBkMFejZEUcUESJqmkZiuAqRjJSQLX9UV1bQ/36hq9owObYSfW+X3ijTycqK+hyMXkrPYdeYyPVv4mJ/bcvISF5KzAFgbFU9WrqFGzeqat/ooi/6LBuCtOztzZ0hD6zaoqmga/P0/0IxqQeSmPa3dIiGEqBEqFCCtXbu2stshilNMgJSZayA7zwjA6cSMEgOL1Kxcdpy+TN+WvuivzCHKr4VkuHyGtSnxACXmHl0rnU5HWJAXv+45z9aTlywCpJ92njM/zsgxsPHYxTLVV6oOC9efMNd9evX29nU3OAJVNfvkWrCxh4GvWLs1QghRY1QoQOrbt29lt0MUp5gA6XJGrvmxpsHx+DQ6NPAofCTv/nOUrzZHM61/C54c1LrgifwhNpvsZNy0dLq2bkqz/KrXVSGsmTe/7jnPlivykNKz88xrlXVt7MmuM0msOhBbIwKkxZHRvLHyCADPDG7Dvd2bWrdBVcmQC38/px7f+DB4Vf4wqxBC1FbXlGyQkZHBkSNH2Ldvn8WtPD788EOaNm2Ko6MjYWFhbNu2rcR9f/75Z0JDQ/H09MTFxYXg4GAWL15ssY9Opyv2dmV9pqZNmxZ5/o033ijfi68OpkraTp7mTZfzh9dMjsUXP8wWeUIlPn+28STnkzILnrB3QXNWM8oa6RKY0KNpZbW2WGFBqh7SnrNJZOWqodeVB2LJzDUQ5OPC04PbAPDv4ThyDcYqbUtpTiSkMfv3gwA80r85D/er4yvZ7/gSLh0DZx/o/aS1WyOEEDVKhXqQEhISmDhxIitXriz2+bLmIC1dupSZM2eycOFCwsLCmD9/PoMGDSIqKgo/P78i+3t5efHcc8/Rpk0b7O3tWbFiBRMnTsTPz49Bg9TK4xcuXLA4ZuXKlUyaNImRI0dabH/llVeYPHmy+Ws3t6KrrVtdMT1IiYUCpOIStTNy8syBU3aekXf/Ocq7ozqbn79oF4AvCYR4pNCnZdVOvw/yccHXzYGE1Gz2nE3ixmbe/LxLDa+N6NKAG5p64e1iz6X0HLaeTKRXS59Szlh1/j4Yi6ZBzxbePHlz69IPqCk0DbJT1YLGZd1/xxewerb6+qbny36sEEJcJyrUgzR9+nSSkpLYunUrTk5OrFq1iq+//pqWLVvy+++/l/k88+bNY/LkyUycOJF27dqxcOFCnJ2d+fLLL4vdv1+/ftxxxx20bduW5s2b8/jjj9OpUyc2bdpk3icgIMDi9ttvv9G/f3+aNWtmcS43NzeL/Wpkkctih9gK9SAVk6h9ICYFowbO+RWbf959jkPn1exCTdM4kK7Od1ujHMv8pCpgykMC2HoykZikTCLzp/UP79IAG72Om9urobVVBy+UeJ7qsOawyska3KF+kWrYNdr6t+DNJrD989L3Tb8IP9wNfz4BeVnQaojUPRJCiGJUKEBas2YN8+bNIzQ0FL1eT5MmTRg3bhxvvfUWc+fOLdM5cnJy2LlzJ+HhBaUO9Xo94eHhREZGlnq8pmlEREQQFRVFnz59it0nLi6OP//8k0mTJhV57o033sDb25suXbrw9ttvk5eXd9XrZWdnV285g7wcyM1Qj68MkPJ7kLxdVM2i4pa92HcuCYBeLXwY2qk+mgZzV6qFVDcdv8jhLBWwdHarnpIMYc1M9ZAu8evuGDQNbmzmRSMvZwAGtQ8A4J+DcRiNWrW0qbDE9Bx2nbkMwE1tivZe1liaBru/VbPQ/noKoorv1QXg+L/wUXc4ulIlZQ+aC2O+B33NmT0ohBA1RYUCpPT0dPMQWL169UhISACgY8eO7Nq1q0znuHjxIgaDAX9/y8Rcf39/YmNjSzwuOTkZV1dX7O3tufXWW1mwYAEDBw4sdt+vv/4aNze3IgvoPvbYYyxZsoS1a9fy4IMP8vrrr/P0009ftb1z587Fw8PDfGvUqFGZXmeFZV8RvDgUDH8k5idpd8vvlTmbmElGjmVwt/ec6nnq3MiTpwe1wc5Gx8ZjF1l/NIGv/ovmrKaG1exTz1blKzC7Mb+tu85cZvkOdc2RXQtmhvVo7oObgy3xqdnsPptULW0qbF1UPEYN2tZ3p4Gnk1XaUCEJRyD5jHqsGeHH++H8bst9cjLgr6fh25GQHg++bWDyWug+VWoeCSFECSr017F169ZERUUB0LlzZz755BNiYmJYuHAh9evXr9QGFubm5saePXvYvn07r732GjNnzmTdunXF7vvll18yduxYHB0ta/zMnDmTfv360alTJx566CHeffddFixYQHZ2donXnTVrFsnJyebb2bNVHFyYqmg7eFj8h2/qQWrp54pXfi/S8XjLPCRTD1Knhh409nbmvvyZWC/8eoA1UfGc1fJ7SJKqp0BjCz9XvF3syco1En0pAyc7G4Z0LPg5sbfVM6CtatPfB0sOjqtSxBE1vDagNvUeARz9W90H9YXmN6lex+9Hq7X2AGJ2wid9YNsn6usbJsOUdRDQwSrNFUKI2qJCAdLjjz9uToZ+8cUXWblyJY0bN+b999/n9ddfL9M5fHx8sLGxIS4uzmJ7XFwcAQEBJTdYr6dFixYEBwfzxBNPcOeddxY7rLdx40aioqJ44IEHSm1LWFgYeXl5REdHl7iPg4MD7u7uFrcqVUoVbU9ne1r5q+n5VyZqJ2XkcPqSGprr1MATgEdvaoG7oy1nEjPQNAhsmp+AnHRGDdFUMZ1OZ+7xAhjcIaDIorimYbZVB2LRqqFNV8o1GNkQpXpBb2pbywKkY/+o+zZD4a6vwa89pMXBd6NgzWvw+UA1U801AMb+BLe+A3a1qIdMCCGspEIB0rhx45gwYQIAISEhnD59mu3bt3P27FlGjx5dpnPY29sTEhJCRESEeZvRaCQiIoLu3buXuS1Go7HYnp8vvviCkJAQOnfuXMxRlvbs2YNery925pzVmKb4lxAgebnY08pfzby7MlF7X/7wWlNvZzyc7QAVTE27qYV5n1t7hQI61duQnlBFL8BS2BUB0oiuDYo837e1Lw62es4kZnD4QgUqhF+D7dGJpGbn4e1iT3BDz2q99jXJvAxntqjHrW5WM9HGLgO3+pBwGDa8BZoB2t8BUyOhZbmXNhZCiOtWhab5nzx50mJWmLOzM127di33eWbOnMn48eMJDQ2lW7duzJ8/n/T0dCZOnAjAfffdR4MGDcw9RHPnziU0NJTmzZuTnZ3NX3/9xeLFi/n4448tzpuSksLy5ct59913i1wzMjKSrVu30r9/f9zc3IiMjGTGjBmMGzeOevXqlfs1VJkSepAS01UOUj0Xe1rmB0hHLQKkJAA6Ffqgv697UzYcvYiTvQ292zQE90BIiYHLp8G16gPDPq18sdXraFDPiR7Ni07ld7a3pW8rX/45FMeqg7G0C6y+aecR+bPX+rfxq/JZfZXqxBoVAPm0LliE2KMh3LMMvhoKOuCWd6HjnVCbZuUJIUQNUKEAqUWLFjRs2JC+ffvSr18/+vbtS4sWLUo/sJDRo0eTkJDA7NmziY2NJTg4mFWrVpkTt8+cOYP+iiTS9PR0pk6dyrlz53BycqJNmzZ8++23RXqtlixZgqZp3H130VXJHRwcWLJkCS+99BLZ2dkEBQUxY8YMZs6cWe72V6kSAqSk/B6kes52ONoWHWIzJWh3amh5nKOdDd8+EFawwbOJCpCSTkOjGyq79UU083Xl10d64uVij00JQcjgDgH8cyiOvw/EMnNgqypvk8maWpt/lD+81upmy+31O8H0vaC3A4eqq5IuhBB1WYUCpLNnz7Ju3TrWr1/PW2+9xeTJkwkMDKRv377079+/THk/JtOmTWPatGnFPlc4+XrOnDnMmTOn1HNOmTKFKVOmFPtc165d2bJlS5nbZzXFVNG+cqHaes72NKqnvn0xSZmkZ+fh4mBr7kHq3KjguGLVawJnNldbojZQ7JIoVxrQxh+9TpUuiE3OIsCj8hfQLexkQhqnLqZjZ6Ojd6uqLZpZqYwGOL5aPW45qOjzTjWoN1QIIWqhCuUgNWjQgLFjx/Lpp58SFRVFVFQU4eHhLFu2jAcffLCy23h9KmWhWi8Xe+q52OPj6gDAsfg04lKyiEvJRq+D9qUNUXmqRWu5XH0BUmk8nO3MQdTWU5eq5Zqm3qMbm3kXSRyv0WJ2QcYlNcux8Y3Wbo0QQtQ5FQqQMjIy+Oeff/jf//5Hjx496NSpE3v37mXatGn8/PPPld3G69NVlhmxt9Wbq2QXzGRLZW9+DaFW/m4425fyYZ+/aG119iCVxY35RSW3nCx7gJRnMLLqwIUi69SVxb+H1SzKWlUcEuBY/vT+5v3Bxs66bRFCiDqoQv8ye3p6Uq9ePcaOHcuzzz5L7969a1aCc11QTICUlF8ksp6znXkpjFb+bmw+cYljcak42KqgqXD+UbHq1bweJFAVtj/dcJItJxPLfMzs3w/y/dYz9G/ty6KJ3cp8XHJmLtujVfXsAW38S9m7hjHVP2o12LrtEEKIOqpCPUi33HILBoOBJUuWsGTJEpYvX87Ro0cru23Xt6v0INVztjdva3lFLaS9JcxgK5ZpiC35nMpnqSFCm3qh18Gpi+nEJmeVuv+PO8/x/VZVFHFtVAKHL5R9+ZQNRxMwGDVa+rnS2Nu5wm2udikXIHYfoIOWxVeRF0IIcW0qFCD9+uuvXLx4kVWrVtG9e3f++ecfevfubc5NEpXAVEnb0dO86coaSCatr5jqvz8mf4mRsgRI7oFqlpMxF1Ktu0jsldwd7WgfWLY8pEPnU3jul/1Awdp0n204WeZrmfKPam1xyAYh4FK0ZIIQQohrd00LMXXs2JGePXvSvXt3brjhBuLj41m6dGllte36VkwP0uVie5BUgHQhOYukjFzsbfS0DnAr/fx6G1UzB2rkMBtcPQ8pOTOXh7/bSXaekX6tffligipV8Pve88QkZZZ6DYNRY12UaXp/bR1eK2b2mhBCiEpRoQBp3rx5DBs2DG9vb8LCwvjhhx9o1aoVP/30k3nhWnGNihtiM+UguRQk5Xo42eHv7mD+um2gO/a2Zfy21vBE7a0l5CEZjRpPLNvL6UsZNPB04v9GBRPcyJPuzbzJM2p8uelUqdfYey6Jyxm5uDna0rWxZ2U2v2rlZcPJdepxy5uvuqsQQoiKq1CS9g8//EDfvn2ZMmUKvXv3xsOjDEnBonyu0oPkdUUPEqhE7bgUtdxK57IkaJvUawKnqHE9SKY8pJMX04lLycLf3bIe0sINJ/j3cBz2NnoWjguhXv7w2oN9mxF58hI/bDvDYze1NC+1Upx1+cNrfVr5YmtTi1a0P78bctPBxQ/ql76MjhBCiIqp0CfD9u3beeeddxg6dKgER1UhNwsM+evLWfQgFSxUe6WWfgVDamVK0DbxyO9BSjlXoWZWFQ+ngjykwsNs5y5n8H+r1YSAl29vT8crAsK+rXxpE+BGRo6Bb7dePehbm784bf/WtSz/KO6gug8MluVDhBCiClX4X+eNGzcybtw4unfvTkxMDACLFy9m06ZNlda465apirZODw4FwU9SMUnaUFALCcrZg+SWn3uTFl+hZlalgjwky2G2D9ceJ9eg0aO5N2NuaGTxnE6nY0oftUbgov+iycotfnZefGqWOaG9b22qng0Qf0jd+7WzbjuEEKKOq1CA9NNPPzFo0CCcnJzYvXs32dmqtyM5OZnXX3+9Uht4XbpyeO2KXoIrF6q9Upv6qmq2q4MtzXzLsfaWa4C6T42teFurSFiQKQ+poAfpzKUMlu9QvV0zB7Yy14K60m2dAwn0cORiWja/7I4p9tzr83uPOjX0wNfNodh9aqz4w+peAiQhhKhSFQqQ5syZw8KFC/nss8+wsyvI8+jZsye7du2qtMZdt0pYqLakHKTODT14alBr3rmrU4kLwRbLNX94KS2uwk2tKjcEeaHLz0OKT1H1kBasOUaeUaNPK19Cm3oVe5ydjZ77ewUBasq/wagV2WfdURUg9attvUeaVjDE5i8BkhBCVKUKBUhRUVH06dOnyHYPDw+SkpKutU2imABJ0zRzHSTPQsnHOp2OR/q3YHCH+uW7jlt+D1J6Qo0qFgmmPCTVM7blVCKnLqbzc36P0Izwllc9dky3xrg72nLyYjp/7D1v8VyewcgGU4BU25YXSb2ghl91NuDTytqtEUKIOq1CAVJAQADHjx8vsn3Tpk00a9bsmht13SvDQrWVwsVX5TlpRhUk1TA3BhWsy7Yg4hgGo0b/1r50aXz1ZW1cHWx5sG9zAN7+O8oiF2nXmSRSs/Ko52xXtoKaNYkp/8i7BdjWsqFBIYSoZSoUIE2ePJnHH3+crVu3otPpOH/+PN999x1PPPEEDz/8cGW38fqTqdYHu7KKdnEL1V4zvY0KkqBG5iGZ6iH9czCWX/fk9x4NLFvPyf09gwhwdyQmKZNvIqPN29fmF4fs28q3fMORNUFcfoAkw2tCCFHlKlQH6dlnn8VoNDJgwAAyMjLo06cPDg4OPPXUUzzwwAOV3cbrT7E1kIouVFspXP1VDlINzkO6mKaCw/C2/mUuY+Bkb8PMm1vx9I/7+GDNcUaFNsLT2Z61+fWP+te24TWQBG0hhKhGFepB0ul0PPfccyQmJnLgwAG2bNlCQkICHh4eBAUFVXYbrz/FBUgZRZcZqRRuNXcmm4eTHe3yZ+gBTC8l96iwkV0b0ibAjZSsPBasOc6F5EyOxKai00GflrUsQRsgPj9BWwIkIYSocuUKkLKzs5k1axahoaH07NmTv/76i3bt2nHw4EFat27Ne++9x4wZM6qqrdcPc4Dkad5U3EK1lcLVVAup5vUgAfRqoRZjHdTenw4NyleU1EavY9YtbQH4JjKaxZGqeGRwI88ipRJqPKMBEqLUY7+21m2LEEJcB8o1xDZ79mw++eQTwsPD2bx5M3fddRcTJ05ky5YtvPvuu9x1113Y2FRSfsz1rLh12IpZqLZS1OAeJIBHbmqBv7sjI7s2rNDxfVv50rulDxuPXeSjdSeAWlg9GyDxFORlgZ0z1JNeWiGEqGrlCpCWL1/ON998w7Bhwzhw4ACdOnUiLy+PvXv3Vm5ezPXOVEnbydO8yVQD6cqFaitFDe9Bcne0M9c1qqhZQ9qy6fhGtPySSLUyQDINr/m2AX0tWjtOCCFqqXL9pT137hwhISEAdOjQAQcHB2bMmCHBUWUrNgdJJWkXLhJ5zUw9SDU0QKoM7QLdGdFF9UD5uDqY6yvVKpKgLYQQ1apcPUgGgwF7+4IPaFtbW1xdy7G0hSib4obYSlio9pqZepBS626ABPDM4NZcTMvm1o710dfk6f2mbq7C/3RIBW0hhKhW5epB0jSNCRMmMGLECEaMGEFWVhYPPfSQ+WvTrTw+/PBDmjZtiqOjI2FhYWzbtq3EfX/++WdCQ0Px9PTExcWF4OBgFi9ebLHPhAkT0Ol0FrfBgwdb7JOYmMjYsWNxd3fH09OTSZMmkZaWVq52V6lip/lXdZJ2bMGHcx3k5+7I1/d3Y1ShBW5rlPgjMLcRrHq2mOdMi9RKgrYQQlSHcvUgjR8/3uLrcePGXdPFly5dysyZM1m4cCFhYWHMnz+fQYMGERUVhZ9f0TwRLy8vnnvuOdq0aYO9vT0rVqxg4sSJ+Pn5MWjQIPN+gwcPZtGiReavHRwsqw6PHTuWCxcusHr1anJzc5k4cSJTpkzh+++/v6bXUyk07apDbJU++8oUIBlyVIFK5+LXOBPVYMcXkJMK2z6DHo+BRwO1PTcTEk+qx37trdc+IYS4jpQrQLoy6KgM8+bNY/LkyUycOBGAhQsX8ueff/Lll1/y7LNF/4vu16+fxdePP/44X3/9NZs2bbIIkBwcHAgICCj2mocPH2bVqlVs376d0NBQABYsWMAtt9zCO++8Q2BgYCW9ugrKSQdjnnpcXA9SZQ+x2TmqcgJZSSoPSQIk6zDkwoGf1GPNADu+hAEvqK8TotRyMM7eBQsMCyGEqFJWmw6Tk5PDzp07CQ8PL2iMXk94eDiRkZGlHq9pGhEREcUunLtu3Tr8/Pxo3bo1Dz/8MJcuXTI/FxkZiaenpzk4AggPD0ev17N169YSr5ednU1KSorFrUqYeo/0dmpKN+q1JpawUG2lqOFT/a8LJ9ZAxiW1Nh7AzkWQm6Uem4fX2hXNTRJCCFElrBYgXbx4EYPBgL+/v8V2f39/YmNL/qBOTk7G1dUVe3t7br31VhYsWMDAgQPNzw8ePJhvvvmGiIgI3nzzTdavX8+QIUMwGNSCpbGxsUWG72xtbfHy8rrqdefOnYuHh4f51qhRFeWyXDm8lv9hmJFjIKeyF6q9Ug2f6n9d2LdU3d/wAHg0UsHSgR/VtisDJCGEENWiQmuxWZObmxt79uwhLS2NiIgIZs6cSbNmzczDb2PGjDHv27FjRzp16kTz5s1Zt24dAwYMqPB1Z82axcyZM81fp6SkVE2QdJVlRip1odorSQ+SdWWlwJE/1ePge8C9Afz7ImxdCMFjCxaplQRtIYSoNlYLkHx8fLCxsSEuzrLXIi4ursT8IVDDcC1atAAgODiYw4cPM3fu3CL5SSbNmjXDx8eH48ePM2DAAAICAoiPj7fYJy8vj8TExKte18HBoUiyd5WozoVqTaQHybqOrFBVsn1aQf1g8GwC696A2P1wJrKgBpK/JGgLIUR1sdoQm729PSEhIURERJi3GY1GIiIi6N69e5nPYzQayc7OLvH5c+fOcenSJerXrw9A9+7dSUpKYufOneZ91qxZg9FoJCwsrAKvpJKZqmgXUwOp0pcZMbkOikXWaKbhtU6j1LCqsxd0ukttW/cGpJ5Xj33bWKd9QghxHbLqmgUzZ87ks88+4+uvv+bw4cM8/PDDpKenm2e13XfffcyaNcu8/9y5c1m9ejUnT57k8OHDvPvuuyxevNhcbiAtLY2nnnqKLVu2EB0dTUREBLfffjstWrQwz3Jr27YtgwcPZvLkyWzbto3//vuPadOmMWbMGOvPYIOCHqQrlhlJqqqFak2uk2KRNVLKBTi5Xj3ueFfB9m4PqvtT+c95NAbHWlgBXAghaimr5iCNHj2ahIQEZs+eTWxsLMHBwaxatcqcuH3mzBn0V6w7lZ6eztSpUzl37hxOTk60adOGb7/9ltGjRwNgY2PDvn37+Prrr0lKSiIwMJCbb76ZV1991WJ47LvvvmPatGkMGDAAvV7PyJEjef/996v3xZekOheqNbmyWKSoXgd+BDRo3B3qNS3YHtABmvaG6I3qa6mgLYQQ1crqSdrTpk1j2rRpxT63bt06i6/nzJnDnDlzSjyXk5MTf//9d6nX9PLyqhlFIYtzlSralb5QrYk5SVt6kKrdlcNrhYU9WBAgSYK2EEJUK1kWvKa5Sg5SpReJNDH1IOWkqkKVonrEHVKJ2Ho7aDe86POthqihNYCAjtXaNCGEuN5ZvQdJFJKZpO6rY5kREwc3VZQyN0NN9fduXjXXEZb2L1P3rQYVX8HcxhZGfwPH/oW2t1dv24QQ4jonAVJNYx5i8zRvulzVOUg6nepFunxKzWSTAKnqGfJg71WG10wCu6ibEEKIaiVDbDVNMQGSOUm7qnqQ4NqKRRoNEPkRnN9TqU2q06L+UtP3nX2g1WBrt0YIIUQhEiDVNMUkaSflD7FVWQ4SXFuxyP3L4e9Z8Pujldumumz7Z+o+ZDzYVkMBUiGEEOUiQ2w1TNLIpTjlJuGQP2upyheqNbmWHqTDf6j7uAMqydvepWzH5WXDhX3QMPT6WoQ1IQpObVAL04ZMtHZrhBBCFEN6kGqY5zdm0n9pBr8fSUHTtKpfqNakoj1IORlwPL8aumZUAU9Z/fsSfBEO+38s3zVru+1fqPtWQ8CzihY9FkIIcU0kQKpBUrJy2X0mifPJWTz2w27uWhjJxmMJQBUuVGtS0QDpxBrIyyz4+vyush2naXDod/X4zObyXbM2y06DvT+oxzdMsm5bhBBClEgCpBrE3dGOiCf68sTAVjjZ2bDj9GUe+lYFHFW2UK2JWwWXGzmyQt3b5Q+rxewsed8rXToBKefU44So8l2zNtu3FLJTwKs5NOtv7dYIIYQogQRINYyjnQ2PDmjJmif7Mjy4YG04L5cqTuR1NS1YW44cJEMuRK1Uj298WN3HlLEH6eTagsfXS4CkaQXDazc8AHr59RNCiJpK/kLXUPU9nJg/pgs/PdyDQe39ebhfFdcmMiVpZ1yCvJyyHXN6s6r87exdECBdPgUZiaUfe3JdweOMi5B+qTytrZ3OREL8QbB1guC7rd0aIYQQVyEBUg0X0qQen9wbyrDOgaXvfC2cvECfP6kxPb5sx5iG11oPARcf8Gqmvj6/++rHGQ1wKn+NMV1+XtXF66AXaVv+1P5Od4FTPeu2RQghxFVJgCQUvb4gUbsseUiaBkf+VI/bDFX3gV3VfWmJ2uf3QHYyOHhAUB+1LeFIuZtcq6TGwuH8pPQbHrBuW4QQQpRKAiRRwDyTrQx5SOd3QUqMSs42JRs3yA+QYkrpQTLlHwX1Bv/26nHC0fK3t7a4sA8W3QLGPGjYDep3tnaLhBBClEIKRYoC5SkWaeo9ahkOdo7qsakHqbSZbKb8o2b9wCa/tlNdHGLTNNj5Fax8BgzZ4N4Qhv6ftVslhBCiDCRAEgXKUwvpcH7+UZvbCrbV76RyitJiIeU8uBeTN5WTAWe3qsfN+qukcKh7M9my02DFdLUMC6j11oZ/DM5eVm2WEEKIspEhNlHAnINUSg/SxWOqx0dvB61uLthu7wL5S6SUON3/TCQYclRvindz8G2ltqfEQFbKtbW/pjDkwddDVXCks4GBr8CYHyQ4EkKIWkQCJFHAVCwyrZRZbKa114J6WyyqC0BgF3VfUqL2lcNrOp2azWUKzC4eK2+La6YDP6qZfI4eMPEv6Pm41DwSQohaRv5qiwJlLRZ5dJW6N81eu5I5UbuUAKn5FVWkffJ7kepCHpIhD9a/qR73fBwa32jd9gghhKgQCZBEgbIuN2Lq6Snuw//Kqf6aZvlc+iWIzV/M1jS9H8C3tbqvC3lI+5dB4klVV6rbFGu3RgghRAVJgCQKmHqQ0uPBaCx+n7xsyMyvlO1Wv+jz/u3BxgGyklWgcKVT6/L36QCufgXbfduo+9oeIBnyYP1b6nHPx8DBzbrtEUIIUWESIIkCrn6ATtXryShh6Q9TAreNQ/HVoG3s1Gw2KDrMdmX+0ZXqyhDbvqVqqRVnb7hhsrVbI4QQ4hpYPUD68MMPadq0KY6OjoSFhbFt27YS9/35558JDQ3F09MTFxcXgoODWbx4sfn53NxcnnnmGTp27IiLiwuBgYHcd999nD9/3uI8TZs2RafTWdzeeOONKnuNtYaNHbj4qsep54vfxxQgufmrJOviFFdRW9PgxDr1uHCAZOpBuhwNuVnlbHQNYciFDabeo8fBwdW67RFCCHFNrBogLV26lJkzZ/Liiy+ya9cuOnfuzKBBg4iPL34WlZeXF8899xyRkZHs27ePiRMnMnHiRP7++28AMjIy2LVrFy+88AK7du3i559/JioqimHDhhU51yuvvMKFCxfMt0cffbRKX2ut4Z4/bJZyofjnU/O3Fze8ZlI4UTs1Dv54DJLPqNIAjbtb7u/qp2Z8aUa4dLziba8OmgZ7vlfrql2Zq7V3iQrwXHxlKREhhKgDrFooct68eUyePJmJEycCsHDhQv7880++/PJLnn322SL79+vXz+Lrxx9/nK+//ppNmzYxaNAgPDw8WL16tcU+H3zwAd26dePMmTM0btzYvN3NzY2AgIDKf1G1nXsDuLBX1SUqjrkH6SrvnakH6cJeWPcm/Pce5KarbT0eLdq7otOBT2s4t02tyRbQ4dpeQ1UxGmHlU7D9c/X1X09B017Q/g71GkH1Htm7WK+NQgghKoXVepBycnLYuXMn4eHhBY3R6wkPDycyMrLU4zVNIyIigqioKPr06VPifsnJyeh0Ojw9PS22v/HGG3h7e9OlSxfefvtt8vLyrnq97OxsUlJSLG51kqn6dUpJQ2xl6EHybgEO7pCXCeteV8FRg1C4/28If7H4Y0wz2S7W0DXZDLnw8+T84EgHAZ0ADaI3wp8zIek0uPhB6CRrt1QIIUQlsFoP0sWLFzEYDPj7+1ts9/f358iRkld2T05OpkGDBmRnZ2NjY8NHH33EwIEDi903KyuLZ555hrvvvht3d3fz9scee4yuXbvi5eXF5s2bmTVrFhcuXGDevHklXnfu3Lm8/PLL5XyVtVCpAVIZepD0elUC4Ng/4NlEBUXtR5ScswQ1e6p/TgYsH69ej94W7vgEOt4JSWfg4C/qdn63ep32ztZurRBCiEpQ69Zic3NzY8+ePaSlpREREcHMmTNp1qxZkeG33NxcRo0ahaZpfPzxxxbPzZw50/y4U6dO2Nvb8+CDDzJ37lwcHByKve6sWbMsjktJSaFRo0aV98JqCvcG6r6kITZTEcmr9SAB3Pa+GjJrNRhsi39PLdTUqf6ZSfDDGLVEiq0TjPqmYHkVz8ZqSK3n42A0gN7Gqk0VQghReawWIPn4+GBjY0NcnGVRwri4uKvmBun1elq0aAFAcHAwhw8fZu7cuRYBkik4On36NGvWrLHoPSpOWFgYeXl5REdH07p162L3cXBwKDF4qlNMPUipJSVpl6EHCVSyd7vby35d01T/S8dVPSGbGhC7axr89IAKjhw84J6l0KR78ftKcCSEEHWK1XKQ7O3tCQkJISIiwrzNaDQSERFB9+4lfAgVw2g0kp2dbf7aFBwdO3aMf//9F29v71LPsWfPHvR6PX5+fqXuW+e55QdIyTFFK2FD2XKQKsKjEdg5gzFX1RKqCXZ+BcdXq5pP438vOTgSQghR51j13/SZM2cyfvx4QkND6datG/Pnzyc9Pd08q+2+++6jQYMGzJ07F1B5QKGhoTRv3pzs7Gz++usvFi9ebB5Cy83N5c4772TXrl2sWLECg8FAbKzq8fDy8sLe3p7IyEi2bt1K//79cXNzIzIykhkzZjBu3Djq1Sum8OH1xjTNPzcdslMsF6PNyVAVsqH0HqTy0uvBp6Wa+ZYQpR5bU+JJ+Ps59Tj8RQgMtmpzhBBCVC+rBkijR48mISGB2bNnExsbS3BwMKtWrTInbp85cwb9Faugp6enM3XqVM6dO4eTkxNt2rTh22+/ZfTo0QDExMTw+++/A2r47Upr166lX79+ODg4sGTJEl566SWys7MJCgpixowZFvlF1zV7F3D0hKwklah9ZYBkyj+yc1az1CqbT2sVIF2MAopZCLe6GA3w61QVJDbpBWEPW68tQgghrEKnacWNo4jSpKSk4OHhQXJycqk5TrXORz0g/iCM+wlaFJRh4PRmWDQEvJrBY7sr/7ob3oE1r0Kn0TDi08o/f1n99x6sng32rvDwZqjXxHptEUIIUanK+vlt9aVGRA1knupfKFG7qvKPTGrCVP+4g7Bmjno8+A0JjoQQ4jolAZIoyrzcSKFaSGWdwVZRpqn+F4+qqtXVzZAHvzwIhhxoNQS6jKv+NgghhKgRJEASRZVUC6mqe5DqBalaQ7kZkHiiaq5xNaf/g9j9Ku/qtveuXthSCCFEnSYBkiiqpGraVd2DZGML9Tupx+erIMepNGe3qfsW4eDmf/V9hRBC1GkSIImiSioWaQqQXKtwkd/6wereKgHSVnXfKKz6ry2EEKJGkQBJFFXqEFsVBkiBXdT9+T1Vd43iGI1qaRSARt2q99pCCCFqHAmQRFGmHqTMy6o4pElqGddhuxamgowX9qp6RNXl4lFVBNPOGfw7VN91hRBC1EgSIImiHNzBzkU9NvUaZadCTpp6XJX5OT6tVJCSmw4Xj1XddQozDa81CAEbu+q7rhBCiBpJAiRRlE53RaJ2/jCbqffI3g0c3Kru2nobqN9ZPb6wp+quU9hZGV4TQghRQAIkUbzCxSKrI//IxBqJ2pKgLYQQ4goSIIniFU7UTo1T99URIFV3onb6JbiUP5zX8IbquaYQQogaTQIkUbzCtZCqukjklUwBUuw+Vd26qp3bru59WoOzV9VfTwghRI0nAZIoXpEAqYqLRF7Ju4VaKDY3Q80uq2rm4TXJPxJCCKFIgCSKVyRJuxp7kPT66k3UlvwjIYQQhUiAJIpXuJp2dfYgQfUlahtyIWaneiwBkhBCiHwSIInimZK00+IhL6d6e5Cg+hK1Y/dBXhY41VNDe0IIIQQSIImSOHuDjT2gqeCounuQqitR21T/qGE3NbQnhBBCIAGSKMmVxSITjkBepnpcXQGSVzNVlDIvS12/qkiCthBCiGJIgCRKZhpmM+XoOHqAnVP1XFuvv2Jdtj1Vdx1zBW3JPxJCCFFAAiRRMlO+Ucwuy6+riylAqqpE7eRzapaezgYadK2aawghhKiVJEASJTMNsZl6kKpreM3EPJNtz9X3y06Fy9FgNJbv/KbhtYCOYO9SzsYJIYSoy2yt3QBRg5mG2DIT1X219yCZErX3q+n4NnaQeRl2LYZz2yDpjLplXlb79ZwOA18u+/lleE0IIUQJrN6D9OGHH9K0aVMcHR0JCwtj27ZtJe77888/ExoaiqenJy4uLgQHB7N48WKLfTRNY/bs2dSvXx8nJyfCw8M5duyYxT6JiYmMHTsWd3d3PD09mTRpEmlpaVXy+mo1Uw+SSXX3IHk1AwcPMGTDkT/hzydhXjtY/QIc/gMu7C0IjgAO/Va+85/+T903lgBJCCGEJasGSEuXLmXmzJm8+OKL7Nq1i86dOzNo0CDi4+OL3d/Ly4vnnnuOyMhI9u3bx8SJE5k4cSJ///23eZ+33nqL999/n4ULF7J161ZcXFwYNGgQWVlZ5n3Gjh3LwYMHWb16NStWrGDDhg1MmTKlyl9vrWPqQTKp7h4knQ4C8ytqLx8P2z9Ty4/4d4CbX4O7l8LDkTDzMOj0cPmUyisqi7QE1TMF0LRP1bRfCCFE7aVZUbdu3bRHHnnE/LXBYNACAwO1uXPnlvkcXbp00Z5//nlN0zTNaDRqAQEB2ttvv21+PikpSXNwcNB++OEHTdM07dChQxqgbd++3bzPypUrNZ1Op8XExJT5usnJyRqgJScnl/mYWif5vKa96F5wO/hr9bdhzWsF1//2Lk07sU7TjMai+33ST+2z54eynXffcrX/xz0rt71CCCFqtLJ+flutByknJ4edO3cSHh5u3qbX6wkPDycyMrLU4zVNIyIigqioKPr0UT0Ap06dIjY21uKcHh4ehIWFmc8ZGRmJp6cnoaGh5n3Cw8PR6/Vs3bq1xOtlZ2eTkpJicavzXP3UDC+T6u5BApVXNOwDmLYDxi6DZn1Vz1JhTXup++iNZTvviTXqvln/SmmmEEKIusVqAdLFixcxGAz4+/tbbPf39yc2NrbE45KTk3F1dcXe3p5bb72VBQsWMHDgQADzcVc7Z2xsLH5+fhbP29ra4uXlddXrzp07Fw8PD/OtUaNGZX+xtZXexjLvqLpzkADsnaHrveDT8ur7BeUPk0VvKv2cmgYn1qrHzSVAEkIIUZTVk7TLy83NjT179rB9+3Zee+01Zs6cybp166r8urNmzSI5Odl8O3v2bJVfs0a4MlHb1b/k/aytUZjq7bocDUmlfG8uHoXU82DjAI27V0vzhBBC1C5Wm+bv4+ODjY0NcXFxFtvj4uIICCi5p0Kv19OihVpUNDg4mMOHDzN37lz69etnPi4uLo769QuGg+Li4ggODgYgICCgSBJ4Xl4eiYmJV72ug4MDDg4O5XqNdYIpQHL2Btsa/Pod3VVhyZidqhcp+O6S9zX1HjXpXn2VwYUQQtQqVutBsre3JyQkhIiICPM2o9FIREQE3buX/b96o9FIdnY2AEFBQQQEBFicMyUlha1bt5rP2b17d5KSkti5c6d5nzVr1mA0GgkLk+neRZhmslkj/6i8zHlIpQyzmfKPmt9Ute0RQghRa1m1UOTMmTMZP348oaGhdOvWjfnz55Oens7EiRMBuO+++2jQoAFz584FVB5QaGgozZs3Jzs7m7/++ovFixfz8ccfA6DT6Zg+fTpz5syhZcuWBAUF8cILLxAYGMjw4cMBaNu2LYMHD2by5MksXLiQ3Nxcpk2bxpgxYwgMDCy2ndc1Uw9STR5eM2naB/577+qJ2nk5BQGUJGgLIYQogVUDpNGjR5OQkMDs2bOJjY0lODiYVatWmZOsz5w5g15f0MmVnp7O1KlTOXfuHE5OTrRp04Zvv/2W0aNHm/d5+umnSU9PZ8qUKSQlJdGrVy9WrVqFo6OjeZ/vvvuOadOmMWDAAPR6PSNHjuT999+vvhdem7S+BQ78pBKla7rG+XlISadVhW3PxkX3ObcdctPB2UfVUxJCCCGKodM0TbN2I2qjlJQUPDw8SE5Oxt3d3drNESafDYCYHTD8Ywi+p+jza+bAhrehw51w5xfV3z4hhBBWVdbP71o3i02IqyotD0nyj4QQQpSBBEiibgnqre6Ly0PKvAznd6vHUv9ICCHEVUiAJOqWRjfm5yGdgcunLZ87tQE0I/i0LroQrxBCCHEFCZBE3eLgCg26qseFh9mkerYQQogykgBJ1D0l5SHJ+mtCCCHKyKrT/IWoEk17wab/U0NqpzZAQhTEHVDT//V2BQGUEEIIUQIJkETd0+hG0NtCyjn4+jbL54L6qGE4IYQQ4iokQBJ1j4MrdLwL9i0Fzybg2wZ8W6tbq8HWbp0QQohaQApFVpAUiqwFDHlgI/8DCCGEKCCFIoWQ4EgIIUQFSYAkhBBCCFGIBEhCCCGEEIVIgCSEEEIIUYgESEIIIYQQhUiAJIQQQghRiARIQgghhBCFSIAkhBBCCFGIFIqpIFN9zZSUFCu3RAghhBBlZfrcLq1OtgRIFZSamgpAo0aNrNwSIYQQQpRXamoqHh4eJT4vS41UkNFo5Pz587i5uaHT6Sp8npSUFBo1asTZs2dlyZIqJu919ZH3uvrIe1195L2uPlX5XmuaRmpqKoGBgej1JWcaSQ9SBen1eho2bFhp53N3d5dfuGoi73X1kfe6+sh7XX3kva4+VfVeX63nyESStIUQQgghCpEASQghhBCiEAmQrMzBwYEXX3wRBwcHazelzpP3uvrIe1195L2uPvJeV5+a8F5LkrYQQgghRCHSgySEEEIIUYgESEIIIYQQhUiAJIQQQghRiARIQgghhBCFSIBkRR9++CFNmzbF0dGRsLAwtm3bZu0m1Xpz587lhhtuwM3NDT8/P4YPH05UVJTFPllZWTzyyCN4e3vj6urKyJEjiYuLs1KL64433ngDnU7H9OnTzdvkva48MTExjBs3Dm9vb5ycnOjYsSM7duwwP69pGrNnz6Z+/fo4OTkRHh7OsWPHrNji2slgMPDCCy8QFBSEk5MTzZs359VXX7VYt0ve64rZsGEDt912G4GBgeh0On799VeL58vyviYmJjJ27Fjc3d3x9PRk0qRJpKWlVUl7JUCykqVLlzJz5kxefPFFdu3aRefOnRk0aBDx8fHWblqttn79eh555BG2bNnC6tWryc3N5eabbyY9Pd28z4wZM/jjjz9Yvnw569ev5/z584wYMcKKra79tm/fzieffEKnTp0stst7XTkuX75Mz549sbOzY+XKlRw6dIh3332XevXqmfd56623eP/991m4cCFbt27FxcWFQYMGkZWVZcWW1z5vvvkmH3/8MR988AGHDx/mzTff5K233mLBggXmfeS9rpj09HQ6d+7Mhx9+WOzzZXlfx44dy8GDB1m9ejUrVqxgw4YNTJkypWoarAmr6Natm/bII4+YvzYYDFpgYKA2d+5cK7aq7omPj9cAbf369ZqmaVpSUpJmZ2enLV++3LzP4cOHNUCLjIy0VjNrtdTUVK1ly5ba6tWrtb59+2qPP/64pmnyXlemZ555RuvVq1eJzxuNRi0gIEB7++23zduSkpI0BwcH7YcffqiOJtYZt956q3b//fdbbBsxYoQ2duxYTdPkva4sgPbLL7+Yvy7L+3ro0CEN0LZv327eZ+XKlZpOp9NiYmIqvY3Sg2QFOTk57Ny5k/DwcPM2vV5PeHg4kZGRVmxZ3ZOcnAyAl5cXADt37iQ3N9fivW/Tpg2NGzeW976CHnnkEW699VaL9xTkva5Mv//+O6Ghodx11134+fnRpUsXPvvsM/Pzp06dIjY21uK99vDwICwsTN7rcurRowcREREcPXoUgL1797Jp0yaGDBkCyHtdVcryvkZGRuLp6UloaKh5n/DwcPR6PVu3bq30NslitVZw8eJFDAYD/v7+Ftv9/f05cuSIlVpV9xiNRqZPn07Pnj3p0KEDALGxsdjb2+Pp6Wmxr7+/P7GxsVZoZe22ZMkSdu3axfbt24s8J+915Tl58iQff/wxM2fO5H//+x/bt2/nsccew97envHjx5vfz+L+psh7XT7PPvssKSkptGnTBhsbGwwGA6+99hpjx44FkPe6ipTlfY2NjcXPz8/ieVtbW7y8vKrkvZcASdRZjzzyCAcOHGDTpk3WbkqddPbsWR5//HFWr16No6OjtZtTpxmNRkJDQ3n99dcB6NKlCwcOHGDhwoWMHz/eyq2rW5YtW8Z3333H999/T/v27dmzZw/Tp08nMDBQ3uvrjAyxWYGPjw82NjZFZvPExcUREBBgpVbVLdOmTWPFihWsXbuWhg0bmrcHBASQk5NDUlKSxf7y3pffzp07iY+Pp2vXrtja2mJra8v69et5//33sbW1xd/fX97rSlK/fn3atWtnsa1t27acOXMGwPx+yt+Ua/fUU0/x7LPPMmbMGDp27Mi9997LjBkzmDt3LiDvdVUpy/saEBBQZCJTXl4eiYmJVfLeS4BkBfb29oSEhBAREWHeZjQaiYiIoHv37lZsWe2naRrTpk3jl19+Yc2aNQQFBVk8HxISgp2dncV7HxUVxZkzZ+S9L6cBAwawf/9+9uzZY76FhoYyduxY82N5rytHz549i5SrOHr0KE2aNAEgKCiIgIAAi/c6JSWFrVu3yntdThkZGej1lh+NNjY2GI1GQN7rqlKW97V79+4kJSWxc+dO8z5r1qzBaDQSFhZW+Y2q9LRvUSZLlizRHBwctK+++ko7dOiQNmXKFM3T01OLjY21dtNqtYcffljz8PDQ1q1bp124cMF8y8jIMO/z0EMPaY0bN9bWrFmj7dixQ+vevbvWvXt3K7a67rhyFpumyXtdWbZt26bZ2tpqr732mnbs2DHtu+++05ydnbVvv/3WvM8bb7yheXp6ar/99pu2b98+7fbbb9eCgoK0zMxMK7a89hk/frzWoEEDbcWKFdqpU6e0n3/+WfPx8dGefvpp8z7yXldMamqqtnv3bm337t0aoM2bN0/bvXu3dvr0aU3Tyva+Dh48WOvSpYu2detWbdOmTVrLli21u+++u0raKwGSFS1YsEBr3LixZm9vr3Xr1k3bsmWLtZtU6wHF3hYtWmTeJzMzU5s6dapWr149zdnZWbvjjju0CxcuWK/RdUjhAEne68rzxx9/aB06dNAcHBy0Nm3aaJ9++qnF80ajUXvhhRc0f39/zcHBQRswYIAWFRVlpdbWXikpKdrj/9/encdVVed/HH9dFGURQjBZVNz3QQRRQUpNVLLcIFusUVDE1HKJFLcCNGUcFZcms9Rcs7JxIp1S02kkkQqrCdJQK0MxRbEsFZFQuL8/fHh+3uuSKErC+/l48Hhwzvme7/dz7r0PffM9554zdqzZ29vbbGdnZ27UqJF56tSp5t9//91oo9f65mzfvv2q/z5HRESYzeYbe11/+eUX88CBA801atQwOzs7m4cMGWI+c+bMbanXZDZfdntQEREREdE1SCIiIiLWFJBERERErCggiYiIiFhRQBIRERGxooAkIiIiYkUBSURERMSKApKIiIiIFQUkERERESsKSCIit0FCQgJt27Yt7zJE5CYpIIlIuYuMjKR///433N5kMvH+++/ftnpK62r1jB8/3uLBmyJyd6la3gWIiJSX8+fPY2tre1v6rlGjBjVq1LgtfYvI7acZJBH5U+natStjxowhNjYWV1dXPDw8SEhIMLY3aNAAgLCwMEwmk7EMsGHDBvz9/bGzs6NRo0ZMmzaNCxcuGNtNJhOLFy+mb9++ODo6MnPmTIqLi4mKiqJhw4bY29vTvHlzFi5ceEVdy5cvp3Xr1lSvXh1PT0+effbZ69ZjfYqtpKSE6dOnU7duXapXr07btm3ZsmWLsf3gwYOYTCbee+89HnjgARwcHPD19eWzzz67tRdURG6KApKI/OmsWrUKR0dH0tPTmT17NtOnT2fbtm0AfPHFFwCsWLGC3NxcYzk1NZXBgwczduxYsrKyeP3111m5ciUzZ8606DshIYGwsDB2797N0KFDKSkpoW7duvzzn/8kKyuLuLg4pkyZwrvvvmvss3jxYp555hmGDx/O7t272bhxI02aNLluPdYWLlxIUlISc+fO5ZtvviE0NJS+ffvy/fffW7SbOnUq48ePJyMjg2bNmjFw4ECLkCcid4hZRKScRUREmPv162c2m83mLl26mO+77z6L7e3btzdPnDjRWAbMycnJFm1CQkLMiYmJFuvWrFlj9vT0tNhv3Lhxf1jPM888Y37kkUeMZS8vL/PUqVOv2f5q9cTHx5t9fX0t+pg5c6ZFm/bt25tHjRplNpvN5uzsbDNgXrZsmbH922+/NQPmvXv3/mHNIlK2dA2SiPzptGnTxmLZ09OTvLy86+6TmZlJWlqaxYxRcXExhYWFFBQU4ODgAEBAQMAV+y5atIjly5eTk5PDuXPnKCoqMk6P5eXlcfToUUJCQm76eE6fPs3Ro0cJDg62WB8cHExmZqbFusuP3dPT06ihRYsWNz2+iJSeApKI/OlYXzhtMpkoKSm57j75+flMmzaN8PDwK7bZ2dkZvzs6Olpse+eddxg/fjxJSUkEBQXh5OTEnDlzSE9PB8De3v5mD+OmXH7sJpMJ4A+PXUTKngKSiNx1bG1tKS4utljn7+/P/v37jWuDblRaWhqdOnVi1KhRxroDBw4Yvzs5OdGgQQM+/vhjHnjggRuu53LOzs54eXmRlpZGly5dLMbu0KFDqeoVkTtDAUlE7jqXAktwcDDVq1enZs2axMXF0bt3b7y9vRkwYAA2NjZkZmayZ88eZsyYcc2+mjZtyurVq/noo49o2LAha9as4YsvvqBhw4ZGm4SEBEaMGEHt2rXp1asXZ86cIS0tjdGjR1+zHmsTJkwgPj6exo0b07ZtW1asWEFGRgZr164t+xdIRG6ZvsUmInedpKQktm3bRr169fDz8wMgNDSUDz74gK1bt9K+fXsCAwOZP38+9evXv25fTz/9NOHh4Tz++ON07NiRX375xWI2CSAiIoIFCxbw6quv0rp1a3r37m3x7bOr1WNtzJgxxMTE8Pzzz+Pj48OWLVvYuHEjTZs2vcVXQ0RuB5PZbDaXdxEiIiIifyaaQRIRERGxooAkIiIiYkUBSURERMSKApKIiIiIFQUkERERESsKSCIiIiJWFJBERERErCggiYiIiFhRQBIRERGxooAkIiIiYkUBSURERMSKApKIiIiIFQUkERERESsKSCIiIiJWFJBERERErCggiYiIiFhRQBIRERGxooAkIiIiYkUBSURERMSKApKIiIiIFQUkERERESsKSCIiIiJWFJBERERErCggiYiIiFipWt4FVBQlJSUUFRWVdxkiZc7W1pYqVaqUdxkiIneUAlIZKCoqIjs7m5KSkvIuReS2cHFxwcPDA5PJVN6liIjcEQpIt8hsNpObm0uVKlWoV68eNjY6aykVh9lspqCggLy8PAA8PT3LuSIRkTtDAekWXbhwgYKCAry8vHBwcCjvckTKnL29PQB5eXnUrl1bp9tEpFLQdMctKi4uBqBatWrlXInI7XMp/J8/f76cKxERuTMUkMqIrs2QikyfbxGpbBSQRERERKwoIImIiIhYUUCSu8bBgwcxmUxkZGTckfFefPFFhg8ffkfGupbIyEj69+9/2/rPysqibt26nD179raNISJyN1JAqsQWLVpEgwYNsLOzo2PHjuzatau8S/rTOHbsGAsXLmTq1KnlXcotmTlzJp06dcLBwQEXF5crtrdq1YrAwEDmzZt354sTEfkTU0CqpNatW0dMTAzx8fH873//w9fXl9DQUON+NzfDbDZz4cKFMqyy/CxbtoxOnTpRv3798i7llhQVFfHoo48ycuTIa7YZMmQIixcvrjDvnYhIWVBAKmNms5mCogvl8mM2m2+4znnz5hEdHc2QIUNo1aoVr732Gg4ODixfvvyG+0hJScFkMrF582batWtH9erV2blzJwcOHKBfv364u7tTo0YN2rdvz3/+8x+LfRs0aEBiYiJDhw7FyckJb29vlixZYtFm165d+Pn5YWdnR0BAAF9//fUVNXzyySd06NCB6tWr4+npyaRJkyz+o+/atSujR49m3Lhx1KxZE3d3d5YuXcrZs2cZMmQITk5ONGnShM2bN1v0+84779CnTx+LdevXr8fHxwd7e3vc3Nzo3r27xampZcuW0bJlS+zs7GjRogWvvvqqxf6HDx/msccew8XFBVdXV/r168fBgweN7cXFxcTExODi4oKbmxuxsbGlek+vZtq0aTz33HP4+Phcs02PHj04efIkn3zyyS2NJSJSkehGkWXs3PliWsV9VC5jZ00PxaHaH7+lRUVFfPXVV0yePNlYZ2NjQ/fu3fnss89KPe6kSZOYO3cujRo1ombNmhw+fJiHHnqImTNnUr16dVavXk2fPn3Yv38/3t7exn5JSUm89NJLTJkyhfXr1zNy5Ei6dOlC8+bNyc/Pp3fv3vTo0YM333yT7Oxsxo4dazHukSNHeOihh4iMjGT16tXs27eP6Oho7OzsSEhIMNqtWrWK2NhYdu3axbp16xg5ciTJycmEhYUxZcoU5s+fz6BBg8jJycHBwYGTJ0+SlZVFQECA0Udubi4DBw5k9uzZhIWFcebMGVJTU40As3btWuLi4njllVfw8/Pj66+/Jjo6GkdHRyIiIjh//jyhoaEEBQWRmppK1apVmTFjBg8++CDffPMN1apVIykpiZUrV7J8+XJatmxJUlISycnJdOvWzagjMTGRxMTE674fWVlZFq/zH6lWrRpt27YlNTWVkJCQG95PRKQiU0CqhH7++WeKi4txd3e3WO/u7s6+fftK3d/06dPp0aOHsezq6oqvr6+x/NJLL5GcnMzGjRt59tlnjfUPPfQQo0aNAmDixInMnz+f7du307x5c9566y1KSkp44403sLOzo3Xr1vz0008Wp4peffVV6tWrxyuvvILJZKJFixYcPXqUiRMnEhcXZzz2xdfXlxdeeAGAyZMnM2vWLGrVqkV0dDQAcXFxLF68mG+++YbAwEBycnIwm814eXkZY+Xm5nLhwgXCw8ON026Xz8rEx8eTlJREeHg4AA0bNiQrK4vXX3+diIgI1q1bR0lJCcuWLTPuKbRixQpcXFxISUmhZ8+eLFiwgMmTJxt9vPbaa3z0kWXYHjFiBI899th134/L675RXl5eHDp0qNT7iYhUVApIZczetgpZ00PLbezycPlMC0B+fj4JCQl8+OGHRrA4d+4cOTk5Fu3atGlj/G4ymfDw8DCugdq7dy9t2rTBzs7OaBMUFGSx/969ewkKCrK4iWFwcDD5+fn89NNPxizK5eNUqVIFNzc3i3BzKSheGvvcuXMAFmP7+voSEhKCj48PoaGh9OzZkwEDBlCzZk3Onj3LgQMHiIqKMkIXXHwMzT333ANAZmYmP/zwA05OThbHUFhYyIEDBzh16hS5ubl07NjR2Fa1alUCAgIsTrO5urri6upKWbO3t6egoKDM+xURuVspIJUxk8l0Q6e5ylOtWrWoUqUKx48ft1h//PhxPDw8St2fo6OjxfL48ePZtm0bc+fOpUmTJtjb2zNgwACKioos2tna2losm0wmSkpKSj3+H7naOJevuxSwLo1dq1YtAH799Vfuvfde4GKw2rZtG59++ilbt27lH//4B1OnTiU9Pd14DMfSpUstAs6l/eBiaGzXrh1r1669or5LY9yI23GKDeDkyZM0bty4VPuIiFRkf+7/yeW2qFatGu3atePjjz827rFTUlLCxx9/bHEK7GalpaURGRlJWFgYcDEcXH4x8o1o2bIla9asobCw0JjJ+fzzz69o869//Quz2WyEnLS0NJycnKhbt+5N19+4cWOcnZ3JysqiWbNmxnqTyURwcDDBwcHExcVRv359kpOTiYmJwcvLix9//JGnnnrqqn36+/uzbt06ateujbOz81XbeHp6kp6eTufOnYGLM1BfffUV/v7+RpvbdYptz549DBgwoNT7iYhUVPoWWyUVExPD0qVLWbVqFXv37mXkyJHGN7suGTx4sMWF3DeqadOmvPfee2RkZJCZmcmTTz5Z6pmhJ598EpPJRHR0NFlZWWzatIm5c+datBk1ahSHDx9m9OjR7Nu3jw0bNhAfH09MTIxx/dHNuHTB+s6dO4116enpJCYm8uWXX5KTk8N7773HiRMnaNmyJXDx22J/+9vfePnll/nuu+/YvXs3K1asMO4v9NRTT1GrVi369etHamoq2dnZpKSkMGbMGH766ScAxo4dy6xZs3j//ffZt28fo0aN4rfffrOozdXVlSZNmlz3p2rV//+7Jycnh4yMDHJyciguLiYjI4OMjAzy8/ONNgcPHuTIkSN07979pl8zEZGKRjNIldTjjz/OiRMniIuL49ixY7Rt25YtW7ZYXLidk5NzU0Fj3rx5DB06lE6dOlGrVi0mTpzI6dOnS9VHjRo1+Pe//82IESPw8/OjVatW/P3vf+eRRx4x2tSpU4dNmzYxYcIEfH19cXV1JSoqyrgg+1YMGzaM6OhoZs+ejY2NDc7OzuzYsYMFCxZw+vRp6tevT1JSEr169TLaOzg4MGfOHCZMmICjoyM+Pj6MGzcOAAcHB3bs2MHEiRMJDw/nzJkz1KlTh5CQEGNG6fnnnyc3N5eIiAhsbGwYOnQoYWFhnDp16qaPIy4ujlWrVhnLfn5+AGzfvp2uXbsC8Pbbb9OzZ8+7/p5PIiJlyWS+1RutVHKFhYVkZ2fTsGFDi4t65e5mNpvp2LEjzz33HAMHDizvcm6boqIimjZtyltvvUVwcPA12+lzLiKVjU6xiVyFyWRiyZIlFf7u0jk5OUyZMuW64UhEpDLSDNIt0l/WUhnocy4ilY1mkERERESsKCCJiIiIWFFAEhEREbGigCQiIiJiRQFJRERExIoCkoiIiIgVBSQRERERKwpIclcxmUy8//77d2SsN954g549e96Rsa4lISGBtm3b3rb+f/75Z2rXrm08D05ERC5SQKqkduzYQZ8+ffDy8rqjoeNuUVhYyIsvvkh8fHx5l3JLlixZQteuXXF2dsZkMl3x8NtatWoxePDgu/44RUTKmgJSJXX27Fl8fX1ZtGhRmfZ7/vz5Mu2vvKxfvx5nZ+e7/hEcBQUFPPjgg0yZMuWabYYMGcLatWs5efLkHaxMROTPTQGprJnNUHS2fH5K8dSYXr16MWPGDMLCwm76UA8ePIjJZGLdunV06dIFOzs71q5dyy+//MLAgQOpU6cODg4O+Pj48Pbbb1vs27VrV8aMGUNsbCyurq54eHiQkJBg0eb777+nc+fO2NnZ0apVK7Zt23ZFDbt376Zbt27Y29vj5ubG8OHDyc/PN7ZHRkbSv39/EhMTcXd3x8XFhenTp3PhwgUmTJiAq6srdevWZcWKFRb9vvPOO/Tp08diXUpKCh06dMDR0REXFxeCg4M5dOiQsX3Dhg34+/tjZ2dHo0aNmDZtmsWz3H777TeGDRvGvffei7OzM926dSMzM9NijFmzZuHu7o6TkxNRUVEUFhbe2JtxDePGjWPSpEkEBgZes03r1q3x8vIiOTn5lsYSEalIqpZ3ARXO+QJI9CqfsacchWqOd3zYSZMmkZSUhJ+fH3Z2dhQWFtKuXTsmTpyIs7MzH374IYMGDaJx48Z06NDB2G/VqlXExMSQnp7OZ599RmRkJMHBwfTo0YOSkhLCw8Nxd3cnPT2dU6dOMW7cOItxz549S2hoKEFBQXzxxRfk5eUxbNgwnn32WVauXGm0++9//0vdunXZsWMHaWlpREVF8emnn9K5c2fS09NZt24dTz/9ND169KBu3boA7Ny5k0GDBhl9XLhwgf79+xMdHc3bb79NUVERu3btwmQyAZCamsrgwYN5+eWXuf/++zlw4ADDhw8HME5fPfroo9jb27N582buueceXn/9dUJCQvjuu+9wdXXl3XffJSEhgUWLFnHfffexZs0aXn75ZRo1amTUsXbtWp5++unrvh+bN2/m/vvvL9V72KFDB1JTU4mKiirVfiIiFZUeVnuLrniIZ9HZuy4gmUwmkpOT6d+/f6n2O3jwIA0bNmTBggWMHTv2um179+5NixYtmDt3LnBxBqm4uJjU1FSjTYcOHejWrRuzZs1i69atPPzwwxw6dAgvr4uv55YtW+jVq5dR69KlS5k4cSKHDx/G0fHicW/atIk+ffpw9OhR3N3diYyMJCUlhR9//BEbm4sTpi1atKB27drs2LEDgOLiYu655x6WLVvGE088wW+//UbNmjXZsWOHETROnjyJm5sbKSkpdOnS5Yrj6969OyEhIUyePNlY9+abbxIbG8vRo0fZuXMnDz/8MHl5eVSvXt1o06RJE2JjYxk+fDidOnXCz8/P4rRnYGAghYWFZGRkAHDmzBmOHz9+3de6Tp062NvbW6xLSUnhgQce4Ndff8XFxeWKfWJiYvj666/Zvn37VfvUw2pFpLLRDFJZs3W4GFTKa+xyEBAQYLFcXFxMYmIi7777LkeOHKGoqIjff/8dBwfL+tq0aWOx7OnpSV5eHgB79+6lXr16RjgCCAoKsmi/d+9efH19jXAEEBwcTElJCfv378fd3R24eArpUjgCcHd35y9/+YuxXKVKFdzc3Iyxz507B2ARBFxdXYmMjCQ0NJQePXrQvXt3HnvsMTw9PQHIzMwkLS2NmTNnWrwOhYWFFBQUkJmZSX5+Pm5ubhbHcO7cOQ4cOGAcz4gRIyy2BwUFWYQWJycnnJycKGv29vYUFBSUeb8iIncrBaSyZjKVy2mu8nR5QAGYM2cOCxcuZMGCBfj4+ODo6Mi4ceMoKiqyaGdra2uxbDKZKCkpKfP6rjbO9cZ2c3PDZDLx66+/WrRZsWIFY8aMYcuWLaxbt44XXniBbdu2ERgYSH5+PtOmTSM8PPyK8e3s7MjPz8fT05OUlJQrtl9tRudabtcptpMnT3LvvfeWah8RkYpMAUnKXFpaGv369eOvf/0rACUlJXz33Xe0atXqhvto2bIlhw8fJjc315il+fzzz69os3LlSs6ePWuEtLS0NGxsbGjevPlN11+tWjVatWpFVlbWFfdB8vPzw8/Pj8mTJxMUFMRbb71FYGAg/v7+7N+/nyZNmly1T39/f44dO0bVqlVp0KDBNY85PT2dwYMHG+usj7lv37507NjxuvXXqVPnBo7S0p49e+jatWup9xMRqagUkCqp/Px8fvjhB2M5OzubjIwMXF1d8fb2BmDy5MkcOXKE1atXl6rvpk2bsn79ej799FNq1qzJvHnzOH78eKkCUvfu3WnWrBkRERHMmTOH06dPM3XqVIs2Tz31FPHx8URERJCQkMCJEycYPXo0gwYNMk6v3azQ0FB27txpXBienZ3NkiVL6Nu3L15eXuzfv5/vv//eCDNxcXH07t0bb29vBgwYgI2NDZmZmezZs4cZM2bQvXt3goKC6N+/P7Nnz6ZZs2YcPXqUDz/8kLCwMAICAhg7diyRkZEEBAQQHBzM2rVr+fbbby0u0i7tKbZjx45x7Ngx473evXs3Tk5OeHt74+rqCly8FcBXX31FYmLiLb1mIiIVib7mX0l9+eWXxmwIXLxI18/Pj7i4OKNNbm4uOTk5pe77hRdewN/fn9DQULp27YqHh0epLwC3sbEhOTmZc+fO0aFDB4YNG2ZxfQ+Ag4MDH330ESdPnqR9+/YMGDCAkJAQXnnllVLXbC0qKopNmzZx6tQpY6x9+/bxyCOP0KxZM4YPH84zzzxjnO4KDQ3lgw8+YOvWrbRv357AwEDmz59P/fr1gYun8DZt2kTnzp0ZMmQIzZo144knnuDQoUNGmHv88cd58cUXiY2NpV27dhw6dIiRI0fe0nG89tpr+Pn5ER0dDUDnzp3x8/Nj48aNRpsNGzbg7e1d6tNyIiIVmb7Fdov07Z6K69FHH8Xf39/im2kVUWBgIGPGjOHJJ5+8Zht9zkWkstEMksg1zJkzhxo1apR3GbfVzz//THh4OAMHDizvUkRE/lQ0g3SL9Je1VAb6nItIZaMZJBERERErCkhlRBNxUpHp8y0ilY0C0i2qUqUKwBU3QRSpSC7dZdv6BpsiIhWV7oN0i6pWrYqDgwMnTpzA1tbW4pEWInc7s9lMQUEBeXl5uLi4GH8QiIhUdLpIuwwUFRWRnZ19Wx6TIfJn4OLigoeHByaTqbxLERG5IxSQykhJSYlOs0mFZGtrq5kjEal0FJBERERErOiCGRERERErCkgiIiIiVhSQRERERKwoIImIiIhYUUASERERsaKAJCIiImJFAUlERETEyv8BqIKAFQvSI1cAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(p=None)" ] }, { "cell_type": "markdown", "id": "39d59d56-515a-4d84-b770-2ef9125b78c6", "metadata": {}, "source": [ "Alternatively, we could also remove learner 1 from result to see learner 0 performance on environments.\n", "\n", "Removing learner 1 means that all learners (now only learner 0) are completed for all environments (environment 0 and 1)." ] }, { "cell_type": "code", "execution_count": 23, "id": "10b9c305-0f7a-43f1-bbc0-327bede103f8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.where(learner_id=0).plot_learners()" ] }, { "cell_type": "markdown", "id": "fc89503f-970c-4113-b11f-d97c8a70f3f4", "metadata": {}, "source": [ "Finally, we can filter to equally completed evaluations by using `where_fin(l,p)` (short for where_finished). \n", "\n", "Coba will remove all `p` from the result where one `l` does not exist for every `p`.\n", "\n", "The variable `p` is short hand for pairings. That is, on what variables `p` do we want to \"pair\" `l`." ] }, { "cell_type": "code", "execution_count": 24, "id": "48adeaa2-ce1d-472c-83ea-ce8073bafeed", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We removed 1 environment_id because it did not exist for every learner_id.\n" ] } ], "source": [ "result = result.where_fin(l='learner_id',p='environment_id')" ] }, { "cell_type": "markdown", "id": "0c2711c8-06be-4486-8458-3d5be301982e", "metadata": {}, "source": [ "### 2. Results with Evaluations of Different Lengths\n", "\n", "Here we create a result with one environment made up of 100 interactions and one environment with 200 interactions:" ] }, { "cell_type": "code", "execution_count": 25, "id": "f212af8b-a414-4877-a238-2862a3572868", "metadata": {}, "outputs": [], "source": [ "import coba as cb\n", "\n", "env0 = cb.Environments.from_linear_synthetic(100,seed=1)[0]\n", "env1 = cb.Environments.from_linear_synthetic(200,seed=2)[0]\n", "lrn0 = cb.RandomLearner()\n", "lrn1 = cb.RandomLearner()\n", "\n", "result = cb.Experiment([env0,env1],[lrn0,lrn1]).run(quiet=True)" ] }, { "cell_type": "markdown", "id": "4e8c3db3-1454-4a48-bba7-481398c3b036", "metadata": {}, "source": [ "After creating our result we can print it to see that it has all of our learners and environemnts and interactions" ] }, { "cell_type": "code", "execution_count": 26, "id": "4693ade3-f387-4e44-a2f8-d1d743f2aaf6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'Learners': 2, 'Environments': 2, 'Interactions': 600}\n" ] } ], "source": [ "print(result)" ] }, { "cell_type": "markdown", "id": "7d3b1646-f8ca-4315-9e8e-caa49897cb7a", "metadata": {}, "source": [ "When we ask Coba to plot we receive a notification in addition to the plot:\n", "\n", "`We shortened 2 learner evaluations because they were longer than the shortest environment`" ] }, { "cell_type": "code", "execution_count": 27, "id": "3c6eafc0-2a1e-4a2f-af49-08dd2e83795d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We shortened 2 learner evaluations because they were longer than the shortest environment.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners()" ] }, { "cell_type": "markdown", "id": "877732f4-5512-46b6-b39d-2f0ec58f7fa7", "metadata": {}, "source": [ "This is similar to the missing environment use case except now we have indexes that only exist in specific environments.\n", "\n", "Once again we can force this constraint to be ignored by setting `p=None`. \n", "\n", "When we do this we see a sudden and drastic change at x=100 due to the data from 100-200 only coming from a single environment. " ] }, { "cell_type": "code", "execution_count": 28, "id": "85dcc17e-69ce-4c29-9707-a432d8aba5d4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(p=None)" ] }, { "cell_type": "markdown", "id": "d81ecf0e-7872-4e48-bee5-5ad8013c53ab", "metadata": {}, "source": [ "A better way to fix this problem is to either explicitly remove short environments or use `where_fin(n_interactions)`." ] }, { "cell_type": "code", "execution_count": 29, "id": "1c4cae68-e91b-4121-9d30-fb45c67c38b6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "We removed 2 learner evaluations because they were shorter than 200 interactions.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.where(environment_id=1).plot_learners()\n", "result.where_fin(200).plot_learners()" ] }, { "cell_type": "markdown", "id": "ec648417-670a-41fb-a662-bcbd9cb1d326", "metadata": {}, "source": [ "When using `where_fin(n_interactions)` coba will remove environments that don't contain at least `n_interactions` and drop interactions from environments with more than `n_interactions`. Notice below that after applying `where_fin(150)` our result now only has 300 interactions (i.e., 150 from each of the environment 1 evaluations)." ] }, { "cell_type": "code", "execution_count": 30, "id": "1c587f57-e819-471e-89f1-4b96af6e7cab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We removed 2 learner evaluations because they were shorter than 150 interactions.\n", "We shortened 2 learner evaluations because they were longer than the shortest environment.\n", "{'Learners': 2, 'Environments': 1, 'Interactions': 300}\n" ] } ], "source": [ "result.where_fin(150)" ] }, { "cell_type": "markdown", "id": "f337f68b-6beb-4aa5-97fd-c05ed57ea0f9", "metadata": {}, "source": [ "### 3. Plotting with Respect to Custom Variables\n", "Often we are interested in performance with respect to specific variables. \n", "\n", "Here we create two environments with different numbers of actions so we can see how a learner performs with respect to action count." ] }, { "cell_type": "code", "execution_count": 31, "id": "4cf1fa42-e9f5-4c4d-a3e7-24c255c77378", "metadata": {}, "outputs": [], "source": [ "import coba as cb\n", "\n", "env0 = cb.Environments.from_linear_synthetic(100,n_actions=2,seed=1).binary().shuffle(n=5)\n", "env1 = cb.Environments.from_linear_synthetic(100,n_actions=5,seed=2).binary().shuffle(n=5)\n", "lrn0 = cb.RandomLearner()\n", "\n", "result = cb.Experiment(env0+env1,lrn0).run(quiet=True)" ] }, { "cell_type": "markdown", "id": "9883ea6e-9760-40e0-8228-1271d4d45ce2", "metadata": {}, "source": [ "We can look at the environments table to see what variables we could plot on and we see `n_actions`." ] }, { "cell_type": "code", "execution_count": 32, "id": "d62d7122-7eab-44cd-9e14-366b2b8af215", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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environment_idbinaryenv_typen_actionsn_coeffreward_featuresseedshuffle_seed
00TrueLinearSynthetic25[a, xa]10
11TrueLinearSynthetic25[a, xa]11
22TrueLinearSynthetic25[a, xa]12
33TrueLinearSynthetic25[a, xa]13
44TrueLinearSynthetic25[a, xa]14
55TrueLinearSynthetic55[a, xa]20
66TrueLinearSynthetic55[a, xa]21
77TrueLinearSynthetic55[a, xa]22
88TrueLinearSynthetic55[a, xa]23
99TrueLinearSynthetic55[a, xa]24
\n", "
" ], "text/plain": [ " environment_id binary env_type n_actions n_coeff \\\n", "0 0 True LinearSynthetic 2 5 \n", "1 1 True LinearSynthetic 2 5 \n", "2 2 True LinearSynthetic 2 5 \n", "3 3 True LinearSynthetic 2 5 \n", "4 4 True LinearSynthetic 2 5 \n", "5 5 True LinearSynthetic 5 5 \n", "6 6 True LinearSynthetic 5 5 \n", "7 7 True LinearSynthetic 5 5 \n", "8 8 True LinearSynthetic 5 5 \n", "9 9 True LinearSynthetic 5 5 \n", "\n", " reward_features seed shuffle_seed \n", "0 [a, xa] 1 0 \n", "1 [a, xa] 1 1 \n", "2 [a, xa] 1 2 \n", "3 [a, xa] 1 3 \n", "4 [a, xa] 1 4 \n", "5 [a, xa] 2 0 \n", "6 [a, xa] 2 1 \n", "7 [a, xa] 2 2 \n", "8 [a, xa] 2 3 \n", "9 [a, xa] 2 4 " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.environments.to_pandas()" ] }, { "cell_type": "markdown", "id": "f6dc6d0f-203d-4e52-adb7-4206a3113d19", "metadata": {}, "source": [ "Based on this we can set the plot's label to `l='n_actions'` and set `p=None` so that coba doesn't try to remove missing environments" ] }, { "cell_type": "code", "execution_count": 33, "id": "8c2ab2c2-b855-40cb-8a36-5d2b967bc01a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(l='n_actions',p=None,err='se')" ] }, { "cell_type": "markdown", "id": "f9da8fdc-b9fb-4955-ac3a-c9684e155715", "metadata": {}, "source": [ "We could set the x-axis to `n_actions` as well which collapses down to the right-most reward value" ] }, { "cell_type": "code", "execution_count": 34, "id": "838bfae3-8a25-4d46-97c9-98ec326cf838", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(x='n_actions',l='n_actions',p=None,err='se')" ] }, { "cell_type": "markdown", "id": "0a0c1c33-3611-4707-b362-3d9c1c295339", "metadata": {}, "source": [ "It also possible to create plots with respect to collections of variables across`environments`, `learners`, `evaluators` and `interactions`." ] }, { "cell_type": "code", "execution_count": 36, "id": "d738bfb6-dfba-4642-b32e-b15751b09770", "metadata": {}, "outputs": [ { "data": { "image/png": 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E7du3FzlU19bWVvP/L7/8EiNGjMCWLVuwa9cujBs3DuHh4Th+/Dhq164NKysrHDx4EPv27cMff/yBHTt2ICIiAp06dcKuXbuKHQrs6uqKgIAAbNiwAR999BGOHz+OuLg4fP7551pxAsD8+fOLHdb6ZKzFadCggSZJ6dWrF5RKpea5LgX7Sq1Wo0uXLvjggw+KXEfDhg01/2/Xrh0iIyORlZWFqKgoTJ8+HU2bNoWDgwMOHTqES5cuwdbWFi1bttQso+/x9vQ+e17VqlWDJEk6XQjLWnHHxJOJV+/evWFtbY0NGzagTZs22LBhAxQKhc4juZ7389MlxmfN+6x16HMe6htTUZ51LhcoOEYcHR11Wi9RaTC5KYK7uzv27NmDBw8eaLV0XL58WTO9QHHfPn799VcMHz4cX375pabs0aNHhUZOlBdd6+Tu7g61Wo2YmBitb/FXr17VeVuenp4QQqBu3bpaF+3ieHl5wcvLCx9//DGOHj2Ktm3bYvny5Zg1axYAQKFQoHPnzujcuTMWLFiAOXPmYNq0adi3b58mqShKSEgI3nnnHURHRyMiIgLW1tbo3bu3VpxA/m2Kktajr2nTpmHFihX4+OOPNbf5PD098fDhQ522ExAQgNWrV2P9+vXIy8tDmzZtoFAo0K5dO01y06ZNG62L0fMebwX7/8qVK5oReED+La6YmBg0b968xOXNzMzg6empGbVn6mxsbNCrVy/88ssvWLBgASIiIhAQEABXV9dSra/g84uOjtZq6crJyUFMTIxBjy9d6Xse6uJZrS3POpeBf0d26vIcMaLS4m2pIhQ8kG3x4sVa5V999RUkSdIazWBjY1PkBUSpVBb6xrNo0aJCtyvKi651KrjF9fTzWRYtWqTztgYMGAClUomZM2cW+gyEELh79y4AID09XdM/oICXlxcUCoVmSGtRw0ULWlmKGvb6pJdffhlKpRI///wzfvnlF/Tq1UvreSTe3t7w9PTEF198gYcPHxZa/snhw/pwcHDAm2++iZ07d2qe5Dpo0CAcO3YMO3fuLDR/amqq1udQcLvp888/R7NmzTS3IQICAhAZGYm//vpL65YU8PzHm4+PD5ycnLB8+XLk5ORoytesWaNzguTv74+//vpLp3lNQUhICG7duoWVK1fi3LlzOt+SKkpQUBDMzc3x3//+V2s/fPfdd0hLSytxtGFZ0fU81EfB+fP0MaHLuVwgKioKkiTB399f7+0T6YotN0Xo3bs3OnbsiGnTpiE2NhbNmzfHrl27sGXLFkyYMEHrOR7e3t7Ys2cPFixYAFdXV9StWxd+fn7o1asX1q5dC5VKhSZNmuDYsWPYs2eP1pBtU6yTt7c3Xn75ZSxcuBB3797VDAX/559/AOh2n9zT0xOzZs3C1KlTERsbi379+sHOzg4xMTHYtGkTRo8ejcmTJ2Pv3r0YO3YsBg4ciIYNG+Lx48dYu3YtlEolXn75ZQD5T2Q+ePAgevbsCXd3dyQnJ2Pp0qWoXbu21jN1ilKjRg107NgRCxYswIMHDwpdvBQKBVauXInu3bvjxRdfRGhoKGrVqoWEhATs27cP9vb2+P3330vzcWP8+PFYuHAh5s6di/Xr1+P999/H1q1b0atXL4wYMQLe3t7IyMjA+fPn8euvvyI2NlbTTF+/fn24uLggOjpaqyN3+/bt8eGHHwJAoeTmeY+3KlWqYNasWXjzzTfRqVMnhISEICYmBqtXr9a5z03fvn2xdu1a/PPPP4VaCgq+uf/9998A8h+jcPjwYQDAxx9//Mx1P378GD/++GOR0/r371+qh+gVPAdq8uTJWsdcaTg5OWHq1KmYOXMmunXrhj59+iA6OhpLly6Fr6+vUR5AqOt5qO86HRwcsHz5ctjZ2cHGxgZ+fn44d+7cM8/lArt370bbtm2N9reQKolyHJllsp4eCi6EEA8ePBATJ04Urq6uokqVKqJBgwZi/vz5WkNMhRDi8uXLon379sLKykoA0AwbvX//vggNDRWOjo7C1tZWBAcHi8uXLxcaWqrvUPBTp06VON/w4cOFjY1NkdN0rVNGRoYYM2aMqFatmrC1tRX9+vUT0dHRAoCYO3euZr6CoeDFDdP+7bffRLt27YSNjY2wsbERjRs3FmPGjBHR0dFCCCGuX78uXn/9deHp6SksLS1FtWrVRMeOHcWePXs064iMjBR9+/YVrq6uwtzcXLi6uoohQ4ZoDakuaih4gRUrVggAws7OTmRlZRUZ55kzZ8SAAQNE9erVhYWFhXB3dxeDBg0SkZGRRX/IT213/vz5RU4fMWKEUCqVmmH2Dx48EFOnThX169cX5ubmwtHRUbRp00Z88cUXWkN9hRBi4MCBAoCIiIjQlOXk5Ahra2thbm5eqC66Hm/POo6WLl0q6tatKywsLISPj484ePCgCAwMfOZQcCHyhw47OjqKzz77rNA0FDOUW5c/QSUNBQcgYmJiSqxbSefY0KFDNcPHi6Lv57d48WLRuHFjUaVKFeHs7Czefvttcf/+fa15AgMDxYsvvlhkPZ8cyl0Q99PDq4uLobjz8VnnoT4xCSHEli1bRJMmTYSZmZnmvNPlXBZCiNTUVGFubi5WrlxZaFtEhiQJUUbDG0hWzp49i5YtW+LHH3/UPPGY6GmfffYZVq9ejStXrpT57z5RxbNw4ULMmzcP165dM3indqInsc8NFZKVlVWobOHChVAoFGjfvr0RIqKKYuLEiXj48CHWr19v7FDIxOTm5mLBggX4+OOPmdhQmWOfGypk3rx5iIqKQseOHWFmZobt27dj+/btGD16tE6P4afKy9bWttDzU4iA/H5dcXFxxg6DKgnelqJCdu/ejZkzZ+LixYt4+PAh6tSpg9deew3Tpk2DmRnzYSIiMm1MboiIiEhW2OeGiIiIZIXJDREREclKpetAoVarcevWLdjZ2fGH24iIiCoIIQQePHgAV1fXZ/5+YqVLbm7dusURP0RERBVUfHy81o+xFqXSJTcFPxoZHx8Pe3t7I0dDREREukhPT4ebm5vWjz8Xp9IlNwW3ouzt7ZncEBERVTC6dClhh2IiIiKSFSY3REREJCtMboiIiEhWmNwQERGRrDC5ISIiIllhcmNAiWlZOHrtDhLTsowdCskIjysiIv1UuqHgZSXiVBymbjwPtQAUEhA+wAshvnWMHRZVcDyuiIj0x5YbA0hMy9JcgABALYCPNl7gN216LjyuiIhKh8mNAcTcydBcgArkCYHYO5nGCYhkgccVEVHpMLkxgLqONlA89cBEpSTBw9HaOAGRLPC4IiIqHSY3BlBTZYXwAV5Q/v8joZWShDkDmqKmysrIkVFFxuOKiKh0JCGEePZs8pGeng6VSoW0tDSD/7ZUYloWYu9kwsPRmhcgMhgeV0RE+l2/OVrKgGqqrHjxIYPjcUVEpB/eliIiIiJZYXJDREREssLkhoiIiGSFyQ0Vwsf9ExFRRcYOxaSFj/snIqKKji03pMHH/RMRkRwwuSENPu6fiIjkwOjJzZIlS+Dh4QFLS0v4+fnh5MmTxc67Zs0aSJKk9bK0tCzHaOWNj/snIiI5MGpyExERgUmTJiEsLAynT59G8+bNERwcjOTk5GKXsbe3R2JiouZ148aNcoxY3vi4fyIikgOjdihesGABRo0ahdDQUADA8uXL8ccff2DVqlWYMmVKkctIkgQXF5fyDLNSCfGtg/YNnfi4fyIiqrCM1nKTk5ODqKgoBAUF/RuMQoGgoCAcO3as2OUePnwId3d3uLm5oW/fvvj7779L3E52djbS09O1XlSymior+HtWZ2JDREQVktGSmzt37iAvLw/Ozs5a5c7OzkhKSipymUaNGmHVqlXYsmULfvzxR6jVarRp0wY3b94sdjvh4eFQqVSal5ubm0HrQURERKbF6B2K9eHv749hw4ahRYsWCAwMxMaNG+Hk5IRvvvmm2GWmTp2KtLQ0zSs+Pr4cIyYiIqLyZrQ+N46OjlAqlbh9+7ZW+e3bt3XuU1OlShW0bNkSV69eLXYeCwsLWFhYPFesREREVHEYreXG3Nwc3t7eiIyM1JSp1WpERkbC399fp3Xk5eXh/PnzqFmzZlmFSURERBWMUUdLTZo0CcOHD4ePjw9at26NhQsXIiMjQzN6atiwYahVqxbCw8MBAJ9++ileeukl1K9fH6mpqZg/fz5u3LiBkSNHGrMaREREZEKMmtyEhIQgJSUF06dPR1JSElq0aIEdO3ZoOhnHxcVBofi3cen+/fsYNWoUkpKSULVqVXh7e+Po0aNo0qSJsapAREREJkYSQohnzyYf6enpUKlUSEtLg729vbHDISIiIh3oc/2uUKOliIiIiJ6FyQ0RERHJCpMbIiIikhUmN0RERCQrTG6IiIhIVpjcEBERkawwuSHZSkzLwtFrd5CYlmXsUAjcH0RUfoz6ED+ishJxKg5TN56HWgAKCQgf4IUQ3zrGDqvS4v4govLElhuSncS0LM2FFADUAvho4wW2GBgJ9wcRlTcmNyQ7MXcyNBfSAnlCIPZOpnECquS4P4iovDG5Idmp62gDhaRdppQkeDhaGyegSo77g4jKG5Mbkp2aKiuED/CCUsq/oiolCXMGNEVNlZWRI6ucuD+IqLzxhzNJthLTshB7JxMejta8kJoA7g8ieh76XL85Wopkq6bKihdRE8L9QUTlhbeliIiISFaY3BAREZGsMLkhIiIiWWFyQ0RERLLC5IaIiIhkhckNERERyQqTGyIiIpIVJjdEREQkK0xuiIiISFaY3BAREZGsMLkhIiIiWWFyQ0RERLLC5IaIiIhkhckNERERyQqTGyIiIpIVJjdEREQkK0xuiIiISFaY3BAREZGsMLkhIiIiWWFyQ0RERLLC5IaIiIhkhckNERERyQqTGyIiIpIVJjdEREQkK0xuiIiISFaY3BAREZGsMLkhIiIiWWFyQ0RERLLC5IaIiIhkhckNERERyYrRk5slS5bAw8MDlpaW8PPzw8mTJ3Vabv369ZAkCf369SvbAImIiKhCMWpyExERgUmTJiEsLAynT59G8+bNERwcjOTk5BKXi42NxeTJkxEQEFBOkRIREVFFYdTkZsGCBRg1ahRCQ0PRpEkTLF++HNbW1li1alWxy+Tl5WHo0KGYOXMm6tWrV47REhERUUVgtOQmJycHUVFRCAoK+jcYhQJBQUE4duxYsct9+umnqFGjBt544w2dtpOdnY309HStFxEREcmX0ZKbO3fuIC8vD87Ozlrlzs7OSEpKKnKZw4cP47vvvsOKFSt03k54eDhUKpXm5ebm9lxxExERkWkzeodiXT148ACvvfYaVqxYAUdHR52Xmzp1KtLS0jSv+Pj4MoySiIiIjM3MWBt2dHSEUqnE7du3tcpv374NFxeXQvNfu3YNsbGx6N27t6ZMrVYDAMzMzBAdHQ1PT89Cy1lYWMDCwsLA0RMREZGpMlrLjbm5Oby9vREZGakpU6vViIyMhL+/f6H5GzdujPPnz+Ps2bOaV58+fdCxY0ecPXuWt5uIiIgIgBFbbgBg0qRJGD58OHx8fNC6dWssXLgQGRkZCA0NBQAMGzYMtWrVQnh4OCwtLdG0aVOt5R0cHACgUDkRERFVXkZNbkJCQpCSkoLp06cjKSkJLVq0wI4dOzSdjOPi4qBQVJhuQURERGQCJCGEMHYQ5Sk9PR0qlQppaWmwt7c3djhERESkA32u32wWISIiIllhckNERESywuSGiIiIZIXJDREREckKkxsiIiKSFSY3REREJCtMboiIiEhWmNwQERGRrDC5ISIiIlnR+ecXJk2apPNKFyxYUKpgiIiIiJ6XzsnNmTNntN6fPn0ajx8/RqNGjQAA//zzD5RKJby9vQ0bIREREZEedE5u9u3bp/n/ggULYGdnh++//x5Vq1YFANy/fx+hoaEICAgwfJREREREOirVD2fWqlULu3btwosvvqhVfuHCBXTt2hW3bt0yWICGxh/OJCIiqnjK/Icz09PTkZKSUqg8JSUFDx48KM0qiYiIiAyiVMlN//79ERoaio0bN+LmzZu4efMmfvvtN7zxxhsYMGCAoWMkIiIi0pnOfW6etHz5ckyePBn/+c9/kJubm78iMzO88cYbmD9/vkEDJCIiItKH3n1u8vLycOTIEXh5ecHc3BzXrl0DAHh6esLGxqZMgjQk9rkhIiKqePS5fuvdcqNUKtG1a1dcunQJdevWRbNmzUodKBEREZGhlarPTdOmTXH9+nVDx0JERET03EqV3MyaNQuTJ0/Gtm3bkJiYiPT0dK0XERERkbGU6jk3CsW/OZEkSZr/CyEgSRLy8vIME10ZYJ8bIiKiiqdM+9wA2k8rJiIiIjIlpUpuAgMDDR0HERERkUGUKrkpkJmZibi4OOTk5GiVcwQVERERGUupkpuUlBSEhoZi+/btRU435T43REREJG+lGi01YcIEpKam4sSJE7CyssKOHTvw/fffo0GDBti6dauhYyQiIiLSWalabvbu3YstW7bAx8cHCoUC7u7u6NKlC+zt7REeHo6ePXsaOk4iIiIinZSq5SYjIwM1atQAAFStWlXzC+FeXl44ffq04aIjIiIi0lOpkptGjRohOjoaANC8eXN88803SEhIwPLly1GzZk2DBkhERESkj1Ldlho/fjwSExMBAGFhYejWrRvWrVsHc3NzrFmzxpDxEREREemlVE8oflpmZiYuX76MOnXqwNHR0RBxlRk+oZiIiKji0ef6XarbUk//aKa1tTVatWpl8okNERERyV+pbkvVr18ftWvXRmBgIDp06IDAwEDUr1/f0LERERER6a1ULTfx8fEIDw+HlZUV5s2bh4YNG6J27doYOnQoVq5caegYiYiIiHRmkD43V65cwezZs7Fu3Tqo1WqTfkIx+9wQERFVPGX+q+CZmZk4fPgw9u/fj/379+PMmTNo3Lgxxo4diw4dOpRmlUREREQGUarkxsHBAVWrVsXQoUMxZcoUBAQEoGrVqoaOjYiIiEhvpUpuevTogcOHD2P9+vVISkpCUlISOnTogIYNGxo6PiIiIiK9lKpD8ebNm3Hnzh3s2LED/v7+2LVrFwICAlCrVi0MHTrU0DESERER6axULTcFvLy88PjxY+Tk5ODRo0fYuXMnIiIisG7dOkPFR0RERKSXUrXcLFiwAH369EH16tXh5+eHn3/+GQ0bNsRvv/2m+RFNIiIiImMoVcvNzz//jMDAQIwePRoBAQFQqVSGjouIiIioVEqV3Jw6dcrQcRAREREZRKluSwHAoUOH8Oqrr8Lf3x8JCQkAgLVr1+Lw4cN6rWfJkiXw8PCApaUl/Pz8cPLkyWLn3bhxI3x8fODg4AAbGxu0aNECa9euLW0ViIiISIZKldz89ttvCA4OhpWVFc6cOYPs7GwAQFpaGubMmaPzeiIiIjBp0iSEhYXh9OnTaN68OYKDg5GcnFzk/NWqVcO0adNw7Ngx/O9//0NoaChCQ0Oxc+fO0lSDiIiIZKhUP7/QsmVLTJw4EcOGDYOdnR3OnTuHevXq4cyZM+jevTuSkpJ0Wo+fnx98fX2xePFiAIBarYabmxveffddTJkyRad1tGrVCj179sRnn32m0/z8+QUiIqKKR5/rd6labqKjo9G+fftC5SqVCqmpqTqtIycnB1FRUQgKCvo3GIUCQUFBOHbs2DOXF0IgMjKy2FgKZGdnIz09XetFRERE8lWq5MbFxQVXr14tVH748GHUq1dPp3XcuXMHeXl5cHZ21ip3dnYuseUnLS0Ntra2MDc3R8+ePbFo0SJ06dKl2PnDw8OhUqk0Lzc3N53iIyIiooqpVMnNqFGjMH78eJw4cQKSJOHWrVtYt24d3nvvPbz99tuGjlGLnZ0dzp49i1OnTmH27NmYNGkS9u/fX+z8U6dORVpamuYVHx9fpvERERGRcZVqKPiUKVOgVqvRuXNnZGZmon379rCwsMD777+PkSNH6rQOR0dHKJVK3L59W6v89u3bcHFxKXY5hUKB+vXrAwBatGiBS5cuITw8vNhfI7ewsICFhYVuFSMiIqIKr1QtN5IkYdq0abh37x4uXLiA48ePIyUlBSqVCnXr1tVpHebm5vD29kZkZKSmTK1WIzIyEv7+/jrHolarNaO1iIiIiPRqucnOzsaMGTOwe/duTUtNv379sHr1avTv3x9KpRITJ07UeX2TJk3C8OHD4ePjg9atW2PhwoXIyMhAaGgoAGDYsGGoVasWwsPDAeT3n/Hx8YGnpyeys7Px559/Yu3atVi2bJk+1SAiIiIZ0yu5mT59Or755hsEBQXh6NGjGDhwIEJDQ3H8+HF8+eWXGDhwIJRKpc7rCwkJQUpKCqZPn46kpCS0aNECO3bs0HQyjouLg0Lxb+NSRkYG3nnnHdy8eRNWVlZo3LgxfvzxR4SEhOhTDSIiIpIxvZ5zU69ePSxcuBB9+vTBhQsX0KxZM4wYMQLfffcdJEkqyzgNhs+5ISIiqnjK7Dk3N2/ehLe3NwCgadOmsLCwwMSJEytMYkNERETyp1dyk5eXB3Nzc817MzMz2NraGjwoIiIiotLSq8+NEAIjRozQDK1+9OgR3nrrLdjY2GjNt3HjRsNFSERERKQHvZKb4cOHa71/9dVXDRoMERER0fPSK7lZvXp1WcVBREREZBCleogfERERkalickNERESywuSGiIiIZIXJDREREckKkxsiIiKSFSY3REREJCtMboiIiEhWmNwQERGRrDC5ISIiIllhckNERESywuSGiIiIZIXJDREREckKkxsiIiKSFSY3REREJCtMboiIiEhWmNwQERGRrDC5ISIiIllhckNERESywuSGiIiIZIXJDREREckKkxsiIiKSFSY3REREJCtMboiIiEhWmNwQERGRrDC5ISIiIllhckNERESywuSGiIiIZIXJDREREckKkxsiIiKSFSY3REREJCtMboiIiEhWmNwQERGRrDC5ISIiIllhckNERESywuSGiIiIZIXJDREREckKkxsiIiKSFSY3REREJCtMboiIiEhWjJ7cLFmyBB4eHrC0tISfnx9OnjxZ7LwrVqxAQEAAqlatiqpVqyIoKKjE+YmIiKjyMWpyExERgUmTJiEsLAynT59G8+bNERwcjOTk5CLn379/P4YMGYJ9+/bh2LFjcHNzQ9euXZGQkFDOkRMREZGpkoQQwlgb9/Pzg6+vLxYvXgwAUKvVcHNzw7vvvospU6Y8c/m8vDxUrVoVixcvxrBhw3TaZnp6OlQqFdLS0mBvb/9c8RMREVH50Of6bbSWm5ycHERFRSEoKOjfYBQKBAUF4dixYzqtIzMzE7m5uahWrVqx82RnZyM9PV3rRURERPJltOTmzp07yMvLg7Ozs1a5s7MzkpKSdFrHhx9+CFdXV60E6Wnh4eFQqVSal5ub23PFTURERKbN6B2KS2vu3LlYv349Nm3aBEtLy2Lnmzp1KtLS0jSv+Pj4coySiIiIypuZsTbs6OgIpVKJ27dva5Xfvn0bLi4uJS77xRdfYO7cudizZw+aNWtW4rwWFhawsLB47niJiIjKVFoCcO8aUM0TUNUydjQVmtFabszNzeHt7Y3IyEhNmVqtRmRkJPz9/Ytdbt68efjss8+wY8cO+Pj4lEeoREREZev0D8DCpsD3vfP/Pf2DsSOq0Ix6W2rSpElYsWIFvv/+e1y6dAlvv/02MjIyEBoaCgAYNmwYpk6dqpn/888/xyeffIJVq1bBw8MDSUlJSEpKwsOHD41VBSIioueTlgD8Ph4Q6vz3Qg38PiG/nErFaLelACAkJAQpKSmYPn06kpKS0KJFC+zYsUPTyTguLg4Kxb/517Jly5CTk4NXXnlFaz1hYWGYMWNGeYZORERkGPeu/ZvYFBB5wL3rvD1VSkZ9zo0x8Dk3RERkUtIS8m9FPZngSEpgwnkmN0+oEM+5ISIiIuQnML2/zk9ogPx/ey9kYvMcjHpbioiIiAC0GgZ4ds6/FVWtXsVObExg1BeTGyIiIlOgqlWxkxogf5RXQedoSZHfItVKt59HMiTeliIiIqLnZ0KjvpjcEBER0fMradRXOWNyQ0RERM+vmmf+ragnScr8PkTljMkNEZE+0hKAmIN8wJqp4P4wHSY06osdiomIdGUinSXp/3F/mB4TGfXFlhsiIl2YUGdJAveHKVPVAuoGGHXkF5MbIiJdmFBnSQL3B5WIyQ0RkS5MqLMkgfuDSsTkhohIFybUWZLA/UEl4g9nEhHpIy3B6J0l6QncH5WGPtdvjpYiItKHHB6RLyfcH1QE3pYiIiIiWWFyQ0RERLLC5IaIiIhkhckNERERyQqTGyIiIpIVJjdEREQkK0xuiIiISFaY3BAREZGsMLkhIiIiWWFyQ0RERLLC5IaIiIhkhckNERERyQqTGyIiIpIVJjdEREQkK0xuiIgqo7QEIOZg/r9EMmNm7ACIiKicnf4B+H08INSApAB6fw20GmbsqIgMhi03RESVSVrCv4kNkP/v7xPYgkOywuSGiKgyuXft38SmgMgD7l03TjxEZYDJDRFRZVLNM/9W1JMkJVCtnnHiISoDTG6IiCoTVa38PjaSMv+9pAR6L8wvJ5IJdigmIqpsWg0DPDvn34qqVo+JDckOkxsiospIVYtJDckWb0sRERGRrDC5ISIiIllhckNERESywuSGiIiIZIXJDREREclKpRstJYQAAKSnpxs5EiIiItJVwXW74DpekkqX3Dx48AAA4ObmZuRIiIiISF8PHjyASqUqcR5J6JICyYharcatW7dgZ2cHSZIMuu709HS4ubkhPj4e9vb2Bl13eWI9TAvrYVpYD9Mil3oA8qlLWdVDCIEHDx7A1dUVCkXJvWoqXcuNQqFA7dq1y3Qb9vb2FfrALMB6mBbWw7SwHqZFLvUA5FOXsqjHs1psCrBDMREREckKkxsiIiKSFSY3BmRhYYGwsDBYWFgYO5TnwnqYFtbDtLAepkUu9QDkUxdTqEel61BMRERE8saWGyIiIpIVJjdEREQkK0xuiIiISFaY3BAREZGsMLkhIiIiWal0Tyg2lEuXLmH9+vU4dOgQbty4gczMTDg5OaFly5YIDg7Gyy+/XCGH82VnZ1fIuOWyP1gP0yKXejyN57nxyaUuploPDgXX0+nTp/HBBx/g8OHDaNu2LVq3bg1XV1dYWVnh3r17uHDhAg4dOoT09HR88MEHmDBhgkkfoNu3b9ccmPHx8VCr1bCxsUHLli3RtWtXhIaGwtXV1dhhFksu+4P1MC1yqUcBnuemQy51Mfl6CNKLh4eHWLJkibh//36J8x09elSEhISI2bNnl09getq4caNo0KCBcHFxEa+//rpYvny52Lp1q9i9e7eIiIgQn3zyiejQoYOwsLAQb775pkhOTjZ2yEWSy/5gPUyLXOrB89z0yKUupl4PttzoKTc3F1WqVCmz+cuLv78/Pv74Y3Tv3r3EX1dNSEjAokWL4OzsjIkTJ5ZjhLqRy/5gPUyLXOrB89z0yKUupl4PJjdEVC6EEJAkydhhEFEZM4VznaOlSunOnTuYN28e+vfvD39/f/j7+6N///6YP38+UlJSjB1epZOVlYXDhw/j4sWLhaY9evQIP/zwgxGi0t+lS5ewevVqXL58GQBw+fJlvP3223j99dexd+9eI0f3fCwsLHDp0iVjh6EXnuemRS7nOcBzvayx5aYUTp06heDgYFhbWyMoKAjOzs4AgNu3byMyMhKZmZnYuXMnfHx8jBzp84mPj0dYWBhWrVpl7FBK9M8//6Br166Ii4uDJElo164d1q9fj5o1awLI3y+urq7Iy8szcqQl27FjB/r27QtbW1tkZmZi06ZNGDZsGJo3bw61Wo0DBw5g165d6NSpk7FDLdGkSZOKLP/666/x6quvonr16gCABQsWlGdYeuN5blrkcp4DPNfLRbn28JEJPz8/MXr0aKFWqwtNU6vVYvTo0eKll14yQmSGdfbsWaFQKIwdxjP169dP9OzZU6SkpIgrV66Inj17irp164obN24IIYRISkqqEPXw9/cX06ZNE0II8fPPP4uqVauKjz76SDN9ypQpokuXLsYKT2eSJIkWLVqIDh06aL0kSRK+vr6iQ4cOomPHjsYO85l4npsWuZznQvBcL5fYhGDLjb6srKxw5swZNG7cuMjply9fRsuWLZGVlVXOkeln69atJU6/fv063nvvPZP/JuTs7Iw9e/bAy8sLQP793nfeeQd//vkn9u3bBxsbmwrxjU6lUiEqKgr169eHWq2GhYUFTp48iZYtWwIALly4gKCgICQlJRk50pLNnTsX3377LVauXKn1zbNKlSo4d+4cmjRpYsTodMfz3LTI5TwHeK6XBz7ErxRcXFxw8uTJYv/onTx5UtOEbcr69esHSZJQUn5r7E5husjKyoKZ2b+HsiRJWLZsGcaOHYvAwED89NNPRoxOPwWft0KhgKWlJVQqlWaanZ0d0tLSjBWazqZMmYLOnTvj1VdfRe/evREeHm6Soz2ehee5aZHTeQ7wXC9r7FBcCpMnT8bo0aMxfvx4bN26FSdOnMCJEyewdetWjB8/Hm+99RY++OADY4f5TDVr1sTGjRuhVquLfJ0+fdrYIeqkcePG+OuvvwqVL168GH379kWfPn2MEJX+PDw8cOXKFc37Y8eOoU6dOpr3cXFxmv4Fps7X1xdRUVFISUmBj48PLly4UCEuoE/ieW5a5HKeAzzXy4VRbobJwPr164Wfn58wMzMTkiQJSZKEmZmZ8PPzExEREcYOTye9e/cWn3zySbHTz549KyRJKseISmfOnDmie/fuxU5/++23K0Q9li1bJrZt21bs9KlTp4o33nijHCMyjJ9//lk4OzsLhUIh/v77b2OHoxee56ZDLue5EDzXywP73Dyn3Nxc3LlzBwDg6OhoMk1yujh06BAyMjLQrVu3IqdnZGTgr7/+QmBgYDlHRnJz8+ZNREVFISgoCDY2NsYOR288z4l0YyrnOpMbIiIikhX2uSEiIiJZYXJDREREssLkhoiIiGSFyQ0RERHJCpObMnLw4MEK8RCmykIu+4P1MC1yqYdcyGl/yKUuxqoHk5sy0qFDB9SrVw9ffvmlsUN5LnI5weSyP1gP0yKXevA8Nz1yqYux6sHkpozExMTg119/xe3bt40dynORywkml/3BepgWudSD57npkUtdjFUPPueGSnTjxg1cv34d27dvx7x584wdDhGVAZ7nJDdMboiI9JCbm1uhnlAsd3LaH3KpiynUg7elSmnp0qUICgrCoEGDEBkZqTXtzp07qFevnpEiq5zksj9YD9OxYcMG5OTkaN4vXrwY7u7usLS0hKOjIz799FMjRvf8cnNzjR2CXuS0P+RSF5Ouh/F+1qri+vrrr4W1tbUYM2aMePXVV4W5ubmYM2eOZnpSUpJQKBRGjFB3S5YsEZ07dxYDBw4Ue/bs0ZqWkpIi6tata6TIdCeX/cF6mBaFQiFu374thBBi1apVwtLSUkyfPl388ccfYtasWcLGxkasWLHCyFE+W0REhMjOzta8X7RokahTp45QKBSievXqYubMmUaMTndy2R9CyKcuplwPJjel0KRJE7Fu3TrN+yNHjggnJyfNL+9WlD/ecrkIyWV/sB6mRZIkzR/u1q1bi3nz5mlNX7p0qWjZsqUxQtOLKV+A9CGX/SGEfOpiyvVgclMKVlZWIiYmRqvs/PnzwtnZWUyZMqXC/PGWy0VILvuD9TAtkiSJ5ORkIYQQjo6O4uzZs1rTr169Kuzs7IwRml5M+QKkD7nsDyHkUxdTroeZ8W6IVVyOjo6Ij4+Hh4eHpqxp06bYu3cvOnXqhFu3bhkvOD3ExMSgTZs2mvdt2rTB3r17ERQUhNzcXEyYMMF4welBLvuD9TA9O3bsgEqlgqWlJTIzM7WmPXr0CJIkGSky/RTEef36dXTt2lVrWteuXfHhhx8aIyy9yWV/APKpi6nWg8lNKbRr1w4bN25EQECAVnmTJk0QGRmJjh07Giky/cjlIiSX/cF6mJ7hw4dr/r937174+/tr3h8/fhyenp7GCEtvpnoB0pdc9gcgn7qYaj2Y3JTClClTEBUVVeS0F198EXv37sVvv/1WzlHpTy4XIbnsD9bDtKjV6hKnOzs7Izw8vJyieT6megHSh5z2h1zqYsr14HNuKrH//e9/iIqKQmhoaJHTL1y4gN9++w1hYWHlHBkRlZdt27ahSpUqCA4ONnYoRAbD5EZPcXFxqFOnjs7zJyQkoFatWmUYUeUml/3BepgWudRDLuS0P+RSF1OvBx/ipydfX1+8+eabOHXqVLHzpKWlYcWKFWjatKnJNr/HxcXpNX9CQkIZRfJ85LI/WA/TIpd68Dw3PXKpi6nXg31u9HTx4kXMnj0bXbp0gaWlJby9veHq6gpLS0vcv38fFy9exN9//41WrVph3rx56NGjh7FDLpKvry/69euHkSNHwtfXt8h50tLSsGHDBnz99dcYPXo0xo0bV85RPptc9gfrYVrkUg+e56ZHLnUx9XrwtlQpZWVl4Y8//sDhw4dx48YNZGVlwdHRES1btkRwcDCaNm1q7BBLdPfuXcyePRurVq165oH5ySefmOwJVqCi748CrIdpqej14HluuuRSF1OtB5ObSs5UD0wiMhye51TZMLkhIiIiWWGHYiIiIpIVJjdEREQkK0xuiIiISFaY3BAREZGsMLkhKkMdOnSAJEmQJAlnz541djh68fDwwMKFC40dhsFIkoTNmzc/93q+/fZbuLm5QaFQaD6fp8tmzJiBFi1aPPe2jKmkzys2NlZzXFf0epI8MbkhKmOjRo1CYmKiZrhtwYXBVKxZswYODg6Fyk+dOoXRo0eXWxwzZszAiBEj9FrGw8MD+/fvL5N4ipKeno6xY8fiww8/REJCAkaPHl1kmRxJkoTY2FgAgJubGxITE/Hee+8ZNyiiYvAJxURlzNraGi4uLsYOQ29OTk7GDsHkxMXFITc3Fz179kTNmjUB5P/A7NNlcqdUKuHi4gJbW1tjh0JUJLbcEBlZQcvJzp078cILL8DW1hbdunVDYmKiTsufOnUKXbp0gaOjI1QqFQIDA3H69GmteVJTU/Hmm2/C2dkZlpaWaNq0KbZt24b9+/cjNDQUaWlpmtsMM2bMAFD4tlRcXBz69u0LW1tb2NvbY9CgQbh9+7ZmesGtmLVr18LDwwMqlQqDBw/GgwcPNPP8+uuv8PLygpWVFapXr46goCBkZGSU/sN7Qk5ODsaOHYuaNWvC0tIS7u7uCA8P15rnzp076N+/P6ytrdGgQQNs3bpVM62oFqzNmzdrWtnWrFkDLy8vAEC9evUgSVKRZQWtG09buXIlXnjhBVhaWqJx48ZYunSpQeqVmpqKkSNHwsnJCfb29ujUqRPOnTuntY4tW7agVatWsLS0RL169TBz5kw8fvxYM/3KlSto3749LC0t0aRJE+zevVun2IhMFZMbIhOQmZmJL774AmvXrsXBgwcRFxeHyZMn67TsgwcPMHz4cBw+fBjHjx9HgwYN0KNHD01SoVar0b17dxw5cgQ//vgjLl68iLlz50KpVKJNmzZYuHAh7O3tkZiYiMTExCK3q1ar0bdvX9y7dw8HDhzA7t27cf36dYSEhGjNd+3aNWzevBnbtm3Dtm3bcODAAcydOxcAkJiYiCFDhuD111/HpUuXsH//fgwYMACGeo7of//7X2zduhUbNmxAdHQ01q1bBw8PD615Zs6ciUGDBuF///sfevTogaFDh+LevXs6rT8kJAR79uwBAJw8eRKJiYkYOHBgoTI3N7dCy65btw7Tp0/H7NmzcenSJcyZMweffPIJvv/+++eu18CBA5GcnIzt27cjKioKrVq1QufOnTX1OnToEIYNG4bx48fj4sWL+Oabb7BmzRrMnj0bQP6+HTBgAMzNzXHixAksX74cH374oU6fCZHJEkRUZgIDA8X48eNLnGf16tUCgLh69aqmbMmSJcLZ2blU28zLyxN2dnbi999/F0IIsXPnTqFQKER0dHSx21epVIXK3d3dxVdffSWEEGLXrl1CqVSKuLg4zfS///5bABAnT54UQggRFhYmrK2tRXp6umae999/X/j5+QkhhIiKihIARGxsbKnq9Szvvvuu6NSpk1Cr1UVOByA+/vhjzfuHDx8KAGL79u1CiKI/h02bNokn/0yeOXNGABAxMTElloWFhYnmzZtr3nt6eoqffvpJa92fffaZ8Pf3f656HTp0SNjb24tHjx5plXt6eopvvvlGCCFE586dxZw5c7Smr127VtSsWVMIkX98mJmZiYSEBM307du3CwBi06ZNJcb2dD2JTAVbbohMgLW1NTw9PTXva9asieTkZJ2WvX37NkaNGoUGDRpApVLB3t4eDx8+RFxcHADg7NmzqF27Nho2bFjq+C5dugQ3NzetVokmTZrAwcEBly5d0pR5eHjAzs6uyHo0b94cnTt3hpeXFwYOHIgVK1bg/v37pY7paSNGjMDZs2fRqFEjjBs3Drt27So0T7NmzTT/t7Gxgb29vc6fc2llZGTg2rVreOONN2Bra6t5zZo1C9euXXvm8iXV69y5c3j48CGqV6+ute6YmBjNus+dO4dPP/1Ua3pBJ/fMzEzNvnV1ddWs19/f3/AfBFE5YodiIhNQpUoVrfeSJOl8u2b48OG4e/cuvv76a7i7u8PCwgL+/v7IyckBAFhZWRk83uIUVQ+1Wg0gvxPq7t27cfToUezatQuLFi3CtGnTcOLECdStW/e5t92qVSvExMRg+/bt2LNnDwYNGoSgoCD8+uuvOsWnUCgKfea5ubnPHdfDhw8BACtWrICfn5/WNKVS+czlS6rXw4cPUbNmzSJHjBX0H3r48CFmzpyJAQMGFJrH0tJS/woRVQBMbogquCNHjmDp0qXo0aMHACA+Ph537tzRTG/WrBlu3ryJf/75p8jWG3Nzc+Tl5ZW4jRdeeAHx8fGIj4/XtN5cvHgRqampaNKkic6xSpKEtm3bom3btpg+fTrc3d2xadMmTJo0Sed1lMTe3h4hISEICQnBK6+8gm7duuHevXuoVq3aM5d1cnLCgwcPkJGRARsbGwAwyLOJnJ2d4erqiuvXr2Po0KGlWkdx9WrVqhWSkpJgZmZWqH9RgVatWiE6Ohr169cvcnrBvk1MTNSM9jp+/Hip4iQyFUxuiCq4Bg0aYO3atfDx8UF6ejref/99rdaawMBAtG/fHi+//DIWLFiA+vXr4/Lly5AkCd26dYOHhwcePnyIyMhING/eHNbW1rC2ttbaRlBQELy8vDB06FAsXLgQjx8/xjvvvIPAwED4+PjoFOeJEycQGRmJrl27okaNGjhx4gRSUlLwwgsvGORzWLBgAWrWrImWLVtCoVDgl19+gYuLS5HP8CmKn58frK2t8dFHH2HcuHE4ceIE1qxZY5DYZs6ciXHjxkGlUqFbt27Izs7GX3/9hfv37z8zsSupXkFBQfD390e/fv0wb948NGzYELdu3cIff/yB/v37w8fHB9OnT0evXr1Qp04dvPLKK1AoFDh37hwuXLiAWbNmISgoCA0bNsTw4cMxf/58pKenY9q0aQapN5GxsM8NUQX33Xff4f79+2jVqhVee+01jBs3DjVq1NCa57fffoOvry+GDBmCJk2a4IMPPtC01rRp0wZvvfUWQkJC4OTkhHnz5hXahiRJ2LJlC6pWrYr27dsjKCgI9erVQ0REhM5x2tvb4+DBg+jRowcaNmyIjz/+GF9++SW6d+9e5Pxr1qzR62GHdnZ2mDdvHnx8fODr64vY2Fj8+eefUCh0+zNXrVo1/Pjjj/jzzz/h5eWFn3/+WTMs/nmNHDkSK1euxOrVq+Hl5YXAwECsWbNGp9txJdVLkiT8+eefaN++PUJDQ9GwYUMMHjwYN27cgLOzMwAgODgY27Ztw65du+Dr64uXXnoJX331Fdzd3QHk347btGkTsrKy0Lp1a4wcOVIzkoqoopKErjf2iUhvHTp0QIsWLWT1MwblJSwsDAcOHCjXJxCTfmbMmIHNmzdXuJ8WIfljyw1RGVu6dClsbW1x/vx5Y4dSoWzfvr3IViQyvri4ONja2mLOnDnGDoWoSGy5AZCXl2eQURGmqEqVKjqNyKCykZCQgKysLABAnTp1YG5urvc6SnrE/fbt2xEQEFDq+Mj45syZU2ySEBAQgO3bt5dzRM/2+PFjzZOYLSwsinxwIZExVerkRgiBpKQkpKamGjuUMuXg4AAXFxeT+rFG0t3Vq1eLnVarVq1yHepNhnfv3r1in5JsZWWFWrVqlXNERBVfpU5uEhMTkZqaiho1asDa2lp2F38hBDIzM5GcnAwHB4dK86N+RERUuVXaoeB5eXmaxKZ69erGDqfMFHyrT05ORo0aNXiLioiIZK/Sdigu6GPz9PM85KigjnLtV0RERPSkSpvcFJDbraiiVIY6EhERFaj0yY0hbTmbYOwQiIiIKj0mNwb0+7lbxg6BiIio0mNyUwGFh4fD19cXdnZ2qFGjBvr164fo6Ghjh0VERGQSmNxUQAcOHMCYMWNw/Phx7N69G7m5uejatSsyMjKMHRoREZHRVdqh4IaWmJaFexk5SEzLQk1V2T5UbceOHVrv16xZgxo1aiAqKgrt27cv020TERGZOrbcGEDEqTi0nbsXp+NS0XbuXkSciivX7aelpQHI/1VjIiKiyo7JzXNKTMvC1I3nof7/5zyrBfDRxgtITMsql+2r1WpMmDABbdu2RdOmTctlm0RERKaMt6WeU8ydDE1iUyBPCMTeySzz21MAMGbMGFy4cAGHDx8u820RERFVBExunlNdRxsoJGglOEpJgodj2T/5eOzYsdi2bRsOHjyI2rVrl/n2iIiIKgLelnpONVVWCB/gBeX/PwVYKUmYM6BpmbbaCCEwduxYbNq0CXv37kXdunXLbFtEREQVDVtuDCDEtw7aN3TCmHWnsWRoqzK/HTVmzBj89NNP2LJlC+zs7JCUlAQAUKlUmh/KJCIiqqzYcmMgNVVWqGZjXi79bJYtW4a0tDR06NABNWvW1LwiIiLKfNtERESmji03FZAQ4tkzERERVVJsuSEiIiJZYXJjQL2buxo7BCIiokqPyY0B9W1Ry9ghEBERVXpMboiIiEhWmNwQERGRrDC5ISIiIllhckNERESywuSGiIiIZIXJjSGd/9XYERAREVV6TG4MickNERGR0TG5qYBmzJgBSZK0Xo0bNzZ2WERERCaBvy1VQb344ovYs2eP5r2ZGXclERERwOTGcNISgMy7+f+qyv5JxWZmZnBxcSnz7RAREVU0vC1lCKd/ABY2BW6ezP/39A9lvskrV67A1dUV9erVw9ChQxEXF1fm2yQiIqoImNw8r7QE4PfxgFDnvxdq4PcJ+eVlxM/PD2vWrMGOHTuwbNkyxMTEICAgAA8ePCizbRIREVUUvC31vO5d+zexKSDygHvXy+z2VPfu3TX/b9asGfz8/ODu7o4NGzbgjTfeKJNtEhERVRRsuXle1TwB6amPUVIC1eqVWwgODg5o2LAhrl69Wm7bJCIiMlVMbp6XqhbQ++v8hAbI/7f3wnLpVFzg4cOHuHbtGmrWrFlu2yQiIjJVTG4ModUwYMJ5oHbr/H9bDSvTzU2ePBkHDhxAbGwsjh49iv79+0OpVGLIkCFlul0iIqKKgH1uDEVVC7CuXi4tNjdv3sSQIUNw9+5dODk5oV27djh+/DicnJzKfNtERESmjslNBbR+/Xpjh0BERGSyeFuKiIiIZIXJjSF5vWLsCIiIiCo9JjeGxOSGiIjI6JjcEBERkaxU+uRGCGHsEMpcZagjERFRgUqb3FSpUgUAkJmZaeRIyl5BHQvqTEREJGeVdii4UqmEg4MDkpOTAQDW1taQJMnIURmWEAKZmZlITk6Gg4MDlEqlsUMiIiIqc5KoxPcshBBISkpCamqqsUMpUw4ODnBxcZFd8kZERFSUSp3cFMjLy0Nubq6xwygTVapUYYsNERFVKkxuiIiISFYqbYdiIiIikicmN0RERCQrTG6IiIhIVpjcEBERkawwuSEiIiJZYXJDREREssLkhoiIiGTl/wDQXWAtzGbSiwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(x=['n_actions','shuffle_seed'],l='n_actions', p= None,err='se')" ] }, { "cell_type": "markdown", "id": "1b0fa086-289e-4606-8f55-2d1e327ca564", "metadata": {}, "source": [ "### 4. Overlaying Result Plots" ] }, { "cell_type": "markdown", "id": "596ecdfa-79c7-4405-ab64-75a20e97cb43", "metadata": {}, "source": [ "It is possible to overlay multiple plots generated by the same result or separate results. Here we make a quick result." ] }, { "cell_type": "code", "execution_count": 38, "id": "819039bd-0b97-4e11-82e8-3f8983f38004", "metadata": {}, "outputs": [], "source": [ "import coba as cb\n", "env0 = cb.Environments.from_linear_synthetic(100,n_actions=5,seed=1).binary().shuffle(n=16)\n", "lrn0 = cb.RandomLearner()\n", "result = cb.Experiment(env0,lrn0).run(quiet=True)" ] }, { "cell_type": "markdown", "id": "03e6f041-a25a-4896-a582-8a60295958ea", "metadata": {}, "source": [ "To overlay plots we tell coba to not output the plot by passing in `plot_learners(out=None)`.\n", "\n", "Once we've done that we can call result again to generate a second plot that we overlay.\n", "\n", "Below we overlay the standard error on top of the standard deviation around the mean." ] }, { "cell_type": "code", "execution_count": 40, "id": "a2ed8fde-37f8-47c2-b2fc-d21d4291eb41", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(l='learner_id',p= None, colors=\"green\", labels='' , err='sd', out=None)\n", "result.plot_learners(l='learner_id',p= None, colors=\"red\" , labels='Mean', err='se', out=None)" ] }, { "cell_type": "markdown", "id": "a7e435bd-95b1-4211-9542-3720420b168f", "metadata": {}, "source": [ "And here we overlay a learner's overall mean performance on top of the underlying evaluations." ] }, { "cell_type": "code", "execution_count": 42, "id": "f9e899b0-9e4c-4f25-990f-eb9fdf5dfc58", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(l='shuffle_seed',p= None, colors=\"#ADD8E6\", labels='' , alpha=.3, out=None)\n", "result.plot_learners(l='learner_id' ,p= None, colors=\"#00008B\", labels='Mean' )" ] }, { "cell_type": "markdown", "id": "6812803f-b5ab-49f3-9e5e-4e4c19f4d884", "metadata": {}, "source": [ "### 5. Plotting Direct Comparisons\n", "To know the best performer between two learners we can use `plot_contrast`. This will plot the difference of learners on environments." ] }, { "cell_type": "code", "execution_count": 43, "id": "a37e5094-4f95-429c-aeec-75b65821029a", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import coba as cb\n", "\n", "env0 = cb.Environments.from_linear_synthetic(200,n_actions=2,seed=1).binary().shuffle(n=5)\n", "env1 = cb.Environments.from_linear_synthetic(200,n_actions=2,seed=2).binary().shuffle(n=5)\n", "env2 = cb.Environments.from_linear_synthetic(200,n_actions=2,seed=3).binary().shuffle(n=5)\n", "\n", "lrn0 = cb.RandomLearner()\n", "lrn1 = cb.VowpalEpsilonLearner()\n", "\n", "result = cb.Experiment(env0+env1+env2,[lrn0,lrn1]).run(quiet=True)" ] }, { "cell_type": "markdown", "id": "a214d55a-fc15-4018-9556-f0bbe43a5470", "metadata": {}, "source": [ "Below we show the same results in two different ways. The first we show the average reward for each learner on each environment seed." ] }, { "cell_type": "code", "execution_count": 44, "id": "97fc7beb-6012-4531-9488-d7b77644b6e7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(x='seed',err='se',out=None)\n", "plt.xticks([1,2,3],[1,2,3])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e7d4abb3-d299-4525-9e6c-df5b6210f290", "metadata": {}, "source": [ "For the second we show the average difference in performance. Notice that the point estimates below are the same as the distance between the blue and orange point estimates above. This plot is similar to a collection of paired hypothesis tests. When the confidence intervals around the point estimate don't contain 0 we can say that one learner outperformed the other with statistical significance. In this case The VowpalEpsilonLearner outperforms random selection on all datasets." ] }, { "cell_type": "code", "execution_count": 45, "id": "f414d518-c196-412e-b8e4-00e7368245cb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learner_id1 = 0\n", "learner_id2 = 1\n", "result.plot_contrast(learner_id1,learner_id2,l='learner_id',x='seed',xorder='+',err='se',out=None)\n", "plt.xticks([1,2,3],[1,2,3])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "30908735-77cb-4d60-99b8-0cde5e80f4df", "metadata": {}, "source": [ "We can also contrast by custom variables. Here we contrast a learner's performance with respect to pre-conditioning." ] }, { "cell_type": "code", "execution_count": 1, "id": "5bb93524-66ce-4751-ae6a-7b0704530ef5", "metadata": {}, "outputs": [], "source": [ "import coba as cb\n", "\n", "env0 = cb.Environments.from_openml(180).reservoir(4000,seeds=range(10))\n", "env1 = env0.scale('min' ,'minmax') \n", "env2 = env0.scale('mean' ,'std' )\n", "env3 = env0.scale('median','iqr' )\n", "\n", "envs = env0 #no scaling\n", "envs += env1 #scales features to [0,1] (aka, sklearn MinMaxScaler)\n", "envs += env2 #scales features to approximately [-std,std] (aka, sklearn StandardScaler)\n", "envs += env3 #scales features to approximately [-iqr,iqr] (aka, sklearn RobustScaler)\n", "\n", "lrn = cb.VowpalEpsilonLearner()\n", "\n", "result = cb.Experiment(envs,lrn).run(processes=8,quiet=True)" ] }, { "cell_type": "markdown", "id": "89c7d5b1-106f-45c6-9458-f1ca0ac23804", "metadata": {}, "source": [ "To determine the variable we want to contrast on we set `l`. We then the specific `l` values to contrast in `l1` and `l2`.\n", "\n", "We set `p` below so that plot_contrast knows we want to diff `reward(l1,openml_data,reservoir_seed) - reward(l2,openml_data,reservoir_seed)`.\n", "\n", "The conclusion we can draw from below is that the standard scaling and robust scaling give a small performance boost over no scaling." ] }, { "cell_type": "code", "execution_count": 2, "id": "9a0fa232-284f-47ad-83e3-714497260a4f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_contrast(l1=None,l2=['minmax','std','iqr'],l='scale',x='scale',p=['openml_data','reservoir_seed'],mode='diff',err='bs')" ] }, { "cell_type": "markdown", "id": "3bb92831-56ec-4324-940c-afbca904e64c", "metadata": {}, "source": [ "And here is the plot of the absolute values (i.e., rewards before differencing)." ] }, { "cell_type": "code", "execution_count": 3, "id": "7c51781d-c274-468f-b51d-fd80ac07aeb1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(x='scale',p=None,err='bs',legend=False)" ] }, { "cell_type": "markdown", "id": "d5a0b212-87de-4c46-ae76-73a783576bc4", "metadata": {}, "source": [ "Alternatively, we could also plot the probability that l2 > l1 using a binomial confidence interval." ] }, { "cell_type": "code", "execution_count": 4, "id": "4a9843c2-c68c-48c9-ba32-9ae3d2e0d1d1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_contrast(l1=None,l2=['minmax','std','iqr'],l='scale',x='scale',p=['openml_data','reservoir_seed'],mode='prob',err='bi')" ] }, { "cell_type": "markdown", "id": "75863e70-29c1-41d7-bc4b-ceaef2188ded", "metadata": {}, "source": [ "### 6. Adjusting the Moving Average\n", "We can adjust the number of preceeding interactions to use when averaging `y` via the `span` parameter. By default coba plots the total average." ] }, { "cell_type": "code", "execution_count": 5, "id": "a803d49a-73c8-4fba-b6df-c5e040a1b2d4", "metadata": {}, "outputs": [], "source": [ "import coba as cb\n", "env0 = cb.Environments.from_linear_synthetic(100,n_actions=5,seed=1).binary().shuffle(n=16)\n", "lrn0 = cb.RandomLearner()\n", "result = cb.Experiment(env0,lrn0).run(quiet=True)" ] }, { "cell_type": "markdown", "id": "3b76973a-e1bf-430a-b73e-48e6f63fd58f", "metadata": {}, "source": [ "This overlays different window sizes for calculating the moving average." ] }, { "cell_type": "code", "execution_count": 6, "id": "4bfe02a2-e7d9-4ec8-86d1-a13470cf1645", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(span=3 ,out=None,labels='prev 3' ,colors=1)\n", "result.plot_learners(span=9 ,out=None,labels='prev 9' ,colors=3)\n", "result.plot_learners(span=27 ,out=None,labels='prev 27' ,colors=4)\n", "result.plot_learners(span=None,out=None,labels='all time' ,colors=0, title='')" ] }, { "cell_type": "markdown", "id": "675ca70e-fd76-4aa1-8e30-f627ab3bc793", "metadata": {}, "source": [ "### 7. Determining Confidence Intervals" ] }, { "cell_type": "markdown", "id": "d4bfac80-697b-49ef-82e1-e82b065a912d", "metadata": {}, "source": [ "To calculate confidence intervals in Result plots we require multiple observations per point. \n", "\n", "For example, in the code below no confidence intervals can be calculated because there is only one environment per learner." ] }, { "cell_type": "code", "execution_count": 7, "id": "f3159f84-debc-4c3a-bf24-3e5c44c7cf6c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import coba as cb\n", "env0 = cb.Environments.from_linear_synthetic(100,n_actions=5,seed=1).binary()\n", "lrns = [cb.RandomLearner(seed=1),cb.RandomLearner(seed=2)]\n", "cb.Experiment(env0,lrns).run(quiet=True).plot_learners(err='se')" ] }, { "cell_type": "markdown", "id": "c4663c10-da6b-454b-be7b-6be4df527cde", "metadata": {}, "source": [ "To generate multiple environments we can simply shuffle the given environment" ] }, { "cell_type": "code", "execution_count": 8, "id": "87baf5e4-08db-48d4-9279-5bc6432411e8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import coba as cb\n", "env0 = cb.Environments.from_linear_synthetic(100,n_actions=5,seed=1).binary().shuffle(n=10)\n", "lrns = [cb.RandomLearner(seed=1),cb.RandomLearner(seed=2)]\n", "cb.Experiment(env0,lrns).run(quiet=True).plot_learners(err='bs')" ] }, { "cell_type": "markdown", "id": "ec4ee633-3e27-4b16-9e0f-1f68c7ecc478", "metadata": {}, "source": [ "Coba supports four types of confidence intervals natively\n", "1. Std Deviation (`err='std'`)\n", "2. Std Error (`err='se'`)\n", "3. Bootstrap (`err='bs'`)\n", "4. Binomial (`err='bi'`)\n", "\n", "Some of these can be customized by instantiating its esimator directly as shown below where we increase the confidence level from the default of .95 to .99" ] }, { "cell_type": "code", "execution_count": 9, "id": "36d8964f-d2c6-4463-8a45-0601aadd0dab", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import coba as cb\n", "\n", "env0 = cb.Environments.from_linear_synthetic(100,n_actions=5,seed=1).binary().shuffle(n=10)\n", "lrns = [cb.RandomLearner(seed=1),cb.RandomLearner(seed=2)]\n", "\n", "cb.Experiment(env0,lrns).run(quiet=True).plot_learners(err=cb.BootstrapCI(.99,cb.mean))" ] }, { "cell_type": "markdown", "id": "92f9b265-6a58-407d-a43b-87f7721c828f", "metadata": {}, "source": [ "### 8. Applying Where Filters to Results\n", "\n", "Sometimes we want to downselect an experiment Result. We can use the `where` method for this. First we create a result." ] }, { "cell_type": "code", "execution_count": 10, "id": "5ba34081-0d82-46b2-9888-b762ada86e7c", "metadata": {}, "outputs": [], "source": [ "import coba as cb\n", "env0 = cb.Environments.from_linear_synthetic(100,n_actions=5,seed=[0,1,2,3,4])\n", "lrn0 = cb.RandomLearner()\n", "result = cb.Experiment(env0,lrn0).run(quiet=True)" ] }, { "cell_type": "markdown", "id": "1d2c28d8-8bf1-4e6c-8edf-851518b67e6f", "metadata": {}, "source": [ "We can downselect to the first three environments in three different ways.\n", "\n", "Notice that there are only three environments after the `where` is executed." ] }, { "cell_type": "code", "execution_count": 11, "id": "24a18548-73fe-41cb-bc3b-ddd22aebfc31", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'Learners': 1, 'Environments': 5, 'Interactions': 500}\n", "{'Learners': 1, 'Environments': 3, 'Interactions': 300}\n", "{'Learners': 1, 'Environments': 3, 'Interactions': 300}\n", "{'Learners': 1, 'Environments': 3, 'Interactions': 300}\n", "{'Learners': 1, 'Environments': 3, 'Interactions': 300}\n" ] } ], "source": [ "print(result )\n", "print(result.where(environment_id=[0,1,2] ))\n", "print(result.where(environment_id={'in':[0,1,2]} ))\n", "print(result.where(environment_id={'<=':2} ))\n", "print(result.where(environment_id={'match':'[012]'}))" ] }, { "cell_type": "markdown", "id": "476bebc0-fece-46b8-b667-60ec426f09f2", "metadata": {}, "source": [ "We can select on any variable in `environments`, `learners`, `evaluators`, and `interactions`. Below we select using `seed`." ] }, { "cell_type": "code", "execution_count": 12, "id": "1e13f6ab-ee8b-4a66-8e14-bd737dd4dc43", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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environment_idenv_typen_actionsn_coeffreward_featuresseed
00LinearSynthetic55[a, xa]0
11LinearSynthetic55[a, xa]1
22LinearSynthetic55[a, xa]2
33LinearSynthetic55[a, xa]3
44LinearSynthetic55[a, xa]4
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" ], "text/plain": [ " environment_id env_type n_actions n_coeff reward_features seed\n", "0 0 LinearSynthetic 5 5 [a, xa] 0\n", "1 1 LinearSynthetic 5 5 [a, xa] 1\n", "2 2 LinearSynthetic 5 5 [a, xa] 2\n", "3 3 LinearSynthetic 5 5 [a, xa] 3\n", "4 4 LinearSynthetic 5 5 [a, xa] 4" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.environments.to_pandas()" ] }, { "cell_type": "code", "execution_count": 13, "id": "49868c5b-7b5a-45d8-b805-b5e9e609c0d7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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environment_idenv_typen_actionsn_coeffreward_featuresseed
01LinearSynthetic55[a, xa]1
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" ], "text/plain": [ " environment_id env_type n_actions n_coeff reward_features seed\n", "0 1 LinearSynthetic 5 5 [a, xa] 1" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.where(seed=1).environments.to_pandas()" ] }, { "cell_type": "markdown", "id": "f7dd71d2-7416-477f-a396-4c184bcdd461", "metadata": {}, "source": [ "### 9. Post Hoc Hyperparameter Tuning\n", "The result plots also supports post-hoc hyperparameter tuning. It is post-hoc in the sense that all hyperparameters must be fully evaluated in the initial experiment. The tuning only happens via selection after the fact. This gives one an idea of how well a learner could have performed had appropriate tuning been applied up-front." ] }, { "cell_type": "code", "execution_count": 14, "id": "91758f88-a7bd-4045-bafc-9bbef8ffcc5f", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import coba as cb\n", "\n", "env0 = cb.Environments.from_linear_synthetic(1000,n_actions=3,seed=1).binary().shuffle(n=5)\n", "env1 = cb.Environments.from_mlp_synthetic(1000,n_actions=3,seed=2).binary().shuffle(n=5)\n", "\n", "lrn1 = cb.VowpalEpsilonLearner(epsilon=0.01,features=['a','ax'])\n", "lrn2 = cb.VowpalEpsilonLearner(epsilon=0.05,features=['a','ax','axx'])\n", "\n", "result = cb.Experiment(env0+env1,[lrn1,lrn2]).run(quiet=True)" ] }, { "cell_type": "markdown", "id": "23b7691d-7ab6-4444-90fe-1cce1a3e37ea", "metadata": {}, "source": [ "We see that the linear VW learner does very well on the linear environment while the non-linear VW learner does better on the non-linear environment" ] }, { "cell_type": "code", "execution_count": 15, "id": "58c67416-7927-4d79-8554-2b2037a064bd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(x='env_type')" ] }, { "cell_type": "markdown", "id": "14a911d2-9d53-4174-bfa0-2a1bb007386a", "metadata": {}, "source": [ "Using `where_best` filter we can post-hoc keep only the best learner in each family for each environment type" ] }, { "cell_type": "code", "execution_count": 16, "id": "4f9523d8-5a2e-4525-a1af-026cdb12abc2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.where_best(l='family',p='env_type',n=500).plot_learners(x='env_type',p=None)" ] }, { "cell_type": "markdown", "id": "1eede307-b584-4598-b201-29b10db90cfb", "metadata": {}, "source": [ "We can overlay the average performance of best VW per environment over both underlying VW learners.\n", "\n", "The green line is the average performance had we used the linear VW learner on the linear environment and the non-linear VW learner on the non-linear environment." ] }, { "cell_type": "code", "execution_count": 17, "id": "a9650b88-6f71-4df0-8f55-e034da541b5d", "metadata": {}, "outputs": [ { "data": { "image/png": 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jRo0u+gzKqXP6b12K8gStsrlNLqUjblxcHP369avwOrsfD0BkZGSFY318fGz6Y7Vt25ZmzZpZf47AkiT7+/tXqZPruc8ZLM+6adOmFbaf+7t4vjjLE8iz4wQIDw+vMKrIy8urQpNiebJafnx6ejo5OTl88MEHFX4+R40aBZz5+bzUmCozceJE3N3d6dSpE3FxcYwZM+a8TU/lP08yWkrUdw2+z02nTp0q9Ek4l16vR6utuzzw3A8ds9mMRqPh999/r3QESXnbO8Ds2bMZOXIkP/30E3/88Qdjx45lxowZrFu3jvDwcFxcXPjnn39YsWIFv/76K0uWLGHRokVce+21/PHHH+cdoRIaGkqPHj345ptveO6551i3bh1JSUn897//tYkTYNasWbRr167S85wd6/mUf5gCDBgwAJ1OZ53Xpfx7ZTabue6663j22WcrPUeTJk2sX3fv3p3ly5dTXFzM5s2bmTJlCq1atcLb25tVq1axZ88e3N3dbYY2P/HEE8yfP58nn3ySLl264OXlhUajYciQIZUmgjU9YsfX1xeNRlOlD7fzCQkJASzz4pzr1KlThIaGVvvclTnfz865CdrgwYOZPn06GRkZeHh48PPPPzN06FCb/jvnUxPPuapxnq/cxY4v//m49957K/QtKlfe1+tSY6pM8+bN2bdvH7/88gtLlizhu+++491332XKlClMmzbNpmx2djaurq4ywkzUew0+uamuqKgo/vzzT/Lz821qb/bu3WvdX/6v2WzmyJEjNv+LP3d0xoXExsailCImJsbmQ/t8WrduTevWrfnPf/7D2rVr6datG/PmzeOVV14BQKvV0rdvX/r27cucOXN49dVXef7551mxYoU1qajM4MGDeeyxx9i3bx+LFi3C1dWVW265xSZOAE9Pzwue51I9//zzfPjhh/znP/+xNvPFxsZSUFBQpev06NGD+fPns3DhQkwmE127dkWr1dK9e3drctO1a1ebD5hvv/2WESNGMHv2bOu2kpIScnJyqhRz+ff/wIEDNjUSRqORI0eO0LZt2wse7+DgQGxsrHXUXnW0atUKBwcHNm3aZDOc3GAwsG3btgpDzOvK4MGDmTZtGt999x1BQUHk5eXZNP9cqqioKPbt21dh+7m/i3UlICAADw8PTCZTjf4eXKi2xc3NjcGDBzN48GAMBgN33HEH06dPZ/LkyTbTOhw5csRaoyVEfdbgm6Wqq3ySubfffttm+xtvvIFGo+HGG28EsDZxnTs/y1tvvVXla91xxx3odDqmTZtW4X9ySikyMzMBy9DfsrIym/2tW7dGq9VamyaysrIqnL+8luViU7Pfeeed6HQ6vv76axYvXsyAAQNs5nOJj48nNjaW119/vdIZcNPT0y9+s5Xw9vbm4YcfZunSpWzbtg2wjOBKTExk6dKlFcrn5OTYPIfy5qb//ve/tGnTxtqM0KNHD5YvX86mTZtsmqTA8j/pc5/1W2+9VaF57HwSEhIICAhg3rx5GAwG6/YFCxZUOUHq0qULmzZtqlLZynh5edGvXz+++OIL8vPzrds///xzCgoKLjg/Tm1q3rw5rVu3ZtGiRSxatIiQkBB69uxZ7fPddNNNbNiwwWYyw8LCQj744AOio6Mr9A2qbTqdjjvvvJPvvvuOnTt3Vthf3d8DNze3SptEy3//yzk5OdGiRQuUUhiNRpt9W7ZsoWvXrtW6vhBXE6m5qaZbbrmFPn368Pzzz3P06FHatm3LH3/8wU8//cSTTz5prcWIj4/nzjvvZO7cuWRmZlqHgu/fvx+oWtt3bGwsr7zyCpMnT+bo0aPcdttteHh4cOTIEX744QceeughJkyYwF9//cXjjz/OoEGDaNKkCWVlZXz++efWP7ZgmZH5n3/+4eabbyYqKoq0tDTeffddwsPDbTpkViYwMJA+ffowZ84c8vPzK3QA1Wq1fPTRR9x44420bNmSUaNGERYWRnJyMitWrMDT05P//e9/1XncjBs3jrlz5zJz5kwWLlzIM888w88//8yAAQOsw40LCwvZsWMH3377LUePHsXf3x+w9G8KDg5m3759Nh25e/bsycSJEwEqJDcDBgzg888/x8vLixYtWpCYmMiff/5pM0XAhTg6OvLKK6/w8MMPc+211zJ48GCOHDnC/Pnzq9zn5tZbb+Xzzz9n//79FWrsymvhdu3aBVgSltWrVwPwn//8x1pu+vTpdO3alV69evHQQw9x4sQJZs+ezfXXX88NN9xQpTi2bNnCF198UWF7bGwsXbp0qdI5zjV48GCmTJmCs7Mzo0ePvqxm30mTJvH1119z4403MnbsWHx9ffn00085cuQI3333XZ02KZebOXMmK1asoHPnzjz44IO0aNGCrKwstmzZwp9//lnpfzIuJj4+nkWLFjF+/Hg6duyIu7s7t9xyC9dffz3BwcF069aNoKAg9uzZw9tvv83NN99sU6u8efNmsrKyrAMAhKjX6nx81hWifKjpxo0bL1huxIgRys3NrdJ9+fn56qmnnlKhoaHK0dFRxcXFqVmzZtkMg1ZKqcLCQjVmzBjl6+ur3N3d1W233ab27dunADVz5kxrufKh4Ocbpv3dd9+p7t27Kzc3N+Xm5qaaNWumxowZo/bt26eUUurw4cPq/vvvV7GxscrZ2Vn5+vqqPn36qD///NN6juXLl6tbb71VhYaGKicnJxUaGqqGDh1qM6S6sqHg5T788EMFKA8PD1VcXFxpnFu3blV33HGH8vPzU3q9XkVFRam7775bLV++vPKHfM51Z82aVen+kSNHKp1OZx1mn5+fryZPnqwaN26snJyclL+/v+ratat6/fXXlcFgsDl20KBBClCLFi2ybjMYDMrV1VU5OTlVuJfs7Gw1atQo5e/vr9zd3VX//v3V3r17VVRUlBoxYoS13MV+jt59910VExOj9Hq9SkhIUP/884/q1avXRYeCK2UZIu3v769efvnlCvu4wBDtc61atUp17dpVOTs7q4CAADVmzBiVl5d30etfbCj42c8hKipK3XzzzRXOcb57PXDggPU8q1evrrD/fEPBK7uGUkodOnRI3XXXXcrb21s5OzurTp06qV9++cWmTPmw63OnSqjs571Xr16VDq8+XwyAGjNmjM221NRUNWbMGBUREaEcHR1VcHCw6tu3r/rggw+qFVNBQYG65557lLe3twKsw8Lff/991bNnT+vvW2xsrHrmmWdUbm6uzTknTpyoIiMjK/x9EqI+0ih1GcMxRLVt27aN9u3b88UXX1hnPBbiXC+//DLz58/nwIEDF12OQIjzKS0tJTo6mkmTJjFu3Dh7hyNErZM+N3WgsvlE5s6di1arvay+BqL+e+qppygoKGDhwoX2DkVcxebPn4+jo2OFObSEqK+k5qYOTJs2jc2bN9OnTx8cHBz4/fff+f3333nooYesa+MIIYQQomZIclMHli1bxrRp09i9ezcFBQVERkYyfPhwnn/++SrN7SGEEEKIqpPkRgghhBD1ivS5EUIIIUS9IsmNEEIIIeqVBtfhw2w2c/LkSTw8PGTxOCGEEOIqoZQiPz+f0NDQi07O2eCSm5MnT1ZY1VcIIYQQV4fjx48THh5+wTINLrkpn478+PHjeHp62jkaIYQQQlRFXl4eERERNsuKnE+DS27Km6I8PT0luRFCCCGuMlXpUiIdioUQQghRr0hyI4QQQoh6RZIbIYQQQtQrktwIIYQQol6R5EYIIYQQ9YokN0IIIYSoVxrcUHAhhBBCVJ9SisziTFwcXDCajeSV5pFfmk++IZ+80jwyizJxd3Lnlqa32C1GSW6EEEKIBsSszBhMBg5kHiA5P5mUghSUUoR4hJBRlEFyXjLJ+cmczD9JTkkOZmXG1dGV7JJssouzSc5PJq8074LX6BHZQ5IbIYQQQlyaQkMhOSU5eDl7kVOSw8n8k5jMJkrKSsgpySG7JJuckhwyizI5WXCS5LxkDmcf5ljuMcrMZTUWh6PWEU+9J556Tzz0Hvg4+5AQmlBj568OSW6EEEKIK4BSioyiDA5lH+JU/ikyijI4lnuMjKIMskuyOZF3gtySXAoMBWQUZVBoLLys6/k4+xDpFUmQexCpBamYlIlAt0BCPUIJ8wgjzCMMHxcflFKUmkrxcfbBx8WHILcgGvs2prisGBcHF/QO+hp6AjVHkhshhBCihpmVmfxSSx+UUlMpKQUpOOmcrLUt2SXZlkQm6xBHc49yLOcYx3KPUVJWUq3r6TQ6QjxCcNA64OzgjI+zD97O3vi4+ODj7EOoRyihHqHEeMfQyKcRLo4u+Ln4VWkpg/O5EpOacpLcCCGEEJeopKyEA5kH2Juxl8PZhzmRd4JjuZYEJSk3iZySnGqfO8wjjHDPcPxd/Yn0iiTQLRAfZx+C3IMIcgvCxdGFANcA/F390TvoMZgMuDm6odPqau4Gr3KS3AghhGiQzMrM4ezDbDm1hZySHExmE6WmUoqNxRhMBhr7NsbV0ZUCQwGlplL2Zuy1vo7kHMGszBe9hoPWAbMyE+QWhIPWAXcnd5salUY+jYjxjiHKO4ooryjCPcMvuUbE2cG5uo+g3pLkRgghRL2VV5rH3oy97Enfw56MPRzKPkR6YTrpRekk5yWTW5pb7XN76b1oHtCcxr6NifCMIMIzghifGKK8ovBz9cNT74lep0eh0GpkWrm6JMmNEEKIq45SigJDAamFqaQWpJJWmMbJ/JMczTlKRrFlOPOu9F2czD95wfPodXpaBbYiwisCrUaLs4MzzjpnSkwlHM4+jFajRYMGV0dXmvs3p5l/M5oHWP4NcguqUp8VDdXv1yKqR5IbIYQQV6SSshKO5x7nSM4Ra83Lnow9JOUmkVqQSnFZcZXOE+weTHP/5jT3b04TvyYEuQcR4BpAoFsgTf2b4qRzquU7qWeUAmMRlOZbXoZCcNBDUSYoM5TkgqMLNO5ntxAluRFCCFEnymtb0ovSSS9MJ60wjfSidDKLMvFx8SGnJIdNJzeRWZzJnvQ9JOcnX/Scro6uBLkFWTvbxnjHEOQehL+rPy0DWtI8oDnezt61f3NXA1MZ5ByDtD1gKIDibDCbIPMAmIzgFQ4leZYkpSgTirMg7yRodKD3sCQxhtMJzcX6G0V2leRGCCHE1c9oMnI4+zCHsg+RWZRJTkkOpaZSTuafZNnhZRzMOnjJQ51dHV2J9Iq01ry0CGhBI59G1mTGzcmtlu7GTopzIHUn5CZD/klLklGQBgWplq89w8HJzfLKP2VJOJTZUpPi4AwaLaCx1JyUlYLOAXKOQ+4JMJVWP678SrZptODkAVqd5VqeIdZEqCywlV0TDEluhBBCnJdSikPZh9iYvJETeScoM5ehd9CTVphGZlEmx3KPUWAowMvZizVJa8g3VPYpaMvFwYUAtwBr05Cviy+ZxZn4OPvQIqAF4Z7hxHjH0DqoNT7OPpc1F4vdKGWpFSnNA2OxJREByEs+nbCkWxKQ4ixLIpN5ALKPWd5fSMqOy4vLwRkCmllqYtwCAAW+jaAoC5QJXP2sL+XsQ5GTH5n5RRQaFTkmPZlGZzIMDqQVazBpHMgrKSO70EBOsYGcIiM5RUayiwwkaHz48vIivbzbtOO1hRBCXCGKjEWkF6ZzIu8E21K2cSTnCDvSdrAxeSPZJdlVPo+D1oEWAS0IdAvE29mb3JJcIjwj6N+4PwmhCfWntsVQZElU8lMsTTfpeyDzIGQchOwjUM3J+ADwjgSfaPAIBTd/SxLiEQxaB0uSVFZqeXmFgc4JtI6WREmZLS9zmSWhAtBowDsKvCPA2Qvl5EFKgZGU3BJOZBezNyWPtKxSTGZFXomRE4eLSc8vJbvIcHqoe/pZgRVV+RayC43Vv/8aIMmNEELUc0opThWcYlfaLvZl7kODhoyiDDKKMsg35LPx5EZ2p+8+7/FOOifaBbfDz8WPALcAysxl+Dj7EOAaQLR3tGU2XkM+3SK60T6k/ZU57LnMYGnaMRRYEhNjoaVJJ/cEZB46nTSUWGpbykosTS7t7gG/xpbkBSDrEGQcgFPbIW3XxfudnM3RFZzcwSfKkqy4+oKxxFJL4hlqqT3xbWRNQqp0SyYzJqVw1GpJLygls8BAsbGMEqMZrauGU7nFKDMkHy4mOTuPEzkp7EzOI7f40hIPF0cdbnodni6O+LvrCXDX4+vmhE6rwcvFET93J7xdnfB2ccTH1QlvV0e8XR0v6Ro1TZIbIYS4ihUZi8goyiC9MJ280jwKjYVsPrmZtSfWsj11OwWGApRSVVqHSKvR4u3szTXh19DUrylN/JrQMbQjrYNaX9kjisoMgLJ0kC3MsCQsJbmQm2RJRtL3WV5VHF1ldeTvC+938gCPIHAPhoAm4N8E/OLArxHoPU/3SXG3lNU5WmpRLoHJrMgsKCUtv5RTuSUczSjkaGYhSVlFHE4v5FRuMWYFTjotBlPVEy0HrYYADz2h3i40CfIg3McFrUaDh7MD4T4u+LnpCfTU46DV4Oyow01/9aUKV1/EQgjRgJiVmc0nN3Mo+xCpBakczj7MweyD1rldjucdr9J5tBot0d7RNPNvhrODM/4u/vi7+qPT6ugQ0oEu4V0IdAu8Mvu3GIvPJCg5SZB3urYl+5ilCaYwHcxVqI3QOlr6mji5WWpS9O7gFgj+jcErwpKAKGWpOck8BNu+sIwwcva09FXxj7MkL0EtICzeUuNSRUWGMkxmRYnRTHaRgcwCA9lFBrIKDWQXGsgqsvybV1JGdpGB5OxiMgpKMauLn9tgMqPTavB1c8LVSYejTovRZMbbxREXJx2Rvq6EebsS4u1MixBPmgR54ORwBdau1SBJboQQ4gqglCIpN4m1x9eSWZxJoaGQ9cnrWXdiHacKTl30eH9Xf/Q6Pa6OrnQK60TXiK50DO2I1+kmjmjv6Cu39qUo60w/kazDlr4rKTssTUU5SZCxv2pNQBotuPhYkg5XvzM1Kn5xlk60/nGXVnvSe2KFTSVGE4fSCzhxvJjcouPkFhvJLbZ0ot2RnEtydjHOjjrMSmE0mcktNqIUlFUlS6mEVgP+7nqCPJ2J8nMl2s+NSF9Xov3diPZ3Jb+kDEetllBvZxx09TthuRSS3AghRA1SSlFqKqW0rBQ3JzfMyoxWoyU5L9m6PSk3icQTiezP3M/h7MN46D34N+Xf83bcdXdyp01QG8I9w4nyiiLaO5piYzERXhH0ju6Nr4svDtor6M+5sRjS90JhpmX4cWkBnNpmaTYyFFiSmfK5VAyFlmHMF+PiC4EtLB1tvcIsnW79m1g61Lr4nKmNcXKtVshKKQoNJjILSskoMJBTZKDQYKLEaOJYZiH7UvLZcyqf5JxLbNo6h0aDpW+KmxO+rk74uDnh5+Zkfe/u7IC73oFoPzeCPPX4uevRac+fkAV6XFY49dYV9NsghBBXD6UUx3KPsSF5A6uOrSI5P5ljucc4kHmgSsOhK+OgdaBdcDsa+TTCUetIM/9mdA7rTI+oHvZZHLG0AE5sgKNrLMmKsRh8YyxNOCW5lpFCBSmWcm7+lqacnKRL79sCgMbSLOQTDT4xENzK8rV7EIS0tfx7mU1mJUYTeSVG0vJKOZZZRFJWEXtT8th7Kp+jmYWUllWt34q73oG4IHe8XBzxdnHEy8URN70DzUM8iQ1wtzQTaTSYlCLQQ49Wo8HFSYdOq8HFUXfBZEXUjCsiuXnnnXeYNWsWKSkptG3blrfeeotOnTpVWrZ37978/XfFTl433XQTv/76a22HKoRooFILUtl4ciNrj69la8pWNp3cREZRRpWPd9Q64uroiqPOkVCPUFoFtqJtUFua+DUhrzSPaO9orgm/pvabjswmS/NNad7pafOd4dS/luQl94SlSShtj2XG2sI0S3PR2Q5V8Tqu/pbhy8Yiy+ig0PbgEWKpYTlrLhX0HpY+LfrTI4S0l9e0UmI0kZRVxL6UfHYk55J/OpnZm1K1WhdnRy3+7no8nR1x0FlGA0X6utIkyINmwR40CfLAy8URrSQoVzS7JzeLFi1i/PjxzJs3j86dOzN37lz69+/Pvn37CAwMrFD++++/x2AwWN9nZmbStm1bBg0aVJdhCyGuQhlFGbg4uODm5Mae9D38fexvSspK2JO+B7Mys+LoCjz1nnQK60SEZwSlplI2ndzEtpRtlfZ7cdQ60jqoNd0juhPjE0O4ZzgtA1ri4+KDTqOjyFiEl7MXZeYyvPReOOpqaXisqcySiGh0luQh67ClBiUp0ZK8ODhbkpe03ZZOuVqHqs9W6xUBUd0gqKVlKDVY+sK4+lmSF/dgy9DpspLTo4UaW0YIuflfdk3L2QpLy0jKKiI1r4S0vFJKykxkFhg4nFFoTWCKDGUcyypCXaB7i0YDegctTYI8iPJzo1mwB81DPIgNcCfAQ4+rk90/FkUN0Ch1oR+D2te5c2c6duzI22+/DYDZbCYiIoInnniCSZMmXfT4uXPnMmXKFE6dOoWb28UnhsrLy8PLy4vc3Fw8PT0vO34hxJWjpKwEnUaHVqMlpSCF3em7WXJwCQezD7IxeaM1QXF3cqfAUHBJ59agoal/U9oHt6dnVE/aB7enXXA79A762riVM8oMkLwJjm+wfDKX5FlqVoqzLLUw2Ucto4W4jD/l5f1XvMLBv6mlGUiZLM1C3pE1dCNnFBtM5JcacdJpcdRpcXLQ4qDVcCK7mC1J2eQVG9mfWkCZ2UxecRkH0wo4mF6AqYqdcj2cHYjxd6NtuDcBHnprM1LrMC+8XCwJ5hU5Kkxc0KV8fts1RTUYDGzevJnJkydbt2m1Wvr160diYmKVzvHxxx8zZMiQ8yY2paWllJae+R9KXl7e5QUthLCbImMRu9J2cTDrIKmFqeSX5nMw+yC703dzIPMAuaW5gKXvStm5zSlnKTAUoNPo6BXdC18XXxr7NMZR50iQWxApBSmUlJWQVZyFVqOlXXA72oe0p3Vgazz0Ndh7s3x4c0EahHWw1K6k7YbkzZaOtoXpkLzFUuZS1wRy9rbUnMT0sjRBGYvALxaCWkFAU0tS5OYPjm6Wc9fwjMGFpWUcyShk96k88oqNrDucRUpeMccyiyg1mi9pTpazuesdCPV2JsTLBTe9Dne9A5G+rrjrHQjxdsHNyYGmwR74uztJ8tLA2TW5ycjIwGQyERQUZLM9KCiIvXv3XvT4DRs2sHPnTj7++OPzlpkxYwbTpk277FiFEHVvW8o2tp7ayobkDWw6tYk96XuqNBldeWLj7uTOLU1uoU1QG9oHt+ea8GtQKE7lnyLCKwL38gnWappSlhqVE5sss9oWpFomlyv/wE3fb5muv6pc/SHyGktC5BlqGTVkKrXM0RLQzJKoeIZapuQ3FoF7xSb989JV7WNAKcWeU/mk5pXg4+ZEdqGB9IJS8kvKKCotI7fYSHJOMdtP5FZ7RJGjTkPLUC/83Z2I8HXF19UJFycdsQHuNA32INTbpVrnFQ3PVd24+PHHH9O6devzdj4GmDx5MuPHj7e+z8vLIyIioi7CE0JcgqM5R/n838/ZcHIDyXnJpBWmkZyfXKGcq6MrsT6xODs409i3Ma0CWxHpFUmUVxTNA5pjVmYKDYV46D3wd/Wv9Frezt6XH7DZBCnb4cg/cHKbJfEoK4GiDMvkcqVVqCV29rasCVS+qKKrH0R0tiQnbgGW+VnC4i21LlWpidA5Wiamu0x5JUZ2Juey//Tw59T8EnadzCM9v+o1SD6ujtbOt23CvWga7Em0nyvuzg646R3w0DtgMiuMJoXBZKbMZMZN74Czo+6y4xfCrsmNv78/Op2O1NRUm+2pqakEBwdf8NjCwkIWLlzISy+9dMFyer0evb6W28SFENWy6eQmXl31KhtPWlacPpej1pF2we24JvwaOod1pk1QG1oGtqx87SKz2ZIAaDRwditL3knLEOWSHMg6Ymn+UWZLZ9ukREutiGeIZb6UpHWWjrPxI6HFrZZkwVBkaS5K2XHmlX/K0vfldDNYpbSOls61ER0to4Rc/Sw1OqjTSUwny4KGSsGprZY4vCNrtBPuxSilSC8oZc+pfDYdzeJwRiGncor590Rupf1bnHRaovxcKSgtw9fNyTKqyMURd70OT2fLukMtwzxpHuyJj9vFR3056DQ46MAFSWhEzbJrcuPk5ER8fDzLly/ntttuAywdipcvX87jjz9+wWMXL15MaWkp9957bx1EKoSoKqUUGUUZ+Lv6U2QsIqs4Cw+9B0eyj3A4+zD7M/ezL3Mf21K28W/qvzbHXhtzLXc0u4No72hLXxjfxgS4BVhG/xz4E7YvhrSXLcOHHV0s6/dk7LckH3ln1fL4RFs6xuafstSuXEhBqmURxHJHV1lev4wHVx/LqKPzzY6r94TILhDV1TKRnIOzZRK58rlaqlKLotFYamdqUU6Rgd2n8tifks+RjEIMJjOH0wvZn5pPdlHlyxaEebvQPMSTJkHuhHg50yLUk2bBnlflOkOi4bH7T+n48eMZMWIECQkJdOrUiblz51JYWMioUaMAuO+++wgLC2PGjBk2x3388cfcdttt+Pn52SNsIcRpZeYydqXtwtvZmx/3/sgHWz5gd/puHLWOGC+y3o8GDfe2uZe7W95N++D2hJlNllqWU9ssE8RlHjy9htCRSwsq+6jldfoq+DUGF2/wDLP0S9HqLCswN+5nqdkxFFi2ewTDsTWw60fLaKTymhm3AAhubXkFtQYHvaVsaIcq91mpSaVlJowmRVaBgbWHMsgpNuKg1VBQWkaEjysuTjq2HMtm9cEMUvNKzpvAgCW3ivJ1pUOUDy1CPPF0ceSaGD8i/ao3068QVwK7JzeDBw8mPT2dKVOmkJKSQrt27ViyZIm1k3FSUhLacyZ12rdvH6tXr+aPP/6wR8hCCGB/5n7eSHyDr3d+bR2ldLZzExsXBxea+TfDU+9Jt4huxPnF0TGwNS1LC+Hoalj1f3B8feUX0zpYakj8GluajYoyLas9u/pCYHPLXCy+jSwLHhZnw8oZlrlWIjpD3HWX1sG29V3Q/1VLjVBpvqXfi0fQxY+rBaVlJjYeySbxcAa5xUaOZBSSkW/gcEYBRtOlDf2O8HWhaZAnUX6uODloaXy6k25sgDsuTtIsJOoXu89zU9dknhshLl1uSS5Gs5FCQyE/7/uZj7Z+xPbUis09bYLa8HCHh7gpqC37c44SayzF11jK5qx9dPaMwqMgzTJ/irnM0tdkx2JLrUk5jdaSTPg2gsBmlin3vcIhLMHSL6YeMprMFJWaOJxRwL6UfI5kFpKaW0JyTjG7TuZRZDCd91gHrYaWp+du8TjdXHQipxhHrYZGAW70bhpIXKA7gR7OeLnW0gSCQtSRq2aeGyHElUMphVmZ0Wkt/4s/kn2E9za9x6qkVWxI3oD5nH4nWo2W6xtdz/gWd9O7zEiBZzjeBalo/v0afnuO6LPK9rvQhd2DIaYHRHeHxtdZFkWsx7IKDWw/kcP2E7lsP5HDmoOZFBvPn8AEeOjp0difIC9nAtz1NA50J9rPDb2jFje9ZZFFIYQt+a0QooFRSrF492JmrJ5BoFsgzg7O7M/cT4GhgJSCFNoEtSG3JJdD2RUXEXLUOtLSpxHDveO4z7sx/odXws9PAuBT2cU8w6F8FFRML0vzkTJZam30p5uNWt112esJXSmUUuQWG8kqNJBbbMSsFKdySzCUmVl9IIMNR7M4kV35HDDero60DvOikb8b/u56Iv1ciQu0LA0gE9IJcWkkuRGinkrOS2bhzoUkHl2BDi1Ozl4k5SWxO333BRd83HJqC2CpmenqEcFAjZ7BBdn46PS4uQWgzTgEGaeAfywHaB3OLK4Y3Bqa3gzxIywjiWpgzpUrmVKK41nFrD6YwR+7U9ialENu8YU7UQM0CnCjTZgXbcK9aR/pTaswLxx19SPBE+JKIMmNEPVEkbGIhdu/5JP1/0daYRoHitLOW9ZFQS90tECHHxpi0OIJFAJmIBQNzZSWwNzsMweVlVomptM6QtMbLPOyBLaAdkMt+/NOWtYnque1DKdyi/ltRwrL96SyP7WAjILKJ7Zz0mkJ8tIT5OGMg05DbIA7N7UOoXW4F57O0v9FiNokyY0QVytjCbtSd5BSmsuHG/6P/x1aSpHJYFOkvdIyBMsHaTaKJmjRADfjQIBWb+m4q/c4PavuUdvze4Se6QsT3Nqy38kDQttZpvs/V0DT2rjLOmM2K/am5OPvbpmcTqvVWCe525aUw9cbkth1Mo+0c2bpddRpaBvuzbXNA+kW60+Unyuezo5otfU7yRPiSibJjRBXmWMHl/Hxsol8kvYvydh28o1SGobp3Lkh/Br8fWNpFtkDTZPrLUsDHPnHMjIp6wi4B0Cnhys2G53calmF2ifKMlLp7FqY0PZ1cHd1p8RoYm9KPkcyCli2O5W1hzLJOWs+GF83J4oMZZQYbZ+xRgMJUT7c1DqEdhHeNA/xlCUDhLjCSHIjxFVAFWXz9/L/sGD///i84Djnzpd7vXLgpeCOdGo6EE3CSMsEc+dqP+ziF6pnCYyhzMxfe9NIyiokJbeUlLxinHRaTAoSD2WQUWA477FZhZZ9Gg3EBbrTOcaPm1qHEBvoRqCHc13dghCiGiS5EeJKohTkp5B9aDm79vxAq7BOvL1tAV9n72e35kxK09c1iNFthtPXuxEBTp5oGvez20RzVwqlLAswOmq1bEnK5ot1x1i+N438krLzHuPp7ECYjyt9mwXSp1kgbcK9OJ5VhFZjme3X09mRAA+9THInxFVGkhsh7Kkoy9IUVJAGabvZtvF93jHm8CVGijXAge8t5TTgjIbbA1oxrud/6NzqbruGbS+GMjP7U/M5lVvCyn1p/Hsih1M5JbjqdeSXlNk0K5UL8NDTOcYXb1dHwn1cKTaY0DtqaR7sSfc4/wqjlBoF1O8RXkI0BJLcCFHXzGY4vs4yO+/WL9ljKmIPZhZh5BtNGZzu5uKOlgLM+GqdmNDufob3mES4d5R9Y69jSin+PZHLkp0p/LM/ncMZBRX6wABkFtq+d9Jpual1MMO7RNEuwgeddO4VokGR5EaImmI63fxRmA6OzuDoahk+XZwNnqGw9QvY+DH/Zh3gO2MOBzHzNyZOas6sgKJFy6Bmt/F4l6foEt6FNcfX0NSvKUHuDaPJyWgys/ZQJluOZXMyp5jEw5kVJr3TO2gJ83GhXbg317cMJsBDT16xkQAPPeE+LhhNCk8XB/QO0pQkREMlyY0Ql6s4G/YtgZWvQk4SCoURDU5nFTGgmIuBjzByQGO21s6Ua+zbmA4hHRjbaSzdIrtZt/eM6lk392BHafkl/LAlmVUHMth1MrfCCtaOOg39mgdxbbNAEqJ9ifBxwUEmvBNCXIAkN0JcCrMZDPmWFad3/WCpjTm6CrPZyAwM/E4ZOzCRp4FGSoMGOIXCCBhPJzQ6jY7eUT3oFN6FXlG9uCb8Grycvex5V3VKKcXRzCK2n8hh9YEMftp2EoPpTFOTn5sTrcO9iAt0p2usP51ifHGT9ZOEEJdA/mIIcTFlBkjZAfkn4Z/XIWU7OLmTXZrLdxhZiJHtWg3pynZUzuGzmpsANGh4otMTTO4xmWD3SoZq1xNKKQ6mFXA0s4itSdn4uesJ9NBTZChjb0o+K/amcTSzyOaY9pHe3No2lCZBHiRE++LkIDUzQojqk+RGiPMxm2Hnd7BiOobsw2Sh+C8GNmAipLSA3zUmijidwJz+p090H17q8xIh7iFsPLmRMnMZTfya4OLgQqxvLK6Orva7n1pkMiu2JmWzZGcKS3alnHdxyHKOOg3hPq60CPHk/u7RxEf51lGkQoiGQJIbISqTtgcWDac4cz/zMPBfjZHUClPnQbhnOPe2vpc7mt9By8CWNslLrG9sXUZc54oMZaw6kMGfu1P5a28amYVnJsTTO2iJ9HUlwEOPWSkOpxcS7e9G6zBLc9ONrULwcpX1lYQQtUOSGyHOtfdX1PeP8D9DJs9pDOzCZN0V4h7CNeHX0CGkA/Eh8VwXex0O2obxa1RkKCM9v5Rtx3NYezCT33aespkgz8PZgb7NArmhVTA9mwTg6tQwnosQ4sojf32EONv2xajvH2AiJczSWGoigt2DmdhtIrc2vZVo72g09XzV67MlZRYxd/l+NhzJ4lRuCSazbT+icB8Xrm8RTL8WgXSM9q0wIZ4QQtiDJDeiYVMK9i+FExshYx95e3/hdgr5S2OprXkk/hGm9p5arzsAm8yK/BIj6w5nsfFoFkaTmbxiI1lFRtYezKDsrITG2VFLtJ8bPZsE0L2xP90b+8vq10KIK44kN6LhyjkOf70M2xcBkIXiNopYdTqx+b8b/o8nOj9hzwhrzbrDmXzwz2EKSso4mF5gXSSyMj2bBDC6ewyNA90J83apwyiFEKJ6JLkRDUt5Tc3eX2DndxQYC3lNY2CrRxC/5R/HjMJL78WSe5dwTfg19o72spzKLeazxGOk5pbg6eJIidFEaZmZjUezKh3N5OKoo3fTAHzcnHDQagj3caFDpA8J0TKSSQhxdZHkRjQcBemwbAr8+xU7MfEpRhbr4JjZAPlJAMR4x7B40GLiQ+PtHOylU0pxOKOQn7adZO3BDP49kYPRpCotq9FA82BPrm0WSI84f9pFeuOk0zao/kRCiPpLkhtRf+Sdgh3fQEkeOOih3TAwGyHzIKx7Dw7+SQmKxylhgaYMEwrM4OPsw8PxD+Pt7M0DHR7Az9XP3ndySYoNJt74cz+frj1KaZntcHVXJx1dY/0J9XZGA3i5OuHn5kSvJgFE+7vZJ2AhhKhlktyI+iHjAHxxJ+QcO7NtxXTrlwrFd5TxtM5EktmydlH3yO7c0uQWhrcZTohHSF1HfFnMZsXGo1lsO57Dl+uTSMqyzPir0cC1TQPp3yqYzjG+RPq6Sm2MEKLBkeRGXN2Ksiwdgtf8n2V5BICmN8Hx9VCUCcAKyviPXs9aQz6YQavR8tUdXzG41WA7Bl49+1Pz+XFrMn/uSWV/aoF1e6iXMxNvbEbvpoF4ucjkeEKIhk2SG3H1MhbD/JsgfQ8ABp9o9t76f6Sby/DrPpY2OhfWntpMv18fwmwowkHrwOMdH+f25rdfVattF5aW8e+JHBasOcofu1Ot2/UOWvo2D6RDpA9DOkXiLotLCiEEIMmNuBopZV3ziazD4OTO+ib9uDtpOUmf9q70EE+9J/+M/Ie2wW3rNNTqyiwoZebvezmWVcS24zkYTvel0WjguuZB3NAqmF5NAvBz19s5UiGEuPJIciOuHkrBkX/g16ch8wAAP+k0THN3ZeuuzwBwdXTF2cGZrOIs62FRXlH8ed+fNPZtbJewq0opxaH0ApbuSuXtvw5SbDyz7IOHswPXtwjm0d6xNA50t2OUQghx5bN7cvPOO+8wa9YsUlJSaNu2LW+99RadOnU6b/mcnByef/55vv/+e7KysoiKimLu3LncdNNNdRi1qFMleaDVwQ+PwJ6fAVirUfwR3IxX07ZhzD4IQL9G/fju7u/w1Hvyb8q/7MnYQzP/ZrQNantFdqo9kJrP8r1paAAHnZZVB9JZuS/duj/M24U+zQLoERfA9S2Crsh7EEKIK5Fdk5tFixYxfvx45s2bR+fOnZk7dy79+/dn3759BAYGVihvMBi47rrrCAwM5NtvvyUsLIxjx47h7e1d98GL2leYAX9Oha1fWDeto4zPfcJ4N+cApGwE4Ka4m/hPj//QObwzWo1lbaO2wW2vuCYos1mxIzmXPafyWLD2KHtT8istF+LlzEM9GzGiS7QsbSCEENWgUUpVPstXHejcuTMdO3bk7bffBsBsNhMREcETTzzBpEmTKpSfN28es2bNYu/evTg6Vm9ESF5eHl5eXuTm5uLp6XlZ8YtaUJQFu36AxLct/WlOO4KZRx3MLDUVWbd5OHkwpuMYXuj1Aq6OrvaItkqyCg0s3nScd1ceIrfYaLNPp9XQq0kAWo0GVycd914TRacYmRFYCCHOdSmf33aruTEYDGzevJnJkydbt2m1Wvr160diYmKlx/z888906dKFMWPG8NNPPxEQEMA999zDxIkT0el0lR5TWlpKaWmp9X1eXl7N3oioGWYT/P4sbPwYsOTbCsXbemc+cNCysygVTndB6RHZgyeveZI7mt9hv3gv4FB6AW/+eYD9qfkUG00cyzyTkGk10CTIg37NgxjVLVo6BAshRC2wW3KTkZGByWQiKCjIZntQUBB79+6t9JjDhw/z119/MWzYMH777TcOHjzIY489htFoZOrUqZUeM2PGDKZNm1bj8Ysa9s/rsPEjANI8Q3nTxYWvC5I5UpQGp9d07BTWifm3zqdFQAs7BlqRUootSTn8sTuF/207ycnckgplGvm7ce81UQztFImLU+WJuBBCiJph9w7Fl8JsNhMYGMgHH3yATqcjPj6e5ORkZs2add7kZvLkyYwfP976Pi8vj4iIiLoKWVTFtq9h5atsxsTTfuH8nbUXTndHcXN0Y2S7kdzV4i56RvW09qmxN6UU324+wby/D3E4o5BzG3f7Ngvk3muiyCw00CLEkxah0gQqhBB1xW7Jjb+/PzqdjtTUVJvtqampBAcHV3pMSEgIjo6ONk1QzZs3JyUlBYPBgJOTU4Vj9Ho9er1U/V+R0vZaams2fshhzPRzKCMnax8ArQJbMaTlEB7r+Bg+Lj52DvSMjIJSjmUW8frSfSQezrRud9JpuSbWjwGtQ7i2eSD+0twkhBB2Y7fkxsnJifj4eJYvX85tt90GWGpmli9fzuOPP17pMd26deOrr77CbDaj1Vr+B79//35CQkIqTWzEFcpsgiWTYcP7AOzFxDUORnJNBtwc3Xi176s83unxK6aWJjmnmNeX7mPZ7lQKSsus23VaDbe1C+O6FkH0bhqAs6M0NwkhxJXArs1S48ePZ8SIESQkJNCpUyfmzp1LYWEho0aNAuC+++4jLCyMGTNmAPDoo4/y9ttvM27cOJ544gkOHDjAq6++ytixY+15G+JSpO6GHx6GlO0ArNYoRrq4klucTqvAViwZtoQwzzA7BwlGk5k3lu1n2e5UDqQV2Ozzd3eiXYQPT1/fhOYh0twkhBBXGrsmN4MHDyY9PZ0pU6aQkpJCu3btWLJkibWTcVJSkrWGBiAiIoKlS5fy1FNP0aZNG8LCwhg3bhwTJ0601y2IS5GTBJ/fBgWpGB1cecTdnU9yD0JxPhGeEfw+7PcrIrEBeG3JXj5cdQSwjHAK9HCmX4tAnrg2jiBPZztHJ4QQ4kLsOs+NPcg8N3ZiMsIHvSF1JyqgBbd4evDr4WUA3ND4Bj677TMC3ALsGyOWGptP1x7llV8ti3FOvrEZd8aHSx8aIYSws6tinhvRgBRnw//GQepOClx8uNPViT8OL8NB68DiQYu5rdlt9o4Qs1nx555U5izbb505+KGejXi4V6ydIxNCCHGpJLkRtUMpywzDuSfgp8chNwmF4hHfEP5I+ge9Ts+8AfPsktgUlpbx7eYT/LL9JE2DPcjIN7BkV4p1v4fegQn9mzL8mqg6j00IIcTlk+RG1BxDERSmW5ZP2PqFdeVuAOXgyoiAcL48uQ6AZcOX0SOqR52Gl19i5L2Vh/hw1WGMJktr7Maj2db9jjoNdydE8GjvWMJ9rtzlHIQQQlyYJDei+owlsGYubP0S/GLh1L9QnFWxXKPerEoYweeL78RB68Ds62fXeWKTV2Jk+Mcb+Pd4DmAZxt0y1BNXJx3+7nq6xPpxW7sw3PTyKyGEEFc7+Usuqkcp+G407P3F8j436cw+R1foOxWa9AdDAW8dW8FzP40AYGTbkYztXLdD91cdSGfSdztIzikGINLXlR8e6yrrOgkhRD0lyY24NIWZ8NNjsH+J5b3WEVCWifniR0LL28E3BrwjyS3J5dXN83ht7WsAdAjpwGvXvVan4a47nMnoTzdhKDMT4KFn/siONA/xRKfV1GkcQggh6o4kN6Jqjq62ND/9+5Xt9oT74abXwFQGOsuP07xN83j010dtio1qN4oPbvkAB23t/MgVG0xsScom0tcVT2dHdp7M5c3lB9hwxNJM1i7Cm49GJMiQbiGEaAAkuREXVpQFe/4H/6ukKckvju2tb2fuT/fjqHVkzfE17ErfVaHYpG6TeOXaV9Bpa355goLSMt5beZBFG0+QUVBaaZkOkd4suL8Tns6ONX59IYQQVx5JbsT5pe+D+TdBUYZ1U2JoG7a1vp17245kT/ZBes7vSampYlIR5BbE012e5uGEh/HU1/xkiSeyi3j22+2sPXRm8crypiaTWeHp7ICb3oEOkT68entrSWyEEKIBkeRGVKSUZRTUny9aN+XHXsu7EW157p+XMZ9azWN/PE2YR5g1sYn0isTDyYMg9yAGtxzMgx0eRKOpnX4tKbklDH5/nbWDcJSfK+Ova0L/lpbV5IsNJrxcHNFKvxohhGiQJLkRtsoM8HYC5ByzvPdvSvHwH+j8xXXs+ftHm6LJ+cnodXp2PbaLWN/anclXKUVKXglv/XWQr9ZbRmZpNfBAj0aM6d0YL9czNTOyOrcQQjRsktwIW1s/P5PYAPk3v86opePYk2FZa6mpX1Oe6/EcY38fi0mZeO/m92o1sTGZFT9sTWbGb3vILDRYt3s4O/Dz492J8XertWsLIYS4OklyI84oM8DqNyxfR/dADV3EbYsG8teRvwBLx+BpfabhpHPivrb31UoIJUYTb/11gNxiIx2jffl1+yn+2J1q3a/RwMu3tuKWtqF4uUg/GiGEEBVJciPO2L4Ico+zwcWLD7wDyPlpBH8d+QsXBxfeH/A+97a5t9b60QBsPJrFoHmJ1vdfrLM0P2k0cEf7cIZ2iiAu0MOmCUoIIYQ4lyQ3wsJUBqtmk4SZrqXJmP5dYN01oesEhrcdXquX/2HrCZ77fqfNNk9nB4K9nBnbN44BbUJr9fpCCCHqD0luhMWu7zmVfYj+2lJMymzdHO0dzYSuE2rtssUGE19tSOLlX3YD0CzYg7fv6UBsgFut1hIJIYSovyS5EWA2wz+vM4ES9qoydBodc/rPQSnF0NZDa2WeGoBdJ3N56LPN1iHdI7tG88KAFrI0ghBCiMsiyY2AQ8vJztjLN5oyAJYNX0afmD61esklO1MYu3ArhjIzHnoHHukdy6O9YmVuGiGEEJdNkhsBW79gPgbKgNaBrWs1sflzdyr/XbKXA2kFAHSN9eO/d7Yhwte11q4phBCiYalycjN+/Pgqn3TOnDnVCkbUvRP7fqPn7s85olEAPNjhwVq5jtmsGPbRehIPn1kuoWWoJ5/d3wkHnbZWrimEEKJhqnJys3XrVpv3W7ZsoaysjKZNmwKwf/9+dDod8fHxNRuhqFVT/3jamtgMaTWEh+IfqvFrfLr2KNN/24OhzNJReVB8ODe1DqFNuJckNkIIIWpclZObFStWWL+eM2cOHh4efPrpp/j4+ACQnZ3NqFGj6NGjR81HKWqWsZjCpc/x46GlfJKzF4Cve05lSJ8Xa/xS20/kMO1/uzBb8icGJ0Tw37va1Ph1hBBCiHIapZS61IPCwsL4448/aNmypc32nTt3cv3113Py5MkaC7Cm5eXl4eXlRW5uLp6etTMK6EpXtuoNeix/hnUaEwBuaMh5rggHR+caOf/xrCIe+HQTRcYyjmdZRkI18ndjzuB2tAr1lNoaIYQQl+xSPr+r1aE4Ly+P9PT0CtvT09PJz8+vzilFbVPKMtVv3kl+WDPLmtgAPN/ohmonNpkFpXy7+QQaDVzXIpgNRzKZ/cd+0vJLrWWcHbUsfqQLfu76y74NIYQQ4mKqldzcfvvtjBo1itmzZ9OpUycA1q9fzzPPPMMdd9xRowGKy1dyaCXJC4fQqP0I9hxZwdiSFNDAhM5Pcn/MdTRtfH21zpuUWcQtb68mt9gIwKu/7a203Bt3t5PERgghRJ2pVnIzb948JkyYwD333IPRaPlgc3BwYPTo0cyaNatGAxSXKec4Az/vxzKNiSEb5rAZMymnOxDf3foemod1rPKpcouNzPx9D14uTozqFs2byw9YE5tyWg2Mv64Jw7tE4+XiiNmsZO4aIYQQdeqS+9yYTCbWrFlD69atcXJy4tChQwDExsbi5uZWK0HWpAbV58ZsJuudjvhlbamw69tB33JnizurfKoDqfk8+912tiblVNj31YOdifZzY/uJXK5tFoiTg/SpEUIIUbNqtc+NTqfj+uuvZ8+ePcTExNCmjYx8uRKZlZmD/37B6szdcE7Fyfs3vXtJiY3ZrHj8q63sS7XtT+XiqGPiDU3pGusPQKi3y2XHLYQQQlyuav0Xu1WrVhw+fLjGgnjnnXeIjo7G2dmZzp07s2HDhvOWXbBgARqNxubl7Fwzo3zqkzl/PEvTn0cwWlMCwJSeUxgQN4A7mt/B/fGXNlHf0l0p1sTmraHt2fHi9cy8ozV/TejFyG4xNR67EEIIcTmq1efmlVdeYcKECbz88svEx8dXaI66lOaeRYsWMX78eObNm0fnzp2ZO3cu/fv3Z9++fQQGBlZ6jKenJ/v27bO+l9WjbSmleGbdbOv7IGdfnu32LG5Ol95seCA1n+d+2AHA430ac0vbUACGdIqsmWCFEEKIGlat5Oamm24CYODAgTaJhVIKjUaDyWQ636EVzJkzhwcffJBRo0YBls7Kv/76K5988gmTJk2q9BiNRkNwcHB1Qq//Et/loTUzbTYtGvx9tRIbgLf+Okh2kZHYADce6xNbExEKIYQQtapayc3ZsxVfDoPBwObNm5k8ebJ1m1arpV+/fiQmJp73uIKCAqKiojCbzXTo0IFXX321woSC5UpLSyktPTPnSl5eXo3EfiVRSnEw6yCN9T68tnQ8H2ks99tb6fjk0a3EBLW+pPOVGE2UlpnJKjSwdFcKALMGtcXVSdZZFUIIceWr1qdVr169auTiGRkZmEwmgoKCbLYHBQWxd2/lc6Y0bdqUTz75hDZt2pCbm8vrr79O165d2bVrF+Hh4RXKz5gxg2nTptVIvFeqDzZ/wCO/PmJ5c7oirZHSsDRhLE5VSGyOZBTi7eJIQWkZM37fw287Umz2twjxpH2Edw1HLYQQQtSOy/qveFFREUlJSRgMBpvttTmCqkuXLnTp0sX6vmvXrjRv3pz333+fl19+uUL5yZMn26xonpeXR0RERK3FZw9P/DbG5r1e48D2UatwCu1w0WN/2X6SJ77eyvkmBIj2c+W1u9pIvyYhhBBXjWolN+np6YwaNYrff/+90v1V7XPj7++PTqcjNTXVZntqamqV+9Q4OjrSvn17Dh48WOl+vV6PXn+Vzo5rMsLO76HJ9eDiU3F/fgolPz2ByWyyGe79du9puEVec9HTK6WY++eBColNx2gfRndvRJCnnnYR3pLYCCGEuKpUayj4k08+SU5ODuvXr8fFxYUlS5bw6aefEhcXx88//1zl8zg5OREfH8/y5cut28xmM8uXL7epnbkQk8nEjh07CAkJueT7uOL98zr88BB8OxqKs+HoGsv2MoPl9fuzzDz4M2YNhCgNJ/Him2smcH+Pyjtin81QZuahzzdzMK0AZ0ctdyeE072xP5v+04/Fj3TlhlbBtI/0kcRGCCHEVadaNTd//fUXP/30EwkJCWi1WqKiorjuuuvw9PRkxowZ3HzzzVU+1/jx4xkxYgQJCQl06tSJuXPnUlhYaB09dd999xEWFsaMGTMAeOmll7jmmmto3LgxOTk5zJo1i2PHjvHAAw9U51auXIYi+Pv0qKdDy+GteCjKhMFfwPKXIWMfr1PKNI2lSfCGxv0JGfYbg6qQjBjKzIz5agvLdltqzB7r3ZixfeNq7VaEEEKIulSt5KawsNA6B42Pjw/p6ek0adKE1q1bs2VLxan+L2Tw4MGkp6czZcoUUlJSaNeuHUuWLLF2Mk5KSkKrPVPBlJ2dzYMPPkhKSgo+Pj7Ex8ezdu1aWrRoUZ1buTKVlZ5JbMoVZVr+/eFRMOSznjKexTIqqk90H+bc9bVl1e8LndZk5j8/7uTbzScoMyucHLT8987W3No2rDbuQgghhLCLS15bCqBjx4688sor9O/fn4EDB+Lt7c2MGTP4v//7P7799lvrelNXoqtibanvH4Ltiyxf65zAZKhQ5DaK+ElTxu1RvfluxF8XbD7afTKPH7ae4MNVR6zbdFoNn4zsSK8mATUevhBCCFHTanVtKYBx48Zx6tQpAKZOncoNN9zAl19+iZOTEwsWLKjOKUW5grQziQ3APd9ASFs4uBx2fIM6sJSnKeUnTRkAE/u+WmliczCtAKPJjJuTA3fNW0uR4Uwnbw9nB9Y/11fmrRFCCFEvVevT7d5777V+HR8fz7Fjx9i7dy+RkZH4+/vXWHAN0vGz19XSQExP0OqgzSAIbM7Bk1t4o8iyrpeT1ol2IRWHe5cYTdzx7hryS8sI9nS2SWyevq4Jj/aOxUEnK3cLIYSon6r1CXfuopmurq506NBBEpuacHKr5V9HNw7f+y0DF93OX0f+AkAFtaRJ0Zln/8EtH6B3qDjM/ZM1R8grKUMpOJVrWTjzm4e7cHTmzTzRN04SGyGEEPVatT7lGjduTGRkJMOHD+fjjz8+7xwz4hIVZ8Oq1y1fX/8yz237iP/t/x99P+vLuxvfRfvSmW/X4x0fZ0S7ERVOcTyriNeW7LPZ9mCPGDrF+NZq6EIIIcSVolodipOTk1m5ciV///03f//9NwcOHCA0NJRevXrRp0+fK3pY9hXdofijfnBiIwA59/1MwJf9KDOXVVo0e2I23s7e1vcH0/JZuOE4P/97krT8UtycdDQP8STQU8+bQ9rjKLU1QgghrmKX8vldreTmXAcOHGD69Ol8+eWXmM3mS1oVvK5dscmNoRBeDQVgsVZxt8qvUMRJ58Ss62ZxW7PbiPSKtNl3z4frWHso0/r+i9Gd6R4nzYRCCCHqh1ofLVVUVMTq1atZuXIlK1euZOvWrTRr1ozHH3+c3r17V+eUIs8y+iwJM3erAuvmN/q/wbsb3+VA1gHeH/A+I9uNrHDowg1JNolNbICbJDZCCCEarGolN97e3vj4+DBs2DAmTZpEjx498PGpZO0jUXX5JwHY7hEEBWeSm/va3seDHR5k3Yl1XBtzbaWHfrk+yfr1czc1o0sjSWyEEEI0XNVKbm666SZWr17NwoULSUlJISUlhd69e9OkSZOajq/hyDuFGcUPqtS6adZ1s/B1sXQE7tuob6WHFZaWsSM5F4AfHutK+0hJMoUQQjRs1epl+uOPP5KRkcGSJUvo0qULf/zxBz169CAsLIxhw4bVdIwNQ/5J7qeETwpPAPBs12eZ0HXCRQ/bn2rpmxPgoZfERgghhKCaNTflWrduTVlZGQaDgZKSEpYuXcqiRYv48ssvayq+BuNkxgE+1Rit7+ND46t03O5TeQA0DfKolbiEEEKIq021am7mzJnDwIED8fPzo3Pnznz99dc0adKE7777jvT09JqOsUH4M22bzfsbGt9QpeP+3md53gnRUmsjhBBCQDVrbr7++mt69erFQw89RI8ePfDy8qrpuBqcowUpAHTybcIng7/HU3/xYeolRhP/HLAkN9e1CKrV+IQQQoirRbWSm40bN9Z0HA2X2QzZR0gtzgLg+sgetAxsWaVD3/hzPyVGM6FezrQIuYLm7BFCCCHsqNrT1q5atYp7772XLl26kJycDMDnn3/O6tWrayy4BmHxCHirA6nGQgCC/JtW6TCTWbFww3EARvdoVOnK4EIIIURDVK3k5rvvvqN///64uLiwdetWSkstw5dzc3N59dVXazTAei3zEOz5GYBULBNFB3lHV+nQ7SdyyC024uHswIguUbUVoRBCCHHVqVZy88orrzBv3jw+/PBDHB0drdu7devGli1baiy4ei/5zLOyJjfuVes7s+pABgDdYv1llW8hhBDiLNX6VNy3bx89e/assN3Ly4ucnJzLjanhOLUNgLKE0Rw9naBEV7Hm5p/9lo7EPZsE1EZkQgghxFWrWslNcHAwBw8erLB99erVNGrU6LKDajBObgPgqFcYRnMZLg4uhHuGX/SwnCIDW4/nANBD1pASQgghbFQruXnwwQcZN24c69evR6PRcPLkSb788kuefvppHn300ZqOsX468CccW00Bio6rpwEQ5xeHVnPxb8n3W5IxmRXNgj2I8HWt7UiFEEKIq0q1hoJPmjQJs9lM3759KSoqomfPnuj1ep555hkeeOCBmo6x/lEKvrwTgJcoJcdgAKBFQIsqHf7X3jQABiVE1E58QgghxFWsWjU3Go2G559/nqysLHbu3Mm6detIT0/Hy8uLmJiYmo6x/im1LJlQhOIDDNbNTf0uPgzcUGZm87FsALo3liYpIYQQ4lyXlNyUlpYyefJkEhIS6NatG7/99hstWrRg165dNG3alDfffJOnnnqqtmKtP3Iti2PuxUzu6elpbo67mSevefKCh5nNik3Hsig2mvBxdSQu0L2WAxVCCCGuPpfULDVlyhTef/99+vXrx9q1axk0aBCjRo1i3bp1zJ49m0GDBqHT6Wor1vohJwne6wrAUcwAdArrxC/3/FJpcaUUGo0GQ5mZkfM3sPZQpuWYGF+0Wpm4TwghhDjXJSU3ixcv5rPPPmPgwIHs3LmTNm3aUFZWxr///isz5FbVWXPbHPOPg8ztRHlVnIRv9YEMpvy8k8PphUT7uXI0s8i6z0Gr4f5u0vwnhBBCVOaSkpsTJ04QHx8PQKtWrdDr9Tz11FOS2FRVURZs/QKAvyhjfOZ2gArJzYnsIu79eL31/dmJTd9mgbwwoAXR/m51ELAQQghx9bmk5MZkMuHk5HTmYAcH3N2l30eVfT0Ujq+jAMUtWgOnJyXm2phrrUVO5RbT/b8rznuKV+9oTZCnc21HKoQQQly1Lim5UUoxcuRI9Ho9ACUlJTzyyCO4udnWInz//fc1F+HVrqwUHCzPi+PrAFhCGUWqDIBbm97K9bHXW4uXL6sAMLRTBE46Lb9sP8Xt7cN47qbm0s9GCCGEuIhLSm5GjBhh8/7ee++t0WDqnRWvwqrZcPMciD/z7HZgAuCB9g/w4cAPbQ5ZujMFgEd7xzLxhmYATLu1VR0FLIQQQlz9Lim5mT9/fq0E8c477zBr1ixSUlJo27Ytb731Fp06dbrocQsXLmTo0KHceuut/Pjjj7US22XZ+DGYy+B/Y22Sm+Wnk5smfk1siu8+mcfyvWloNHBX/MWXYRBCCCFERXZfTnrRokWMHz+eqVOnsmXLFtq2bUv//v1JS0u74HFHjx5lwoQJ9OjRo44irYaijAqbdmFijcaS3MT5xVm3F5SWcdP/rQLgplYhxAZIXyYhhBCiOuye3MyZM4cHH3yQUaNG0aJFC+bNm4erqyuffPLJeY8xmUwMGzaMadOmXbkLdZqMtu9zjgOQeLrWBmw7Er/62x7r1/1aBNZubEIIIUQ9ZtfkxmAwsHnzZvr162fdptVq6devH4mJiec97qWXXiIwMJDRo0df9BqlpaXk5eXZvOpE/inb9ytnAHDk9MR9j8Y/gqfe07r7x63J1q/jI31rPz4hhBCinrJrcpORkYHJZCIoKMhme1BQECkpKZUes3r1aj7++GM+/PDDSvefa8aMGXh5eVlfERF1tNhkbrLt+4z9ABw+ndzE+JypcVJKUWayjAt//qbmRPrJSt9CCCFEddm9WepS5OfnM3z4cD788EP8/au2aOTkyZPJzc21vo4fP17LUZ6WZ0luDmOmCAVZhwHY7RkM2Pa3ySkyYjBZkp77ulacrVgIIYQQVXdJo6Vqmr+/PzqdjtTUVJvtqampBAcHVyh/6NAhjh49yi233GLdZjZbkgIHBwf27dtHbGyszTF6vd46L0+dyj3B35TRW1NEgtKysUjDLxjZnm9ZNPOa8GsAKDKUMeh9SxOct6sjegdZm0sIIYS4HHatuXFyciI+Pp7ly5dbt5nNZpYvX06XLl0qlG/WrBk7duxg27Zt1tfAgQPp06cP27Ztq7smpyp4Y/9P9NZYlk3YpDHzMMXcoikGLAtlBrtbkrf//r6Xg2kFAAR62CEJE0IIIeoZu9bcAIwfP54RI0aQkJBAp06dmDt3LoWFhYwaNQqA++67j7CwMGbMmIGzszOtWtlOaOft7Q1QYbu9jT++0ub9B5ozo6d+HvIzO5Nz2X0qj08Tj1m367RXVSuhEEIIcUWye3IzePBg0tPTmTJlCikpKbRr144lS5ZYOxknJSWhrUcf+oNib8TPJYDOr/xeYd89nSPtEJEQQghRv2iUUsreQdSlvLw8vLy8yM3NxdPT8+IHVJNmWuVrQH164zu0C72HgW+vsW67rV0ovZoGcFu7MFlhXQghhKjEpXx+158qkStMpK7iyt1tHT24r9Nj/Hsi12b7iK7R3N4+XBIbIYQQogZIclNLfDQVRz0NbXQdACeyiqzbrm0WSJtw77oKSwghhKj37N7npl4ymyg0FoMGfBxcyS6zJDNuei+W7krh/X8sc968MKAFo7vH2DNSIYQQot6RmpvasPoNCrF0ZYrxCLVudtV78PDnm63vw31c6jw0IYQQor6T5KY2rJxJQXlyc9YyC3qNo02xDpE+dRqWEEII0RBIclMLlIsPhae/Pju5KVB+1q9/H9eDAJm0TwghhKhxktzUglInV8ynBz41OmsNqb8zLOthxUf50Dyk9oahCyGEEA2ZJDe14ISzFwB6BX0b32jdvnxvOgDNQzzsEpcQQgjREEhyUwvWG7IBaO/TiCYBzXHAksw4mS0zEDcNkuRGCCGEqC0yFLwW7Ck5ndwEWta7ut5vEduST6LD0oG4UYC73WITQggh6jtJbmpBXpll9W9fF0sfGz9XPxyV2bo/xt/NLnEJIYQQDYE0S9Wgj38cTbcZ3hwtzQPA3cVSU2MsM9uUC/asuDSDEEIIIWqG1NzUoAf+/cTyxemRUu7O3pjNitxio005rVbWkBJCCCFqi9Tc1KJ1SdBsyhJ2n8qzdyhCCCFEgyHJTS1auqcIwzlNUvd1ibJTNEIIIUTDIM1StUiLbd+aOXe35abWIXaKRgghhGgYJLmpRRpcbd4PbBuKg04qy4QQQojaJJ+0tUirbNeOksRGCCGEqH3yaVuLNDjZOwQhhBCiwZHkppZolDMOKszeYQghhBANjiQ3NShAnZm/xtf4KMM6R3Fjq2AAWoXJKuBCCCFEXZAOxTXIFw3pKAAUJoI9nZkyoAWtwo7Qp2mgnaMTQgghGgZJbmqQOutrN1NXAj30ODvqGNOnsd1iEkIIIRoaaZaqQeXT9XUpfQot7gR66i9YXgghhBA1T5KbGmQ+3eUmV3kAEOAuC2QKIYQQdU2SmxpkPr1iZi7uAPh7yFBwIYQQoq5JclODypulTDgC4OMqyY0QQghR1yS5qUFmTflQcA1OWjPOjjq7xiOEEEI0RFdEcvPOO+8QHR2Ns7MznTt3ZsOGDect+/3335OQkIC3tzdubm60a9eOzz//vA6jPb/ymhsNWrwdTXaNRQghhGio7J7cLFq0iPHjxzN16lS2bNlC27Zt6d+/P2lpaZWW9/X15fnnnycxMZHt27czatQoRo0axdKlS+s48orM1sHgGkluhBBCCDuxe3IzZ84cHnzwQUaNGkWLFi2YN28erq6ufPLJJ5WW7927N7fffjvNmzcnNjaWcePG0aZNG1avXl3HkVdktk50o8HL0XyhokIIIYSoJXZNbgwGA5s3b6Zfv37WbVqtln79+pGYmHjR45VSLF++nH379tGzZ89Ky5SWlpKXl2fzqi351lXAtXi5SH8bIYQQwh7smtxkZGRgMpkICgqy2R4UFERKSsp5j8vNzcXd3R0nJyduvvlm3nrrLa677rpKy86YMQMvLy/rKyIiokbv4Wxlp//VoGFYv2tq7TpCCCGEOD+7N0tVh4eHB9u2bWPjxo1Mnz6d8ePHs3LlykrLTp48mdzcXOvr+PHjtRiZpV1qer8g+rQIrcXrCCGEEOJ87Lq2lL+/PzqdjtTUVJvtqampBAcHn/c4rVZL48aW9ZratWvHnj17mDFjBr17965QVq/Xo9fXzTII6nRyo9NJk5QQQghhL3atuXFyciI+Pp7ly5dbt5nNZpYvX06XLl2qfB6z2UxpaWlthHhJyvsTO2gluRFCCCHsxe6rgo8fP54RI0aQkJBAp06dmDt3LoWFhYwaNQqA++67j7CwMGbMmAFY+tAkJCQQGxtLaWkpv/32G59//jnvvfeePW/jNEt6I8mNEEIIYT92T24GDx5Meno6U6ZMISUlhXbt2rFkyRJrJ+OkpCS02jMVTIWFhTz22GOcOHECFxcXmjVrxhdffMHgwYPtdQtW6vQ0fjqd3R+rEEII0WBplFLq4sXqj7y8PLy8vMjNzcXT07NGz6170RGzpoyfb/yLWzr1qdFzCyGEEA3ZpXx+X5Wjpa5U5R2KHaTmRgghhLAbSW5qkHW0lFaSGyGEEMJeJLmpUZbkxlE6FAshhBB2I8lNDVFmM2jK57mRmhshhBDCXiS5qSFKnVko01GSGyGEEMJuJLmpIWZzmfVrnU4eqxBCCGEv8ilcQ85Obhx1jnaMRAghhGjYJLmpITY1NzJaSgghhLAbSW5qiE3NjYMkN0IIIYS9SHJTQ85ObmQSPyGEEMJ+JLmpIbbJjfS5EUIIIexFkpsaYjabrF/LUHAhhBDCfiS5qSFScyOEEEJcGSS5qSFlprM7FEtyI4QQQtiLJDc1xGgyWr920MnaUkIIIYS9SHJTQ4ym031ulBatPFUhhBDCbuRjuIaYrDU3GnRajV1jEUIIIRoySW5qiLXmBg1ajSQ3QgghhL1IclNDyk7X3GjQSs2NEEIIYUeS3NSQsrNqbnRScyOEEELYjSQ3NcRoHQquRSs1N0IIIYTdSHJTQ0zWSfwksRFCCCHsSZKbGmI0mQHQSHIjhBBC2JUkNzXkzAzFktwIIYQQ9iTJTQ0xnV44UyOPVAghhLAr+SSuIWfmuRFCCCGEPUlyU0PKOxRLnxshhBDCviS5qSFmZT79lTxSIYQQwp6uiE/id955h+joaJydnencuTMbNmw4b9kPP/yQHj164OPjg4+PD/369btg+bpS3iwlNTdCCCGEfdk9uVm0aBHjx49n6tSpbNmyhbZt29K/f3/S0tIqLb9y5UqGDh3KihUrSExMJCIiguuvv57k5OQ6jtxWmVmSGyGEEOJKYPfkZs6cOTz44IOMGjWKFi1aMG/ePFxdXfnkk08qLf/ll1/y2GOP0a5dO5o1a8ZHH32E2Wxm+fLldRy5LZMkN0IIIcQVwa7JjcFgYPPmzfTr18+6TavV0q9fPxITE6t0jqKiIoxGI76+vpXuLy0tJS8vz+ZVG8pM5X1uJLkRQggh7MmuyU1GRgYmk4mgoCCb7UFBQaSkpFTpHBMnTiQ0NNQmQTrbjBkz8PLysr4iIiIuO+7KSM2NEEIIcWVwsHcAl2PmzJksXLiQlStX4uzsXGmZyZMnM378eOv7vLy8Wklw7uw2mFaRLXHQXdWPVAghhLjq2fWT2N/fH51OR2pqqs321NRUgoODL3js66+/zsyZM/nzzz9p06bNecvp9Xr0en2NxHshnu7edGzevdavI4QQQogLs2uzlJOTE/Hx8Tadgcs7B3fp0uW8x7322mu8/PLLLFmyhISEhLoIVQghhBBXCbu3oYwfP54RI0aQkJBAp06dmDt3LoWFhYwaNQqA++67j7CwMGbMmAHAf//7X6ZMmcJXX31FdHS0tW+Ou7s77u7udrsPIYQQQlwZ7J7cDB48mPT0dKZMmUJKSgrt2rVjyZIl1k7GSUlJaLVnKpjee+89DAYDd911l815pk6dyosvvliXoQshhBDiCqRRSil7B1GX8vLy8PLyIjc3F09PT3uHI4QQQogquJTPb7tP4ieEEEIIUZMkuRFCCCFEvSLJjRBCCCHqFbt3KK5r5V2MamsZBiGEEELUvPLP7ap0FW5wyU1+fj5ArS3DIIQQQojak5+fj5eX1wXLNLjRUmazmZMnT+Lh4YFGU3PrQJUv63D8+HEZhVXL5FnXDXnOdUOec92Q51x3autZK6XIz88nNDTUZoqYyjS4mhutVkt4eHitnd/T01N+ceqIPOu6Ic+5bshzrhvynOtObTzri9XYlJMOxUIIIYSoVyS5EUIIIUS9IslNDdHr9UydOrVOViBv6ORZ1w15znVDnnPdkOdcd66EZ93gOhQLIYQQon6TmhshhBBC1CuS3AghhBCiXpHkRgghhBD1iiQ3QgghhKhXJLmpIe+88w7R0dE4OzvTuXNnNmzYYO+QriozZsygY8eOeHh4EBgYyG233ca+fftsypSUlDBmzBj8/Pxwd3fnzjvvJDU11aZMUlISN998M66urgQGBvLMM89QVlZWl7dy1Zg5cyYajYYnn3zSuk2ecc1JTk7m3nvvxc/PDxcXF1q3bs2mTZus+5VSTJkyhZCQEFxcXOjXrx8HDhywOUdWVhbDhg3D09MTb29vRo8eTUFBQV3fyhXLZDLxwgsvEBMTg4uLC7Gxsbz88ss2aw/Jc66ef/75h1tuuYXQ0FA0Gg0//vijzf6aeq7bt2+nR48eODs7ExERwWuvvVYzN6DEZVu4cKFycnJSn3zyidq1a5d68MEHlbe3t0pNTbV3aFeN/v37q/nz56udO3eqbdu2qZtuuklFRkaqgoICa5lHHnlERUREqOXLl6tNmzapa665RnXt2tW6v6ysTLVq1Ur169dPbd26Vf3222/K399fTZ482R63dEXbsGGDio6OVm3atFHjxo2zbpdnXDOysrJUVFSUGjlypFq/fr06fPiwWrp0qTp48KC1zMyZM5WXl5f68ccf1b///qsGDhyoYmJiVHFxsbXMDTfcoNq2bavWrVunVq1apRo3bqyGDh1qj1u6Ik2fPl35+fmpX375RR05ckQtXrxYubu7qzfffNNaRp5z9fz222/q+eefV99//70C1A8//GCzvyaea25urgoKClLDhg1TO3fuVF9//bVycXFR77///mXHL8lNDejUqZMaM2aM9b3JZFKhoaFqxowZdozq6paWlqYA9ffffyullMrJyVGOjo5q8eLF1jJ79uxRgEpMTFRKWX4ZtVqtSklJsZZ57733lKenpyotLa3bG7iC5efnq7i4OLVs2TLVq1cva3Ijz7jmTJw4UXXv3v28+81mswoODlazZs2ybsvJyVF6vV59/fXXSimldu/erQC1ceNGa5nff/9daTQalZycXHvBX0Vuvvlmdf/999tsu+OOO9SwYcOUUvKca8q5yU1NPdd3331X+fj42PztmDhxomratOllxyzNUpfJYDCwefNm+vXrZ92m1Wrp168fiYmJdozs6pabmwuAr68vAJs3b8ZoNNo852bNmhEZGWl9zomJibRu3ZqgoCBrmf79+5OXl8euXbvqMPor25gxY7j55pttniXIM65JP//8MwkJCQwaNIjAwEDat2/Phx9+aN1/5MgRUlJSbJ61l5cXnTt3tnnW3t7eJCQkWMv069cPrVbL+vXr6+5mrmBdu3Zl+fLl7N+/H4B///2X1atXc+ONNwLynGtLTT3XxMREevbsiZOTk7VM//792bdvH9nZ2ZcVY4NbOLOmZWRkYDKZbP7YAwQFBbF37147RXV1M5vNPPnkk3Tr1o1WrVoBkJKSgpOTE97e3jZlg4KCSElJsZap7PtQvk/AwoUL2bJlCxs3bqywT55xzTl8+DDvvfce48eP57nnnmPjxo2MHTsWJycnRowYYX1WlT3Ls591YGCgzX4HBwd8fX3lWZ82adIk8vLyaNasGTqdDpPJxPTp0xk2bBiAPOdaUlPPNSUlhZiYmArnKN/n4+NT7RgluRFXnDFjxrBz505Wr15t71DqlePHjzNu3DiWLVuGs7OzvcOp18xmMwkJCbz66qsAtG/fnp07dzJv3jxGjBhh5+jqj2+++YYvv/ySr776ipYtW7Jt2zaefPJJQkND5Tk3cNIsdZn8/f3R6XQVRpSkpqYSHBxsp6iuXo8//ji//PILK1asIDw83Lo9ODgYg8FATk6OTfmzn3NwcHCl34fyfQ3d5s2bSUtLo0OHDjg4OODg4MDff//N//3f/+Hg4EBQUJA84xoSEhJCixYtbLY1b96cpKQk4MyzutDfjeDgYNLS0mz2l5WVkZWVJc/6tGeeeYZJkyYxZMgQWrduzfDhw3nqqaeYMWMGIM+5ttTUc63NvyeS3FwmJycn4uPjWb58uXWb2Wxm+fLldOnSxY6RXV2UUjz++OP88MMP/PXXXxWqKuPj43F0dLR5zvv27SMpKcn6nLt06cKOHTtsfqGWLVuGp6dnhQ+ahqhv377s2LGDbdu2WV8JCQkMGzbM+rU845rRrVu3ClMZ7N+/n6ioKABiYmIIDg62edZ5eXmsX7/e5lnn5OSwefNma5m//voLs9lM586d6+AurnxFRUVotbYfYzqdDrPZDMhzri019Vy7dOnCP//8g9FotJZZtmwZTZs2vawmKUCGgteEhQsXKr1erxYsWKB2796tHnroIeXt7W0zokRc2KOPPqq8vLzUypUr1alTp6yvoqIia5lHHnlERUZGqr/++ktt2rRJdenSRXXp0sW6v3yY8vXXX6+2bdumlixZogICAmSY8gWcPVpKKXnGNWXDhg3KwcFBTZ8+XR04cEB9+eWXytXVVX3xxRfWMjNnzlTe3t7qp59+Utu3b1e33nprpUNp27dvr9avX69Wr16t4uLiGvwQ5bONGDFChYWFWYeCf//998rf3189++yz1jLynKsnPz9fbd26VW3dulUBas6cOWrr1q3q2LFjSqmaea45OTkqKChIDR8+XO3cuVMtXLhQubq6ylDwK8lbb72lIiMjlZOTk+rUqZNat26dvUO6qgCVvubPn28tU1xcrB577DHl4+OjXF1d1e23365OnTplc56jR4+qG2+8Ubm4uCh/f3/19NNPK6PRWMd3c/U4N7mRZ1xz/ve//6lWrVopvV6vmjVrpj744AOb/WazWb3wwgsqKChI6fV61bdvX7Vv3z6bMpmZmWro0KHK3d1deXp6qlGjRqn8/Py6vI0rWl5enho3bpyKjIxUzs7OqlGjRur555+3GVosz7l6VqxYUenf5BEjRiilau65/vvvv6p79+5Kr9ersLAwNXPmzBqJX6PUWVM5CiGEEEJc5aTPjRBCCCHqFUluhBBCCFGvSHIjhBBCiHpFkhshhBBC1CuS3AghhBCiXpHkRgghhBD1iiQ3QgghhKhXJLkRQgghRL0iyY0QQpzjxRdfpF27dvYOQwhRTZLcCCEuy8iRI7ntttuqXF6j0fDjjz/WWjyXqrJ4JkyYYLMooBDi6uJg7wCEEKI6jEYjjo6OtXJud3d33N3da+XcQojaJzU3Qoga07t3b8aOHcuzzz6Lr68vwcHBvPjii9b90dHRANx+++1oNBrre4CffvqJDh064OzsTKNGjZg2bRplZWXW/RqNhvfee4+BAwfi5ubG9OnTMZlMjB49mpiYGFxcXGjatClvvvlmhbg++eQTWrZsiV6vJyQkhMcff/yC8ZzbLGU2m3nppZcIDw9Hr9fTrl07lixZYt1/9OhRNBoN33//PX369MHV1ZW2bduSmJh4eQ9UCFEtktwIIWrUp59+ipubG+vXr+e1117jpZdeYtmyZQBs3LgRgPnz53Pq1Cnr+1WrVnHfffcxbtw4du/ezfvvv8+CBQuYPn26zblffPFFbr/9dnbs2MH999+P2WwmPDycxYsXs3v3bqZMmcJzzz3HN998Yz3mvffeY8yYMTz00EPs2LGDn3/+mcaNG18wnnO9+eabzJ49m9dff53t27fTv39/Bg4cyIEDB2zKPf/880yYMIFt27bRpEkThg4dapOgCSHqSI2sLS6EaLBGjBihbr31VqWUUr169VLdu3e32d+xY0c1ceJE63tA/fDDDzZl+vbtq1599VWbbZ9//rkKCQmxOe7JJ5+8aDxjxoxRd955p/V9aGioev75589bvrJ4pk6dqtq2bWtzjunTp9uU6dixo3rssceUUkodOXJEAeqjjz6y7t+1a5cC1J49ey4asxCiZkmfGyFEjWrTpo3N+5CQENLS0i54zL///suaNWtsampMJhMlJSUUFRXh6uoKQEJCQoVj33nnHT755BOSkpIoLi7GYDBYm5TS0tI4efIkffv2rfb95OXlcfLkSbp162azvVu3bvz77782286+95CQEGsMzZo1q/b1hRCXTpIbIUSNOreTr0ajwWw2X/CYgoICpk2bxh133FFhn7Ozs/VrNzc3m30LFy5kwoQJzJ49my5duuDh4cGsWbNYv349AC4uLtW9jWo5+941Gg3ARe9dCFHzJLkRQtQpR0dHTCaTzbYOHTqwb98+a1+YqlqzZg1du3blscces247dOiQ9WsPDw+io6NZvnw5ffr0qXI8Z/P09CQ0NJQ1a9bQq1cvm2t36tTpkuIVQtQNSW6EEHWqPNno1q0ber0eHx8fpkyZwoABA4iMjOSuu+5Cq9Xy77//snPnTl555ZXznisuLo7PPvuMpUuXEhMTw+eff87GjRuJiYmxlnnxxRd55JFHCAwM5MYbbyQ/P581a9bwxBNPnDeecz3zzDNMnTqV2NhY2rVrx/z589m2bRtffvllzT8gIcRlk9FSQog6NXv2bJYtW0ZERATt27cHoH///vzyyy/88ccfdOzYkWuuuYY33niDqKioC57r4Ycf5o477mDw4MF07tyZzMxMm1ocgBEjRjB37lzeffddWrZsyYABA2xGOVUWz7nGjh3L+PHjefrpp2ndujVLlizh559/Ji4u7jKfhhCiNmiUUsreQQghhBBC1BSpuRFCCCFEvSLJjRBCCCHqFUluhBBCCFGvSHIjhBBCiHpFkhshhBBC1CuS3AghhBCiXpHkRgghhBD1iiQ3QgghhKhXJLkRQgghRL0iyY0QQggh6hVJboQQQghRr0hyI4QQQoh6RZIbIYQQQtQrktwIIYQQol6R5EYIIYQQ9YokN0IIIYSoVyS5EUIIIUS9IsmNEEIIIeoVSW6EEEIIUa9IciOEEEKIekWSGyGEEELUK5LcCCGEEKJekeRGCCGEEPWKJDdCCCGEqFcc7B3AlcBkMmE0Gu0dhrhKOTo6otPp7B2GEEKI0xp0cqOUIiUlhZycHHuHIq5y3t7eBAcHo9Fo7B2KEEI0eA06uSlPbAIDA3F1dZUPJnHJlFIUFRWRlpYGQEhIiJ0jEkII0WCTG5PJZE1s/Pz87B2OuIq5uLgAkJaWRmBgoDRRCSGEnTXYDsXlfWxcXV3tHImoD8p/jqTvlhBC2F+DTW7KSVOUqAnycySEEFeOBp/cCCGEEKJ+keRGXLFWrlyJRqOxjmZbsGAB3t7edo1JCCHElU+Sm6vMLbfcwg033FDpvlWrVqHRaNi+fTshISHMnDnTZv+kSZPQaDSsXLnSZnvv3r0ZPnx4bYVcYwYPHsz+/fvtHYYQQogrnCQ3V5nRo0ezbNkyTpw4UWHf/PnzSUhIoE2bNvTu3btCErNixQoiIiJstpeUlLBu3TquvfbaWo788rm4uBAYGGjvMDAYDPYOQQghxAVIcnOVGTBgAAEBASxYsMBme0FBAYsXL2b06NEA9OnThzVr1lBWVgZAfn4+W7duZeLEiTbJTWJiIqWlpfTp06fS6x09ehSNRsP3339Pnz59cHV1pW3btiQmJtqU++6772jZsiV6vZ7o6Ghmz55tsz86OppXX32V+++/Hw8PDyIjI/nggw8u6d7PbZZ68cUXadeuHZ9//jnR0dF4eXkxZMgQ8vPzrWXMZjMzZswgJiYGFxcX2rZty7fffmvdbzKZGD16tHV/06ZNefPNN22uO3LkSG677TamT59OaGgoTZs2vaS4hRBC1C1Jbs6mFBgK7fNSqkohOjg4cN9997FgwQLUWccsXrwYk8nE0KFDAUtyU1BQwMaNGwFLk1WTJk248847Wb9+PSUlJYClNic6Opro6OgLXvf5559nwoQJbNu2jSZNmjB06FBr4rR582buvvtuhgwZwo4dO3jxxRd54YUXKiRgs2fPJiEhga1bt/LYY4/x6KOPsm/fvird9/kcOnSIH3/8kV9++YVffvmFv//+26Y5bsaMGXz22WfMmzePXbt28dRTT3Hvvffy999/A5bkJzw8nMWLF7N7926mTJnCc889xzfffGNzneXLl7Nv3z6WLVvGL7/8clkxCyGEqF0NdhK/ShmL4NVQ+1z7uZPg5Falovfffz+zZs3i77//pnfv3oClSerOO+/Ey8sLgLi4OMLCwli5ciVdunRh5cqV9OrVi+DgYCIjI0lMTKRPnz6sXLnyvLU2Z5swYQI333wzANOmTaNly5YcPHiQZs2aMWfOHPr27csLL7wAQJMmTdi9ezezZs1i5MiR1nPcdNNNPPbYYwBMnDiRN954gxUrVlxWTYjZbGbBggV4eHgAMHz4cJYvX8706dMpLS3l1Vdf5c8//6RLly4ANGrUiNWrV/P+++/Tq1cvHB0dmTZtmvV8MTExJCYm8s0333D33Xdbt7u5ufHRRx/h5ORU7ViFEELUDam5uQo1a9aMrl278sknnwBw8OBBVq1aZW2SKnd2v5uVK1daE6FevXqxcuVKiouLWb9+fZWSmzZt2li/Ll9ioHzJgT179tCtWzeb8t26dePAgQOYTKZKz6HRaAgODrae48Ybb8Td3R13d3datmxZlccAWJq7yhOb8tjKz3nw4EGKioq47rrrrOd2d3fns88+49ChQ9Zj3nnnHeLj4wkICMDd3Z0PPviApKQkm+u0bt1aEhshhLhKSM3N2RxdLTUo9rr2JRg9ejRPPPEE77zzDvPnzyc2NpZevXrZlOnTpw/jxo0jMzOTrVu3Wvf36tWL999/n549e2IwGKrUmdjR0dH6dfmEdWaz+ZJiPvsc5ecpP8dHH31EcXFxpeWqe86CggIAfv31V8LCwmzK6fV6ABYuXMiECROYPXs2Xbp0wcPDg1mzZrF+/Xqb8m5uVatVE0IIYX+S3JxNo6ly05C93X333YwbN46vvvqKzz77jEcffbTCLLl9+vShsLCQOXPmEBcXZx1p1LNnT0aPHs3vv/9ubb66HM2bN2fNmjU229asWUOTJk2qvM7S5cZQmRYtWqDX60lKSqqQ+JVbs2YNXbt2tTaXATa1OkIIIa4+ktxcpdzd3Rk8eDCTJ08mLy/Ppm9LuUaNGhEZGclbb73FsGHDrNsjIiIIDQ3lgw8+sHZAvhxPP/00HTt25OWXX2bw4MEkJiby9ttv8+677172uS+Hh4cHEyZM4KmnnsJsNtO9e3dyc3NZs2YNnp6ejBgxgri4OD777DOWLl1KTEwMn3/+ORs3biQmJsausQshhKg+6XNzFRs9ejTZ2dn079+f0NDKO0L36dOH/Px8a3+bcr169SI/P79K/W0upkOHDnzzzTcsXLiQVq1aMWXKFF566aVKE6669vLLL/PCCy8wY8YMmjdvzg033MCvv/5qTV4efvhh7rjjDgYPHkznzp3JzMy0qcURQghx9dEoVcUxyPVMSUkJR44cISYmBmdnZ3uHI65y8vMkhBBXDqm5EUIIIUS9IsmNEEIIIeoVSW6EEEIIUa9IciOEEEKIekWSGyGEEELUK5LcCCGEEKJekeRGCCGEEPWKJDdCCCGEqFckuRFCCCFEvSLJjbigo0ePotFo2LZtGwArV65Eo9GQk5Nj17iEEEKI85Hk5ipzyy23cMMNN1S6b9WqVWg0GrZv305ISAgzZ8602T9p0iQ0Gg0rV6602d67d2+GDx9epet37dqVU6dO4eXlVa34hRBCiNomyc1VZvTo0SxbtowTJ05U2Dd//nwSEhJo06YNvXv3rpDErFixgoiICJvtJSUlrFu3jmuvvbZK13dyciI4OBiNRnM5t3HZDAaDXa8vhBDiyiXJzVVmwIABBAQEsGDBApvtBQUFLF68mNGjRwOW1cDXrFlDWVkZAPn5+WzdupWJEyfaJDeJiYmUlpZWeXXwc5ulFixYgLe3N0uXLqV58+a4u7tzww03cOrUKZvjPvroI5o3b46zszPNmjXj3Xfftdk/ceJEmjRpgqurK40aNeKFF17AaDRa97/44ou0a9eOjz76SBanFEIIcUEO9g7gSqKUothossu1XRx1VaoNcXBw4L777mPBggU8//zz1mMWL16MyWRi6NChgCW5KSgoYOPGjXTp0oVVq1bRpEkT7rzzTiZMmEBJSQnOzs6sWLGC6OhooqOjqx17UVERr7/+Op9//jlarZZ7772XCRMm8OWXXwLw5ZdfMmXKFN5++23at2/P1q1befDBB3Fzc2PEiBEAeHh4sGDBAkJDQ9mxYwcPPvggHh4ePPvss9brHDx4kO+++47vv/8enU5X7XiFEELUb5LcnKXYaKLFlKV2ufbul/rj6lS1b8f999/PrFmz+Pvvv+nduzdgaZK68847rX1h4uLiCAsLY+XKlXTp0oWVK1fSq1cvgoODiYyMJDExkT59+rBy5coq19qcj9FoZN68ecTGxgLw+OOP89JLL1n3T506ldmzZ3PHHXcAEBMTw+7du3n//fetyc1//vMfa/no6GgmTJjAwoULbZIbg8HAZ599RkBAwGXFK4QQon6TZqmrULNmzejatSuffPIJYKnRWLVqlbVJqtzZ/W5WrlxpTYR69erFypUrKS4uZv369Zed3Li6uloTG4CQkBDS0tIAKCws5NChQ4wePRp3d3fr65VXXuHQoUPWYxYtWkS3bt0IDg7G3d2d//znPyQlJdlcJyoqShIbIYQQFyU1N2dxcdSx+6X+drv2pRg9ejRPPPEE77zzDvPnzyc2NpZevXrZlOnTpw/jxo0jMzOTrVu3Wvf36tWL999/n549e2IwGKrcmfh8HB0dbd5rNBqUUoClLxDAhx9+SOfOnW3KlTctJSYmMmzYMKZNm0b//v3x8vJi4cKFzJ4926a8m5vbZcUphBCiYZDk5iwajabKTUP2dvfddzNu3Di++uorPvvsMx599NEKfXb69OlDYWEhc+bMIS4ujsDAQAB69uzJ6NGj+f33363NV7UlKCiI0NBQDh8+zLBhwyots3btWqKionj++eet244dO1ZrMQkhhKjfro5PclGBu7s7gwcPZvLkyeTl5TFy5MgKZRo1akRkZCRvvfWWTWIRERFBaGgoH3zwgbUDcm2aNm0aY8eOxcvLixtuuIHS0lI2bdpEdnY248ePJy4ujqSkJBYuXEjHjh359ddf+eGHH2o9LiGEEPWT9Lm5io0ePZrs7Gz69+9PaGhopWX69OlDfn6+tb9NuV69epGfn3/Z/W2q4oEHHuCjjz5i/vz5tG7dml69erFgwQJiYmIAGDhwIE899RSPP/447dq1Y+3atbzwwgu1HpcQQoj6SaPKO0c0MCUlJRw5ckTmTBE1Qn6ehBDiyiE1N0IIIYSoVyS5EUIIIUS9IsmNEEIIIeoVSW6EEEIIUa9IciOEEEKIekWSGyGEEELUK5LcCCGEEKJekeRGCCGEEPWKJDdCCCGEqFckuRF1Ijo6mrlz51b7+AULFuDt7V1j8QghhKi/JLm5ytxyyy3ccMMNle5btWoVGo2G7du3ExISwsyZM232T5o0CY1Gw8qVK2229+7dm+HDh9dWyFeNy03AhBBCXBkkubnKjB49mmXLlnHixIkK++bPn09CQgJt2rShd+/eFZKYFStWEBERYbO9pKSEdevWce2119Zy5EIIIUTdkOTmKjNgwAACAgJYsGCBzfaCggIWL17M6NGjActq4GvWrKGsrAyA/Px8tm7dysSJE22Sm8TEREpLSy+4OviOHTu49tprcXFxwc/Pj4ceeoiCggLr/pEjR3Lbbbfx+uuvExISgp+fH2PGjMFoNFZ6vvvvv58BAwbYbDMajQQGBvLxxx9f8P5//PFH4uLicHZ2pn///hw/ftxm/08//USHDh1wdnamUaNGTJs2zfoMlFK8+OL/t3evIU2+fxzH32uu1BbNpJqn5SFTiQoEzZRcI8EHYURmdiA1Dw86mPTEDKL+GvInonyQPbAo5wopogMk2MFwJSZmEZElo7MQK7ESnFMy9f9AHPkzzV/1bzq/L9iD7b523997u2Efruvadf8HnU7HjBkz8PX1Zc+ePcBg79W7d+/Yu3cvCoUChUIxZh1CCCEmLgk33xkYGKDra5dTHuO9ObubmxtpaWkYjcZh77l06RJ9fX1s3rwZGAw3NpuNpqYmYHDIatGiRSQnJ9PY2EhPTw8w2JsTGBhIYGDgD4/X1dVFYmIiXl5eNDU1cenSJWpqati9e/ewdrW1tbx69Yra2loqKiowGo0jAtiQ7Oxsbty4gdVqdbxWVVWF3W4nNTV11HO32+0UFxdjMpmor6+no6ODTZs2ObbX1dWRlpZGXl4ez58/p6ysDKPRSHFxMQCXL1+mpKSEsrIyXrx4wbVr11iyZAkAV65cwd/fn6KiIqxW67DahBBCTC5uzi5gIrH32lH/V+2UY9v225g5fea42mZmZnL06FHu3r3LqlWrgMEhqeTkZGbPng1AaGgofn5+mM1mVqxYgdlsRq/Xo9Vq0el0NDQ0YDAYMJvNY/baVFZW0tPTg8lkYubMwfpKS0tJSkriyJEjzJ8/HwAvLy9KS0tRKpWEh4ezZs0a7ty5Q05Ozoh9xsbGEhYWxrlz58jPz3fUn5KSglo9+uff29tLaWkpy5cvB6CiooKIiAgePHhAdHQ0hYWFFBQUkJ6eDkBwcDCHDx8mPz+fQ4cO0drailarJSEhAZVKhU6nIzo6GoA5c+agVCqZNWsWWq12XN+DEEKIiUl6biah8PBwYmNjOXv2LAAvX76krq7OMSQ15Pt5N2az2RGE9Ho9ZrOZ7u5uGhsbxww3LS0tLFu2zBFsAOLi4ujv78disTheW7x4MUql0vHcx8eHtra2UfebnZ1NeXk5AB8/fqS6uprMzMwxz9vNzY2oqKhhn4NGo6GlpQWAJ0+eUFRUhFqtdjxycnKwWq3Y7XZSUlLo7u4mODiYnJwcrl696hiyEkII4Tqk5+Y7nipPbPttP2/4fzr2v5GVlUVubi4nT56kvLyckJAQ9Hr9sDYGg4G8vDw+ffrE48ePHdv1ej1lZWXEx8fz9evXPzKZWKVSDXuuUCjo7+8ftX1aWhoFBQU0NDRw//59goKCWLly5W/VYLPZKCwsZP369SO2ubu7ExAQgMVioaamhtu3b7Nz505HD9g/6xdCCDF5Sbj5jkKhGPfQkLNt3LiRvLw8KisrMZlM7NixY8QkWIPBQFdXF8ePHyc0NJR58+YBEB8fT1ZWFtXV1Y7hq9FERERgNBrp6upy9N7U19czbdo0wsLCfrl+b29v1q1bR3l5OQ0NDWzfvv2n7/n27RsPHz50DCVZLBY6OjqIiIgAIDIyEovFwsKFC0fdh4eHB0lJSSQlJbFr1y7Cw8N5+vQpkZGRTJ8+nb6+vl8+JyGEEBODDEtNUmq1mtTUVPbv34/VaiUjI2NEm+DgYHQ6HSdOnBjWqxMQEICvry+nTp0ac0gKYOvWrbi7u5Oenk5zczO1tbXk5uaybds2x3ybX5WdnU1FRQUtLS2OeTJjUalU5Obm0tjYyKNHj8jIyCAmJsYRdg4ePIjJZKKwsJBnz57R0tLChQsXOHDgADC4EOCZM2dobm7m9evXnD9/Hg8PDxYsWAAMrnNz79493r9/T3t7+2+dmxBCCOeRcDOJZWVl8eXLFxITE/H19f1hG4PBQGdnp2O+zRC9Xk9nZ+dPw42npyc3b97k8+fPREVFsWHDBlavXk1paelv15+QkICPj8+Y9f+zln379rFlyxbi4uJQq9VcvHjRsT0xMZGqqipu3bpFVFQUMTExlJSUOMKLRqPh9OnTxMXFsXTpUmpqarh+/Tre3t4AFBUV8fbtW0JCQpg7d+5vn58QQgjnUAyM9z/ILqanp4c3b94QFBSEu7u7s8uZkmw2G35+fpSXl/9wnsxkIteTEEJMHDLnRvx1/f39tLe3c+zYMTQaDWvXrnV2SUIIIVyIhBvx17W2thIUFIS/vz9GoxE3N7kMhRBC/DnyqyL+usDAwHGvyCyEEEL8WzKhWAghhBAuZcqHG+lBEH+CXEdCCDFxTNlwM7Qird1ud3IlwhUMXUey0rEQQjjflJ1zo1Qq0Wg0jvsfeXp6jljhV4ifGRgYwG6309bWhkajGXZ/LSGEEM4xZde5gcEfpg8fPtDR0eHsUsQkp9Fo0Gq1EpCFEGICmNLhZkhfXx+9vb3OLkNMUiqVSnpshBBiApFwI4QQQgiXMmUnFAshhBDCNUm4EUIIIYRLkXAjhBBCCJci4UYIIYQQLkXCjRBCCCFcioQbIYQQQrgUCTdCCCGEcCn/A2vq4FwEEUo1AAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result.plot_learners(out=None,labels=['VW linear','VW non-linear'])\n", "result.where_best(l='family',p='env_type',n=500).plot_learners(l='family',colors='green',labels='VW only best')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }