From 5166f3d646d3506d7987f0b553a620504cdcad92 Mon Sep 17 00:00:00 2001 From: jlopatec Date: Mon, 13 Nov 2023 10:27:17 -0800 Subject: [PATCH] GPT-4 Turbo additions to notebooks (#1734) --- .../evals/evaluate_QA_classifications.ipynb | 197 ++++++-- ...ate_code_readability_classifications.ipynb | 379 ++++++++------- ...aluate_summarization_classifications.ipynb | 435 +++++++----------- .../evaluate_toxicity_classifications.ipynb | 161 +++++-- 4 files changed, 657 insertions(+), 515 deletions(-) diff --git a/tutorials/evals/evaluate_QA_classifications.ipynb b/tutorials/evals/evaluate_QA_classifications.ipynb index 5001c986207..fa4ad2e7a32 100644 --- a/tutorials/evals/evaluate_QA_classifications.ipynb +++ b/tutorials/evals/evaluate_QA_classifications.ipynb @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -66,9 +66,18 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jasonlopatecki/vs_projects/evals_tests/link_evals/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import phoenix.experimental.evals.templates.default_templates as templates\n", "from phoenix.experimental.evals import (\n", @@ -99,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -121,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -279,7 +288,7 @@ "4 True " ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -299,7 +308,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -341,7 +350,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -363,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -387,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -399,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -408,7 +417,7 @@ "\"Hello! I'm working perfectly. How can I assist you today?\"" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -426,22 +435,15 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e48848017db547c18a0255a7162d74d5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/100 [00:00" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -536,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -545,24 +547,117 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 100/100 [01:15<00:00, 1.33it/s]\n" + ] + } + ], + "source": [ + "Q_and_A_classifications = llm_classify(\n", + " dataframe=df_sample,\n", + " template=templates.QA_PROMPT_TEMPLATE_STR,\n", + " model=model,\n", + " rails=list(templates.QA_PROMPT_RAILS_MAP.values()),\n", + ")[\"label\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " correct 0.89 0.98 0.94 52\n", + " incorrect 0.98 0.88 0.92 48\n", + "\n", + " accuracy 0.93 100\n", + " macro avg 0.94 0.93 0.93 100\n", + "weighted avg 0.93 0.93 0.93 100\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "128aa17440494a74bcb0db8d41098eff", - "version_major": 2, - "version_minor": 0 - }, + "image/png": "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", "text/plain": [ - " 0%| | 0/100 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], + "source": [ + "true_labels = df_sample[\"answer_true\"].map(templates.QA_PROMPT_RAILS_MAP).tolist()\n", + "classes = list(templates.QA_PROMPT_RAILS_MAP.values())\n", + "Q_and_A_classifications = (\n", + " pd.Series(Q_and_A_classifications).map(lambda x: \"unparseable\" if x is None else x).tolist()\n", + ")\n", + "\n", + "print(classification_report(true_labels, Q_and_A_classifications, labels=classes))\n", + "confusion_matrix = ConfusionMatrix(\n", + " actual_vector=true_labels, predict_vector=Q_and_A_classifications, classes=classes\n", + ")\n", + "confusion_matrix.plot(\n", + " cmap=plt.colormaps[\"Blues\"],\n", + " number_label=True,\n", + " normalized=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## LLM Evals: Q&A Classifications GPT-4 Turbo\n", + "\n", + "\n", + "Evaluate the predictions against human-labeled ground-truth Q&A labels." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "model = OpenAIModel(model_name=\"gpt-4-1106-preview\", temperature=0.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 100/100 [00:58<00:00, 1.70it/s]\n" + ] + } + ], "source": [ "Q_and_A_classifications = llm_classify(\n", " dataframe=df_sample,\n", @@ -574,7 +669,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -583,12 +678,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " correct 0.93 0.98 0.95 52\n", - " incorrect 0.98 0.92 0.95 48\n", + " correct 0.98 0.96 0.97 51\n", + " incorrect 0.96 0.98 0.97 49\n", "\n", - " accuracy 0.95 100\n", - " macro avg 0.95 0.95 0.95 100\n", - "weighted avg 0.95 0.95 0.95 100\n", + " accuracy 0.97 100\n", + " macro avg 0.97 0.97 0.97 100\n", + "weighted avg 0.97 0.97 0.97 100\n", "\n" ] }, @@ -598,13 +693,13 @@ "" ] }, - "execution_count": 15, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -648,7 +743,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.5" } }, "nbformat": 4, diff --git a/tutorials/evals/evaluate_code_readability_classifications.ipynb b/tutorials/evals/evaluate_code_readability_classifications.ipynb index 480db40f5c1..d6cce211563 100644 --- a/tutorials/evals/evaluate_code_readability_classifications.ipynb +++ b/tutorials/evals/evaluate_code_readability_classifications.ipynb @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -56,9 +56,18 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jasonlopatecki/vs_projects/evals_tests/link_evals/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import os\n", "from getpass import getpass\n", @@ -95,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -233,7 +242,7 @@ "4 mean = sum(numbers) / len(numbers)\\n return sum(abs(x - mean) for x in numbers) / len(numbers)\\n " ] }, - "execution_count": 48, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -255,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -309,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -338,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -359,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -371,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -380,7 +389,7 @@ "\"Hello! I'm working perfectly. How can I assist you today?\"" ] }, - "execution_count": 53, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -391,22 +400,15 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 10, "metadata": {}, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ee7c8c3563d246bba887ad657e320246", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/10 [00:00" ] }, - "execution_count": 55, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAAHHCAYAAAC7soLdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAABg4UlEQVR4nO3dd1hT59sH8G+CEPYQkKEIKDhBQK0UR8E6sCoVtdU6KlqrtpWfA1ddINqK1apUa7WuunfVWrU4qDhxobi3KFYFBBUEETQ57x+8pEaCJoRRku/H61wXec5znnOfAObmGeeIBEEQQERERKTFxBUdABEREVFZY8JDREREWo8JDxEREWk9JjxERESk9ZjwEBERkdZjwkNERERajwkPERERaT0mPERERKT1mPAQERGR1mPCQ1RKbty4gfbt28PCwgIikQjbt28v1fbv3LkDkUiEFStWlGq7lVlAQAACAgJKtc179+7B0NAQR48eLdV2/8tEIhGmTJkif71ixQqIRCLcuXOnXONwcXFB//795a9jYmJgamqKR48elWscpJ2Y8JBWuXXrFoYMGYJatWrB0NAQ5ubmaNGiBX766Sfk5uaW6blDQkJw4cIFfP/991i9ejWaNm1apucrT/3794dIJIK5ubnS9/HGjRsQiUQQiUT48ccf1W7/wYMHmDJlChITE0shWs1MnToVvr6+aNGihbys8PobNWoEZU/jEYlECA0NLc8wdUKHDh3g5uaGqKioig6FtAATHtIau3btgqenJzZt2oSgoCDMnz8fUVFRqFmzJsaMGYPhw4eX2blzc3MRHx+PgQMHIjQ0FH379kWNGjVK9RzOzs7Izc3F559/XqrtqqpKlSp4/vw5/vzzzyL71q5dC0NDwxK3/eDBA0RGRqqd8Ozduxd79+4t8Xnf9OjRI6xcuRJfffWV0v0XLlzA1q1bS+18/1Wff/45cnNz4ezsXNGhYMiQIfj111/x7Nmzig6FKjkmPKQVkpKS8Nlnn8HZ2RmXL1/GTz/9hEGDBmHo0KFYv349Ll++jIYNG5bZ+Qu73C0tLcvsHCKRCIaGhtDT0yuzc7yNRCJBmzZtsH79+iL71q1bh06dOpVbLM+fPwcAGBgYwMDAoNTaXbNmDapUqYKgoKAi+4yMjFCnTh1MnTpVaS9PaXn16hXy8/PLrH1V6OnpwdDQECKRqELjAIDu3bsjLy8PmzdvruhQqJJjwkNaYebMmcjOzsayZcvg4OBQZL+bm5tCD8+rV68wbdo01K5dGxKJBC4uLpgwYQLy8vIUjnNxcUHnzp1x5MgRNGvWDIaGhqhVqxZWrVolrzNlyhT5X8JjxoyBSCSCi4sLgIKhkMKvXzdlypQiHyb79u1Dy5YtYWlpCVNTU9StWxcTJkyQ7y9uDs/ff/+NVq1awcTEBJaWlujSpQuuXLmi9Hw3b95E//79YWlpCQsLCwwYMECePKiid+/e+Ouvv/D06VN52alTp3Djxg307t27SP3Hjx9j9OjR8PT0hKmpKczNzfHRRx/h3Llz8jpxcXF47733AAADBgyQD40VXmdAQAA8PDyQkJCADz74AMbGxvL35c05PCEhITA0NCxy/YGBgbCyssKDBw/een3bt2+Hr68vTE1Ni+wTi8WYNGkSzp8/j23btr21HQBIS0vDwIEDYWdnB0NDQ3h5eWHlypUKdQq/pz/++COio6PlP4+XL1+Wf8+uX7+Ovn37wsLCAra2tpg8eTIEQcC9e/fQpUsXmJubw97eHrNnz1ZoOz8/H+Hh4WjSpAksLCxgYmKCVq1a4cCBA++M/c05PIWxKNten3Mjk8kQHR2Nhg0bwtDQEHZ2dhgyZAiePHmi0L4gCPjuu+9Qo0YNGBsbo3Xr1rh06ZLSWKpVq4ZGjRrhjz/+eGfcRG/DhIe0wp9//olatWqhefPmKtX/8ssvER4ejsaNG2Pu3Lnw9/dHVFQUPvvssyJ1b968iU8++QTt2rXD7NmzYWVlhf79+8v/g+7WrRvmzp0LAOjVqxdWr16N6OhoteK/dOkSOnfujLy8PEydOhWzZ8/Gxx9//M6Js/v370dgYCDS0tIwZcoUhIWF4dixY2jRooXSCac9evTAs2fPEBUVhR49emDFihWIjIxUOc5u3bpBJBIpDOusW7cO9erVQ+PGjYvUv337NrZv347OnTtjzpw5GDNmDC5cuAB/f3958lG/fn1MnToVADB48GCsXr0aq1evxgcffCBvJyMjAx999BG8vb0RHR2N1q1bK43vp59+gq2tLUJCQiCVSgEAv/76K/bu3Yv58+fD0dGx2Gt7+fIlTp06pfQ6CvXu3Rvu7u7v7OXJzc1FQEAAVq9ejT59+mDWrFmwsLBA//798dNPPxWp/9tvv2H+/PkYPHgwZs+ejapVq8r39ezZEzKZDDNmzICvry++++47REdHo127dqhevTp++OEHuLm5YfTo0Th06JD8uKysLCxduhQBAQH44YcfMGXKFDx69AiBgYFqDx1269ZN/n0p3EaMGAGgICEpNGTIEIwZM0Y+b27AgAFYu3YtAgMD8fLlS3m98PBwTJ48GV5eXpg1axZq1aqF9u3bIycnR+n5mzRpgmPHjqkVM1ERAlEll5mZKQAQunTpolL9xMREAYDw5ZdfKpSPHj1aACD8/fff8jJnZ2cBgHDo0CF5WVpamiCRSIRRo0bJy5KSkgQAwqxZsxTaDAkJEZydnYvEEBERIbz+6zd37lwBgPDo0aNi4y48x2+//SYv8/b2FqpVqyZkZGTIy86dOyeIxWKhX79+Rc73xRdfKLTZtWtXwdrauthzvn4dJiYmgiAIwieffCK0adNGEARBkEqlgr29vRAZGan0PXjx4oUglUqLXIdEIhGmTp0qLzt16lSRayvk7+8vABAWLVqkdJ+/v79C2Z49ewQAwnfffSfcvn1bMDU1FYKDg995jTdv3hQACPPnz3/r9a9cuVIAIGzdulW+H4AwdOhQ+evo6GgBgLBmzRp5WX5+vuDn5yeYmpoKWVlZ8vcCgGBubi6kpaUpnLPwezZ48GB52atXr4QaNWoIIpFImDFjhrz8yZMngpGRkRASEqJQNy8vT6HNJ0+eCHZ2dkV+DgAIERER8te//fabAEBISkpS+l49evRIqFmzpuDp6SlkZ2cLgiAIhw8fFgAIa9euVagbExOjUJ6WliYYGBgInTp1EmQymbzehAkTBAAK11Bo+vTpAgAhNTVVaTxEqmAPD1V6WVlZAAAzMzOV6u/evRsAEBYWplA+atQoAAWTn1/XoEEDtGrVSv7a1tYWdevWxe3bt0sc85sK5/788ccfkMlkKh3z8OFDJCYmon///go9Ao0aNUK7du3k1/m6NyfjtmrVChkZGfL3UBW9e/dGXFwcUlJS8PfffyMlJUXpcBZQMO9HLC74b0YqlSIjI0M+XHfmzBmVzymRSDBgwACV6rZv3x5DhgzB1KlT0a1bNxgaGuLXX39953EZGRkAACsrq7fW69Onzzt7eXbv3g17e3v06tVLXqavr49hw4YhOzsbBw8eVKjfvXt32NraKm3ryy+/lH+tp6eHpk2bQhAEDBw4UF5uaWlZ5GdST09PPr9JJpPh8ePHePXqFZo2barWe/8mqVSKXr164dmzZ9i2bRtMTEwAAJs3b4aFhQXatWuH9PR0+dakSROYmprKh9L279+P/Px8/O9//1MY1i3sMVKm8HuSnp5e4riJmPBQpWdubg4AKq/iuHv3LsRiMdzc3BTK7e3tYWlpibt37yqU16xZs0gbVlZWReYlaKJnz55o0aIFvvzyS9jZ2eGzzz7Dpk2b3pr8FMZZt27dIvvq16+P9PT0IkMEb15L4QeJOtfSsWNHmJmZYePGjVi7di3ee++9Iu9lIZlMhrlz58Ld3R0SiQQ2NjawtbXF+fPnkZmZqfI5q1evrtbk5B9//BFVq1ZFYmIi5s2bpzDs8i7FJTGF9PT0MGnSJCQmJhZ7r6W7d+/C3d1dnuwVql+/vnz/61xdXYs935vfMwsLCxgaGsLGxqZI+Zvfx5UrV6JRo0YwNDSEtbU1bG1tsWvXLrXe+zdNmjQJf//9N9atW4fatWvLy2/cuIHMzExUq1YNtra2Clt2djbS0tIA/Hvt7u7uCu3a2toWm2wWfk/+C5OoqfKqUtEBEGnK3Nwcjo6OuHjxolrHqfqfZ3Grot71wfi2cxTOLylkZGSEQ4cO4cCBA9i1axdiYmKwceNGfPjhh9i7d2+prczS5FoKSSQSdOvWDStXrsTt27cVblj3punTp2Py5Mn44osvMG3aNFStWhVisRgjRoxQuScLKHh/1HH27Fn5B+yFCxcUelqKY21tDUC15K9Pnz6YNm0apk6diuDgYLViU+Zt16fse6bK93HNmjXo378/goODMWbMGFSrVg16enqIiorCrVu3ShTn9u3b8cMPP2DatGno0KGDwj6ZTIZq1aph7dq1So8trgdLFYXfkzeTPCJ1MOEhrdC5c2csXrwY8fHx8PPze2tdZ2dnyGQy3LhxQ/4XNwCkpqbi6dOnpXrvESsrK4UVTYXe/AsfKFgF1KZNG7Rp0wZz5szB9OnTMXHiRBw4cABt27ZVeh0AcO3atSL7rl69ChsbG/lwQ2nr3bs3li9fDrFYrHSid6EtW7agdevWWLZsmUL506dPFT68SvMv95ycHAwYMAANGjRA8+bNMXPmTHTt2lW+Eqw4NWvWhJGREZKSkt55jsJenv79+ytdPeTs7Izz589DJpMp9PJcvXpVvr+sbdmyBbVq1cLWrVsV3t+IiIgStXf9+nWEhIQgODhYYfVgodq1a2P//v1o0aLFWxO4wmu/ceMGatWqJS9/9OhRsclmUlKSvHeQqKQ4pEVaYezYsTAxMcGXX36J1NTUIvtv3bolXx3TsWNHACiykmrOnDkAUKr3k6lduzYyMzNx/vx5ednDhw+LLGt+/PhxkWO9vb0BoMhS+UIODg7w9vbGypUrFZKqixcvYu/evfLrLAutW7fGtGnT8PPPP8Pe3r7Yenp6ekV6jzZv3oz79+8rlBUmZsqSQ3WNGzcOycnJWLlyJebMmQMXFxeEhIQU+z4W0tfXR9OmTXH69GmVztO3b1+4ubkpXeXWsWNHpKSkYOPGjfKyV69eYf78+TA1NYW/v796F1UChb1Ar7//J06cQHx8vNptZWdno2vXrqhevTpWrlypNEHt0aMHpFIppk2bVmTfq1ev5N/btm3bQl9fH/Pnz1eI7W0rGxMSEt75hwzRu7CHh7RC7dq1sW7dOvTs2RP169dHv3794OHhgfz8fBw7dgybN2+W3y/Ey8sLISEhWLx4MZ4+fQp/f3+cPHkSK1euRHBwcLFLnkvis88+w7hx49C1a1cMGzYMz58/x8KFC1GnTh2FiaNTp07FoUOH0KlTJzg7OyMtLQ2//PILatSogZYtWxbb/qxZs/DRRx/Bz88PAwcORG5uLubPnw8LC4u3DjVpqvCeNO/SuXNnTJ06FQMGDEDz5s1x4cIFrF27VuEve6Dg+2dpaYlFixbBzMwMJiYm8PX1fevcFmX+/vtv/PLLL4iIiJAvL//tt98QEBCAyZMnY+bMmW89vkuXLpg4cSKysrLkc8OKo6enh4kTJyqdTD148GD8+uuv6N+/PxISEuDi4oItW7bg6NGjiI6OVnmCvSY6d+6MrVu3omvXrujUqROSkpKwaNEiNGjQANnZ2Wq1FRkZicuXL2PSpElFerRq164NPz8/+Pv7Y8iQIYiKikJiYiLat28PfX193LhxA5s3b8ZPP/2ETz75BLa2thg9ejSioqLQuXNndOzYEWfPnsVff/2ldMgqLS0N58+fx9ChQzV6P4i4LJ20yvXr14VBgwYJLi4ugoGBgWBmZia0aNFCmD9/vvDixQt5vZcvXwqRkZGCq6uroK+vLzg5OQnjx49XqCMIBcvSO3XqVOQ8by6HLm5ZuiAIwt69ewUPDw/BwMBAqFu3rrBmzZoiy9JjY2OFLl26CI6OjoKBgYHg6Ogo9OrVS7h+/XqRc7y5dHv//v1CixYtBCMjI8Hc3FwICgoSLl++rFCn8HxvLnt/1/LjQq8vyy5OccvSR40aJTg4OAhGRkZCixYthPj4eKXLyf/44w+hQYMGQpUqVRSu09/fX2jYsKHSc77eTlZWluDs7Cw0btxYePnypUK9kSNHCmKxWIiPj3/rNaSmpgpVqlQRVq9erdL1v3z5Uqhdu3aRZemFbQ0YMECwsbERDAwMBE9PzyLfu7f93BT3PSsuljffJ5lMJkyfPl1wdnYWJBKJ4OPjI+zcuVPprRLwjmXpISEhAgCl25vLyBcvXiw0adJEMDIyEszMzARPT09h7NixwoMHD+R1pFKpEBkZKf+5CAgIEC5evCg4OzsXaW/hwoWCsbGxfCk/UUmJBKEM75FORFTJDBw4ENevX8fhw4crOhQC4OPjg4CAAPnNPYlKigkPEdFrkpOTUadOHcTGxio8MZ3KX0xMDD755BPcvn1brVsLECnDhIeIiIi0HldpERERkdZjwkNERETl5tChQwgKCoKjoyNEIlGxdyx/XVxcHBo3bgyJRAI3NzesWLFC7fMy4SEiIqJyk5OTAy8vLyxYsECl+klJSejUqRNat26NxMREjBgxAl9++SX27Nmj1nk5h4eIiIgqhEgkwrZt2976iJZx48Zh165dCo8P+uyzz/D06VPExMSofC7eeFALyWQyPHjwAGZmZnzYHhFRJSQIAp49ewZHR8ciD6EtTS9evEB+fr7G7QiCUOTzRiKRQCKRaNx2fHx8kcfrBAYGYsSIEWq1w4RHCz148ABOTk4VHQYREWno3r17qFGjRpm0/eLFCxiZWQOvnmvclqmpaZE7eEdERJTKHd9TUlJgZ2enUGZnZ4esrCzk5uaq/HBhJjxaqPC29W6ha6AnMa7gaIjKxoyeXhUdAlGZeZ79DH0+9C7Tx5Dk5+cDr55D0iAE0DMoeUPSfGRfXol79+4pPJKlNHp3ShMTHi1U2K2oJzGGnqRsnpZNVNFMTMv+eVREFa1cpiVUMYRIg4RHEBUMuZmbm7/zGXQlYW9vX+Sh0KmpqTA3N1e5dwdgwkNERKTbRAA0SazKOCfz8/PD7t27Fcr27dsHPz8/tdrhsnQiIiJdJhJrvqkhOzsbiYmJSExMBFCw7DwxMRHJyckAgPHjx6Nfv37y+l999RVu376NsWPH4urVq/jll1+wadMmjBw5Uq3zMuEhIiKicnP69Gn4+PjAx8cHABAWFgYfHx+Eh4cDAB4+fChPfgDA1dUVu3btwr59++Dl5YXZs2dj6dKlCAwMVOu8HNIiIiLSZSKRhkNa6h0bEBCAt90CUNldlAMCAnD27Fl1I1PAhIeIiEiXlWBYqsjxlUDliJKIiIhIA+zhISIi0mXlPKRVUZjwEBER6TQNh7QqyWBR5YiSiIiISAPs4SEiItJlHNIiIiIircdVWkRERETagT08REREuoxDWkRERKT1dGRIiwkPERGRLtORHp7KkZYRERERaYA9PERERLqMQ1pERESk9UQiDRMeDmkRERER/Sewh4eIiEiXiUUFmybHVwJMeIiIiHSZjszhqRxREhEREWmAPTxERES6TEfuw8OEh4iISJdxSIuIiIhIO7CHh4iISJdxSIuIiIi0no4MaTHhISIi0mU60sNTOdIyIiIiIg2wh4eIiEiXcUiLiIiItB6HtIiIiIi0A3t4iIiIdJqGQ1qVpO+ECQ8REZEu45AWERERkXZgDw8REZEuE4k0XKVVOXp4mPAQERHpMh1Zll45oiQiIiLSAHt4iIiIdJmOTFpmwkNERKTLdGRIiwkPERGRLtORHp7KkZYRERERaYA9PERERLqMQ1pERESk9TikRURERKQd2MNDRESkw0QiEUQ60MPDhIeIiEiH6UrCwyEtIiIi0nrs4SEiItJlov/fNDm+EmDCQ0REpMM4pEVERESkJdjDQ0REpMN0pYeHCQ8REZEOY8JDREREWk9XEh7O4SEiIiKtxx4eIiIiXcZl6URERKTtOKRFREREpCXYw0NERKTDRCJo2MNTerGUJSY8REREOkwEDYe0KknGwyEtIiIi0nrs4SEiItJhujJpmQkPERGRLtORZekc0iIiIiKtxx4eIiIiXabhkJbAIS0iIiL6r9N0Do9mK7zKDxMeIiIiHaYrCQ/n8BAREVG5W7BgAVxcXGBoaAhfX1+cPHnyrfWjo6NRt25dGBkZwcnJCSNHjsSLFy9UPh8THiIiIl0mKoVNTRs3bkRYWBgiIiJw5swZeHl5ITAwEGlpaUrrr1u3Dt9++y0iIiJw5coVLFu2DBs3bsSECRNUPicTHiIiIh1WOKSlyaauOXPmYNCgQRgwYAAaNGiARYsWwdjYGMuXL1da/9ixY2jRogV69+4NFxcXtG/fHr169Xpnr9DrmPAQERGRxrKyshS2vLw8pfXy8/ORkJCAtm3bysvEYjHatm2L+Ph4pcc0b94cCQkJ8gTn9u3b2L17Nzp27KhyfJy0TEREpMNKa9Kyk5OTQnlERASmTJlSpH56ejqkUins7OwUyu3s7HD16lWl5+jduzfS09PRsmVLCIKAV69e4auvvlJrSIsJDxERkQ4rrYTn3r17MDc3l5dLJBKNYysUFxeH6dOn45dffoGvry9u3ryJ4cOHY9q0aZg8ebJKbTDhISIiIo2Zm5srJDzFsbGxgZ6eHlJTUxXKU1NTYW9vr/SYyZMn4/PPP8eXX34JAPD09EROTg4GDx6MiRMnQix+9wwdzuEhIiLSYeU9adnAwABNmjRBbGysvEwmkyE2NhZ+fn5Kj3n+/HmRpEZPTw8AIAiCSudlDw8REZEuq4CHh4aFhSEkJARNmzZFs2bNEB0djZycHAwYMAAA0K9fP1SvXh1RUVEAgKCgIMyZMwc+Pj7yIa3JkycjKChInvi8CxMeIiIiKlc9e/bEo0ePEB4ejpSUFHh7eyMmJkY+kTk5OVmhR2fSpEkQiUSYNGkS7t+/D1tbWwQFBeH7779X+ZwiQdW+IKo0srKyYGFhgbqjtkJPYlLR4RCViei+PhUdAlGZycl+hq7NaiMzM1OleTElUfhZYf/FGogNjEvcjiz/OVKW9y3TWEsDe3iIiIh0mK48S4sJDxERkQ7TlYSHq7SIiIhI67GHh4iISJdVwCqtisCEh4iISIdxSIuIiIhIS7CHR0V37tyBq6srzp49C29vb5WO6d+/P54+fYrt27cXWycgIADe3t6Ijo4ulTipqE+bOaFfcxdYmxrgRmo2Zu6+gkv3s5TW/bV/UzR1rVqk/Mj1Rxi+9iwAoHX9avikaQ3UczSHpbEBei2Mx/WUZ8Wef17fxmjhboNR688i7uojAIC7nSn6t3KFd00rWBrr4+HTXPx++h+sP55cJPaezZzgYGmElMwXWH7oNnade1jSt4K01K69J7Ft5zE8ycyGa017DA75CHXcqiutu+fvBBw4fB5376UBANxcHfB5zzYK9XNf5GPl+v04kXAVz57lwq6aJToH+uKjtk3ldSZMW4GLV+4qtN2hTRN8M7AzACD2YCJ++vUPpTGsWjgalhYmePzkGZav3Yubtx/gYepjdA70xaB+HTR6L0h9utLDw4SHtFq7hnYIC6yL6X9exsX7mej9vjN+/rwJus0/iic5+UXqj9mYCH29fzs+LYz0sf5rP+y/9O8zX4z09ZCY/BT7LqVicpeGbz1/b7+aSm97Xt/RHE9y8jH59wtIzXqBRk6WmBTUAFKZgE0n7wEAPnmvBkLbuOO7HZdw+UEWGla3wKSPGyAr9xUOX39U0reEtMzh+ItYtmYvvvmiE+q41cCOv44jYsYaLJwdCkuLovfhunj5Lj5o7oF67k4w0K+C3/88iogZq/HzzG9gXbXgHirLVu/B+ctJCPumG6rZWuLs+VtY9NsuVLUyg2+TuvK22rdujD6ftpa/lhjoy79u6dcQjb3cFM4dvWg7Xr58JY/r5SspLMyM0SP4A/zx1/FSfV9IdSJomPBUkkk8Wpfw5Ofnw8DAoKLDoP+Ivs1dsC3hH/yZ+AAAMH3nZbSsY4MuPo5YceROkfpZua8UXrf3sMeLlzLsey3h2X2+oIfFwdLwreeuY2+Gvn4u+HzxcewdE6Cwb8fZBwqv7z/JRSMnC3xY306e8HRs5IitCf/Iz33/SS4aVjdH/5YuTHhI7o/dx9G+dWO0DSi4EeM3AzvjdOIN7D94Fp983LJI/VGh3RRehw4OwrFTl3HuYhI+/MALAHD1xj182MoLng1cABT03OyJTcCNW/cVEh6JRB9WlqZK45IY6CskQJlZObhwKQn/G/yxvMzO1hKDQj4CAOw/eLYEV0+kuko/hycgIAChoaEYMWIEbGxsEBgYiIsXL+Kjjz6Cqakp7Ozs8PnnnyM9PV1+TExMDFq2bAlLS0tYW1ujc+fOuHXrlkK7J0+ehI+PDwwNDdG0aVOcPav4yyiVSjFw4EC4urrCyMgIdevWxU8//aQ0xsjISNja2sLc3BxfffUV8vOL9iwUysvLw+jRo1G9enWYmJjA19cXcXFxJX+DdFgVPRHqOZjh5O0MeZkgACdvP4ank6VKbQQ3ro69F1Pw4qVUrXMb6ovxfXdP/LDrCjKyi/9+v85UUgWZuS/lrw2qiJH/SvG8L17K0LC6BaqIK8dfVFS2Xr6S4mbSA3h71JKXicUieHnUwtUb/6jURl7eS0hfyWBmaiQvq+fuhJNnriPjcRYEQcD5S0l4kJIBb8/aCscePHoBfQbPROjYX7Byw37k5b18s3m5vw+fg0Sij+a+DdS8Sipr5f3w0IqiFT08K1euxNdff42jR4/i6dOn+PDDD/Hll19i7ty5yM3Nxbhx49CjRw/8/fffAICcnByEhYWhUaNGyM7ORnh4OLp27YrExESIxWJkZ2ejc+fOaNeuHdasWYOkpCQMHz5c4ZwymQw1atTA5s2bYW1tjWPHjmHw4MFwcHBAjx495PViY2NhaGiIuLg43LlzBwMGDIC1tXWxz/8IDQ3F5cuXsWHDBjg6OmLbtm3o0KEDLly4AHd397J7E7WQpbEBquiJiyQcGdl5cLF59yM3GlY3h5udGab+cUntc4d1qIvz957i4DXVemIaOVmgvYe9fJ4QAMTfTEdw4xo4cCUNVx8+Q31HcwQ3rg79KmJYGusjXcVEirRX1rPnkMmEIkNXlhYmuP8gvZijFK1cvx9Vrczg9VrSNKT/R/h56U4MCJ0LPT0xRCIRQr8Mgkd9Z3mdD5p7opqNBapameFOcipWbtiP+w8zMGFkT6Xn2R93Fh8091To9aH/CC5Lrzzc3d0xc+ZMAMB3330HHx8fTJ8+Xb5/+fLlcHJywvXr11GnTh10795d4fjly5fD1tYWly9fhoeHB9atWweZTIZly5bB0NAQDRs2xD///IOvv/5afoy+vj4iIyPlr11dXREfH49NmzYpJDwGBgZYvnw5jI2N0bBhQ0ydOhVjxozBtGnTijzqPjk5Gb/99huSk5Ph6OgIABg9ejRiYmLw22+/KVzT6/Ly8pCXlyd/nZWlfEIuqadL4+q4kfKs2AnOxfmgri3ec62K3otUm5NQu5op5vTyweK4Wzh+69/eqKUHb8PaVIKVg3wBAI9z8rHz3AP0b+kKGZ+AR6Vgy44jOBx/Ed9P7g8Dg38/DnbuOYnrN//BpFGfwdbWEpeu3MWvK3ajqpUZvD0LEqMObZrI67vUtIOVlRkmf78KD1Mfw8FOceL/1ev3cO9+OkZ+3bV8LoxICa1IeJo0+fcX79y5czhw4ABMTYuOK9+6dQt16tTBjRs3EB4ejhMnTiA9PR0ymQxAQcLh4eGBK1euoFGjRjA0/HeOhp+fX5H2FixYgOXLlyM5ORm5ubnIz88vsoLLy8sLxsb/PpTNz88P2dnZuHfvHpydnRXqXrhwAVKpFHXq1FEoz8vLg7W1dbHXHxUVpZB8UYGnz/PxSiqDtaninC5rUwnSs/OKOaqAob4eAj3ssejArbfWU+Y916qoYWWMuG9bK5TP7OmNs3efYMiK0/IyV1sTLAxpgq0J/2DZoSSF+nmvZJj6xyVM//MyqpoaIP1ZHro1rYHsF6/w5Dl7dwgwNzOGWCzC08wchfKnmTmwLGZuTaFtO4/h9x1HMHVCP7jWtJOX5+W/xOqNsRgf1hPv+RT8X+Ra0w5Jd1OwbdcxecLzprq1C1Z5PUwpmvDsjTsDV2d7uNVyVPsaqexxlVYlYmLyb3dudnY2goKC8MMPPxSp5+DgAAAICgqCs7MzlixZAkdHR8hkMnh4eLx1bs2bNmzYgNGjR2P27Nnw8/ODmZkZZs2ahRMnTpT4OrKzs6Gnp4eEhATo6ekp7FOWwBUaP348wsLC5K+zsrLg5ORU4ji0xSupgKsPn+G9Wtby5eAiUUFCsulk8luPbdfQDvp6YuwuwRLwFUeSsP3MfYWyTUObY07MNRx6bYirlq0JFvVvip2JD/BL7M3ir0MmIC2rIEFr72GPI9cfQcnCL9JB+lX04ObqiHOXbuP99+oBAGQyAecv3Uan9s2KPe73P49i8/bDmPJtX7i/kYRIX8nwSiqD+I0PMbFYpHTFYaHbd1MAAFZWZgrluS/ycfT4ZXzes41a10blhwlPJdW4cWP8/vvvcHFxQZUqRS8vIyMD165dw5IlS9CqVSsAwJEjRxTq1K9fH6tXr8aLFy/kvTzHjysOTxw9ehTNmzfHN998Iy97c+IzUNDjlJubCyMjI3k7pqamShMSHx8fSKVSpKWlyWNThUQigUQiUbm+Lllz7A4iu3rgyv2sgmXpfjVhZKAnXyUV2dUDj569wM/7FROOLo2rI+5qmsIk4kLmRlVgb2EEW7OC99zZuqAHLyM7DxnZ+fLtTSmZuXjwNBdAwTDWopCmiL+VjrXxd+W9UFKZgKfPC85Z09oYDatb4OI/mTA3qoI+fs6oXc0UEdsultK7Q9qgS8f3Eb1oO9xqOaJO7erY8ddxvHjxEm38vQEAc3/ZhqpVzRDyWVsAwO87jmDtljiMDu0GO1tLPHmaDQAwNDSAkaEBjI0l8KjvjN/W7YOBgT5sbSxw6cpdHDh8Hl/0bQ8AeJj6GAePXkBTb3eYmRnjTnIqlq3eg4b1nBV6i4CCZfNSqQwBLRspjf/2nYJE6cWLfGRlPcftOymoUkUPNWvYlsXbRUqIRAWbJsdXBlqX8AwdOhRLlixBr169MHbsWFStWhU3b97Ehg0bsHTpUlhZWcHa2hqLFy+Gg4MDkpOT8e233yq00bt3b0ycOBGDBg3C+PHjcefOHfz4448Kddzd3bFq1Srs2bMHrq6uWL16NU6dOgVXV1eFevn5+Rg4cCAmTZqEO3fuICIiAqGhoUXm7wBAnTp10KdPH/Tr1w+zZ8+Gj48PHj16hNjYWDRq1AidOnUq/TdMy+27lAorEwN89WFtWJtKcD3lGf63+gwe//89eOwtDIv81epsbQwfZyt8s/K0sibhX7capnT1kL+e0aNgKe+vB25hcZxqQ2BtGtihqqkBOnk5opPXv39hP3iSi6DowwAAsUiEvs2d4WJtglcyGU4nPcEXS0/i4dMXqr8BpPVa+XkgM+s51m2Jw5On2ajlbI8p3/aBlUVBr/CjjEyIXlvV99f+03j1SooZ0ZsV2vmsmz96fxIAABjzv0+wakMsZi/YiuzsXNjaWKBvjw/lNx6sUkUP5y4m4c+YE3iRlw+bqhbwa1YfPYM/KBLf/riz8HuvPkxNlN/GYcSEX+Vf30x6iIPHLqCajQWWzhuhydtCVIRIeFsfZSWg7E7FN27cwLhx43DgwAHk5eXB2dkZHTp0wJw5cyASibB//34MGzYMt2/fRt26dTFv3jwEBARg27ZtCA4OBlDQE/PVV1/hypUraNCgASZPnozu3bvL77Scl5eHr776Ctu2bYNIJEKvXr1gYWGBv/76C4mJiQD+vdOyl5cXFixYgLy8PPTq1Qvz58+X98i8Gf/Lly/x3XffYdWqVbh//z5sbGzw/vvvIzIyEp6eniq9J1lZWbCwsEDdUVuhJ3n3aiSiyii6r09Fh0BUZnKyn6Frs9rIzMyEubl5mZyj8LOi1v+2QKzBZ4UsLwe3539SprGWhkqf8FBRTHhIFzDhIW1WrgnPsC0afVZI83Jwe95/P+Gp9DceJCIiInoXrZvDQ0RERKrjKi0iIiLSerqySotDWkRERKT12MNDRESkw8RiEcQaPJBYqCQPM2bCQ0REpMM4pEVERESkJdjDQ0REpMO4SouIiIi0nq4MaTHhISIi0mG60sPDOTxERESk9djDQ0REpMN0pYeHCQ8REZEO05U5PBzSIiIiIq3HHh4iIiIdJoKGQ1qoHF08THiIiIh0GIe0iIiIiLQEe3iIiIh0GFdpERERkdbjkBYRERGRlmAPDxERkQ7jkBYRERFpPV0Z0mLCQ0REpMN0pYeHc3iIiIhI67GHh4iISJdpOKRVSW60zISHiIhIl3FIi4iIiEhLsIeHiIhIh3GVFhEREWk9DmkRERERaQn28BAREekwDmkRERGR1uOQFhEREZGWYA8PERGRDtOVHh4mPERERDqMc3iIiIhI6+lKDw/n8BAREZHWUzvhyc3NxfPnz+Wv7969i+joaOzdu7dUAyMiIqKyVzikpclWGaid8HTp0gWrVq0CADx9+hS+vr6YPXs2unTpgoULF5Z6gERERFR2Coe0NNkqA7UTnjNnzqBVq1YAgC1btsDOzg53797FqlWrMG/evFIPkIiIiEhTak9afv78OczMzAAAe/fuRbdu3SAWi/H+++/j7t27pR4gERERlR0RNFylVWqRlC21e3jc3Nywfft23Lt3D3v27EH79u0BAGlpaTA3Ny/1AImIiKjsiEUijbfKQO2EJzw8HKNHj4aLiwuaNWsGPz8/AAW9PT4+PqUeIBEREZGm1B7S+uSTT9CyZUs8fPgQXl5e8vI2bdqga9eupRocERERlS1dufFgie7DY29vDzMzM+zbtw+5ubkAgPfeew/16tUr1eCIiIiobHGVVjEyMjLQpk0b1KlTBx07dsTDhw8BAAMHDsSoUaNKPUAiIiIqO2KR5ltJLFiwAC4uLjA0NISvry9Onjz51vpPnz7F0KFD4eDgAIlEgjp16mD37t2qX6e6AY4cORL6+vpITk6GsbGxvLxnz56IiYlRtzkiIiLSMRs3bkRYWBgiIiJw5swZeHl5ITAwEGlpaUrr5+fno127drhz5w62bNmCa9euYcmSJahevbrK51R7Ds/evXuxZ88e1KhRQ6Hc3d2dy9KJiIgqG5GGz8MqwaFz5szBoEGDMGDAAADAokWLsGvXLixfvhzffvttkfrLly/H48ePcezYMejr6wMAXFxc1Dqn2j08OTk5Cj07hR4/fgyJRKJuc0RERFSBSuvREllZWQpbXl6e0vPl5+cjISEBbdu2lZeJxWK0bdsW8fHxSo/ZsWMH/Pz8MHToUNjZ2cHDwwPTp0+HVCpV+TrVTnhatWolf7QEUJAVymQyzJw5E61bt1a3OSIiItICTk5OsLCwkG9RUVFK66Wnp0MqlcLOzk6h3M7ODikpKUqPuX37NrZs2QKpVIrdu3dj8uTJmD17Nr777juV41N7SGvmzJlo06YNTp8+jfz8fIwdOxaXLl3C48ePcfToUXWbIyIiogok+v9/mhwPAPfu3VO4AXFpjvrIZDJUq1YNixcvhp6eHpo0aYL79+9j1qxZiIiIUKkNtRMeDw8PXL9+HT///DPMzMyQnZ2Nbt26yWdOExERUeWhyUqrwuMBwNzcXKUnLtjY2EBPTw+pqakK5ampqbC3t1d6jIODA/T19aGnpycvq1+/PlJSUpCfnw8DA4N3nlfthAcALCwsMHHixJIcSkRERDrMwMAATZo0QWxsLIKDgwEU9ODExsYiNDRU6TEtWrTAunXrIJPJIBYXzMa5fv06HBwcVEp2gBLM4YmJicGRI0fkrxcsWABvb2/07t0bT548Ubc5IiIiqkAVcePBsLAwLFmyBCtXrsSVK1fw9ddfIycnR75qq1+/fhg/fry8/tdff43Hjx9j+PDhuH79Onbt2oXp06dj6NChKp9T7YRnzJgxyMrKAgBcuHABYWFh6NixI5KSkhAWFqZuc0RERFSBSmuVljp69uyJH3/8EeHh4fD29kZiYiJiYmLkE5mTk5PlNzYGCiZE79mzB6dOnUKjRo0wbNgwDB8+XOkS9uKoPaSVlJSEBg0aAAB+//13BAUFYfr06Thz5gw6duyobnNERESkg0JDQ4sdwoqLiytS5ufnh+PHj5f4fGr38BgYGOD58+cAgP3796N9+/YAgKpVq8p7foiIiKhyEItEGm+Vgdo9PC1btkRYWBhatGiBkydPYuPGjQAKJg+9efdlIiIi+m/j09KL8fPPP6NKlSrYsmULFi5cKH+OxV9//YUOHTqUeoBERERUdnTlaelq9/DUrFkTO3fuLFI+d+7cUgmIiIiIqLSp3cNz5swZXLhwQf76jz/+QHBwMCZMmID8/PxSDY6IiIjKVkWs0qoIaic8Q4YMwfXr1wEUPNvis88+g7GxMTZv3oyxY8eWeoBERERUdnRl0rLaCc/169fh7e0NANi8eTM++OADrFu3DitWrMDvv/9e2vERERERaUztOTyCIEAmkwEoWJbeuXNnAAU3BUpPTy/d6IiIiKhMif5/0+T4ykDthKdp06b47rvv0LZtWxw8eBALFy4EUHBDwjcf9U5ERET/bZqutKosq7TUHtKKjo7GmTNnEBoaiokTJ8LNzQ0AsGXLFjRv3rzUAyQiIiLSlNo9PI0aNVJYpVVo1qxZCo9tJyIiov8+sahg0+T4ykDthKc4hoaGpdUUERERlRNdGdJSO+GRSqWYO3cuNm3ahOTk5CL33nn8+HGpBUdERERUGtSewxMZGYk5c+agZ8+eyMzMRFhYGLp16waxWIwpU6aUQYhERERUlrT9poNACRKetWvXYsmSJRg1ahSqVKmCXr16YenSpQgPD9fose1ERERU/nTlWVpqJzwpKSnw9PQEAJiamiIzMxMA0LlzZ+zatat0oyMiIqIyVThpWZOtMlA74alRowYePnwIAKhduzb27t0LADh16hQkEknpRkdERERUCtROeLp27YrY2FgAwP/+9z9MnjwZ7u7u6NevH7744otSD5CIiIjKjq4Maam9SmvGjBnyr3v27ImaNWsiPj4e7u7uCAoKKtXgiIiIqGzx0RIq8vPzg5+fX2nEQkRERFQmVEp4duzYoXKDH3/8cYmDISIiovIlFokg1mBYSpNjy5NKCU9wcLBKjYlEIkilUk3iISIionKk6f10Kkm+o1rCI5PJyjoOIiIiojJTas/SIiIiospHV56lpfKy9L///hsNGjRAVlZWkX2ZmZlo2LAhDh06VKrBERERUdnS5LESlenxEionPNHR0Rg0aBDMzc2L7LOwsMCQIUMwd+7cUg2OiIiIqDSonPCcO3cOHTp0KHZ/+/btkZCQUCpBERERUfkoXKWlyVYZqDyHJzU1Ffr6+sU3VKUKHj16VCpBERERUfnQlVVaKvfwVK9eHRcvXix2//nz5+Hg4FAqQREREVH50JVHS6ic8HTs2BGTJ0/GixcviuzLzc1FREQEOnfuXKrBEREREZUGlYe0Jk2ahK1bt6JOnToIDQ1F3bp1AQBXr17FggULIJVKMXHixDILlNR3aEIbpZPMibSB1XuhFR0CUZkRpPnldi4xSvAk8TeOrwxUTnjs7Oxw7NgxfP311xg/fjwEQQBQ0BUWGBiIBQsWwM7OrswCJSIiotKnK/fhUevGg87Ozti9ezeePHmCmzdvQhAEuLu7w8rKqqziIyIiItJYie60bGVlhffee6+0YyEiIqJyJhIBYh1YpcVHSxAREekwsYYJjybHlqfKMteIiIiIqMTYw0NERKTDOGmZiIiItJ6uDGmplPDs2LFD5QY//vjjEgdDREREVBZUSniCg4NVakwkEkEqlWoSDxEREZUjXXmWlkoJj0wmK+s4iIiIqAJo+sRzrXtaOhEREWkfPlriLXJycnDw4EEkJycjP1/xeR/Dhg0rlcCIiIiISovaCc/Zs2fRsWNHPH/+HDk5OahatSrS09NhbGyMatWqMeEhIiKqRHRlDo/aPVEjR45EUFAQnjx5AiMjIxw/fhx3795FkyZN8OOPP5ZFjERERFRGxBDJ5/GUaEPlyHjUTngSExMxatQoiMVi6OnpIS8vD05OTpg5cyYmTJhQFjESERERaUTthEdfXx9iccFh1apVQ3JyMgDAwsIC9+7dK93oiIiIqEwVDmlpslUGas/h8fHxwalTp+Du7g5/f3+Eh4cjPT0dq1evhoeHR1nESERERGVEV+60rHYPz/Tp0+Hg4AAA+P7772FlZYWvv/4ajx49wuLFi0s9QCIiIiJNqd3D07RpU/nX1apVQ0xMTKkGREREROVHJNLs5oFaO6RFRERE2kNXlqWrnfC4urq+9VHwt2/f1iggIiIiotKmdsIzYsQIhdcvX77E2bNnERMTgzFjxpRWXERERFQOdGXSstoJz/Dhw5WWL1iwAKdPn9Y4ICIiIio/ov//p8nxlUGpPfPro48+wu+//15azREREVE5KOzh0WSrDEot4dmyZQuqVq1aWs0RERERlZoS3Xjw9UnLgiAgJSUFjx49wi+//FKqwREREVHZ4hyeYnTp0kUh4RGLxbC1tUVAQADq1atXqsERERFR2RKJRG9dfa3K8ZWB2gnPlClTyiAMIiIiorKj9hwePT09pKWlFSnPyMiAnp5eqQRFRERE5UNXJi2r3cMjCILS8ry8PBgYGGgcEBEREZUf3mn5DfPmzQNQMFa3dOlSmJqayvdJpVIcOnSIc3iIiIjoP0nlhGfu3LkACnp4Fi1apDB8ZWBgABcXFyxatKj0IyQiIqIyIxaJNHp4qCbHlieV5/AkJSUhKSkJ/v7+OHfunPx1UlISrl27hj179sDX17csYyUiIqJSVlFzeBYsWAAXFxcYGhrC19cXJ0+eVOm4DRs2QCQSITg4WK3zqT1p+cCBA7CyslL3MCIiIiIAwMaNGxEWFoaIiAicOXMGXl5eCAwMVLoo6nV37tzB6NGj0apVK7XPqXbC0717d/zwww9FymfOnIlPP/1U7QCIiIioAon+nbhckq0kj9KaM2cOBg0ahAEDBqBBgwZYtGgRjI2NsXz58mKPkUql6NOnDyIjI1GrVi21z6l2wnPo0CF07NixSPlHH32EQ4cOqR0AERERVRwxRBpvAJCVlaWw5eXlKT1ffn4+EhIS0LZt239jEIvRtm1bxMfHFxvn1KlTUa1aNQwcOLCE16mm7OxspcvP9fX1kZWVVaIgiIiIqGJo0rvz+pJ2JycnWFhYyLeoqCil50tPT4dUKoWdnZ1CuZ2dHVJSUpQec+TIESxbtgxLliwp8XWqfR8eT09PbNy4EeHh4QrlGzZsQIMGDUocCBEREVVe9+7dg7m5ufy1RCIplXafPXuGzz//HEuWLIGNjU2J21E74Zk8eTK6deuGW7du4cMPPwQAxMbGYv369di8eXOJAyEiIqLyV1oPDzU3N1dIeIpjY2MDPT09pKamKpSnpqbC3t6+SP1bt27hzp07CAoKkpfJZDIAQJUqVXDt2jXUrl37nedVO+EJCgrC9u3bMX36dGzZsgVGRkZo1KgR9u/fD39/f3WbIyIiogpU3vfhMTAwQJMmTRAbGytfWi6TyRAbG4vQ0NAi9evVq4cLFy4olE2aNAnPnj3DTz/9BCcnJ5XOq3bCAwCdOnVCp06dipRfvHgRHh4eJWmSiIiIdERYWBhCQkLQtGlTNGvWDNHR0cjJycGAAQMAAP369UP16tURFRUFQ0PDIrmFpaUlAKiVc5Qo4Xnds2fPsH79eixduhQJCQmQSqWaNklERETlpCKepdWzZ088evQI4eHhSElJgbe3N2JiYuQTmZOTkyEWq72u6q1KnPAcOnQIS5cuxdatW+Ho6Ihu3bphwYIFpRkbERERlTExNBzSKsmNeACEhoYqHcICgLi4uLceu2LFCrXPp1bCk5KSghUrVmDZsmXIyspCjx49kJeXh+3bt3OFFhEREf1nqdxfFBQUhLp16+L8+fOIjo7GgwcPMH/+/LKMjYiIiMpYad2H579O5R6ev/76C8OGDcPXX38Nd3f3soyJiIiIyokYJbgL8RvHVwYqx3nkyBE8e/YMTZo0ga+vL37++Wekp6eXZWxEREREpULlhOf999/HkiVL8PDhQwwZMgQbNmyAo6MjZDIZ9u3bh2fPnpVlnERERFQGRCKRxltloHZPlImJCb744gscOXIEFy5cwKhRozBjxgxUq1YNH3/8cVnESERERGVEVApbZaDR0FvdunUxc+ZM/PPPP1i/fn1pxURERETlpPBOy5pslUGpzDXS09NDcHAwduzYURrNEREREZUqje+0TERERJVb5eij0QwTHiIiIh1WEY+WqAiVZfk8ERERUYmxh4eIiEiHabq0vLIsS2fCQ0REpMN4p2UiIiIiLcEeHiIiIh3GIS0iIiLSepreLblypDsc0iIiIiIdwB4eIiIiHcYhLSIiItJ6urJKiwkPERGRDtOVHp7KkpgRERERlRh7eIiIiHSYrqzSYsJDRESkw/jwUCIiIiItwR4eIiIiHSaGCGINBqY0ObY8MeEhIiLSYRzSIiIiItIS7OEhIiLSYaL//6fJ8ZUBEx4iIiIdxiEtIiIiIi3BHh4iIiIdJtJwlRaHtIiIiOg/T1eGtJjwEBER6TBdSXg4h4eIiIi0Hnt4iIiIdBiXpRMREZHWE4sKNk2Orww4pEVERERajz08REREOoxDWkRERKT1uEqLiIiISEuwh4eIiEiHiaDZsFQl6eBhwkNERKTLuEqLiIiISEsw4VFD//79ERwcrHL9O3fuQCQSITExsdg6cXFxEIlEePr0qcbxUdlZsukgGn0cDvsWI9C2/ywkXLrz1vrb959Bs0+mwb7FCDT/7HvsPXqpfAIlKoHmPrWxfs4QXN79PZ6c+hkd/Ru985gWjd0Rt3ocUo7ORcLWCPTq7FsOkVJZEJXCv8qACQ/RO2zdm4BJ0dsw7suPELd6HDzcq6P7/xbg0eNnSuufOHcbX05agb5d/HBwzbfo5O+FvqMX4/LNB+UcOZFqjI0kuHj9PsbM3KhS/ZqO1tgY/RUOJ1zHB31mYNH6A5g3sTc+fL9+GUdKZaFwlZYmW2WgVQmPIAh49epVRYdBWuaXdX+jX3Bz9PnYD/VqOWDO+M9gbGiANTvildb/dUMc2vjVx7DP26Kuqz0mft0ZXvWcsGTzwXKOnEg1+49dxveLdmJX3HmV6n/RrSWSH2RgcvQ2XL+TiiWbD2HH34n4unfrMo6UyoKoFLbKoEITHhcXF0RHRyuUeXt7Y8qUKQAAkUiEpUuXomvXrjA2Noa7uzt27Nghr1s4HPTXX3+hSZMmkEgkOHLkCGQyGaKiouDq6gojIyN4eXlhy5Yt8uOkUikGDhwo31+3bl389NNPCnFIpVKEhYXB0tIS1tbWGDt2LARBUKgTExODli1byut07twZt27dKnKdV69eRfPmzWFoaAgPDw8cPPj2D74jR46gVatWMDIygpOTE4YNG4acnBxV3lIqZfkvXyHx6j0ENKsrLxOLxfBvVhenLiQpPebkhSQEvFdPoezD9+vj1IU7ZRkqUbl5z9MVcSevKZTFHr+CZp6uFRQR0bv953t4IiMj0aNHD5w/fx4dO3ZEnz598PjxY4U63377LWbMmIErV66gUaNGiIqKwqpVq7Bo0SJcunQJI0eORN++feWJhkwmQ40aNbB582ZcvnwZ4eHhmDBhAjZt2iRvc/bs2VixYgWWL1+OI0eO4PHjx9i2bZvCeXNychAWFobTp08jNjYWYrEYXbt2hUwmU6g3ZswYjBo1CmfPnoWfnx+CgoKQkZGh9Hpv3bqFDh06oHv37jh//jw2btyII0eOIDQ0tNj3KC8vD1lZWQoblY6Mp9mQSmWwrWqmUG5b1RxpGcrf57SMLNhav1nfrNj6RJVNNWvzIkO6jzKyYG5qBEOJfgVFRSUlhghikQZbJenj+c8vS+/fvz969eoFAJg+fTrmzZuHkydPokOHDvI6U6dORbt27QAUfPhPnz4d+/fvh5+fHwCgVq1aOHLkCH799Vf4+/tDX18fkZGR8uNdXV0RHx+PTZs2oUePHgCA6OhojB8/Ht26dQMALFq0CHv27FGIrXv37gqvly9fDltbW1y+fBkeHh7y8tDQUHndhQsXIiYmBsuWLcPYsWOLXG9UVBT69OmDESNGAADc3d0xb948+Pv7Y+HChTA0NFR6zOvXQ0REpCpNh6UqR7pTCXp4GjX6d7WAiYkJzM3NkZaWplCnadOm8q9v3ryJ58+fo127djA1NZVvq1atUhhuWrBgAZo0aQJbW1uYmppi8eLFSE5OBgBkZmbi4cOH8PX9d9VBlSpVFM4DADdu3ECvXr1Qq1YtmJubw8XFBQDk7RQqTLxeb+fKlStKr/fcuXNYsWKFQuyBgYGQyWRISlI+hDJ+/HhkZmbKt3v37imtR+qztjSFnp646F+zj7NQzdpc6THVrM3xKOPN+s+KrU9U2aRlZBXt9bQ2R1Z2Ll7kvaygqIjerkJ7eMRicZF5MS9fKv6y6Osrdo+KRKIiQ0YmJibyr7OzswEAu3btQvXq1RXqSSQSAMCGDRswevRozJ49G35+fjAzM8OsWbNw4sQJteIPCgqCs7MzlixZAkdHR8hkMnh4eCA/P1+tdl6XnZ2NIUOGYNiwYUX21axZU+kxEolEfm1Uugz0q8C7nhMOnrqGTgFeAAqGRA+duo4vP/1A6THNPF1x8NQ1hQmcB05cxXueLuURMlGZO3UhCe1aNFQoa92sHk4WM6+N/uN0pIunQnt4bG1t8fDhQ/nrrKysYnsxVNWgQQNIJBIkJyfDzc1NYXNycgIAHD16FM2bN8c333wDHx8fuLm5KfT+WFhYwMHBQSEBevXqFRISEuSvMzIycO3aNUyaNAlt2rRB/fr18eTJE6UxHT9+vEg79esrX77ZuHFjXL58uUjsbm5uMDAw0Oi9oZL5pveHWLX9GNbvPI5rSSkIm7ERObl56BP0PgDgq4hViPz5D3n9IZ8FIDb+Mn5eE4vrd1IwY/EuJF5JxqBP/SvqEojeysTIAB51qsOjTsEfic6O1vCoUx017KwAAOFDP8bCKZ/L6y/fegTO1a0R+b8ucHe2w8BPWiG4rQ8WrjtQIfGTZnTlPjwV2sPz4YcfYsWKFQgKCoKlpSXCw8Ohp6enUZtmZmYYPXo0Ro4cCZlMhpYtWyIzMxNHjx6Fubk5QkJC4O7ujlWrVmHPnj1wdXXF6tWrcerUKbi6/rvCYPjw4ZgxYwbc3d1Rr149zJkzR+HmgFZWVrC2tsbixYvh4OCA5ORkfPvtt0pjWrBgAdzd3VG/fn3MnTsXT548wRdffKG07rhx4/D+++8jNDQUX375JUxMTHD58mXs27cPP//8s0bvDZVMt/ZNkP40G9N/3YW0jGfwrFMdW+YNlQ9R/ZPyGOLXbkTh61ULS77rj+8X7sS0X/5ELSdbrPlxMBq4OVbUJRC9lXd9Z+z8dbj89fSwgjmH63Yex9DINbCzMUcN+6ry/ckPMtBzxCJMD+uGIZ8F4EHaUwz7fh3+Pq58qJ7ov6BCE57x48cjKSkJnTt3hoWFBaZNm6ZxDw8ATJs2Dba2toiKisLt27dhaWmJxo0bY8KECQCAIUOG4OzZs+jZsydEIhF69eqFb775Bn/99Ze8jVGjRuHhw4cICQmBWCzGF198ga5duyIzMxNAwXDchg0bMGzYMHh4eKBu3bqYN28eAgICisQzY8YMzJgxA4mJiXBzc8OOHTtgY2OjNPZGjRrh4MGDmDhxIlq1agVBEFC7dm307NlT4/eFSm5wD38M7qG8h2bnryOKlAW3bYzgto3LOCqi0nH0zA1YvVf8StChkWuUHuPf94eyDIvKi6Y3D6wcHTwQCW9OoqFKLysrCxYWFkjNyIS5OSfKknZ62wc0UWUnSPORd2EJMjPL7v/xws+KvxOTYWpW8nNkP8vCh941yzTW0vCfX6VFREREpKn//H14iIiIqAzpyCotJjxEREQ6TNOVVlylRURERP95mj7xnE9LJyIiIvqPYA8PERGRDtORKTxMeIiIiHSajmQ8HNIiIiIirceEh4iISIdV1LO0FixYABcXFxgaGsLX1xcnT54stu6SJUvQqlUrWFlZwcrKCm3btn1rfWWY8BAREemwwlVammzq2rhxI8LCwhAREYEzZ87Ay8sLgYGBSEtLU1o/Li4OvXr1woEDBxAfHw8nJye0b98e9+/fV/mcTHiIiIioXM2ZMweDBg3CgAED0KBBAyxatAjGxsZYvny50vpr167FN998A29vb9SrVw9Lly6FTCZDbGysyudkwkNERKTDRKWwAQXP5np9y8vLU3q+/Px8JCQkoG3btvIysViMtm3bIj4+XqWYnz9/jpcvX6Jq1aoqXycTHiIiIl1WShmPk5MTLCws5FtUVJTS06Wnp0MqlcLOzk6h3M7ODikpKSqFPG7cODg6OiokTe/CZelERESksXv37ik8LV0ikZTJeWbMmIENGzYgLi4OhoaGKh/HhIeIiEiHldaztMzNzRUSnuLY2NhAT08PqampCuWpqamwt7d/67E//vgjZsyYgf3796NRo0ZqxckhLSIiIh1W3qu0DAwM0KRJE4UJx4UTkP38/Io9bubMmZg2bRpiYmLQtGlTta+TPTxEREQ6rCJutBwWFoaQkBA0bdoUzZo1Q3R0NHJycjBgwAAAQL9+/VC9enX5PKAffvgB4eHhWLduHVxcXORzfUxNTWFqaqrSOZnwEBERUbnq2bMnHj16hPDwcKSkpMDb2xsxMTHyiczJyckQi/8dhFq4cCHy8/PxySefKLQTERGBKVOmqHROJjxERES6rIKepRUaGorQ0FCl++Li4hRe37lzp2QneQ0THiIiIh1WWpOW/+s4aZmIiIi0Hnt4iIiIdFhJn4f1+vGVARMeIiIiHVZBU3jKHYe0iIiISOuxh4eIiEiX6UgXDxMeIiIiHcZVWkRERERagj08REREOoyrtIiIiEjr6cgUHiY8REREOk1HMh7O4SEiIiKtxx4eIiIiHaYrq7SY8BAREekyDSctV5J8h0NaREREpP3Yw0NERKTDdGTOMhMeIiIinaYjGQ+HtIiIiEjrsYeHiIhIh3GVFhEREWk9XXm0BIe0iIiISOuxh4eIiEiH6cicZSY8REREOk1HMh4mPERERDpMVyYtcw4PERERaT328BAREekwETRcpVVqkZQtJjxEREQ6TEem8HBIi4iIiLQfe3iIiIh0mK7ceJAJDxERkU7TjUEtDmkRERGR1mMPDxERkQ7jkBYRERFpPd0Y0OKQFhEREekA9vAQERHpMA5pERERkdbTlWdpMeEhIiLSZToyiYdzeIiIiEjrsYeHiIhIh+lIBw8THiIiIl2mK5OWOaRFREREWo89PERERDqMq7SIiIhI++nIJB4OaREREZHWYw8PERGRDtORDh4mPERERLqMq7SIiIiItAR7eIiIiHSaZqu0KsugFhMeIiIiHcYhLSIiIiItwYSHiIiItB6HtIiIiHSYrgxpMeEhIiLSYbryaAkOaREREZHWYw8PERGRDuOQFhEREWk9XXm0BIe0iIiISOuxh4eIiEiX6UgXDxMeIiIiHcZVWkRERERagj08REREOoyrtIiIiEjr6cgUHg5pERER6TRRKWwlsGDBAri4uMDQ0BC+vr44efLkW+tv3rwZ9erVg6GhITw9PbF79261zseEh4iIiMrVxo0bERYWhoiICJw5cwZeXl4IDAxEWlqa0vrHjh1Dr169MHDgQJw9exbBwcEIDg7GxYsXVT6nSBAEobQugP4bsrKyYGFhgdSMTJibm1d0OERlwuq90IoOgajMCNJ85F1YgszMsvt/vPCzIiVds3NkZWXB3sZCrVh9fX3x3nvv4eeffwYAyGQyODk54X//+x++/fbbIvV79uyJnJwc7Ny5U172/vvvw9vbG4sWLVLpnOzhISIi0mGFk5Y12dSRn5+PhIQEtG3bVl4mFovRtm1bxMfHKz0mPj5eoT4ABAYGFltfGU5a1kKFnXbPsrIqOBKisiNI8ys6BKIyU/jzXR6DMFkaflYUHv9mOxKJBBKJpEj99PR0SKVS2NnZKZTb2dnh6tWrSs+RkpKitH5KSorKcTLh0ULPnj0DALi5OlVwJEREpIlnz57BwsKiTNo2MDCAvb093Evhs8LU1BROTortREREYMqUKRq3XVqY8GghR0dH3Lt3D2ZmZhBVlhskVHJZWVlwcnLCvXv3OG+KtA5/vsufIAh49uwZHB0dy+wchoaGSEpKQn6+5r2lgiAU+bxR1rsDADY2NtDT00NqaqpCeWpqKuzt7ZUeY29vr1Z9ZZjwaCGxWIwaNWpUdBg6ydzcnB8IpLX4812+yqpn53WGhoYwNDQs8/O8zsDAAE2aNEFsbCyCg4MBFExajo2NRWio8sUIfn5+iI2NxYgRI+Rl+/btg5+fn8rnZcJDRERE5SosLAwhISFo2rQpmjVrhujoaOTk5GDAgAEAgH79+qF69eqIiooCAAwfPhz+/v6YPXs2OnXqhA0bNuD06dNYvHixyudkwkNERETlqmfPnnj06BHCw8ORkpICb29vxMTEyCcmJycnQyz+dyF58+bNsW7dOkyaNAkTJkyAu7s7tm/fDg8PD5XPyfvwEJWCvLw8REVFYfz48cWOWxNVVvz5Jm3AhIeIiIi0Hm88SERERFqPCQ8RERFpPSY8REREpPWY8BCV0J07dyASiZCYmKjyMf3795ffd6I4AQEBCveaIPovU+Vn+nWq/N7ExcVBJBLh6dOnGsdHVIgJDxEREWk9Jjyk9UrjtulElZUgCHj16lVFh0FU4ZjwkNYJCAhAaGgoRowYARsbGwQGBuLixYv46KOPYGpqCjs7O3z++edIT0+XHxMTE4OWLVvC0tIS1tbW6Ny5M27duqXQ7smTJ+Hj4wNDQ0M0bdoUZ8+eVdgvlUoxcOBAuLq6wsjICHXr1sVPP/2kNMbIyEjY2trC3NwcX3311VuTsry8PIwePRrVq1eHiYkJfH19ERcXV/I3iP7TXFxcEB0drVDm7e0tfwijSCTC0qVL0bVrVxgbG8Pd3R07duyQ1y0cDvrrr7/QpEkTSCQSHDlyBDKZDFFRUfKfTy8vL2zZskV+nCo/v1KpFGFhYfLfk7FjxxZ5mrcqv0sAcPXqVTRv3hyGhobw8PDAwYMH3/q+HDlyBK1atYKRkRGcnJwwbNgw5OTkqPKWEgFgwkNaauXKlTAwMMDRo0cxY8YMfPjhh/Dx8cHp06cRExOD1NRU9OjRQ14/JycHYWFhOH36NGJjYyEWi9G1a1fIZDIAQHZ2Njp37owGDRogISEBU6ZMwejRoxXOKZPJUKNGDWzevBmXL19GeHg4JkyYgE2bNinUi42NxZUrVxAXF4f169dj69atiIyMLPZaQkNDER8fjw0bNuD8+fP49NNP0aFDB9y4caMU3zGqTCIjI9GjRw+cP38eHTt2RJ8+ffD48WOFOt9++y1mzJiBK1euoFGjRoiKisKqVauwaNEiXLp0CSNHjkTfvn3liYYqP7+zZ8/GihUrsHz5chw5cgSPHz/Gtm3bFM77rt+lQmPGjMGoUaNw9uxZ+Pn5ISgoCBkZGUqv99atW+jQoQO6d++O8+fPY+PGjThy5Eixz10iUkog0jL+/v6Cj4+P/PW0adOE9u3bK9S5d++eAEC4du2a0jYePXokABAuXLggCIIg/Prrr4K1tbWQm5srr7Nw4UIBgHD27NliYxk6dKjQvXt3+euQkBChatWqQk5OjkI7pqamglQqlcc/fPhwQRAE4e7du4Kenp5w//59hXbbtGkjjB8//i3vAlVWzs7Owty5cxXKvLy8hIiICEEQBAGAMGnSJPm+7OxsAYDw119/CYIgCAcOHBAACNu3b5fXefHihWBsbCwcO3ZMod2BAwcKvXr1KjaWN39+HRwchJkzZ8pfv3z5UqhRo4bQpUuXYtt483cpKSlJACDMmDGjSDs//PCDwjU8efJEHufgwYMV2j18+LAgFosVfieJ3obP0iKt1KRJE/nX586dw4EDB2Bqalqk3q1bt1CnTh3cuHED4eHhOHHiBNLT0+V/jSYnJ8PDw0P+V/LrTxVW9pTeBQsWYPny5UhOTkZubi7y8/Ph7e2tUMfLywvGxsYK7WRnZ+PevXtwdnZWqHvhwgVIpVLUqVNHoTwvLw/W1taqvyGkVRo1aiT/2sTEBObm5khLS1Oo07RpU/nXN2/exPPnz9GuXTuFOvn5+fDx8ZG/ftvPb2ZmJh4+fAhfX195/SpVqqBp06YKw1rv+l0q9PrvT2E7V65cUXq9586dw/nz57F27Vp5mSAIkMlkSEpKQv369Yt/s4j+HxMe0komJibyr7OzsxEUFIQffvihSD0HBwcAQFBQEJydnbFkyRI4OjpCJpPBw8NDrQnPGzZswOjRozF79mz4+fnBzMwMs2bNwokTJ0p8HdnZ2dDT00NCQgL09PQU9ilL4KjyE4vFRebFvHz5UuG1vr6+wmuRSFRkyOjN3wEA2LVrF6pXr65Qr/DZWKX181sav0tvys7OxpAhQzBs2LAi+2rWrFnidkm3MOEhrde4cWP8/vvvcHFxQZUqRX/kMzIycO3aNSxZsgStWrUCUDBB8nX169fH6tWr8eLFC3kvz/HjxxXqHD16FM2bN8c333wjL1M2WfPcuXPIzc2FkZGRvB1TU1M4OTkVqevj4wOpVIq0tDR5bKTdbG1t8fDhQ/nrrKwsJCUladRmgwYNIJFIkJycDH9/f6V13vXza2FhAQcHB5w4cQIffPABAODVq1dISEhA48aNAaj2u1To+PHjRdopbk5O48aNcfnyZbi5ual55UT/4qRl0npDhw7F48eP0atXL5w6dQq3bt3Cnj17MGDAAEilUlhZWcHa2hqLFy/GzZs38ffffyMsLEyhjd69e0MkEmHQoEG4fPkydu/ejR9//FGhjru7O06fPo09e/bg+vXrmDx5Mk6dOlUknvz8fAwcOFDeTkREBEJDQyEWF/11rFOnDvr06YN+/fph69atSEpKwsmTJxEVFYVdu3aV7htF/wkffvghVq9ejcOHD+PChQsICQkp0runLjMzM4wePRojR47EypUrcevWLZw5cwbz58/HypUrAaj28zt8+HDMmDED27dvx9WrV/HNN98o3BxQld+lQgsWLMC2bdtw9epVDB06FE+ePMEXX3yhtO64ceNw7NgxhIaGIjExETdu3MAff/zBScukFiY8pPUcHR1x9OhRSKVStG/fHp6enhgxYgQsLS0hFoshFouxYcMGJCQkwMPDAyNHjsSsWbMU2jA1NcWff/6JCxcuwMfHBxMnTiwyRDZkyBB069YNPXv2hK+vLzIyMhT+Wi7Upk0buLu744MPPkDPnj3x8ccfy5ccK/Pbb7+hX79+GDVqFOrWrYvg4GCcOnWKXflaavz48fD390fnzp3RqVMnBAcHo3bt2hq3O23aNEyePBlRUVGoX78+OnTogF27dsHV1RWAaj+/o0aNwueff46QkBD5sFfXrl3l+1X5XSo0Y8YMzJgxA15eXjhy5Ah27NgBGxsbpXUbNWqEgwcP4vr162jVqhV8fHwQHh4OR0dHjd8X0h0i4c3BYiIiIiItwx4eIiIi0npMeIiIiEjrMeEhIiIirceEh4iIiLQeEx4iIiLSekx4iIiISOsx4SEiIiKtx4SHiNTWv39/BAcHy18HBARgxIgR5R5HXFwcRCKRwt1+K7IdIvrvYsJDpCX69+8PkUgEkUgEAwMDuLm5YerUqXj16lWZn3vr1q2YNm2aSnUrIrk4e/YsPv30U9jZ2cHQ0BDu7u4YNGgQrl+/Xm4xEFHFYsJDpEU6dOiAhw8f4saNGxg1ahSmTJlS7K39NXl69ZuqVq0KMzOzUmuvNO3cuRPvv/8+8vLysHbtWly5cgVr1qyBhYUFJk+eXNHhEVE5YcJDpEUkEgns7e3h7OyMr7/+Gm3btsWOHTsA/DsM9f3338PR0RF169YFANy7dw89evSApaUlqlatii5duuDOnTvyNqVSKcLCwmBpaQlra2uMHTsWbz6R5s0hrby8PIwbNw5OTk6QSCRwc3PDsmXLcOfOHbRu3RpAwYMmRSIR+vfvDwCQyWSIioqCq6srjIyM4OXlhS1btiicZ/fu3ahTpw6MjIzQunVrhTiVef78OQYMGICOHTtix44daNu2LVxdXeHr64sff/wRv/76q9LjMjIy0KtXL1SvXh3Gxsbw9PTE+vXrFeps2bIFnp6eMDIygrW1Ndq2bYucnBwABb1YzZo1g4mJCSwtLdGiRQvcvXtXfuwff/yBxo0bw9DQELVq1UJkZKS8J04QBEyZMgU1a9aERCKBo6Mjhg0b9tbrJKJ3q1LRARBR2TEyMkJGRob8dWxsLMzNzbFv3z4AwMuXLxEYGAg/Pz8cPnwYVapUwXfffYcOHTrg/PnzMDAwwOzZs7FixQosX74c9evXx+zZs7Ft2zZ8+OGHxZ63X79+iI+Px7x58+Dl5YWkpCSkp6fDyckJv//+O7p3745r167B3NwcRkZGAICoqCisWbMGixYtgru7Ow4dOoS+ffvC1tYW/v7+uHfvHrp164ahQ4di8ODBOH36NEaNGvXW69+zZw/S09MxduxYpfstLS2Vlr948QJNmjTBuHHjYG5ujl27duHzzz9H7dq10axZMzx8+BC9evXCzJkz0bVrVzx79gyHDx+GIAh49eoVgoODMWjQIKxfvx75+fk4efIkRCIRAODw4cPo168f5s2bh1atWuHWrVsYPHgwACAiIgK///475s6diw0bNqBhw4ZISUnBuXPn3nqdRKQCgYi0QkhIiNClSxdBEARBJpMJ+/btEyQSiTB69Gj5fjs7OyEvL09+zOrVq4W6desKMplMXpaXlycYGRkJe/bsEQRBEBwcHISZM2fK9798+VKoUaOG/FyCIAj+/v7C8OHDBUEQhGvXrgkAhH379imN88CBAwIA4cmTJ/KyFy9eCMbGxsKxY8cU6g4cOFDo1auXIAiCMH78eKFBgwYK+8eNG1ekrdf98MMPAgDh8ePHSve/LaY3derUSRg1apQgCIKQkJAgABDu3LlTpF5GRoYAQIiLi1PaTps2bYTp06crlK1evVpwcHAQBEEQZs+eLdSpU0fIz89/a8xEpB728BBpkZ07d8LU1BQvX76ETCZD7969MWXKFPl+T09PGBgYyF+fO3cON2/eLDL/5sWLF7h16xYyMzPx8OFD+Pr6yvdVqVIFTZs2LTKsVSgxMRF6enrw9/dXOe6bN2/i+fPnaNeunUJ5fn4+fHx8AABXrlxRiAMA/Pz83tpucTG+i1QqxfTp07Fp0ybcv38f+fn5yMvLg7GxMQDAy8sLbdq0gaenJwIDA9G+fXt88sknsLKyQtWqVdG/f38EBgaiXbt2aNu2LXr06AEHBwcABe/50aNH8f333yuc78WLF3j+/Dk+/fRTREdHo1atWujQoQM6duyIoKAgVKnC/66JNMHfICIt0rp1ayxcuBAGBgZwdHQs8iFpYmKi8Do7OxtNmjTB2rVri7Rla2tbohgKh6jUkZ2dDQDYtWsXqlevrrBPIpGUKA4AqFOnDgDg6tWr70yOXjdr1iz89NNPiI6OhqenJ0xMTDBixAj5RG89PT3s27cPx44dw969ezF//nxMnDgRJ06cgKurK3777TcMGzYMMTEx2LhxIyZNmoR9+/bh/fffR3Z2NiIjI9GtW7ci5zU0NISTkxOuXbuG/fv3Y9++ffjmm28wa9YsHDx4EPr6+iV+L4h0HSctE2kRExMTuLm5oWbNmir1CDRu3Bg3btxAtWrV4ObmprBZWFjAwsICDg4OOHHihPyYV69eISEhodg2PT09IZPJcPDgQaX7C3uYpFKpvKxBgwaQSCRITk4uEoeTkxMAoH79+jh58qRCW8ePH3/r9bVv3x42NjaYOXOm0v3FLY0/evQounTpgr59+8LLywu1atUqsoRdJBKhRYsWiIyMxNmzZ2FgYIBt27bJ9/v4+GD8+PE4duwYPDw8sG7dOgAF7/m1a9eKXKebmxvE4oL/ko2MjBAUFIR58+YhLi4O8fHxuHDhwluvlYjejgkPkQ7r06cPbGxs0KVLFxw+fBhJSUmIi4vDsGHD8M8//wAAhg8fjhkzZmD79u24evUqvvnmm7feQ8fFxQUhISH44osvsH37dnmbmzZtAgA4OztDJBJh586dePToEbKzs2FmZobRo0dj5MiRWLlyJW7duoUzZ85g/vz5WLlyJQDgq6++wo0bNzBmzBhcu3YN69atw4oVK956fSYmJli6dCl27dqFjz/+GPv378edO3dw+vRpjB07Fl999ZXS49zd3eU9OFeuXMGQIUOQmpoq33/ixAlMnz4dp0+fRnJyMrZu3YpHjx6hfv36SEpKwvjx4xEfH4+7d+9i7969uHHjBurXrw8ACA8Px6pVqxAZGYlLly7hypUr2LBhAyZNmgQAWLFiBZYtW4aLFy/i9u3bWLNmDYyMjODs7KzS95SIilHRk4iIqHS8PmlZnf0PHz4U+vXrJ9jY2AgSiUSoVauWMGjQICEzM1MQhIJJysOHDxfMzc0FS0tLISwsTOjXr1+xk5YFQRByc3OFkSNHCg4ODoKBgYHg5uYmLF++XL5/6tSpgr29vSASiYSQkBBBEAomWkdHRwt169YV9PX1BVtbWyEwMFA4ePCg/Lg///xTcHNzEyQSidCqVSth+fLl75xsLAiCcOrUKaFbt26Cra2tIJFIBDc3N2Hw4MHCjRs3BEEoOmk5IyND6NKli2BqaipUq1ZNmDRpksI1X758WQgMDJS3V6dOHWH+/PmCIAhCSkqKEBwcLL92Z2dnITw8XJBKpfJ4YmJihObNmwtGRkaCubm50KxZM2Hx4sWCIAjCtm3bBF9fX8Hc3FwwMTER3n//fWH//v1vvT4iejeRIJRwVh8RERFRJcEhLSIiItJ6THiIiIhI6zHhISIiIq3HhIeIiIi0HhMeIiIi0npMeIiIiEjrMeEhIiIirceEh4iIiLQeEx4iIiLSekx4iIiISOsx4SEiIiKtx4SHiIiItN7/AUnkEFIDcoE7AAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -501,7 +503,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -537,46 +539,17 @@ " \n", " \n", " \n", - " \n", - " 1\n", - " 29\n", - " HumanEval/29\n", - " from typing import List\\n\\n\\ndef filter_by_prefix(strings: List[str], prefix: str) -> List[str]:\\n \"\"\" Filter an input list of strings only for ones that start with a given prefix.\\n >>> filter_by_prefix([], 'a')\\n []\\n >>> filter_by_prefix(['abc', 'bcd', 'cde', 'array'], 'a')\\n ['abc', 'array']\\n \"\"\"\\n\n", - " return [x for x in strings if x.startswith(prefix)]\\n\n", - " \\n\\nMETADATA = {\\n 'author': 'jt',\\n 'dataset': 'test'\\n}\\n\\n\\ndef check(candidate):\\n assert candidate([], 'john') == []\\n assert candidate(['xxx', 'asd', 'xxy', 'john doe', 'xxxAAA', 'xxx'], 'xxx') == ['xxx', 'xxxAAA', 'xxx']\\n\n", - " filter_by_prefix\n", - " False\n", - " return list(filter(lambda x: x[:len(prefix)] == prefix, strings))\n", - " readable\n", - " \n", " \n", "\n", "" ], "text/plain": [ - " Unnamed: 0 task_id \\\n", - "1 29 HumanEval/29 \n", - "\n", - " query \\\n", - "1 from typing import List\\n\\n\\ndef filter_by_prefix(strings: List[str], prefix: str) -> List[str]:\\n \"\"\" Filter an input list of strings only for ones that start with a given prefix.\\n >>> filter_by_prefix([], 'a')\\n []\\n >>> filter_by_prefix(['abc', 'bcd', 'cde', 'array'], 'a')\\n ['abc', 'array']\\n \"\"\"\\n \n", - "\n", - " canonical_solution \\\n", - "1 return [x for x in strings if x.startswith(prefix)]\\n \n", - "\n", - " test \\\n", - "1 \\n\\nMETADATA = {\\n 'author': 'jt',\\n 'dataset': 'test'\\n}\\n\\n\\ndef check(candidate):\\n assert candidate([], 'john') == []\\n assert candidate(['xxx', 'asd', 'xxy', 'john doe', 'xxxAAA', 'xxx'], 'xxx') == ['xxx', 'xxxAAA', 'xxx']\\n \n", - "\n", - " entry_point readable \\\n", - "1 filter_by_prefix False \n", - "\n", - " code \\\n", - "1 return list(filter(lambda x: x[:len(prefix)] == prefix, strings)) \n", - "\n", - " readability \n", - "1 readable " + "Empty DataFrame\n", + "Columns: [Unnamed: 0, task_id, query, canonical_solution, test, entry_point, readable, code, readability]\n", + "Index: []" ] }, - "execution_count": 56, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -602,7 +575,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -613,29 +586,81 @@ ] }, { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b646c491fa3c44ea9b3804343e7649c6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/5 [00:00\n", " \n", " 0\n", - " \\n\\ndef common(l1: list, l2: list):\\n \"\"\"Return sorted unique common elements for two lists.\\n >>> common([1, 4, 3, 34, 653, 2, 5], [5, 7, 1, 5, 9, 653, 121])\\n [1, 5, 653]\\n >>> common([5, 3, 2, 8], [3, 2])\\n [2, 3]\\n\\n \"\"\"\\n\n", - " ret = set()\\n for e1 in l1:\\n for e2 in l2:\\n if e1 == e2:\\n ret.add(e1)\\n return sorted(list(ret))\\n\n", - " unreadable\n", - " The code is unnecessarily complex for what it's trying to accomplish. It uses nested loops to find common elements between two lists, which is inefficient and makes the code harder to read. A simpler and more readable approach would be to convert the lists to sets and use the intersection method, then sort the result. This would accomplish the same task in a single line of code.\n", + " \\ndef get_max_triples(n):\\n \"\"\"\\n You are given a positive integer n. You have to create an integer array a of length n.\\n For each i (1 ≤ i ≤ n), the value of a[i] = i * i - i + 1.\\n Return the number of triples (a[i], a[j], a[k]) of a where i < j < k, \\n and a[i] + a[j] + a[k] is a multiple of 3.\\n\\n Example :\\n Input: n = 5\\n Output: 1\\n Explanation: \\n a = [1, 3, 7, 13, 21]\\n The only valid triple is (1, 7, 13).\\n \"\"\"\\n\n", + " A = [i*i - i + 1 for i in range(1,n+1)]\\n ans = []\\n for i in range(n):\\n for j in range(i+1,n):\\n for k in range(j+1,n):\\n if (A[i]+A[j]+A[k])%3 == 0:\\n ans += [(A[i],A[j],A[k])]\\n return len(ans)\\n\n", + " readable\n", + " The code is simple and straightforward. It uses list comprehension to generate the array, and nested loops to find the triples. The variable names could be more descriptive, but the logic is clear and easy to follow.\n", " \n", " \n", " 1\n", - " \\ndef solve(s):\\n \"\"\"You are given a string s.\\n if s[i] is a letter, reverse its case from lower to upper or vise versa, \\n otherwise keep it as it is.\\n If the string contains no letters, reverse the string.\\n The function should return the resulted string.\\n Examples\\n solve(\"1234\") = \"4321\"\\n solve(\"ab\") = \"AB\"\\n solve(\"#a@C\") = \"#A@c\"\\n \"\"\"\\n\n", - " flg,idx,new_str,s=[0,0,list(s),\"\"]\\nfor i in s:\\n if i.isalpha():\\n new_str[idx]=i.swapcase()\\n flg=1\\n idx+=1\\nfor i in new_str:\\n s+=i\\nreturn s if flg else s[len(s)::-1]\n", - " unreadable\n", - " The code is not readable due to the use of unclear variable names such as 'flg', 'idx', and 's'. It's also not immediately clear what the purpose of the 'flg' variable is. The code could be simplified and made more readable by using more descriptive variable names and by using built-in Python functions to reverse the string and swap cases.\n", + " \\ndef triangle_area(a, b, c):\\n '''\\n Given the lengths of the three sides of a triangle. Return the area of\\n the triangle rounded to 2 decimal points if the three sides form a valid triangle. \\n Otherwise return -1\\n Three sides make a valid triangle when the sum of any two sides is greater \\n than the third side.\\n Example:\\n triangle_area(3, 4, 5) == 6.00\\n triangle_area(1, 2, 10) == -1\\n '''\\n\n", + " if a + b <= c or a + c <= b or b + c <= a:\\n return -1 \\n s = (a + b + c)/2 \\n area = (s * (s - a) * (s - b) * (s - c)) ** 0.5\\n area = round(area, 2)\\n return area\\n\n", + " readable\n", + " The code is simple and straightforward. It first checks if the given sides can form a triangle, if not it returns -1. Then it calculates the semi-perimeter (s) and uses Heron's formula to calculate the area of the triangle. The area is then rounded to 2 decimal points and returned. The logic is clear and easy to follow.\n", " \n", " \n", " 2\n", - " \\ndef count_up_to(n):\\n \"\"\"Implement a function that takes an non-negative integer and returns an array of the first n\\n integers that are prime numbers and less than n.\\n for example:\\n count_up_to(5) => [2,3]\\n count_up_to(11) => [2,3,5,7]\\n count_up_to(0) => []\\n count_up_to(20) => [2,3,5,7,11,13,17,19]\\n count_up_to(1) => []\\n count_up_to(18) => [2,3,5,7,11,13,17]\\n \"\"\"\\n\n", - " primes = []\\n for i in range(2, n):\\n is_prime = True\\n for j in range(2, i):\\n if i % j == 0:\\n is_prime = False\\n break\\n if is_prime:\\n primes.append(i)\\n return primes\\n\\n\n", - " readable\n", - " The code is simple and straightforward. It uses two nested loops to check if a number is prime by checking if it has any divisors other than 1 and itself. If it doesn't, it's added to the list of primes. The variable names are clear and the logic is easy to follow.\n", + " \\n\\ndef correct_bracketing(brackets: str):\\n \"\"\" brackets is a string of \"<\" and \">\".\\n return True if every opening bracket has a corresponding closing bracket.\\n\\n >>> correct_bracketing(\"<\")\\n False\\n >>> correct_bracketing(\"<>\")\\n True\\n >>> correct_bracketing(\"<<><>>\")\\n True\\n >>> correct_bracketing(\"><<>\")\\n False\\n \"\"\"\\n\n", + " d=0\\nfor b in brackets:\\n if b==\"<\":d+=1\\n else:d-=1\\n if d<0:return False\\nreturn d==0\n", + " unreadable\n", + " The code lacks proper indentation, which makes it hard to follow the logic. Also, the variable names 'd' and 'b' are not descriptive, which makes the code harder to understand. It would be more readable if the variable 'd' was named something like 'bracket_count' and 'b' was named 'bracket'.\n", " \n", " \n", " 3\n", - " \\ndef can_arrange(arr):\\n \"\"\"Create a function which returns the largest index of an element which\\n is not greater than or equal to the element immediately preceding it. If\\n no such element exists then return -1. The given array will not contain\\n duplicate values.\\n\\n Examples:\\n can_arrange([1,2,4,3,5]) = 3\\n can_arrange([1,2,3]) = -1\\n \"\"\"\\n\n", - " ind=-1\\n i=1\\n while i<len(arr):\\n if arr[i]<arr[i-1]:\\n ind=i\\n i+=1\\n return ind\\n\n", - " readable\n", - " The code is simple and straightforward. It uses a while loop to iterate through the array and checks if the current element is less than the previous one. If it is, it updates the index. The variable names could be more descriptive, but overall, the logic is easy to follow.\n", + " \\ndef odd_count(lst):\\n \"\"\"Given a list of strings, where each string consists of only digits, return a list.\\n Each element i of the output should be \"the number of odd elements in the\\n string i of the input.\" where all the i's should be replaced by the number\\n of odd digits in the i'th string of the input.\\n\\n >>> odd_count(['1234567'])\\n [\"the number of odd elements 4n the str4ng 4 of the 4nput.\"]\\n >>> odd_count(['3',\"11111111\"])\\n [\"the number of odd elements 1n the str1ng 1 of the 1nput.\",\\n \"the number of odd elements 8n the str8ng 8 of the 8nput.\"]\\n \"\"\"\\n\n", + " res = []\\n for arr in lst:\\n n = sum(int(d)%2==1 for d in arr)\\n res.append(\"the number of odd elements \" + str(n) + \"n the str\"+ str(n) +\"ng \"+ str(n) +\" of the \"+ str(n) +\"nput.\")\\n return res\\n\n", + " unreadable\n", + " The code is unreadable due to the lack of proper variable names and the complex string concatenation. The docstring is also confusing and does not clearly explain the function's purpose. The use of 'n' in the output string is also confusing and does not make sense in the context of the sentence.\n", " \n", " \n", " 4\n", - " \\ndef words_string(s):\\n \"\"\"\\n You will be given a string of words separated by commas or spaces. Your task is\\n to split the string into words and return an array of the words.\\n \\n For example:\\n words_string(\"Hi, my name is John\") == [\"Hi\", \"my\", \"name\", \"is\", \"John\"]\\n words_string(\"One, two, three, four, five, six\") == [\"One\", \"two\", \"three\", \"four\", \"five\", \"six\"]\\n \"\"\"\\n\n", - " if not s:\\n return []\\n\\n s_list = []\\n\\n for letter in s:\\n if letter == ',':\\n s_list.append(' ')\\n else:\\n s_list.append(letter)\\n\\n s_list = \"\".join(s_list)\\n return s_list.split()\\n\n", - " unreadable\n", - " The code is unnecessarily complex for the task it's trying to accomplish. The task is to split a string into words, which can be done directly using the split() function in Python. The code provided first iterates through each character in the string, replaces commas with spaces, and then splits the string into words. This is an unnecessary step and makes the code harder to read and understand.\n", + " \\ndef even_odd_count(num):\\n \"\"\"Given an integer. return a tuple that has the number of even and odd digits respectively.\\n\\n Example:\\n even_odd_count(-12) ==> (1, 1)\\n even_odd_count(123) ==> (1, 2)\\n \"\"\"\\n\n", + " even_count = 0\\n odd_count = 0\\n for i in str(abs(num)):\\n if int(i)%2==0:\\n even_count +=1\\n else:\\n odd_count +=1\\n return (even_count, odd_count)\\n\n", + " readable\n", + " The code is simple and straightforward. It converts the input number to a string, iterates over each character, checks if it's even or odd, and increments the respective counter. The variable names are descriptive and the logic is easy to follow.\n", " \n", " \n", "\n", "" ], "text/plain": [ - " query \\\n", - "0 \\n\\ndef common(l1: list, l2: list):\\n \"\"\"Return sorted unique common elements for two lists.\\n >>> common([1, 4, 3, 34, 653, 2, 5], [5, 7, 1, 5, 9, 653, 121])\\n [1, 5, 653]\\n >>> common([5, 3, 2, 8], [3, 2])\\n [2, 3]\\n\\n \"\"\"\\n \n", - "1 \\ndef solve(s):\\n \"\"\"You are given a string s.\\n if s[i] is a letter, reverse its case from lower to upper or vise versa, \\n otherwise keep it as it is.\\n If the string contains no letters, reverse the string.\\n The function should return the resulted string.\\n Examples\\n solve(\"1234\") = \"4321\"\\n solve(\"ab\") = \"AB\"\\n solve(\"#a@C\") = \"#A@c\"\\n \"\"\"\\n \n", - "2 \\ndef count_up_to(n):\\n \"\"\"Implement a function that takes an non-negative integer and returns an array of the first n\\n integers that are prime numbers and less than n.\\n for example:\\n count_up_to(5) => [2,3]\\n count_up_to(11) => [2,3,5,7]\\n count_up_to(0) => []\\n count_up_to(20) => [2,3,5,7,11,13,17,19]\\n count_up_to(1) => []\\n count_up_to(18) => [2,3,5,7,11,13,17]\\n \"\"\"\\n \n", - "3 \\ndef can_arrange(arr):\\n \"\"\"Create a function which returns the largest index of an element which\\n is not greater than or equal to the element immediately preceding it. If\\n no such element exists then return -1. The given array will not contain\\n duplicate values.\\n\\n Examples:\\n can_arrange([1,2,4,3,5]) = 3\\n can_arrange([1,2,3]) = -1\\n \"\"\"\\n \n", - "4 \\ndef words_string(s):\\n \"\"\"\\n You will be given a string of words separated by commas or spaces. Your task is\\n to split the string into words and return an array of the words.\\n \\n For example:\\n words_string(\"Hi, my name is John\") == [\"Hi\", \"my\", \"name\", \"is\", \"John\"]\\n words_string(\"One, two, three, four, five, six\") == [\"One\", \"two\", \"three\", \"four\", \"five\", \"six\"]\\n \"\"\"\\n \n", + " query \\\n", + "0 \\ndef get_max_triples(n):\\n \"\"\"\\n You are given a positive integer n. You have to create an integer array a of length n.\\n For each i (1 ≤ i ≤ n), the value of a[i] = i * i - i + 1.\\n Return the number of triples (a[i], a[j], a[k]) of a where i < j < k, \\n and a[i] + a[j] + a[k] is a multiple of 3.\\n\\n Example :\\n Input: n = 5\\n Output: 1\\n Explanation: \\n a = [1, 3, 7, 13, 21]\\n The only valid triple is (1, 7, 13).\\n \"\"\"\\n \n", + "1 \\ndef triangle_area(a, b, c):\\n '''\\n Given the lengths of the three sides of a triangle. Return the area of\\n the triangle rounded to 2 decimal points if the three sides form a valid triangle. \\n Otherwise return -1\\n Three sides make a valid triangle when the sum of any two sides is greater \\n than the third side.\\n Example:\\n triangle_area(3, 4, 5) == 6.00\\n triangle_area(1, 2, 10) == -1\\n '''\\n \n", + "2 \\n\\ndef correct_bracketing(brackets: str):\\n \"\"\" brackets is a string of \"<\" and \">\".\\n return True if every opening bracket has a corresponding closing bracket.\\n\\n >>> correct_bracketing(\"<\")\\n False\\n >>> correct_bracketing(\"<>\")\\n True\\n >>> correct_bracketing(\"<<><>>\")\\n True\\n >>> correct_bracketing(\"><<>\")\\n False\\n \"\"\"\\n \n", + "3 \\ndef odd_count(lst):\\n \"\"\"Given a list of strings, where each string consists of only digits, return a list.\\n Each element i of the output should be \"the number of odd elements in the\\n string i of the input.\" where all the i's should be replaced by the number\\n of odd digits in the i'th string of the input.\\n\\n >>> odd_count(['1234567'])\\n [\"the number of odd elements 4n the str4ng 4 of the 4nput.\"]\\n >>> odd_count(['3',\"11111111\"])\\n [\"the number of odd elements 1n the str1ng 1 of the 1nput.\",\\n \"the number of odd elements 8n the str8ng 8 of the 8nput.\"]\\n \"\"\"\\n \n", + "4 \\ndef even_odd_count(num):\\n \"\"\"Given an integer. return a tuple that has the number of even and odd digits respectively.\\n\\n Example:\\n even_odd_count(-12) ==> (1, 1)\\n even_odd_count(123) ==> (1, 2)\\n \"\"\"\\n \n", "\n", - " code \\\n", - "0 ret = set()\\n for e1 in l1:\\n for e2 in l2:\\n if e1 == e2:\\n ret.add(e1)\\n return sorted(list(ret))\\n \n", - "1 flg,idx,new_str,s=[0,0,list(s),\"\"]\\nfor i in s:\\n if i.isalpha():\\n new_str[idx]=i.swapcase()\\n flg=1\\n idx+=1\\nfor i in new_str:\\n s+=i\\nreturn s if flg else s[len(s)::-1] \n", - "2 primes = []\\n for i in range(2, n):\\n is_prime = True\\n for j in range(2, i):\\n if i % j == 0:\\n is_prime = False\\n break\\n if is_prime:\\n primes.append(i)\\n return primes\\n\\n \n", - "3 ind=-1\\n i=1\\n while i" ] }, - "execution_count": 62, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -876,9 +901,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 10/10 [00:04<00:00, 2.15it/s]\n" + ] + } + ], "source": [ "rails = list(CODE_READABILITY_PROMPT_RAILS_MAP.values())\n", "readability_classifications = llm_classify(\n", @@ -891,9 +924,45 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " readable 1.00 0.71 0.83 7\n", + " unreadable 0.60 1.00 0.75 3\n", + "\n", + " accuracy 0.80 10\n", + " macro avg 0.80 0.86 0.79 10\n", + "weighted avg 0.88 0.80 0.81 10\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "true_labels = df[\"readable\"].map(CODE_READABILITY_PROMPT_RAILS_MAP).tolist()\n", "readability_classifications = (\n", @@ -928,7 +997,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.3" + "version": "3.11.5" } }, "nbformat": 4, diff --git a/tutorials/evals/evaluate_summarization_classifications.ipynb b/tutorials/evals/evaluate_summarization_classifications.ipynb index 8f77ca136ea..dcfd37e50a3 100644 --- a/tutorials/evals/evaluate_summarization_classifications.ipynb +++ b/tutorials/evals/evaluate_summarization_classifications.ipynb @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -85,15 +85,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "\n", - "
\n", - "
\n", + "
\n", "\n", - "\n", - " \n", - "
\n", - "\n", - "\n", - "
\n", - " \n", - "\n", - "\n", - "\n", - " \n", - "
\n", - "
\n", - "
\n" + "" ], "text/plain": [ " document \\\n", "0 It's the ultimate in slow-motion footage. The BBC is to air a two-hour, real-time documentary following a canalboat as it pootles its way along a British waterway at a leisurely 4mph. For many, the languid film will be as interesting as watching paint dry, but the Corporation hopes many viewers will find it a refreshing change from the usual frenetic pace of modern TV. There is no presenter, narrator, dialogue or music, so all viewers will hear are the sounds of the boat's engine, the lapping of the water and the local birdsong as the barge makes its way along a picturesque stretch of the Kennet and Avon Canal. 00.00: And they're off! 0-4mph in ten minutes . 34.07: Bridge over (not at all) troubled water . 41.50: Crazy boy racers scream past at 5mph . Aside from two aerial cutaway shots, when the boat negotiates a lock and crosses the Dundas Aqueduct, the full two hours is shot continuously from a single camera on the front of the boat. Rather incongruously, it's the same specialist high-definition equipment used to shoot the action-packed James Bond blockbuster Skyfall. In contrast, the most exiting moments of All Aboard! The Canal Trip involve the narrowboat being overtaken by a swan, or having to manoeuvre out of the way of a pleasure craft. Other exciting scenes feature a plank of wood, a dog-walker and cyclists on the towpath. The film was shot on a sunny day last month and will air on May 5 as part of the BBC Four Goes Slow series of deliberately unrushed programmes. Producer Luke Korzun Martin said: 'We want the voyage to feel like a sensory experience. We want it to be mesmeric, hypnotic and beautiful. 'The idea was to create a moving painting. It is like a Constable landscape which changes in front of your eyes. If people are going to sit and watch a two-hour single shot, it needs to be the most beautiful two-hour shot it can be.' Rob Dean, of the Kennet and Avon Canal Trust, said: 'I think this is the right approach. The whole point about the waterways is they slow people down.' 55.40: Mayday! Mayday! Wild swan on the attack . 1hr, 45m: Gridlock... Canal swamped by two boats . 1hr 56m: It's all water over the bridge (at last) \n", "1 Oil from a Russian trawler which was towed out to sea to sink after catching fire in port is washing up on the beaches of Gran Canaria and threatening tourist spots across the Canary Islands. The Russian vessel Oleg Naydenov was carrying 1,400 metric tons of viscous fuel oil, when it caught fire in Las Palmas port on April 11. It was towed out to sea as a precaution and sank some 15 miles south of the island three days later. Clean up operation: Volunteers clear oil from the sunken Russian Trawler Naydenov on Los Seco beach, Gran Canaria . Spill: The Oleg Naydenov was carrying 1,400 tonnes of fuel oil when it caught fire in Las Palmas port before being towed it out to sea where it sank . Threat: An aerial picture shows part of the three mile long oil slick which is also threatening the Canary Islands of Tenerife and La Gomera . The Spanish government activated an environmental emergency alert and said one beach has been cleared of oil and clean-up operations were ongoing on three other beaches near the tourist town of Maspalomas. The government activated a level 2 alert after analyzing ocean current data from Spain's Oceanographic Institute, saying the slick that reached coastlines earlier in the week could affect vulnerable land. Level 2 is the second highest alert level. Environmental group Greenpeace criticised the decision to tow the vessel out to sea and has called on the Spanish government to dedicate more resources to the clean-up operation. Dedicated: A volunteer shows his oil-stained hands during the clean up operation on 'Los Seco' beach . Greenpeace has criticised the Spanish authorities for towing the trawler out to open sea after it caught fire in Los Palmas port . Volunteers taking part in the oil spill clean up . Oil spill clean up at 'Los Seco' beach, Gran Canaria . Estimates: According to Spanish officials the boat is still leaking between five and 10 litres of fuel an hour . Measures: The government activated a level two alert after analyzing ocean current data from Spain's Oceanographic Institute . A three mile slick of oil floating on the surface was photographed from the air last week and it is feared ocean currents could carry it onto the islands of Tenerife and La Gomera. Authorities estimated last week that the ship was currently leaking between five and 10 litres of fuel into the sea per hour. Development Ministry spokesman Julio Gomez said on Sunday that slicks were being monitored; a day after the government activated an alert, saying oil could damage the islands' vulnerable coasts. Greenpeace is calling on the Spanish government to dedicate more resources to the clean-up operation . Greenpeace released this picture of a dolphin with oil on its fin and have demanded Spanish authorities do more to control the spread of the oil which could hit Tenerife and La Gomera . An image taken by a robotic submarine shows the wreck of the Oleg Naydenov lying 2,700 meters down around 15 miles south of Gran Canaria . An unmanned remote-controlled submarine sent down 2,400 meters (7,900 feet) to survey the wreck . Greenpeace posted photographs of a dolphin partially coated in oil, while Spanish state television TVE broadcast images of workers cleaning a rocky beach that was stained black with oil. Red Cross spokesman Jose Antonio Rodriguez told The Associated Press that Veneguera beach on Gran Canaria island, a top European vacation spot, had been cleaned. An unmanned remote-controlled submarine sent down 2,400 meters (7,900 feet) to survey the wreck of the Russian trawler was inspecting to see if three holes in its hull could be blocked. \n", - "2 If all your hashtags, retweets and favourites seem overwhelming, Twitter has a solution. The site has today rolled out a new feature dubbed 'Highlights', aimed at helping users sift through the large number of tweets on their feed each day. The service provides a twice-daily summary 'of the best tweets for you, delivered via rich push notification,' Twitter's Gordon Luk said in a blog post. Twitter has rolled out a new feature aimed at helping users sift through the large number of tweets on their feed each day. Highlights is limited to English-language readers with the Twitter app installed on an Android device. To enable the feature on your account, launch the official Twitter app and bring up the three-dot icon in the top-right corner of your screen. Select Settings from the drop-down, and then press on your account name. Tap on Mobile Notifications. Scroll down until you find the new option titled Highlights and press on it. The check box should display a check mark, marking the feature as active. Twitter users who opt into the service on their Android device will see a new Highlights section in a push notification. A push notification leads to an area where users can browse popular tweets from people they know, as well as trending stories. 'We want to help you get the most out of Twitter, no matter how much time you spend with it,' said Luk. 'While your home timeline is a great place to browse through and engage with tweets, we know it can be challenging to find the time to get through everything.' To enable the feature on your account, launch the official Twitter app on Android and bring up the three-dot icon in the top-right corner of your screen . Select Settings from the drop-down, and then press on your account name. Tap on Mobile Notifications. Scroll down until you find the new option titled Highlights and press on it. The move is the latest by Twitter to boost engagement for its members amid growth which is slower than some rival social networks. 'We look at things like the accounts and conversations that are popular among people you follow, tweets from people you're closely tied to, topics and events that are trending in your area or within your network, and people that are popular or trending among people you follow,' Luk said. Highlights is being rolled out first in English for people using Android-powered devices, which can be activated in user settings. 'We're refining the experience on Android first and will consider bringing Highlights to other platforms in the future,' Luk added. Earlier this week, Twitter announced that abusive accounts will now be temporarily locked until a phone number or similar is added. The move is the latest by Twitter to boost engagement for its users amid growth which is slower than expected . An algorithm will also automatically remove abuse before you even see it. Twitter already asks users who violate its abuse guidelines to delete content, and can suspend accounts permanently if they don't. But under the new changes, Twitter has added a middle-ground. Its new enforcement option lets the support team temporarily lock abusive accounts for a set period of time, up to 12 hours. In its last quarterly update, Twitter said the number of active monthly users of the San Francisco-based one-to-many messaging service monthly grew to 288 million. This is just four million more than in the previous quarter. Twitter reports its results for the first quarter next week. Twitter's chief executive Dick Costolo recently said his site 'sucks at dealing with abuse and trolls'. In a memo, Mr Costolo said he is embarrassed by the way the company handles abuse and that it must take stronger action. In December, a blog post titled 'Building a safer Twitter' revealed Twitter is working on ways to make it easier to block and report abuse. For months Twitter has been rolling out features designed to rid the site of the scourge of trolls . The site has since improved the reporting process to make it more mobile-friendly, auto-populated fields, and it now requires less initial information. It has also improved the ways in which abuse can be reported to law enforcement. Last month, the site took aim at the rising levels of revenge porn and stolen nude photos posted to the social network. Its rules now say that users must not 'post intimate photos or videos that were taken or distributed without the subject's consent'. Twitter said an affected user can report a post if they believe it contains photos or videos posted without their consent. From today, Twitter users can now report indirect threats, offending accounts will be temporarily locked until a phone number or similar is added, and an algorithm will automatically remove abuse before you even see it. Twitter already asks users who violate its abuse guidelines to delete content, and can suspend accounts permanently if they don't. But under the new changes, Twitter's new enforcement option lets the support team temporarily lock abusive accounts for a set period of time, up to 12 hours. Elsewhere, Twitter has begun testing a product feature to help identify suspected abusive tweets and limit their reach by automatically removing them from a person's notifications. It has also updated its violent threats policy to include indirect tweets, or the 'threats of violence against others or promoting violence against others.' \n", - "3 An anonymous Good Samaritan has donated $360,000 to pay for a man's mortgage after he lost his wife and house in the mudslide that swept Washington last year. Tim Ward and his wife of 38 years, Brandy, were at home in Oso, Washington, on March 22, 2014, when tons of debris, soil and rock came crashing down from upland. Brandy was one of the 43 people crushed by the force of the natural disaster. Tim, who broke his pelvis, was buried under 25 feet of mud, but managed to call for help through a gap in the surface. Just a week later, as Tim started trying to rebuild his life, he was informed he did not have 'landslide insurance' - and therefore did not qualify for payment to settle his mortgage. SCROLL DOWN FOR VIDEO . Tragic: Brandy Ward (right) was killed in the mudslide that swept Oso, Washington, in March last year. Her husband Tim (left) survived and has spent the past year trying to pay his mortgage, which a donor has now paid . Horrific: The mudslide on March 22, 2014, killed 43 people including Brandy Ward . For a year, Tim has been grappling with his financial predicament, while renting a small property nearby. He lost everything in the mudflow. Only one of their five dogs survived the mudslide, but lost a leg. The disaster killed their turkeys, chickens and four canines. The mortgage, however, consumed him. But last week, he received a call from Chase Bank, who said an anonymous donor had paid the lot. Before: This was their idyllic home in Oso where they reared turkeys and chickens before the mudslide . Love: The couple were married for 38 years. Tim said he heard Brandy call for him before she was killed . Overwhelmed: Ward said he couldn't believe it when Chase Bank told him the mortgage was all paid for . Speaking to NBC News, Tim said: 'There are still good Samaritans out there. This is life-changing.' He recalled the horrific day last year: 'She called my name and yelled, \"Tim!\" And from the moment that voice left her body, she had left the man she had been with for 38 years to be with the son of God she'll be with forever.' The donor told bank clerks they had read about Ward in a newspaper and felt compelled to reach out. 'I honestly have never seen this kind of an act of personal generosity where it's anonymous,' Phyllis Campbell, vice president at JP Morgan Chase, told NBC News. \n", - "4 Switzerland is the world's happiest nation thanks to healthy GDP figures, strong social bonds and an increasing life expectancy, a new study of global wellbeing has revealed. The list is dominated by European nations, particularly those in Scandinavia, and measures a country's population by factors contributing to its citizens' contentment, rather than wealth. Britons are happier now than they were two years ago, the study found, but still ranks in at a relatively lowly 21st place. And despite often mocking its northern neighbour as an inferior nation, the United States is a full 10 places below Canada, ranking at 10th and fifth respectively. Unsurprisingly the world's least happy countries are places ravaged by war and extreme poverty - with Syria, Burundi and Togo taking their place at the bottom of the 158-nation strong list. Celebration: Switzerland is the world's happiest nation thanks to healthy GDP figures, strong social bonds and an increasing life expectancy, a new study of global wellbeing has revealed . Spectacular: Icelandic citizens are now so happy that the country jumped from number nine in 2013 to number two this year, thanks in part to their well beautiful scenery (pictured) and cultural history . The 2015 World Happiness Report is the third of its kind and is edited by a team of renowned academics and analysts - among them American economist Jeffrey Sachs and head of the London School of Economics' 'wellbeing' programme, Richard Laynard. First published in 2012, the study uses a range of factors to determine how happy a nation is, ranging from purely domestic perspectives - such as GDP and life expectancy figures - to how its citizens view themselves and their country within the world at large. 1. Switzerland 6. Finland . 2. Iceland 7. Netherlands . 3. Denmark 8. Sweden . 4. Norway 9. New Zealand . 5. Canada 10. Australia . This year's study is the first to additionally break the statistics down by age and gender, however, with it possible for readers to find, for example, that a country ranking relatively highly overall, has a hidden population of deeply unhappy young women concerned about equal rights and pay. The top 10 on the list is dominated by nations from Scandinavia - which are unsurprisingly also among the wealthiest on the planet too. Equally unsurprising are the countries lower at the bottom of the list - almost all of which are in the midst by bloody civil war, political unrest or crushing poverty. One surprising anomaly, however, is Palestine, which came just below the midway point in the study at number 108, despite being ravaged by conflict. Happiness: The top 10 on the list is dominated by nations from Scandinavia. Citizens of these countries, such as Swedish nationals (pictured) are unsurprisingly also among the wealthiest on the planet too . Fierce rivalry: Despite often mocking their northern neighbour as an inferior nation, U.S. nationals (left) are a full 10 places below Canadians (right), ranking at 10th and fifth respectively . Low ranking: Unsurprisingly the world's least happy countries are places ravaged by war and extreme poverty - with Syria (pictured) Burundi and Togo taking their place at the bottom of the 158-nation strong list . The idea of assessing nations by the citizens level of happiness, rather than simply by wealth, is something promoted by the EU, who consider it a more accurate representation of the population as a whole. While many of the study's headline findings were relatively predictable, the wellbeing test becomes far more interesting when experts being analysing the biggest rises and falls. 149. Chad 154. Rwanda . 150. Guinea 155. Benin . 151. Ivory Coast 156. Syria . 152. Burkina Faso 157. Burundi . 153. Afghanistan 158. Togo . Greece, which is crippled by national debt and faces an increasingly uncertain future, is by far the fastest declining nation on the list. Other European nations that suffered the worst during the global recession, such as Spain and Italy, have also plummeted in the happiness stakes. Recent economic difficulties do not guarantee a country tumbling down the rankings, however. Both Ireland and Iceland suffered financial woes towards the end of the last decade, but the wellbeing of their populations appear to have been more affected by improvements in health and social issues. In fact Icelandic citizens are now so happy that the country has jumped from number nine in 2013 to number two, pushing the world's previously most happy nation, Denmark, down into third place thanks their country's perceived level of generosity, as well beautiful scenery and cultural history. \n", + "2 If all your hashtags, retweets and favourites seem overwhelming, Twitter has a solution. The site has today rolled out a new feature dubbed 'Highlights', aimed at helping users sift through the large number of tweets on their feed each day. The service provides a twice-daily summary 'of the best tweets for you, delivered via rich push notification,' Twitter's Gordon Luk said in a blog post. Twitter has rolled out a new feature aimed at helping users sift through the large number of tweets on their feed each day. Highlights is limited to English-language readers with the Twitter app installed on an Android device. To enable the feature on your account, launch the official Twitter app and bring up the three-dot icon in the top-right corner of your screen. Select Settings from the drop-down, and then press on your account name. Tap on Mobile Notifications. Scroll down until you find the new option titled Highlights and press on it. The check box should display a check mark, marking the feature as active. Twitter users who opt into the service on their Android device will see a new Highlights section in a push notification. A push notification leads to an area where users can browse popular tweets from people they know, as well as trending stories. 'We want to help you get the most out of Twitter, no matter how much time you spend with it,' said Luk. 'While your home timeline is a great place to browse through and engage with tweets, we know it can be challenging to find the time to get through everything.' To enable the feature on your account, launch the official Twitter app on Android and bring up the three-dot icon in the top-right corner of your screen . Select Settings from the drop-down, and then press on your account name. Tap on Mobile Notifications. Scroll down until you find the new option titled Highlights and press on it. The move is the latest by Twitter to boost engagement for its members amid growth which is slower than some rival social networks. 'We look at things like the accounts and conversations that are popular among people you follow, tweets from people you're closely tied to, topics and events that are trending in your area or within your network, and people that are popular or trending among people you follow,' Luk said. Highlights is being rolled out first in English for people using Android-powered devices, which can be activated in user settings. 'We're refining the experience on Android first and will consider bringing Highlights to other platforms in the future,' Luk added. Earlier this week, Twitter announced that abusive accounts will now be temporarily locked until a phone number or similar is added. The move is the latest by Twitter to boost engagement for its users amid growth which is slower than expected . An algorithm will also automatically remove abuse before you even see it. Twitter already asks users who violate its abuse guidelines to delete content, and can suspend accounts permanently if they don't. But under the new changes, Twitter has added a middle-ground. Its new enforcement option lets the support team temporarily lock abusive accounts for a set period of time, up to 12 hours. In its last quarterly update, Twitter said the number of active monthly users of the San Francisco-based one-to-many messaging service monthly grew to 288 million. This is just four million more than in the previous quarter. Twitter reports its results for the first quarter next week. Twitter's chief executive Dick Costolo recently said his site 'sucks at dealing with abuse and trolls'. In a memo, Mr Costolo said he is embarrassed by the way the company handles abuse and that it must take stronger action. In December, a blog post titled 'Building a safer Twitter' revealed Twitter is working on ways to make it easier to block and report abuse. For months Twitter has been rolling out features designed to rid the site of the scourge of trolls . The site has since improved the reporting process to make it more mobile-friendly, auto-populated fields, and it now requires less initial information. It has also improved the ways in which abuse can be reported to law enforcement. Last month, the site took aim at the rising levels of revenge porn and stolen nude photos posted to the social network. Its rules now say that users must not 'post intimate photos or videos that were taken or distributed without the subject's consent'. Twitter said an affected user can report a post if they believe it contains photos or videos posted without their consent. From today, Twitter users can now report indirect threats, offending accounts will be temporarily locked until a phone number or similar is added, and an algorithm will automatically remove abuse before you even see it. Twitter already asks users who violate its abuse guidelines to delete content, and can suspend accounts permanently if they don't. But under the new changes, Twitter's new enforcement option lets the support team temporarily lock abusive accounts for a set period of time, up to 12 hours. Elsewhere, Twitter has begun testing a product feature to help identify suspected abusive tweets and limit their reach by automatically removing them from a person's notifications. It has also updated its violent threats policy to include indirect tweets, or the 'threats of violence against others or promoting violence against others.' \n", + "3 An anonymous Good Samaritan has donated $360,000 to pay for a man's mortgage after he lost his wife and house in the mudslide that swept Washington last year. Tim Ward and his wife of 38 years, Brandy, were at home in Oso, Washington, on March 22, 2014, when tons of debris, soil and rock came crashing down from upland. Brandy was one of the 43 people crushed by the force of the natural disaster. Tim, who broke his pelvis, was buried under 25 feet of mud, but managed to call for help through a gap in the surface. Just a week later, as Tim started trying to rebuild his life, he was informed he did not have 'landslide insurance' - and therefore did not qualify for payment to settle his mortgage. SCROLL DOWN FOR VIDEO . Tragic: Brandy Ward (right) was killed in the mudslide that swept Oso, Washington, in March last year. Her husband Tim (left) survived and has spent the past year trying to pay his mortgage, which a donor has now paid . Horrific: The mudslide on March 22, 2014, killed 43 people including Brandy Ward . For a year, Tim has been grappling with his financial predicament, while renting a small property nearby. He lost everything in the mudflow. Only one of their five dogs survived the mudslide, but lost a leg. The disaster killed their turkeys, chickens and four canines. The mortgage, however, consumed him. But last week, he received a call from Chase Bank, who said an anonymous donor had paid the lot. Before: This was their idyllic home in Oso where they reared turkeys and chickens before the mudslide . Love: The couple were married for 38 years. Tim said he heard Brandy call for him before she was killed . Overwhelmed: Ward said he couldn't believe it when Chase Bank told him the mortgage was all paid for . Speaking to NBC News, Tim said: 'There are still good Samaritans out there. This is life-changing.' He recalled the horrific day last year: 'She called my name and yelled, \"Tim!\" And from the moment that voice left her body, she had left the man she had been with for 38 years to be with the son of God she'll be with forever.' The donor told bank clerks they had read about Ward in a newspaper and felt compelled to reach out. 'I honestly have never seen this kind of an act of personal generosity where it's anonymous,' Phyllis Campbell, vice president at JP Morgan Chase, told NBC News. \n", + "4 Switzerland is the world's happiest nation thanks to healthy GDP figures, strong social bonds and an increasing life expectancy, a new study of global wellbeing has revealed. The list is dominated by European nations, particularly those in Scandinavia, and measures a country's population by factors contributing to its citizens' contentment, rather than wealth. Britons are happier now than they were two years ago, the study found, but still ranks in at a relatively lowly 21st place. And despite often mocking its northern neighbour as an inferior nation, the United States is a full 10 places below Canada, ranking at 10th and fifth respectively. Unsurprisingly the world's least happy countries are places ravaged by war and extreme poverty - with Syria, Burundi and Togo taking their place at the bottom of the 158-nation strong list. Celebration: Switzerland is the world's happiest nation thanks to healthy GDP figures, strong social bonds and an increasing life expectancy, a new study of global wellbeing has revealed . Spectacular: Icelandic citizens are now so happy that the country jumped from number nine in 2013 to number two this year, thanks in part to their well beautiful scenery (pictured) and cultural history . The 2015 World Happiness Report is the third of its kind and is edited by a team of renowned academics and analysts - among them American economist Jeffrey Sachs and head of the London School of Economics' 'wellbeing' programme, Richard Laynard. First published in 2012, the study uses a range of factors to determine how happy a nation is, ranging from purely domestic perspectives - such as GDP and life expectancy figures - to how its citizens view themselves and their country within the world at large. 1. Switzerland              6. Finland . 2. Iceland                     7. Netherlands . 3. Denmark                  8. Sweden . 4. Norway                    9. New Zealand . 5. Canada                   10. Australia . This year's study is the first to additionally break the statistics down by age and gender, however, with it possible for readers to find, for example, that a country ranking relatively highly overall, has a hidden population of deeply unhappy young women concerned about equal rights and pay. The top 10 on the list is dominated by nations from Scandinavia - which are unsurprisingly also among the wealthiest on the planet too. Equally unsurprising are the countries lower at the bottom of the list - almost all of which are in the midst by bloody civil war, political unrest or crushing poverty. One surprising anomaly, however, is Palestine, which came just below the midway point in the study at number 108, despite being ravaged by conflict. Happiness: The top 10 on the list is dominated by nations from Scandinavia. Citizens of these countries, such as Swedish nationals (pictured) are unsurprisingly also among the wealthiest on the planet too . Fierce rivalry: Despite often mocking their northern neighbour as an inferior nation, U.S. nationals (left) are a full 10 places below Canadians (right), ranking at 10th and fifth respectively . Low ranking: Unsurprisingly the world's least happy countries are places ravaged by war and extreme poverty - with Syria (pictured) Burundi and Togo taking their place at the bottom of the 158-nation strong list . The idea of assessing nations by the citizens level of happiness, rather than simply by wealth, is something promoted by the EU, who consider it a more accurate representation of the population as a whole. While many of the study's headline findings were relatively predictable, the wellbeing test becomes far more interesting when experts being analysing the biggest rises and falls. 149. Chad                    154. Rwanda . 150. Guinea                 155. Benin . 151. Ivory Coast           156. Syria . 152. Burkina Faso        157. Burundi . 153. Afghanistan          158. Togo . Greece, which is crippled by national debt and faces an increasingly uncertain future, is by far the fastest declining nation on the list. Other European nations that suffered the worst during the global recession, such as Spain and Italy, have also plummeted in the happiness stakes. Recent economic difficulties do not guarantee a country tumbling down the rankings, however. Both Ireland and Iceland suffered financial woes towards the end of the last decade, but the wellbeing of their populations appear to have been more affected by improvements in health and social issues. In fact Icelandic citizens are now so happy that the country has jumped from number nine in 2013 to number two, pushing the world's previously most happy nation, Denmark, down into third place thanks their country's perceived level of generosity, as well beautiful scenery and cultural history. \n", "\n", " correct_summary \\\n", "0 The BBC will air a two-hour documentary of a canalboat as it leisurely moves along a British waterway at 4mph. The documentary has no presenter, dialogue, or music, and the camera is continuously shot from a single camera on the front of the boat. The producers of the film wanted to create a hypnotic, mesmeric, and beautiful experience akin to a moving painting. \n", @@ -408,7 +198,7 @@ "4 False " ] }, - "execution_count": null, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -431,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -482,17 +272,9 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "🔑 Enter your OpenAI API key: ··········\n" - ] - } - ], + "outputs": [], "source": [ "if not (openai_api_key := os.getenv(\"OPENAI_API_KEY\")):\n", " openai_api_key = getpass(\"🔑 Enter your OpenAI API key: \")\n", @@ -512,7 +294,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -537,17 +319,9 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:phoenix.experimental.evals.models.openai:gpt-4 may update over time. Returning num tokens assuming gpt-4-0613.\n" - ] - } - ], + "outputs": [], "source": [ "model = OpenAIModel(\n", " model_name=\"gpt-4\",\n", @@ -557,26 +331,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Eta:2023-10-11 22:36:17.118167 |█████████████████████████████| 100.0% (1/1) [00:02<00:00, 2.18s/it]\n" - ] - }, { "data": { - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - }, "text/plain": [ "\"Hello! I'm working perfectly. How can I assist you today?\"" ] }, - "execution_count": null, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -587,14 +351,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Eta:2023-10-11 23:09:47.581148 |█████████████████████████| 100.0% (100/100) [27:00<00:00, 16.21s/it]\n" + "100%|██████████| 100/100 [02:06<00:00, 1.26s/it]\n" ] } ], @@ -621,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -630,18 +394,28 @@ "text": [ " precision recall f1-score support\n", "\n", - " good 0.80 0.95 0.87 43\n", - " bad 0.96 0.82 0.89 57\n", + " good 0.82 0.89 0.86 47\n", + " bad 0.90 0.83 0.86 53\n", "\n", - " accuracy 0.88 100\n", - " macro avg 0.88 0.89 0.88 100\n", - "weighted avg 0.89 0.88 0.88 100\n", + " accuracy 0.86 100\n", + " macro avg 0.86 0.86 0.86 100\n", + "weighted avg 0.86 0.86 0.86 100\n", "\n" ] }, { "data": { - "image/png": "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", + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", "text/plain": [ "
" ] @@ -679,31 +453,124 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "model = OpenAIModel(model_name=\"gpt-3.5-turbo\", temperature=0.0, request_timeout=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:phoenix.experimental.evals.models.openai:gpt-3.5-turbo may update over time. Returning num tokens assuming gpt-3.5-turbo-0613.\n" + "100%|██████████| 100/100 [00:58<00:00, 1.72it/s]\n" ] } ], "source": [ - "model = OpenAIModel(model_name=\"gpt-3.5-turbo\", temperature=0.0, request_timeout=20)" + "rails = list(templates.SUMMARIZATION_PROMPT_RAILS_MAP.values())\n", + "summarization_classifications = llm_classify(\n", + " dataframe=df_sample,\n", + " template=templates.SUMMARIZATION_PROMPT_TEMPLATE_STR,\n", + " model=model,\n", + " rails=rails,\n", + ")[\"label\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " good 0.63 0.85 0.73 47\n", + " bad 0.81 0.57 0.67 53\n", + "\n", + " accuracy 0.70 100\n", + " macro avg 0.72 0.71 0.70 100\n", + "weighted avg 0.73 0.70 0.70 100\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "true_labels = df_sample[\"user_feedback\"].map(templates.SUMMARIZATION_PROMPT_RAILS_MAP).tolist()\n", + "summarization_classifications = (\n", + " pd.Series(summarization_classifications)\n", + " .map(lambda x: \"unparseable\" if x is None else x)\n", + " .tolist()\n", + ")\n", + "\n", + "print(classification_report(true_labels, summarization_classifications, labels=rails))\n", + "confusion_matrix = ConfusionMatrix(\n", + " actual_vector=true_labels, predict_vector=summarization_classifications, classes=rails\n", + ")\n", + "confusion_matrix.plot(\n", + " cmap=plt.colormaps[\"Blues\"],\n", + " number_label=True,\n", + " normalized=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## LLM Evals: Summarization Evals Classifications GPT-4 Turbo\n", + "Run summarization classifications against a subset of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "model = OpenAIModel(model_name=\"gpt-4-1106-preview\", temperature=0.0)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Eta:2023-10-11 23:17:45.877305 |█████████████████████████| 100.0% (100/100) [01:22<00:00, 1.21it/s]\n" + "100%|██████████| 100/100 [01:03<00:00, 1.58it/s]\n" ] } ], @@ -719,7 +586,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -728,18 +595,28 @@ "text": [ " precision recall f1-score support\n", "\n", - " good 0.82 0.42 0.55 43\n", - " bad 0.68 0.93 0.79 57\n", + " good 0.94 0.64 0.76 47\n", + " bad 0.75 0.96 0.84 53\n", "\n", - " accuracy 0.71 100\n", - " macro avg 0.75 0.67 0.67 100\n", - "weighted avg 0.74 0.71 0.69 100\n", + " accuracy 0.81 100\n", + " macro avg 0.84 0.80 0.80 100\n", + "weighted avg 0.84 0.81 0.80 100\n", "\n" ] }, { "data": { - "image/png": "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", + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", "text/plain": [ "
" ] @@ -784,7 +661,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.11.5" } }, "nbformat": 4, diff --git a/tutorials/evals/evaluate_toxicity_classifications.ipynb b/tutorials/evals/evaluate_toxicity_classifications.ipynb index b6ccf6c67ac..14885b77566 100644 --- a/tutorials/evals/evaluate_toxicity_classifications.ipynb +++ b/tutorials/evals/evaluate_toxicity_classifications.ipynb @@ -62,7 +62,16 @@ "execution_count": 3, "id": "5ab8f5c4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jasonlopatecki/vs_projects/evals_tests/link_evals/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import os\n", "from getpass import getpass\n", @@ -353,13 +362,6 @@ "id": "SKblLxMKpIsU", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Eta:2023-11-07 12:51:01.444018 |█████████████████████████████| 100.0% (1/1) [00:01<00:00, 1.84s/it]\n" - ] - }, { "data": { "text/plain": [ @@ -388,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "57e6823b", "metadata": {}, "outputs": [ @@ -396,7 +398,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Eta:2023-11-07 13:02:14.118706 |█████████████████████████| 100.0% (100/100) [02:49<00:00, 1.70s/it]\n" + "100%|██████████| 100/100 [01:53<00:00, 1.13s/it]\n" ] } ], @@ -424,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "5cb0a443", "metadata": {}, "outputs": [ @@ -434,12 +436,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " toxic 0.88 0.79 0.84 48\n", - " non-toxic 0.82 0.90 0.86 52\n", + " toxic 0.93 0.79 0.86 53\n", + " non-toxic 0.80 0.94 0.86 47\n", "\n", - " accuracy 0.85 100\n", - " macro avg 0.85 0.85 0.85 100\n", - "weighted avg 0.85 0.85 0.85 100\n", + " accuracy 0.86 100\n", + " macro avg 0.87 0.86 0.86 100\n", + "weighted avg 0.87 0.86 0.86 100\n", "\n" ] }, @@ -449,13 +451,13 @@ "" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -493,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "xcsNxBKmpywe", "metadata": {}, "outputs": [], @@ -503,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "_OaTMcM4p8oc", "metadata": {}, "outputs": [ @@ -511,7 +513,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Eta:2023-11-07 13:04:08.916759 |█████████████████████████| 100.0% (100/100) [01:38<00:00, 1.01it/s]\n" + "100%|██████████| 100/100 [01:13<00:00, 1.37it/s]\n" ] } ], @@ -527,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "8-7tmkQVp974", "metadata": {}, "outputs": [ @@ -537,12 +539,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " toxic 0.85 0.83 0.84 48\n", - " non-toxic 0.85 0.87 0.86 52\n", + " toxic 0.96 0.81 0.88 53\n", + " non-toxic 0.82 0.96 0.88 47\n", "\n", - " accuracy 0.85 100\n", - " macro avg 0.85 0.85 0.85 100\n", - "weighted avg 0.85 0.85 0.85 100\n", + " accuracy 0.88 100\n", + " macro avg 0.89 0.88 0.88 100\n", + "weighted avg 0.89 0.88 0.88 100\n", "\n" ] }, @@ -552,13 +554,13 @@ "" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi4AAAHHCAYAAACY6dMIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAABnW0lEQVR4nO3dd1QUVxsG8GeX3otUAUHEhqIYECSoYMReUGNsiQpRNHZFjYkNxCh2SdRoii2WxFhj1BAVY8ce7IoFBQsIWBBUEHa+P/iYuFJkKeLI88uZc7J37tz7zgLycsusTBAEAUREREQSIK/oAIiIiIiKi4kLERERSQYTFyIiIpIMJi5EREQkGUxciIiISDKYuBAREZFkMHEhIiIiyWDiQkRERJLBxIWIiIgkg4kL0SuuXbuG1q1bw8jICDKZDNu2bSvT9m/dugWZTIZVq1aVabtS5uvrC19f3zJtMyEhAdra2jhy5EiZtvsuk8lkCA0NFV+vWrUKMpkMt27deqtxODg4ICAgQHwdGRkJfX19JCcnv9U46P3FxIXeOTdu3MDgwYPh6OgIbW1tGBoawtvbG99++y2eP39ern33798f58+fx4wZM7BmzRq4u7uXa39vU0BAAGQyGQwNDQt8H69duwaZTAaZTIZ58+ap3P69e/cQGhqKmJiYMoi2dMLCwuDp6Qlvb2+xLO/+GzRogII+6UQmk2H48OFvM8xKoW3btnByckJ4eHhFh0LvCSYu9E7ZuXMnXFxc8Pvvv6NTp05YtGgRwsPDUa1aNYwfPx6jRo0qt76fP3+O6OhoDBgwAMOHD8dnn30GW1vbMu3D3t4ez58/R9++fcu03eJSV1fHs2fP8Oeff+Y7t27dOmhra5e47Xv37mHatGkqJy67d+/G7t27S9zv65KTk7F69Wp88cUXBZ4/f/48tmzZUmb9vav69u2L58+fw97evqJDweDBg/HDDz/g6dOnFR0KvQeYuNA7Iy4uDr169YK9vT0uXbqEb7/9FkFBQRg2bBh+/fVXXLp0CfXq1Su3/vOGso2NjcutD5lMBm1tbaipqZVbH0XR0tJCy5Yt8euvv+Y7t379enTo0OGtxfLs2TMAgKamJjQ1Ncus3bVr10JdXR2dOnXKd05HRwe1atVCWFhYgaMuZSU7OxtZWVnl1n5xqKmpQVtbGzKZrELjAICPP/4YmZmZ2LhxY0WHQu8BJi70zpgzZw7S09OxfPlyWFtb5zvv5OSkNOKSnZ2N6dOno0aNGtDS0oKDgwMmTpyIzMxMpescHBzQsWNHHD58GB4eHtDW1oajoyN++eUXsU5oaKj4l+n48eMhk8ng4OAAIHeKIe//XxUaGprvl8KePXvQtGlTGBsbQ19fH7Vr18bEiRPF84Wtcdm3bx+aNWsGPT09GBsbw9/fH5cvXy6wv+vXryMgIADGxsYwMjJCYGCgmAQUR58+ffDXX3/h8ePHYtnJkydx7do19OnTJ1/9hw8fYty4cXBxcYG+vj4MDQ3Rrl07nD17Vqyzf/9+NG7cGAAQGBgoTjnl3aevry/q16+P06dPo3nz5tDV1RXfl9fXuPTv3x/a2tr57r9NmzYwMTHBvXv3iry/bdu2wdPTE/r6+vnOyeVyTJ48GefOncPWrVuLbAcAHjx4gAEDBsDS0hLa2tpo2LAhVq9erVQn72s6b948REREiN+Ply5dEr9msbGx+Oyzz2BkZARzc3NMmTIFgiAgISEB/v7+MDQ0hJWVFebPn6/UdlZWFqZOnQo3NzcYGRlBT08PzZo1wz///PPG2F9f45IXS0HHq2tSFAoFIiIiUK9ePWhra8PS0hKDBw/Go0ePlNoXBAHffPMNbG1toaurixYtWuDixYsFxmJhYYEGDRrgjz/+eGPcRG/CxIXeGX/++SccHR3x4YcfFqv+wIEDMXXqVHzwwQdYuHAhfHx8EB4ejl69euWre/36dXTv3h2tWrXC/PnzYWJigoCAAPEf2m7dumHhwoUAgN69e2PNmjWIiIhQKf6LFy+iY8eOyMzMRFhYGObPn4/OnTu/cYHo3r170aZNGzx48AChoaEIDg7G0aNH4e3tXeDCyh49euDp06cIDw9Hjx49sGrVKkybNq3YcXbr1g0ymUxpumT9+vWoU6cOPvjgg3z1b968iW3btqFjx45YsGABxo8fj/Pnz8PHx0dMIurWrYuwsDAAwKBBg7BmzRqsWbMGzZs3F9tJTU1Fu3bt4OrqioiICLRo0aLA+L799luYm5ujf//+yMnJAQD88MMP2L17NxYtWoSqVasWem8vX77EyZMnC7yPPH369EHNmjXfOOry/Plz+Pr6Ys2aNfj0008xd+5cGBkZISAgAN9++22++itXrsSiRYswaNAgzJ8/H6ampuK5nj17QqFQYNasWfD09MQ333yDiIgItGrVCjY2Npg9ezacnJwwbtw4HDx4ULwuLS0NP//8M3x9fTF79myEhoYiOTkZbdq0UXlKrlu3buLXJe8YPXo0gNzEIs/gwYMxfvx4cV1ZYGAg1q1bhzZt2uDly5divalTp2LKlClo2LAh5s6dC0dHR7Ru3RoZGRkF9u/m5oajR4+qFDNRgQSid8CTJ08EAIK/v3+x6sfExAgAhIEDByqVjxs3TgAg7Nu3Tyyzt7cXAAgHDx4Uyx48eCBoaWkJY8eOFcvi4uIEAMLcuXOV2uzfv79gb2+fL4aQkBDh1R+hhQsXCgCE5OTkQuPO62PlypVimaurq2BhYSGkpqaKZWfPnhXkcrnQr1+/fP19/vnnSm127dpVqFKlSqF9vnofenp6giAIQvfu3YWWLVsKgiAIOTk5gpWVlTBt2rQC34MXL14IOTk5+e5DS0tLCAsLE8tOnjyZ797y+Pj4CACEZcuWFXjOx8dHqezvv/8WAAjffPONcPPmTUFfX1/o0qXLG+/x+vXrAgBh0aJFRd7/6tWrBQDCli1bxPMAhGHDhomvIyIiBADC2rVrxbKsrCzBy8tL0NfXF9LS0sT3AoBgaGgoPHjwQKnPvK/ZoEGDxLLs7GzB1tZWkMlkwqxZs8TyR48eCTo6OkL//v2V6mZmZiq1+ejRI8HS0jLf9wEAISQkRHy9cuVKAYAQFxdX4HuVnJwsVKtWTXBxcRHS09MFQRCEQ4cOCQCEdevWKdWNjIxUKn/w4IGgqakpdOjQQVAoFGK9iRMnCgCU7iHPzJkzBQBCUlJSgfEQFRdHXOidkJaWBgAwMDAoVv1du3YBAIKDg5XKx44dCyB3ke+rnJ2d0axZM/G1ubk5ateujZs3b5Y45tflrY35448/oFAoinXN/fv3ERMTg4CAAKW/0Bs0aIBWrVqJ9/mq1xedNmvWDKmpqeJ7WBx9+vTB/v37kZiYiH379iExMbHAaSIgd12MXJ77T0VOTg5SU1PFabAzZ84Uu08tLS0EBgYWq27r1q0xePBghIWFoVu3btDW1sYPP/zwxutSU1MBACYmJkXW+/TTT9846rJr1y5YWVmhd+/eYpmGhgZGjhyJ9PR0HDhwQKn+xx9/DHNz8wLbGjhwoPj/ampqcHd3hyAIGDBggFhubGyc73tSTU1NXP+jUCjw8OFDZGdnw93dXaX3/nU5OTno3bs3nj59iq1bt0JPTw8AsHHjRhgZGaFVq1ZISUkRDzc3N+jr64tTVHv37kVWVhZGjBihNF2aN4JTkLyvSUpKSonjJgI4VUTvCENDQwAo9q6D27dvQy6Xw8nJSancysoKxsbGuH37tlJ5tWrV8rVhYmKSb96+NHr27Alvb28MHDgQlpaW6NWrF37//fcik5i8OGvXrp3vXN26dZGSkpJv6P31e8n7haDKvbRv3x4GBgbYsGED1q1bh8aNG+d7L/MoFAosXLgQNWvWhJaWFszMzGBubo5z587hyZMnxe7TxsZGpUW48+bNg6mpKWJiYvDdd98pTWe8SWHJSB41NTVMnjwZMTExhT6r5/bt26hZs6aYtOWpW7eueP5V1atXL7S/179mRkZG0NbWhpmZWb7y17+Oq1evRoMGDaCtrY0qVarA3NwcO3fuVOm9f93kyZOxb98+rF+/HjVq1BDLr127hidPnsDCwgLm5uZKR3p6Oh48eADgv3uvWbOmUrvm5uaFJo15X5N3YbEwSZt6RQdABOQmLlWrVsWFCxdUuq64/wgWtovnTb/giuojb/1FHh0dHRw8eBD//PMPdu7cicjISGzYsAEfffQRdu/eXWY7iUpzL3m0tLTQrVs3rF69Gjdv3lR6cNnrZs6ciSlTpuDzzz/H9OnTYWpqCrlcjtGjRxd7ZAnIfX9U8e+//4q/KM+fP6808lGYKlWqACheEvfpp59i+vTpCAsLQ5cuXVSKrSBF3V9BX7PifB3Xrl2LgIAAdOnSBePHj4eFhQXU1NQQHh6OGzdulCjObdu2Yfbs2Zg+fTratm2rdE6hUMDCwgLr1q0r8NrCRpSKI+9r8nqyRqQqJi70zujYsSN+/PFHREdHw8vLq8i69vb2UCgUuHbtmvgXMAAkJSXh8ePHZfrsChMTE6UdOHle/4sbyN210rJlS7Rs2RILFizAzJkzMWnSJPzzzz/w8/Mr8D4A4OrVq/nOXblyBWZmZuIwflnr06cPVqxYAblcXuCC5jybNm1CixYtsHz5cqXyx48fK/0SKsu/pDMyMhAYGAhnZ2d8+OGHmDNnDrp27SruXCpMtWrVoKOjg7i4uDf2kTfqEhAQUOBuF3t7e5w7dw4KhUJp1OXKlSvi+fK2adMmODo6YsuWLUrvb0hISInai42NRf/+/dGlSxel3W55atSogb1798Lb27vIRCzv3q9duwZHR0exPDk5udCkMS4uThytIyoNThXRO+PLL7+Enp4eBg4ciKSkpHznb9y4Ie7maN++PQDk2/mzYMECACjT55HUqFEDT548wblz58Sy+/fv59tO+/Dhw3zXurq6AkC+Ldp5rK2t4erqitWrVyslRxcuXMDu3bvF+ywPLVq0wPTp07F48WJYWVkVWk9NTS3faM7GjRtx9+5dpbK8BKugJE9VEyZMQHx8PFavXo0FCxbAwcEB/fv3L/R9zKOhoQF3d3ecOnWqWP189tlncHJyKnBXVvv27ZGYmIgNGzaIZdnZ2Vi0aBH09fXh4+Oj2k2VQN6ozKvv//HjxxEdHa1yW+np6ejatStsbGywevXqAhPNHj16ICcnB9OnT893Ljs7W/za+vn5QUNDA4sWLVKKraideKdPn37jHyRExcERF3pn1KhRA+vXr0fPnj1Rt25d9OvXD/Xr10dWVhaOHj2KjRs3is+baNiwIfr3748ff/wRjx8/ho+PD06cOIHVq1ejS5cuhW61LYlevXphwoQJ6Nq1K0aOHIlnz55h6dKlqFWrltICybCwMBw8eBAdOnSAvb09Hjx4gO+//x62trZo2rRpoe3PnTsX7dq1g5eXFwYMGIDnz59j0aJFMDIyKnIKp7TynmnyJh07dkRYWBgCAwPx4Ycf4vz581i3bp3SX9pA7tfP2NgYy5Ytg4GBAfT09ODp6Vnk2o+C7Nu3D99//z1CQkLEbc0rV66Er68vpkyZgjlz5hR5vb+/PyZNmoS0tDRx7VRh1NTUMGnSpAIXDQ8aNAg//PADAgICcPr0aTg4OGDTpk04cuQIIiIiir2QvDQ6duyILVu2oGvXrujQoQPi4uKwbNkyODs7Iz09XaW2pk2bhkuXLmHy5Mn5Rphq1KgBLy8v+Pj4YPDgwQgPD0dMTAxat24NDQ0NXLt2DRs3bsS3336L7t27w9zcHOPGjUN4eDg6duyI9u3b499//8Vff/1V4FTQgwcPcO7cOQwbNqxU7wcRAG6HpndPbGysEBQUJDg4OAiampqCgYGB4O3tLSxatEh48eKFWO/ly5fCtGnThOrVqwsaGhqCnZ2d8PXXXyvVEYTc7dAdOnTI18/r23AL2w4tCIKwe/duoX79+oKmpqZQu3ZtYe3atfm2Q0dFRQn+/v5C1apVBU1NTaFq1apC7969hdjY2Hx9vL5leO/evYK3t7ego6MjGBoaCp06dRIuXbqkVCevv9e3W79p22ueV7cDF6aw7dBjx44VrK2tBR0dHcHb21uIjo4ucBvzH3/8ITg7Owvq6upK9+nj4yPUq1evwD5fbSctLU2wt7cXPvjgA+Hly5dK9caMGSPI5XIhOjq6yHtISkoS1NXVhTVr1hTr/l++fCnUqFEj33bovLYCAwMFMzMzQVNTU3Bxccn3tSvq+6awr1lhsbz+PikUCmHmzJmCvb29oKWlJTRq1EjYsWNHgVv08Ybt0P379xcAFHi8vn35xx9/FNzc3AQdHR3BwMBAcHFxEb788kvh3r17Yp2cnBxh2rRp4veFr6+vcOHCBcHe3j5fe0uXLhV0dXXFLeREpSEThHJ87jURUQUYMGAAYmNjcejQoYoOhQA0atQIvr6+4kMeiUqDiQsRvXfi4+NRq1YtREVFKX1CNL19kZGR6N69O27evKnSlnaiwjBxISIiIsngriIiIiKSDCYuREREJBlMXIiIiEgymLgQERGRZPABdO8whUKBe/fuwcDAgB9MRkQkMYIg4OnTp6hatWq+D+ssSy9evEBWVlap29HU1IS2tnYZRFS+mLi8w+7duwc7O7uKDoOIiEohISEBtra25dL2ixcvoGNQBch+Vuq2rKysEBcX984nL0xc3mF5jxTXdBsBmbpWBUdDVD6ubsv/YX9E74OnT9PgUsuhXD8eIisrC8h+Bi3n/oCaZskbyslC4qXVyMrKYuJCJZc3PSRT12LiQu+tN32eEJHUvZWpfnVtyEqRuAgy6Sx5ZeJCREQkdTIApUmQJLSMkokLERGR1MnkuUdprpcI6URKRERElR5HXIiIiKROJivlVJF05oqYuBAREUkdp4qIiIiI3j0ccSEiIpI6ThURERGRdJRyqkhCEzDSiZSIiIgqPY64EBERSR2nioiIiEgyuKuIiIiI6N3DERciIiKp41QRERERSUYlmipi4kJERCR1lWjERTopFhEREVV6HHEhIiKSOk4VERERkWTIZKVMXDhVRERERFTmOOJCREQkdXJZ7lGa6yWCiQsREZHUVaI1LtKJlIiIiCo9jrgQERFJXSV6jgsTFyIiIqnjVBERERHRu4cjLkRERFJXiaaKOOJCREQkdXlTRaU5SmDJkiVwcHCAtrY2PD09ceLEiSLrR0REoHbt2tDR0YGdnR3GjBmDFy9eqNQnExciIiKpyxtxKc2hog0bNiA4OBghISE4c+YMGjZsiDZt2uDBgwcF1l+/fj2++uorhISE4PLly1i+fDk2bNiAiRMnqtQvExciIiJS2YIFCxAUFITAwEA4Oztj2bJl0NXVxYoVKwqsf/ToUXh7e6NPnz5wcHBA69at0bt37zeO0ryOiQsREZHUldFUUVpamtKRmZlZYHdZWVk4ffo0/Pz8xDK5XA4/Pz9ER0cXeM2HH36I06dPi4nKzZs3sWvXLrRv316lW+XiXCIiIqkro8W5dnZ2SsUhISEIDQ3NVz0lJQU5OTmwtLRUKre0tMSVK1cK7KJPnz5ISUlB06ZNIQgCsrOz8cUXX6g8VcTEhYiIiAAACQkJMDQ0FF9raWmVWdv79+/HzJkz8f3338PT0xPXr1/HqFGjMH36dEyZMqXY7TBxISIikrxSPoDu/ytHDA0NlRKXwpiZmUFNTQ1JSUlK5UlJSbCysirwmilTpqBv374YOHAgAMDFxQUZGRkYNGgQJk2aBLm8ePFzjQsREZHUveVdRZqamnBzc0NUVJRYplAoEBUVBS8vrwKvefbsWb7kRE1NDQAgCEKx++aICxEREaksODgY/fv3h7u7Ozw8PBAREYGMjAwEBgYCAPr16wcbGxuEh4cDADp16oQFCxagUaNG4lTRlClT0KlTJzGBKQ4mLkRERFInk5Xys4pUX9jbs2dPJCcnY+rUqUhMTISrqysiIyPFBbvx8fFKIyyTJ0+GTCbD5MmTcffuXZibm6NTp06YMWOGaqEKqozP0FuVlpYGIyMjaHmOg0y97BZIEb1L7u2eVtEhEJWLtLQ0OFib4smTJ8VaN1LSPoyMjKDVZh5kGjolbkd4+RyZf48r11jLCte4EBERkWRwqoiIiEjqKtGHLDJxISIikrpSfFCieL1EMHEhIiKSuko04iKdFIuIiIgqPY64EBERSR2nioiIiEgyOFVERERE9O7hiAsREZHEyWQyyCrJiAsTFyIiIomrTIkLp4qIiIhIMjjiQkREJHWy/x+luV4imLgQERFJHKeKiIiIiN5BHHEhIiKSuMo04sLEhYiISOKYuBAREZFkVKbEhWtciIiISDI44kJERCR13A5NREREUsGpIiIiIqJ3EEdciIiIJE4mQylHXMoulvLGxIWIiEjiZCjlVJGEMhdOFREREZFkcMSFiIhI4irT4lwmLkRERFJXibZDc6qIiIiIJIMjLkRERFJXyqkigVNFRERE9LaUdo1L6XYkvV1MXIiIiCSuMiUuXONCREREksERFyIiIqmrRLuKmLgQERFJHKeKiIiIiN5BHHEhIiKSuMo04sLEhYiISOIqU+LCqSIiIiKSDI64EBERSVxlGnFh4kJERCR1lWg7NKeKiIiIqESWLFkCBwcHaGtrw9PTEydOnCi0rq+vrzgy9OrRoUMHlfpk4kJERCRxBSUEqh6q2rBhA4KDgxESEoIzZ86gYcOGaNOmDR48eFBg/S1btuD+/fviceHCBaipqeGTTz5RqV8mLkRERBJXEYnLggULEBQUhMDAQDg7O2PZsmXQ1dXFihUrCqxvamoKKysr8dizZw90dXWZuBAREVU2bztxycrKwunTp+Hn5yeWyeVy+Pn5ITo6ulhtLF++HL169YKenp5KfXNxLhEREQEA0tLSlF5raWlBS0srX72UlBTk5OTA0tJSqdzS0hJXrlx5Yz8nTpzAhQsXsHz5cpVj5IgLERGR1MnK4ABgZ2cHIyMj8QgPDy+XcJcvXw4XFxd4eHiofC1HXIiIiCSurJ7jkpCQAENDQ7G8oNEWADAzM4OamhqSkpKUypOSkmBlZVVkXxkZGfjtt98QFhZWolg54kJEREQAAENDQ6WjsMRFU1MTbm5uiIqKEssUCgWioqLg5eVVZB8bN25EZmYmPvvssxLFyBGXMuTg4IDRo0dj9OjRFR3Ke2dgF0+M6NUUFqb6uHA9ERO+24EzV+4WWv+L7l74vLMHbC2N8fDJM/xx4ALCftqDzKxsAMDnnT3wub8H7KyMAQBXbj3A3NX/YO+Ja2IbC4P94eNWA1ZmBsh4noUTF+IR+uPfuBafAgAwMdTBj5M/QT1HK5ga6iLlcQZ2HbmM6T/twdNnmQCAJi72CB3UGjWrmUNHWwMJSY+xavtJLN10tJzeKZKqlZsPYen6fUh+mAZnJxt8M+ZjNHK2L7Du1Zv3MffnXTh39Q7uJD7EtJFdEdTTN1+9+8mPMeP77fjn2GU8f/ESDrZmWDixDxrWrSbWuXYrEd98/yeOxVxHdo4CtRws8dOMz2FrZSrWOXUhDrN/2Ikzl25DTS5DvZq2WL/wC+hoaeLomWvoPmJxgXHu+jkYrnULvgcqWxXx5Nzg4GD0798f7u7u8PDwQEREBDIyMhAYGAgA6NevH2xsbPJNNy1fvhxdunRBlSpVShRrpU1cfH194erqioiIiDJr8+TJkyqvjqY369qiPr4Z2g7BC7bj9OUEfNH9Q2yeG4DGfSOQ8jgjX/3uLRsgZFBrjJi9FccvxsPJ1gxLvuoGQQAmf/8XAOBe8hNM+3E3btxJhUwG9G7TCOtmfAqfoO9x5VbuMwhiYu9i496zSHjwGCYGOvgq4CNsmRuAhr3nQ6EQoFAI+OvwFcxYvhepj5+huo0p5o7uBBMDHQR9sxEAkPE8Cz9tPY6LNxOR8SILXi72WBDsj2cvsrB6x6m39ybSO+2PvWcwbdFWzBrfAx84O+Cn3/ejT/BSHPp1EsxMDPLVf56ZhWpVzdDxo0YI/W5rgW0+TnsG/y++xYcfOGHt/C9QxVgfNxOSYWSgK9a5dScFXYZ8i14dm2DcwHYw0NXG1bj70NbSEOucuhCHT4OXYXhfP3wz5mOoqclx6fo9yGW5A/buLtURs326Ut9zftqFw6dj0bBONdDbIUMpE5cSPDq3Z8+eSE5OxtSpU5GYmAhXV1dERkaKC3bj4+MhlytP7Fy9ehWHDx/G7t27SxxrpU1cyoO5uXlFh/BeGvqJN37ZeQrrI88AAIIXbEfrJrXxWXs3RKw/mK++R/1qOH4+HpuizgEAEhIfY3PUObg724l1IqOvKl3zzfK9+NzfA+7OdmLi8mpikZD4GDOW78XhFSNQzcoEt+49xJP0F1ix/b+nRCYkPcbybccxslczsez89fs4f/2+UjsdmznDq4EDExcS/bhhP/p0+hC9OjQBAMwe3wNRRy/h1x3HMKJvq3z1XevaiyMZM5f+WWCbS9btRVULY0RM+lQsq1ZV+S/cWT/uwEdezpgyzF8sc7A1U6oT+u1WDOjeXCkOJ/v/dpJoaqjDosp/ayJeZufg70Pn8Xn35pL6/BsqmeHDh2P48OEFntu/f3++stq1a0MQhFL1WSnXuAQEBODAgQP49ttvxeG1W7du4cCBA/Dw8ICWlhasra3x1VdfITs7d2rhl19+gb6+Pq5d+28qYejQoahTpw6ePXsGIHeq6NURnMePH2Pw4MGwtLSEtrY26tevjx07drzVe5U6DXU1uNauiv2nb4hlgiDgwOkbaPxKIvKqExfi4Vq7Kj6oYwMAsLc2QasmtbDnWGyB9eVyGbp95AJdbU2cvBhfYB1dbQ30afcBbt17iLsPnhRYx6qKATo1r4cjZ+MKvR8XJ2t41K9WZB2qXLJeZuPc1QQ0a1xLLJPL5WjmXgunL9wqcbu7D19Awzp2GDR5JVw6TEKrgDlYt/2/KUqFQoGoo5fgaGeB3mOWwqXDJHQIWoC/Dp4T66Q8eoozl26jiokBOg1eiAYdJ6HbsO9w/OyNgrrM7ffQeTxKy0DPDp4ljp1UVxEPoKsolXLE5dtvv0VsbCzq168vrmrOyclB+/btERAQgF9++QVXrlxBUFAQtLW1ERoain79+mHHjh349NNPcfToUfz999/4+eefER0dDV1d3Xx9KBQKtGvXDk+fPsXatWtRo0YNXLp0CWpqam/7diWtipEu1NXUkPwwXak8+VE6alYzK/CaTVHnYGqki78WBUEmk0FDXQ0r/jiOBesOKNVzrm6Jv78fBG1NdWQ8z0LfKetx9XayUp0B/h4I/aIN9HW0EBufjK7jVuFldo5SnZ+n9EA77zrQ1dbEX0cuY+TcbfliurBxPMyM9KCuJsesVfuwZufpErwb9D56+DgDOTkKmJsqTwmZmRrgenzBj04vjvh7qfhl2xEM6umLEf1a4ezleExZuAUa6uro0d4DKY/SkfE8E4vX7sWEoPaYNKQT/jl+GQMnrsCmRcPh1cgJt++mAgAWrPgLU4b7o15NW2z66wR6jlqCfWu+gqOdRb5+f91xDL4edVDVwrjEsVMJVKIPWayUiYuRkRE0NTWhq6srbtuaNGkS7OzssHjxYshkMtSpUwf37t3DhAkTMHXqVMjlcvzwww9o0KABRo4ciS1btiA0NBRubm4F9rF3716cOHECly9fRq1auX9JOTo6FhlXZmYmMjMzxdevPwiIisfbtTqCP/PBuIg/cfrSHVS3McWsER0wru9TzFuzX6x3LSEFzQcugaGeNvx96uH7rz9Gx1E/KyUvG/eexT+nbsCqigGG9/TGypCeaDviJ3GRLwBMXLILs1fvg5OtGaYEtcKMoe0wLkJ5+L79iJ+hr6MJd2c7hAxqjbi7D7F53zkQlReFQkCDOnb4+otOAACXWra4cvM+1mw7gh7tPaBQ5A7Xt2lWH4N6tQAA1K9li1Pnb+GXbUfg1cgJiv8P6X/m/980lkstWxw+HYvfdhzHxCGdlPq89+Ax9p+4gh/CAt7SXVJlVCmnigpy+fJleHl5KQ2XeXt7Iz09HXfu3AEAmJiYYPny5Vi6dClq1KiBr776qtD2YmJiYGtrKyYtxREeHq704B87u4KnQiqT1CfPkJ2TA3NTfaVycxN9PHhtFCbPpM9b4vfdMViz8zQuxSVh5+HLmP7zHoz5VHnO/WV2DuLuPsTZ2HsI+2kPLtxIxBcff6jUVlpGJm7eTcXRc7fQP+Q31Kxmjo5NnZXqPHiYjmvxKfjr6BUEL9iOAV08YflavPGJj3ApLgm/7DyF7zcdxYSAFqV5W+g9YmqsBzU1OZIfPlUqT3n4NN8ojCosqhiiloPy8zRqOljibtIjsV91NXmRdSz/v3alVnXlOk72VmKdV23YeRwmhnpo3cylxHFTyVSmqSImLio6ePAg1NTUcP/+fWRk5N/RkkdHR0fltr/++ms8efJEPBISEkoT6nvhZXYOYq7eg88H/41WyWQyNHdzxMlLBb8/Oloa4l+TeXJyhP9fW3hfcpkMmpqFT+XJZLlHUXXk/+9AU7PwwUy5TAatIs5T5aKpoY4Gte1w+NR/a7AUCgUOn46FW32HErfbuEF13Hhtqulm/APYWJmI/TasWy1/nYQHsP1/HTtrU1iZGeHG7cLr5BEEARt2HUf3do2hoc4p8beNiUsloKmpiZyc/9Yq1K1bF9HR0UqrnY8cOQIDAwPY2toCAI4ePYrZs2fjzz//hL6+fqErqQGgQYMGuHPnDmJjC14QWhAtLa18D/8h4PuNR9Cvozt6tWmEWtXMsWBMZ+hpa2LdX7nrRJZ+/TGmBv234yEy+ioC/T3Q7SMXVLMyga9bDUwc0BKRR6+KCc3UoFb4sIED7KyM4VzdElODWqGpqwM27jkLIHdB75g+zdGwVlXYWhjBo54dVoX2wovMbHGRbyvPWujT9gPUrW4BOytjtG5SC/ODO+PY+dtISHwMIPf5M229asPRpgocbargs/ZuGN7TG7//vx8iABjU0xfr/4zG77tO4NqtRHw1byOevchCr/8vcB05fa3S7qGsl9m4EHsHF2Lv4OXLbNxPfoILsXcQdydZqc0zF2/hu9W7EXcnGVt2n8La7dEI7PbfrrehfT7C9qh/sW77UcTdScaKTQex58hF9O/aFEDuL8MhfT7C8k0HseOfGMTdScacH3fixu0H6N1R+SFjh0/HIv5eKvp0KvrhY1Q+8v6wKs0hFZX2zz4HBwccP34ct27dgr6+PoYOHYqIiAiMGDECw4cPx9WrVxESEoLg4GDI5XI8ffoUffv2xciRI9GuXTvY2tqicePG6NSpE7p3756vfR8fHzRv3hwff/wxFixYACcnJ1y5cgUymQxt27atgDuWrq3/XICZsR4mBraEhak+zl+/j+5frkbyo9wRL1tLY3EuHgDmrdkPQRAwaYAfrM0Mkfo4A5FHr2D68r1iHTNjfSyd+DEsTQ2QlvECF28m4ePxq8XdS5lZ2fBqYI8vun8IYwNtJD/KwNGzt9Bm+I/is2OeZ75E/47umDm8HTQ11HH3wRPsOHQJC1/Zoi2TyTB1UGtUszJBTo4CcfceYtoPu7Hyz5Nv4Z0jqfD3+wCpj9Mx9+ddSH6Yhno1bbFu/hcwN8394+Vu0iNxNA8AklKeoHXgXPH1sl/3Ydmv++DVyAmbF48AkLtlenn4AIQv24GFq/6GnXUVhI3qim5t3MXr2vk0xKzxPbB4zR5MWbgFjtUs8NOMz+HZsIZYJ6inL15kvUTId1vxOO0ZnJ2q4teIIfm2Tf+64xjcXaqjpr3yh+4RlTWZUNoN1RIVGxuL/v374+zZs3j+/Dni4uJw+/ZtjB8/HmfPnoWpqSn69++Pb775Burq6vj8889x6tQpnDx5UnwE8oIFCzBjxgycO3cONjY2+Z6c+/DhQ4wbNw7bt29HRkYGnJycMGvWLHTo0KFYMaalpcHIyAhanuMgUy/4sctEUndv97SKDoGoXKSlpcHB2hRPnjwptxH0vN8TjiM2Qa5V8gegKjIzcHNR93KNtaxU2sRFCpi4UGXAxIXeV281cRm5CWqlSFxyMjNw8ztpJC6Vdo0LERERSU+lXeNCRET0vqiID1msKExciIiIJK60O4MklLdwqoiIiIikgyMuREREEieXyyCXl3zYRCjFtW8bExciIiKJ41QRERER0TuIIy5EREQSx11FREREJBmVaaqIiQsREZHEVaYRF65xISIiIsngiAsREZHEVaYRFyYuREREEleZ1rhwqoiIiIgkgyMuREREEidDKaeKIJ0hFyYuREREEsepIiIiIqJ3EEdciIiIJI67ioiIiEgyOFVERERE9A7iiAsREZHEcaqIiIiIJKMyTRUxcSEiIpK4yjTiwjUuREREJBkccSEiIpK6Uk4VSejBuUxciIiIpI5TRURERETvII64EBERSRx3FREREZFkcKqIiIiI6B3EERciIiKJq0xTRRxxISIikri8qaLSHCWxZMkSODg4QFtbG56enjhx4kSR9R8/foxhw4bB2toaWlpaqFWrFnbt2qVSnxxxISIiIpVt2LABwcHBWLZsGTw9PREREYE2bdrg6tWrsLCwyFc/KysLrVq1goWFBTZt2gQbGxvcvn0bxsbGKvXLxIWIiEjiKmJx7oIFCxAUFITAwEAAwLJly7Bz506sWLECX331Vb76K1aswMOHD3H06FFoaGgAABwcHFTul1NFREREEpe3xqU0BwCkpaUpHZmZmQX2l5WVhdOnT8PPz08sk8vl8PPzQ3R0dIHXbN++HV5eXhg2bBgsLS1Rv359zJw5Ezk5OSrdKxMXIiIiiSurNS52dnYwMjISj/Dw8AL7S0lJQU5ODiwtLZXKLS0tkZiYWOA1N2/exKZNm5CTk4Ndu3ZhypQpmD9/Pr755huV7pVTRURERAQASEhIgKGhofhaS0urzNpWKBSwsLDAjz/+CDU1Nbi5ueHu3buYO3cuQkJCit2OyonL8+fPIQgCdHV1AQC3b9/G1q1b4ezsjNatW6vaHBEREZVSWW2HNjQ0VEpcCmNmZgY1NTUkJSUplSclJcHKyqrAa6ytraGhoQE1NTWxrG7dukhMTERWVhY0NTWLFavKU0X+/v745ZdfAORua/L09MT8+fPh7++PpUuXqtocERERldLb3g6tqakJNzc3REVFiWUKhQJRUVHw8vIq8Bpvb29cv34dCoVCLIuNjYW1tXWxkxagBInLmTNn0KxZMwDApk2bYGlpidu3b+OXX37Bd999p2pzREREJEHBwcH46aefsHr1aly+fBlDhgxBRkaGuMuoX79++Prrr8X6Q4YMwcOHDzFq1CjExsZi586dmDlzJoYNG6ZSvypPFT179gwGBgYAgN27d6Nbt26Qy+Vo0qQJbt++rWpzREREVEoylHKqqATX9OzZE8nJyZg6dSoSExPh6uqKyMhIccFufHw85PL/xkfs7Ozw999/Y8yYMWjQoAFsbGwwatQoTJgwQaV+VU5cnJycsG3bNnTt2lUMAAAePHhQrHkxIiIiKltymQzyUmQuJb12+PDhGD58eIHn9u/fn6/My8sLx44dK1FfeVSeKpo6dSrGjRsHBwcHeHh4iHNZu3fvRqNGjUoVDBEREVFRVB5x6d69O5o2bYr79++jYcOGYnnLli3RtWvXMg2OiIiI3owfsvgGVlZWMDAwwJ49e/D8+XMAQOPGjVGnTp0yDY6IiIjerKI+ZLEiqJy4pKamomXLlqhVqxbat2+P+/fvAwAGDBiAsWPHlnmAREREVDS5rPSHVKicuIwZMwYaGhqIj48XH0IH5K4ujoyMLNPgiIiIiF6l8hqX3bt34++//4atra1Sec2aNbkdmoiIqCLISvYJz69eLxUqJy4ZGRlKIy15Hj58WKafaUBERETFw8W5RWjWrJn4yH8gN8NTKBSYM2cOWrRoUabBEREREb1K5RGXOXPmoGXLljh16hSysrLw5Zdf4uLFi3j48CGOHDlSHjESERFREWT//68010uFyiMu9evXR2xsLJo2bQp/f39kZGSgW7du+Pfff1GjRo3yiJGIiIiKUJl2Fak84gIARkZGmDRpUlnHQkRERFQklUdcIiMjcfjwYfH1kiVL4Orqij59+uDRo0dlGhwRERG9GR9AV4Tx48cjLS0NAHD+/HkEBwejffv2iIuLQ3BwcJkHSEREREXL21VUmkMqVJ4qiouLg7OzMwBg8+bN6NSpE2bOnIkzZ86gffv2ZR4gERERUR6VR1w0NTXx7NkzAMDevXvRunVrAICpqak4EkNERERvj1wmK/UhFSqPuDRt2hTBwcHw9vbGiRMnsGHDBgBAbGxsvqfpEhERUfnjA+iKsHjxYqirq2PTpk1YunQpbGxsAAB//fUX2rZtW+YBEhERUdEq0+JclUdcqlWrhh07duQrX7hwYZkERERERFQYlUdczpw5g/Pnz4uv//jjD3Tp0gUTJ05EVlZWmQZHREREb1aZdhWpnLgMHjwYsbGxAICbN2+iV69e0NXVxcaNG/Hll1+WeYBERERUtMq0OFflxCU2Nhaurq4AgI0bN6J58+ZYv349Vq1ahc2bN5d1fEREREQilde4CIIAhUIBIHc7dMeOHQEAdnZ2SElJKdvoiIiI6I1k/z9Kc71UqJy4uLu745tvvoGfnx8OHDiApUuXAsh9MJ2lpWWZB0hERERFK+3OICntKlJ5qigiIgJnzpzB8OHDMWnSJDg5OQEANm3ahA8//LDMAyQiIiLKo/KIS4MGDZR2FeWZO3cu1NTUyiQoIiIiKj65LPcozfVSoXLiUhhtbe2yaoqIiIhUUJmmilROXHJycrBw4UL8/vvviI+Pz/fslocPH5ZZcERERESvUnmNy7Rp07BgwQL07NkTT548QXBwMLp16wa5XI7Q0NByCJGIiIjepDI8fA4oQeKybt06/PTTTxg7dizU1dXRu3dv/Pzzz5g6dSqOHTtWHjESERFRESrTZxWpnLgkJibCxcUFAKCvr48nT54AADp27IidO3eWbXRERET0RnmLc0tzSIXKiYutrS3u378PAKhRowZ2794NADh58iS0tLTKNjoiIiKiV6icuHTt2hVRUVEAgBEjRmDKlCmoWbMm+vXrh88//7zMAyQiIqKiVaapIpV3Fc2aNUv8/549e6JatWqIjo5GzZo10alTpzINjoiIiN6Mj/xXgZeXF7y8vMoiFiIiIqIiFStx2b59e7Eb7Ny5c4mDISIiItXJZTLISzHdU5pr37ZiJS5dunQpVmMymQw5OTmliYeIiIhUVNrnsUgobyle4qJQKMo7DiIiIqI3KrPPKiIiIqKKUZk+q6jY26H37dsHZ2dnpKWl5Tv35MkT1KtXDwcPHizT4IiIiOjNSvO4f6k99r/YiUtERASCgoJgaGiY75yRkREGDx6MhQsXlmlwRERERK8qduJy9uxZtG3bttDzrVu3xunTp8skKCIiIiq+vF1FpTlKYsmSJXBwcIC2tjY8PT1x4sSJQuuuWrUq30PvtLW1Vb/X4lZMSkqChoZGoefV1dWRnJyscgBERERUOhUxVbRhwwYEBwcjJCQEZ86cQcOGDdGmTRs8ePCg0GsMDQ1x//598bh9+7bK/RY7cbGxscGFCxcKPX/u3DlYW1urHAARERGVTkU88n/BggUICgpCYGAgnJ2dsWzZMujq6mLFihVFxmllZSUelpaWKvdb7MSlffv2mDJlCl68eJHv3PPnzxESEoKOHTuqHAARERG9G9LS0pSOzMzMAutlZWXh9OnT8PPzE8vkcjn8/PwQHR1daPvp6emwt7eHnZ0d/P39cfHiRZVjLPZ26MmTJ2PLli2oVasWhg8fjtq1awMArly5giVLliAnJweTJk1SOQB6s/hdUwpcFE30PjBpPLyiQyAqF0JO1lvrS44SfGrya9cDgJ2dnVJ5SEgIQkND89VPSUlBTk5OvhETS0tLXLlypcA+ateujRUrVqBBgwZ48uQJ5s2bhw8//BAXL16Era1tsWMtduJiaWmJo0ePYsiQIfj6668hCAKA3GGfNm3aYMmSJSUa8iEiIqLSKavnuCQkJCj9oaylpVXq2PK8/tmGH374IerWrYsffvgB06dPL3Y7Kj2Azt7eHrt27cKjR49w/fp1CIKAmjVrwsTERJVmiIiI6B1kaGhYrBF+MzMzqKmpISkpSak8KSkJVlZWxepLQ0MDjRo1wvXr11WKsUQjSyYmJmjcuDE8PDyYtBAREVUwmQyQl+JQdbBGU1MTbm5uiIqKEssUCgWioqKURlWKkpOTg/Pnz6u8sYeP/CciIpK4vASkNNerKjg4GP3794e7uzs8PDwQERGBjIwMBAYGAgD69esHGxsbhIeHAwDCwsLQpEkTODk54fHjx5g7dy5u376NgQMHqtQvExciIiJSWc+ePZGcnIypU6ciMTERrq6uiIyMFNe7xsfHQy7/b2Ln0aNHCAoKQmJiIkxMTODm5oajR4/C2dlZpX5lQt4qW3rnpKWlwcjICEmpT7iriN5b3FVE7yshJwuZ53/Ckyfl92943u+JYb+dgpaufonbyXyWjiW93Ms11rLCERciIiKJq4ipoopSrMRl+/btxW6wc+fOJQ6GiIiIqCjFSly6dOlSrMZkMhlycnJKEw8RERGpqKSfN/Tq9VJRrMRFoVCUdxxERERUQqX5hOe866WCa1yIiIgkrqwe+S8FJUpcMjIycODAAcTHxyMrS/mzGEaOHFkmgRERERG9TuXE5d9//0X79u3x7NkzZGRkwNTUFCkpKdDV1YWFhQUTFyIioresMq1xUXl0aMyYMejUqRMePXoEHR0dHDt2DLdv34abmxvmzZtXHjESERFREeSQietcSnRAOpmLyolLTEwMxo4dC7lcDjU1NWRmZsLOzg5z5szBxIkTyyNGIiIiIgAlSFw0NDTER/haWFggPj4eAGBkZISEhISyjY6IiIjeKG+qqDSHVKi8xqVRo0Y4efIkatasCR8fH0ydOhUpKSlYs2YN6tevXx4xEhERUREq05NzVR5xmTlzpvgR1DNmzICJiQmGDBmC5ORk/Pjjj2UeIBEREVEelUdc3N3dxf+3sLBAZGRkmQZEREREqpHJSvcQufd6qoiIiIjeLZVpO7TKiUv16tUhK+IOb968WaqAiIiIiAqjcuIyevRopdcvX77Ev//+i8jISIwfP76s4iIiIqJiqkyLc1VOXEaNGlVg+ZIlS3Dq1KlSB0RERESqkf3/v9JcLxVl9rlK7dq1w+bNm8uqOSIiIiqmvBGX0hxSUWaJy6ZNm2BqalpWzRERERHlU6IH0L26OFcQBCQmJiI5ORnff/99mQZHREREb8Y1LkXw9/dXSlzkcjnMzc3h6+uLOnXqlGlwRERE9GYymazIHb/FuV4qVE5cQkNDyyEMIiIiojdTeY2LmpoaHjx4kK88NTUVampqZRIUERERFV9lWpyr8oiLIAgFlmdmZkJTU7PUAREREZFq+OTcAnz33XcAcufBfv75Z+jr64vncnJycPDgQa5xISIionJV7MRl4cKFAHJHXJYtW6Y0LaSpqQkHBwcsW7as7CMkIiKiIsllslJ9yGJprn3bip24xMXFAQBatGiBLVu2wMTEpNyCIiIiouLjdugi/PPPP+URBxEREdEbqbyr6OOPP8bs2bPzlc+ZMweffPJJmQRFREREKpD9t0C3JIeEPqpI9cTl4MGDaN++fb7ydu3a4eDBg2USFBERERWfHLJSH1Kh8lRRenp6gdueNTQ0kJaWViZBERERUfFVpu3QKo+4uLi4YMOGDfnKf/vtNzg7O5dJUEREREQFUXnEZcqUKejWrRtu3LiBjz76CAAQFRWFX3/9FRs3bizzAImIiKho3FVUhE6dOmHbtm2YOXMmNm3aBB0dHTRo0AB79+6Fj49PecRIREREReBzXN6gQ4cO6NChQ77yCxcuoH79+qUOioiIiKggKq9xed3Tp0/x448/wsPDAw0bNiyLmIiIiEgFpdkKXdqFvW9biROXgwcPol+/frC2tsa8efPw0Ucf4dixY2UZGxERERWDHDJxuqhEx/u6HToxMRGrVq3C8uXLkZaWhh49eiAzMxPbtm3jjiIiIiIqd8UecenUqRNq166Nc+fOISIiAvfu3cOiRYvKMzYiIiIqBk4VFeCvv/7CgAEDMG3aNHTo0EHp06GJiIio4sjL4CiJJUuWwMHBAdra2vD09MSJEyeKdd1vv/0GmUyGLl26qNxnsWM9fPgwnj59Cjc3N3h6emLx4sVISUlRuUMiIiKSvg0bNiA4OBghISE4c+YMGjZsiDZt2uDBgwdFXnfr1i2MGzcOzZo1K1G/xU5cmjRpgp9++gn379/H4MGD8dtvv6Fq1apQKBTYs2cPnj59WqIAiIiIqHRkMlmpD1UtWLAAQUFBCAwMhLOzM5YtWwZdXV2sWLGi0GtycnLw6aefYtq0aXB0dCzRvao8OqSnp4fPP/8chw8fxvnz5zF27FjMmjULFhYW6Ny5c4mCICIiopKTlcEBAGlpaUpHZmZmgf1lZWXh9OnT8PPzE8vkcjn8/PwQHR1daJxhYWGwsLDAgAEDSnyvpXqOS+3atTFnzhzcuXMHv/76a2maIiIiohIq1VboV566a2dnByMjI/EIDw8vsL+UlBTk5OTA0tJSqdzS0hKJiYkFXnP48GEsX74cP/30U6nutURPzn2dmpoaunTpUqJFNkRERPRuSEhIgKGhofhaS0urTNp9+vQp+vbti59++glmZmalaqtMEhciIiKqWGWxo9nQ0FApcSmMmZkZ1NTUkJSUpFSelJQEKyurfPVv3LiBW7duoVOnTmKZQqEAAKirq+Pq1auoUaNGsWIs9SP/iYiIqGK97ee4aGpqws3NDVFRUWKZQqFAVFQUvLy88tWvU6cOzp8/j5iYGPHo3LkzWrRogZiYGNjZ2RW7b464EBERkcqCg4PRv39/uLu7w8PDAxEREcjIyEBgYCAAoF+/frCxsUF4eDi0tbXzfQizsbExAKj84cxMXIiIiCSupFuaX71eVT179kRycjKmTp2KxMREuLq6IjIyUlywGx8fD7m87Cd2mLgQERFJXGmefpt3fUkMHz4cw4cPL/Dc/v37i7x21apVJeqTa1yIiIhIMjjiQkREJHEVMVVUUZi4EBERSdyrT78t6fVSwakiIiIikgyOuBAREUkcp4qIiIhIMipqV1FFYOJCREQkcZVpxEVKSRYRERFVchxxISIikrjKtKuIiQsREZHEleSDEl+/Xio4VURERESSwREXIiIiiZNDBnkpJnxKc+3bxsSFiIhI4jhVRERERPQO4ogLERGRxMn+/19prpcKJi5EREQSx6kiIiIioncQR1yIiIgkTlbKXUWcKiIiIqK3pjJNFTFxISIikrjKlLhwjQsRERFJBkdciIiIJI7boYmIiEgy5LLcozTXSwWnioiIiEgyOOJCREQkcZwqIiIiIsngriIiIiKidxBHXIiIiCROhtJN90howIWJCxERkdRxVxERERHRO4gjLmVIJpNh69at6NKlS0WH8t756fcDWLQ2Cg9S01C/pg1mj/8EbvUcCqx7+cZ9hP+wAzFXEpBw/yFmjvkYQ/q0UKqzfNMhrNh8CAn3HwIA6jhaYfyAdmjlXS9fe4Ig4JNRSxEVfQlr5wahg29DpfPr/zyGJev34Ub8AxjoacO/ZSPMm9ATAHD4dCy+X/8Pzly8jacZL+BoZ44Rff3Qo13jMnhX6H0y8JPmGPFZS1hUMcSFa3cxYe5GnLl0u9D6X/T2xecfN4OtpQkePsnAH1H/ImzJdmRmZYt1rM2NEDrCH35e9aCjrYG4OykYFrYWMZfjAQBLQj5Dn45NlNrdG30Jn4z8Xny9fv5guNSygZmJAR4/fYYDJ64idNEfSEx5Itb5qEldfDWoPeo4WiMz6yWO/nsDkyO2iD9fVP64q+g95+DggNGjR2P06NFl2u79+/dhYmJSpm0SsGX3aUyO2IoFX/WEW30HLPv1H3w8YglObpoKc1ODfPWfv8iCvY0Z/P0aYdKCLQW2WdXCGCHD/VHDzhyCIODXncfx6bgfcWDtV6hbw1qp7tJf/yl0xf2SdVFYsm4fpo3sAvf6Dsh4noX4e6ni+ePn4lDPyQaj+rWCRRUD/H3oAoaE/gJDfW20beZS8jeF3itdW32Ab0Z3RfCsDTh94Ra+6N0CmxcNQ+PuYUh5lJ6vfvc27ggZ5o8R09fh+LmbcKpmgSUhfSEIwOSI3O95IwMdRP4cjEOnr+GTUd8j5XE6atiZ43HaM6W29h69iGFha8XXryY+AHDoVCwWrPwbSSlPYG1hjOmjumL17AFoM2ABAKBa1SpYN28Qvl+/D4OmrIahvjZmBn+MNXOC4Nt3dlm/VVSIyrSrqFImLuXFysqqokN4L32/fh/6dfkQn3b2AgAs+LoXdh+5iLXbozEmoHW++h/Us8cH9ewBANMWby+wzXbNlZOGKUM7Y8Xmwzh1IU4pcTl/9Q6WrNuHfau/RJ12E5WueZz2DDOW7sCvC76Aj0dtsbx+TRvx/8cGtlG65oveLbDv+BXs+OcsExcSDe3zEX7ZdhTr/zwGAAgO/w2tvevhs85eiFi9J199jwbVcfzcTWz6+xQAIOH+Q2zefQrur4xCju7fCneTHmH4K0nJq0l1nsysbDxIfVpobEt//Uf8/4TER4hYvQdr5wZBXU2O7BwFXOvYQU1Njm+W7oAgCACAxWujsG7eILEOlT8ZSrfAVkJ5S8WucfH19cXIkSPx5ZdfwtTUFFZWVggNDRXPx8fHw9/fH/r6+jA0NESPHj2QlJQkng8NDYWrqyvWrFkDBwcHGBkZoVevXnj6tPAfQl9fX9y+fRtjxoyBTCaD7JU0c/PmzahXrx60tLTg4OCA+fPni+fCwsJQtWpVpKb+94PfoUMHtGjRAgpF7g+mTCbDtm3bxPN37txB7969YWpqCj09Pbi7u+P48eOlecsqnayX2Yi5kgDfVxIDuVwOH4/aOHk+rkz6yMlRYPPuU3j2PAuNXaqL5c9eZCFoyirM/bIHLM0M8133z/ErUAgC7ic/hucn01Gvw2QEfr0cdxIfFdlfWvpzmBjqlknsJH0a6mpwrWOH/SeuimWCIODAiatK34+vOnEuDq517PCBc26Cbm9TBa0+rIc9Ry6Kddo2c8G/l+OxMvxzxP4djgNrJ6Bflw/ztdXUrSZi/w7HiU1TMH9CT5gY6RUaq7GhLrq3dceJc3FiQhJzJQEKhQKfdmoCuVwGQz1t9Gjngf0nrjJpoXJR4SMuq1evRnBwMI4fP47o6GgEBATA29sbLVu2FJOWAwcOIDs7G8OGDUPPnj2xf/9+8fobN25g27Zt2LFjBx49eoQePXpg1qxZmDFjRoH9bdmyBQ0bNsSgQYMQFBQklp8+fRo9evRAaGgoevbsiaNHj2Lo0KGoUqUKAgICMGnSJERGRmLgwIHYunUrlixZgqNHj+Ls2bOQy/Pnf+np6fDx8YGNjQ22b98OKysrnDlzRkxyCpKZmYnMzEzxdVpaWgne0fdL6uN05OQo8k0JmZsa4tqtpEKuKp6L1++izefz8SIrG3o6WlgzNwh1HP8bbZm4YDM8GlRHe58GBV5/624KFAoBC1buRvjYj2Gor4MZS3eg2/DFOPzr19DUyP/jtXXPGfx7KR4Lv+5dqtjp/VHFWB/q6mpIfqj8B1fywzTUdLAs8JpNf5+CqbEe/vo59w8wDXU1rNh0CAtW7RbrONiY4fOPm+H79fuwYOVufFDPHrPGdkfWyxz8tjP3D6ioo5ex45+zuH03FQ62ZpgytBM2fjsErT+fD4VCENsKHe6PgT2aQ09HCyfOxaFX8DLxXPy9VHQbsQQrZ36OhV/3grq6Gk6cu4lPRi0ty7eJ3kAOGeSlmO+RS2jMpcITlwYNGiAkJAQAULNmTSxevBhRUVEAgPPnzyMuLg52dnYAgF9++QX16tXDyZMn0bhx7uJGhUKBVatWwcAg9xdb3759ERUVVWjiYmpqCjU1NRgYGChN7SxYsAAtW7bElClTAAC1atXCpUuXMHfuXAQEBEBNTQ1r166Fq6srvvrqK3z33Xf4+eefUa1atQL7Wb9+PZKTk3Hy5EmYmpoCAJycnIp8L8LDwzFt2rRivW9UejXtLXFw3ddIS3+OP6L+xdDQNdjxwyjUcbTGrgPncOhULA6s/arQ6xWCgJfZOZg1rjs+alIXAPDzjADUbjsRh07FoqWXs1L9Q6diMTxsLb6d1DvfOhoiVXh/UBPBgW0wbvYGnL5wG9XtzDBrbHeMS2mLecsjAQByuQwxl+Mx/fs/AQDnY++grqM1Ars1FROXLXtOi21eunEPF6/fRcy2aWjqVhMHT8aK575bsxdrtkfDzsoUE4LaYVloX/Qck5u8WFQxwLcT++C3ncex6e/TMNDTwteDO2L17AHoOmzx23pLKj1OFb1FDRoo/zVrbW2NBw8e4PLly7CzsxOTFgBwdnaGsbExLl++LJY5ODiIScur1wPAunXroK+vLx6HDh0qNI7Lly/D29tbqczb2xvXrl1DTk4OAMDR0RHz5s3D7Nmz0blzZ/Tp06fQ9mJiYtCoUSMxaSmOr7/+Gk+ePBGPhISEYl/7vqpirA81NXmBf41aVMk/faMKTQ11ONqZw7VuNYQM90f9mjZY9tt+ALlJRtydFDh8NB5mTUbCrMlIAEC/CT+j4+AIAIDV//uvXf2/BNjMxABVjPXzTRcdOX0NvYOXYcaYbujVwbNUcdP7JfVxOrKzcwocVXyQWvCo66QvOuD3XSew5o9oXLpxDzv3n8P07//EmIDW4vR3UkoartxMVLou9lYibK0K30Bw+24qUh49haOtuVL5wycZuBH/APtPXMGASSvRuml9cRpr4CfNkZbxHCGL/sD52Ds4+u8NDJ66Gr4edeBe30HVt4PojSp8xEVDQ0PptUwmK3I6RZXrO3fuDE/P/35J2NjYoLQOHjwINTU13Lp1C9nZ2VBXL/gt1NHRUbltLS0taGlplTbE94qmhjpc69jhwMmr4jZkhUKBgydjMfCT5mXal0IQkPX/HRWj+7dGX3/l9QDevWdi5piP0bZZfQCAZ0NHAMD12w9gY5n7y+DRkwykPk6HnfV/Cevh07HoNWYZQob7I6Bb0zKNmaTvZXYOYq4kwKdxbew6cA5A7r9jzRvXws8bDxZ4jY62ptJUDpC7Viv3WkAQgONnb6KmvYVSnRrVLHAnsfAtylUtjGFqpIekQhImAOJ0RN5UaFGxyKX0VDOpq0RDLhU+4lKYunXrIiEhQWnU4dKlS3j8+DGcnZ2LuPI/BgYGcHJyEo+8ZEJTU1McRXm1vyNHjiiVHTlyBLVq1YKamhoAYMOGDdiyZQv279+P+Ph4TJ8+vdC+GzRogJiYGDx8yOcYlFbejotfdxzD1bhEBM/agIznmfi0U+7zJ74I+QXTFv8h1s96mY3zV+/g/NU7ePkyG/eSH+P81Tu4mZAs1pm2+A8cOXMd8fdScfH6XUxb/AcOn76GT9q5AwAszQzh7FRV6QAAWysT2NuYAQCc7C3R3qcBvpq/CcfP3sSl6/cwJHQNatlbopl7LQC5Izc9Ry/DoJ6+6PxRIySlpCEpJQ2PnmS8lfeOpCFv51yvDp6o5WCJBV/1hJ6OFtb9f5fR0tC+mDqss1g/8tAFBH7cFN1auaFa1Srw9aiDiV90ROSh82IS8f2v++DuUh3BAa1R3dYM3du4o39XbzEZ0tPRRNj/t/HbWZuieeNaWDdvEG4mpCAqOndU262ePYI+aY76tWxgZ2WCZu618POMANxMSBYXx+8+fBEfOFfD+IFt4Whnjga1bbE45DPE30vFuat33ubbWKnJyuA/qajwEZfC+Pn5wcXFBZ9++ikiIiKQnZ2NoUOHwsfHB+7u7qVq28HBAQcPHkSvXr2gpaUFMzMzjB07Fo0bN8b06dPRs2dPREdHY/Hixfj++9wHMd25cwdDhgzB7Nmz0bRpU6xcuRIdO3ZEu3bt0KRJk3x99O7dGzNnzkSXLl0QHh4Oa2tr/Pvvv6hatSq8vLxKFX9l0621G1Iep2PmDzvxIPUpXGrZYNN3w8SpojuJD5UWpSUmP0Hzz2aJrxevjcLitVHw/sAJO34YDQBIeZSOIaG/ICklDYb62qjnZIPNi4aihWddlWJbGtoXkxZuQc8xSyGXy+DdqCY2fjcMGuq5ye6vO47j2YssLFy1GwtfWTj5aixEW/ecgZmxPiYO7gCLKgY4H3sX3UcuEadIba1MoRD+G9WYtyISgiBg0pCOsDY3QurjdEQeuiCuZwGAfy/Fo+/4nzB1WGeMH9gOt++lYuKCzdgYmbuFOkchwNnJBr06eMLIQAeJyU+w7/gVzFy2A1kvc0cen794iY4tGuKrQR2gq6OJpJQniIq+jHkrVoh1Dp2KRdDk1RjZzw8j+7bC8xdZOHk+Dt1Hfo8XmS/f1ltIlYhMEAThzdXKh6+vL1xdXRERESGWdenSBcbGxli1ahXi4+MxYsQIREVFQS6Xo23btli0aBEsLXNX2oeGhmLbtm2IiYkRr4+IiEBERARu3bpVaL/Hjh3D4MGDcfXqVWRmZorPHti8eTOmTp2Ka9euwdraGiNGjMC4ceMgCAJatWoFdXV1/PXXX+Ic8siRI7Fr1y7ExMRAX18/35Nzb9++jbFjx2LPnj3Izs6Gs7MzlixZAg8Pj2K9P2lpaTAyMkJS6hMYGpZuPQfRu8qk8fCKDoGoXAg5Wcg8/xOePCm/f8Pzfk9ExcRD36DkfaQ/TUNL12oqx7pkyRLMnTsXiYmJaNiwIRYtWlTo77gtW7Zg5syZuH79Ol6+fImaNWti7Nix6Nu3r0qxVmjiQkVj4kKVARMXel+9zcRlXxkkLh+pmLhs2LAB/fr1w7Jly+Dp6YmIiAhs3LgRV69ehYWFRb76+/fvx6NHj1CnTh1oampix44dGDt2LHbu3Ik2bdoU0EPB3tk1LkRERPTuWrBgAYKCghAYGAhnZ2csW7YMurq6WLFiRYH1fX190bVrV9StWxc1atTAqFGj0KBBAxw+fFilfpm4EBERSZ2sDA7kjuC8erz6UNRXZWVl4fTp0/Dz8xPL5HI5/Pz8EB0d/cZwBUFAVFQUrl69iubNVdshysSFiIhI4spqV5GdnR2MjIzEIzw8vMD+UlJSkJOTI645zWNpaYnExMQCrwGAJ0+eQF9fH5qamujQoQMWLVqEVq1aqXSv7+yuIiIiIiqesvp06ISEBKU1LmX9bDEDAwPExMQgPT0dUVFRCA4OhqOjI3x9fYvdBhMXIiIiAgAYGhoWa3GumZkZ1NTUlD74GACSkpKUPk7ndXK5XPz4G1dXV1y+fBnh4eEqJS6cKiIiIpK4MlriUmyamppwc3MTP1sQyH2qeVRUlErPKlMoFIWuoykMR1yIiIikrgIe+R8cHIz+/fvD3d0dHh4eiIiIQEZGBgIDAwEA/fr1g42NjbhOJjw8HO7u7qhRowYyMzOxa9curFmzBkuXqvZJ4kxciIiISGU9e/ZEcnIypk6disTERLi6uiIyMlJcsBsfHw+5/L+JnYyMDAwdOhR37tyBjo4O6tSpg7Vr16Jnz54q9csH0L3D+AA6qgz4ADp6X73NB9AdPH+n1A+ga+5iW66xlhWOuBAREUlcWe0qkgIuziUiIiLJ4IgLERGRxFXA2twKw8SFiIhI6ipR5sKpIiIiIpIMjrgQERFJ3KufN1TS66WCiQsREZHEVaZdRUxciIiIJK4SLXHhGhciIiKSDo64EBERSV0lGnJh4kJERCRxlWlxLqeKiIiISDI44kJERCRx3FVEREREklGJlrhwqoiIiIikgyMuREREUleJhlyYuBAREUkcdxURERERvYM44kJERCRx3FVEREREklGJlrgwcSEiIpK8SpS5cI0LERERSQZHXIiIiCSuMu0qYuJCREQkdaVcnCuhvIVTRURERCQdHHEhIiKSuEq0NpeJCxERkeRVosyFU0VEREQkGRxxISIikjjuKiIiIiLJqEyP/OdUEREREUkGR1yIiIgkrhKtzWXiQkREJHmVKHNh4kJERCRxlWlxLte4EBERkWRwxIWIiEjiZCjlrqIyi6T8MXEhIiKSuEq0xIVTRURERCQdHHEhIiKSOD6AjoiIiCREVgaH6pYsWQIHBwdoa2vD09MTJ06cKLTuTz/9hGbNmsHExAQmJibw8/Mrsn5hmLgQERGRyjZs2IDg4GCEhITgzJkzaNiwIdq0aYMHDx4UWH///v3o3bs3/vnnH0RHR8POzg6tW7fG3bt3VeqXiQsREZHE5U0VleZQ1YIFCxAUFITAwEA4Oztj2bJl0NXVxYoVKwqsv27dOgwdOhSurq6oU6cOfv75ZygUCkRFRanULxMXIiIiiXvbE0VZWVk4ffo0/Pz8xDK5XA4/Pz9ER0cXq41nz57h5cuXMDU1ValvLs4lIiIiAEBaWprSay0tLWhpaeWrl5KSgpycHFhaWiqVW1pa4sqVK8Xqa8KECahatapS8lMcHHEhIiKSuLKaKrKzs4ORkZF4hIeHl0u8s2bNwm+//YatW7dCW1tbpWs54kJERCRxZfVZRQkJCTA0NBTLCxptAQAzMzOoqakhKSlJqTwpKQlWVlZF9jVv3jzMmjULe/fuRYMGDVSOlSMuREREUldGi1wMDQ2VjsISF01NTbi5uSktrM1baOvl5VVomHPmzMH06dMRGRkJd3f3Et0qR1yIiIhIZcHBwejfvz/c3d3h4eGBiIgIZGRkIDAwEADQr18/2NjYiNNNs2fPxtSpU7F+/Xo4ODggMTERAKCvrw99ff1i98vEhYiISOIq4rOKevbsieTkZEydOhWJiYlwdXVFZGSkuGA3Pj4ecvl/EztLly5FVlYWunfvrtROSEgIQkNDi90vExciIiKJq6hH/g8fPhzDhw8v8Nz+/fuVXt+6datknbyGa1yIiIhIMjjiQkREJHFltatICpi4EBERSV1FLHKpIJwqIiIiIsngiAsREZHEVaIBFyYuREREUldRu4oqAqeKiIiISDI44kJERCR5pdtVJKXJIiYuREREEsepIiIiIqJ3EBMXIiIikgxOFREREUlcZZoqYuJCREQkcZXpkf+cKiIiIiLJ4IgLERGRxHGqiIiIiCSjMj3yn1NFREREJBkccSEiIpK6SjTkwsSFiIhI4ririIiIiOgdxBEXIiIiieOuIiIiIpKMSrTEhYkLERGR5FWizIVrXIiIiEgyOOJCREQkcZVpVxETFyIiIonj4lx6JwiCAAB4mpZWwZEQlR8hJ6uiQyAqF3nf23n/lpentFL+nijt9W8TE5d32NOnTwEATtXtKjgSIiIqqadPn8LIyKhc2tbU1ISVlRVqlsHvCSsrK2hqapZBVOVLJryNVJBKRKFQ4N69ezAwMIBMSuN4EpWWlgY7OzskJCTA0NCwosMhKnP8Hn+7BEHA06dPUbVqVcjl5bcX5sWLF8jKKv3IpaamJrS1tcsgovLFEZd3mFwuh62tbUWHUekYGhryH3V6r/F7/O0pr5GWV2lra0si4Sgr3A5NREREksHEhYiIiCSDiQvR/2lpaSEkJARaWloVHQpRueD3OL0PuDiXiIiIJIMjLkRERCQZTFyIiIhIMpi4EBERkWQwcSEqBgcHB0RERFR0GETvJJlMhm3btlV0GFRJcHEuvXd8fX3h6upapolGcnIy9PT0oKurW2ZtEr1tDg4OGD16NEaPHl2m7SYmJsLExIS7leit4JNziYrB3Ny8okMgemdZWVlVdAhUiXCqiN4rAQEBOHDgAL799lvIZDLIZDLcunULBw4cgIeHB7S0tGBtbY2vvvoK2dnZAIBffvkF+vr6uHbtmtjO0KFDUadOHTx79gxA/qmix48fY/DgwbC0tIS2tjbq16+PHTt2vNV7Jeny9fXFyJEj8eWXX8LU1BRWVlYIDQ0Vz8fHx8Pf3x/6+vowNDREjx49kJSUJJ4PDQ2Fq6sr1qxZAwcHBxgZGaFXr17iB7MW1uft27cxZswY8Wcjz+bNm1GvXj1oaWnBwcEB8+fPF8+FhYWhatWqSE1NFcs6dOiAFi1aQKFQAMg/VXTnzh307t0bpqam0NPTg7u7O44fP16at4zoPwLRe+Tx48eCl5eXEBQUJNy/f1+4f/++cOfOHUFXV1cYOnSocPnyZWHr1q2CmZmZEBISIl73ySefCI0bNxZevnwp7NixQ9DQ0BBOnTolnre3txcWLlwoCIIg5OTkCE2aNBHq1asn7N69W7hx44bw559/Crt27XrLd0tS5ePjIxgaGgqhoaFCbGyssHr1akEmkwm7d+8WcnJyBFdXV6Fp06bCqVOnhGPHjglubm6Cj4+PeH1ISIigr68vdOvWTTh//rxw8OBBwcrKSpg4cWKhfaampgq2trZCWFiY+LMhCIJw6tQpQS6XC2FhYcLVq1eFlStXCjo6OsLKlSsFQRCE7OxswcvLS+jSpYsgCIKwePFiwdjYWLh9+7bYNgBh69atgiAIwtOnTwVHR0ehWbNmwqFDh4Rr164JGzZsEI4ePVq2byJVWkxc6L3j4+MjjBo1Snw9ceJEoXbt2oJCoRDLlixZIujr6ws5OTmCIAjCw4cPBVtbW2HIkCGCpaWlMGPGDKU2X01c/v77b0EulwtXr14t93uh95OPj4/QtGlTpbLGjRsLEyZMEHbv3i2oqakJ8fHx4rmLFy8KAIQTJ04IgpCbuOjq6gppaWlinfHjxwuenp5F9vvq93GePn36CK1atVIqGz9+vODs7Cy+vnHjhmBgYCBMmDBB0NHREdatW6dU/9XE5YcffhAMDAyE1NTUot8EohLiVBG99y5fvgwvLy+loXFvb2+kp6fjzp07AAATExMsX74cS5cuRY0aNfDVV18V2l5MTAxsbW1Rq1atco+d3l8NGjRQem1tbY0HDx7g8uXLsLOzg52dnXjO2dkZxsbGuHz5sljm4OAAAwODfNcDwLp166Cvry8ehw4dKjSOy5cvw9vbW6nM29sb165dQ05ODgDA0dER8+bNw+zZs9G5c2f06dOn0PZiYmLQqFEjmJqaFuNdIFIdF+cS/d/BgwehpqaG+/fvIyMjQ+mXwqt0dHTecmT0PtLQ0FB6LZPJxDUjpb2+c+fO8PT0FM/Z2NiUItJceT8ft27dQnZ2NtTVC/71wZ8PKm8ccaH3jqampviXIgDUrVsX0dHREF7Z+X/kyBEYGBjA1tYWAHD06FHMnj0bf/75J/T19TF8+PBC22/QoAHu3LmD2NjY8rsJqrTq1q2LhIQEJCQkiGWXLl3C48eP4ezsXKw2DAwM4OTkJB55ycTrPxt5/R05ckSp7MiRI6hVqxbU1NQAABs2bMCWLVuwf/9+xMfHY/r06YX23aBBA8TExODhw4fFipVIVUxc6L3j4OCA48eP49atW0hJScHQoUORkJCAESNG4MqVK/jjjz8QEhKC4OBgyOVyPH36FH379sXIkSPRrl07rFu3Dhs2bMCmTZsKbN/HxwfNmzfHxx9/jD179iAuLg5//fUXIiMj3/Kd0vvIz88PLi4u+PTTT3HmzBmcOHEC/fr1g4+PD9zd3UvVtoODAw4ePIi7d+8iJSUFADB27FhERUVh+vTpiI2NxerVq7F48WKMGzcOQO4OoSFDhmD27Nlo2rQpVq5ciZkzZ+LYsWMF9tG7d29YWVmhS5cuOHLkCG7evInNmzcjOjq6VLET5WHiQu+dcePGQU1NDc7OzjA3N8fLly+xa9cunDhxAg0bNsQXX3yBAQMGYPLkyQCAUaNGQU9PDzNnzgQAuLi4YObMmRg8eDDu3r1bYB+bN29G48aN0bt3bzg7O+PLL7/M95csUUnIZDL88ccfMDExQfPmzeHn5wdHR0ds2LCh1G2HhYXh1q1bqFGjhvhsog8++AC///47fvvtN9SvXx9Tp05FWFgYAgICIAgCAgIC4OHhIY5CtmnTBkOGDMFnn32G9PT0fH1oampi9+7dsLCwQPv27eHi4oJZs2aJozdEpcUn5xIREZFkcMSFiIiIJIOJCxEREUkGExciIiKSDCYuREREJBlMXIiIiEgymLgQERGRZDBxISIiIslg4kJUSQUEBKBLly7ia19fX4wePfqtx7F//37IZDI8fvz4nWiHiN5tTFyI3iEBAQGQyWSQyWTQ1NSEk5MTwsLCkJ2dXe59b9mypcjPoHlVRSQJ//77Lz755BNYWlpCW1sbNWvWRFBQED8ziqiSYeJC9I5p27Yt7t+/j2vXrmHs2LEIDQ3F3LlzC6yblZVVZv2ampoW+onYFW3Hjh1o0qQJMjMzsW7dOly+fBlr166FkZERpkyZUtHhEdFbxMSF6B2jpaUFKysr2NvbY8iQIfDz88P27dsB/De9M2PGDFStWhW1a9cGACQkJKBHjx4wNjaGqakp/P39cevWLbHNnJwcBAcHw9jYGFWqVMGXX36J1z/t4/WposzMTEyYMAF2dnbQ0tKCk5MTli9fjlu3bqFFixYAABMTE8hkMgQEBAAAFAoFwsPDUb16dejo6KBhw4b5Pqxy165dqFWrFnR0dNCiRQulOAvy7NkzBAYGon379ti+fTv8/PxQvXp1eHp6Yt68efjhhx8KvC41NRW9e/eGjY0NdHV14eLigl9//VWpzqZNm+Di4gIdHR1UqVIFfn5+yMjIAJA7quTh4QE9PT0YGxvD29sbt2/fFq/9448/8MEHH0BbWxuOjo6YNm2aODImCAJCQ0NRrVo1aGlpoWrVqhg5cmSR90lExaNe0QEQUdF0dHSQmpoqvo6KioKhoSH27NkDAHj58iXatGkDLy8vHDp0COrq6vjmm2/Qtm1bnDt3Dpqampg/fz5WrVqFFStWoG7dupg/fz62bt2Kjz76qNB++/Xrh+joaHz33Xdo2LAh4uLikJKSAjs7O2zevBkff/wxrl69CkNDQ+jo6AAAwsPDsXbtWixbtgw1a9bEwYMH8dlnn8Hc3Bw+Pj5ISEhAt27dMGzYMAwaNAinTp3C2LFji7z/v//+GykpKfjyyy8LPG9sbFxg+YsXL+Dm5oYJEybA0NAQO3fuRN++fVGjRg14eHjg/v376N27N+bMmYOuXbvi6dOnOHToEARBQHZ2Nrp06YKgoCD8+uuvyMrKwokTJyCTyQAAhw4dQr9+/fDdd9+hWbNmuHHjBgYNGgQACAkJwebNm7Fw4UL89ttvqFevHhITE3H27Nki75OIikkgondG//79BX9/f0EQBEGhUAh79uwRtLS0hHHjxonnLS0thczMTPGaNWvWCLVr1xYUCoVYlpmZKejo6Ah///23IAiCYG1tLcyZM0c8//LlS8HW1lbsSxAEwcfHRxg1apQgCIJw9epVAYCwZ8+eAuP8559/BADCo0ePxLIXL14Iurq6wtGjR5XqDhgwQOjdu7cgCILw9ddfC87OzkrnJ0yYkK+tV82ePVsAIDx8+LDA80XF9LoOHToIY8eOFQRBEE6fPi0AEG7dupWvXmpqqgBA2L9/f4HttGzZUpg5c6ZS2Zo1awRra2tBEARh/vz5Qq1atYSsrKwiYyYi1XHEhegds2PHDujr6+Ply5dQKBTo06cPQkNDxfMuLi7Q1NQUX589exbXr1/Ptz7lxYsXuHHjBp48eYL79+/D09NTPKeurg53d/d800V5YmJioKamBh8fn2LHff36dTx79gytWrVSKs/KykKjRo0AAJcvX1aKAwC8vLyKbLewGN8kJycHM2fOxO+//467d+8iKysLmZmZ0NXVBQA0bNgQLVu2hIuLC9q0aYPWrVuje/fuMDExgampKQICAtCmTRu0atUKfn5+6NGjB6ytrQHkvudHjhzBjBkzlPp78eIFnj17hk8++QQRERFwdHRE27Zt0b59e3Tq1Anq6vwnl6i0+FNE9I5p0aIFli5dCk1NTVStWjXfLzs9PT2l1+np6XBzc8O6devytWVubl6iGPKmflSRnp4OANi5cydsbGyUzmlpaZUoDgCoVasWAODKlStvTHJeNXfuXHz77beIiIiAi4sL9PT0MHr0aHFBs5qaGvbs2YOjR49i9+7dWLRoESZNmoTjx4+jevXqWLlyJUaOHInIyEhs2LABkydPxp49e9CkSROkp6dj2rRp6NatW75+tbW1YWdnh6tXr2Lv3r3Ys2cPhg4dirlz5+LAgQPQ0NAo8XtBRFycS/TO0dPTg5OTE6pVq1asv9A/+OADXLt2DRYWFnByclI6jIyMYGRkBGtraxw/fly8Jjs7G6dPny60TRcXFygUChw4cKDA83kjPjk5OWKZs7MztLS0EB8fny8OOzs7AEDdunVx4sQJpbaOHTtW5P21bt0aZmZmmDNnToHnC9uSfeTIEfj7++Ozzz5Dw4YN4ejomG/rtEwmg7e3N6ZNm4Z///0Xmpqa2Lp1q3i+UaNG+Prrr3H06FHUr18f69evB5D7nl+9ejXffTo5OUEuz/1nVUdHB506dcJ3332H/fv3Izo6GufPny/yXonozZi4EEncp59+CjMzM/j7++PQoUOIi4vD/v37MXLkSNy5cwcAMGrUKMyaNQvbtm3DlStXMHTo0CKfweLg4ID+/fvj888/x7Zt28Q2f//9dwCAvb09ZDIZduzYgeTkZKSnp8PAwADjxo3DmDFjsHr1aty4cQNnzpzBokWLsHr1agDAF198gWvXrmH8+PG4evUq1q9fj1WrVhV5f3p6evj555+xc+dOdO7cGXv37sWtW7dw6tQpfPnll/jiiy8KvK5mzZriiMrly5cxePBgJCUlieePHz+OmTNn4tSpU4iPj8eWLVuQnJyMunXrIi4uDl9//TWio6Nx+/Zt7N69G9euXUPdunUBAFOnTsUvv/yCadOm4eLFi7h8+TJ+++03TJ48GQCwatUqLF++HBcuXMDNmzexdu1a6OjowN7evlhfUyIqQkUvsiGi/7y6OFeV8/fv3xf69esnmJmZCVpaWoKjo6MQFBQkPHnyRBCE3MW4o0aNEgwNDQVjY2MhODhY6NevX6GLcwVBEJ4/fy6MGTNGsLa2FjQ1NQUnJydhxYoV4vmwsDDByspKkMlkQv/+/QVByF1QHBERIdSuXVvQ0NAQzM3NhTZt2ggHDhwQr/vzzz8FJycnQUtLS2jWrJmwYsWKNy6qFQRBOHnypNCtWzfB3Nxc0NLSEpycnIRBgwYJ165dEwQh/+Lc1NRUwd/fX9DX1xcsLCyEyZMnK93zpUuXhDZt2ojt1apVS1i0aJEgCIKQmJgodOnSRbx3e3t7YerUqUJOTo4YT2RkpPDhhx8KOjo6gqGhoeDh4SH8+OOPgiAIwtatWwVPT0/B0NBQ0NPTE5o0aSLs3bu3yPsjouKRCUIJV74RERERvWWcKiIiIiLJYOJCREREksHEhYiIiCSDiQsRERFJBhMXIiIikgwmLkRERCQZTFyIiIhIMpi4EBERkWQwcSEiIiLJYOJCREREksHEhYiIiCSDiQsRERFJxv8Ao/QMEbZMWcoAAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -583,6 +585,105 @@ " normalized=True,\n", ")" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# LLM Evals: Toxicity Evals Classifications GPT-4 Turbo\n", + "Instantiate the LLM and set parameters.\n", + "Run toxicity classifications against a subset of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "model = OpenAIModel(model_name=\"gpt-4-1106-preview\", temperature=0.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 100/100 [01:00<00:00, 1.65it/s]\n" + ] + } + ], + "source": [ + "rails = list(TOXICITY_PROMPT_RAILS_MAP.values())\n", + "toxic_classifications = llm_classify(\n", + " dataframe=df_sample,\n", + " template=TOXICITY_PROMPT_TEMPLATE_STR,\n", + " model=model,\n", + " rails=rails,\n", + ")[\"label\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " toxic 0.89 0.77 0.83 53\n", + " non-toxic 0.78 0.89 0.83 47\n", + "\n", + " accuracy 0.83 100\n", + " macro avg 0.83 0.83 0.83 100\n", + "weighted avg 0.84 0.83 0.83 100\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "true_labels = df_sample[\"toxic\"].map(TOXICITY_PROMPT_RAILS_MAP).tolist()\n", + "toxic_classifications = (\n", + " pd.Series(toxic_classifications).map(lambda x: \"unparseable\" if x is None else x).tolist()\n", + ")\n", + "\n", + "print(classification_report(y_true=true_labels, y_pred=toxic_classifications, labels=rails))\n", + "confusion_matrix = ConfusionMatrix(\n", + " actual_vector=true_labels, predict_vector=toxic_classifications, classes=rails\n", + ")\n", + "confusion_matrix.plot(\n", + " cmap=plt.colormaps[\"Blues\"],\n", + " number_label=True,\n", + " normalized=True,\n", + ")" + ] } ], "metadata": { @@ -601,7 +702,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.9" + "version": "3.11.5" } }, "nbformat": 4,