mlos_demo_sqlite_teachers.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "19b0472b",
   "metadata": {},
   "source": [
    "# mlos_bench SQLite data analysis (Teacher's copy)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d6d54c6-5688-4b7b-a8fc-5c83bfd1d308",
   "metadata": {},
   "source": [
    "In this notebook, we look at the data from 100 trials we ran in `mlos_bench` to find a better SQLite configuration."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32c05a23-2ce8-4826-bc00-93431e4fd7e6",
   "metadata": {},
   "source": [
    "### 1. Data collection"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ffd2cbd",
   "metadata": {},
   "source": [
    "We used the following commands in the integrated terminal of this codespace:\n",
    "\n",
    "```sh\n",
    "conda activate mlos\n",
    "\n",
    "mlos_bench --config config/cli/local-sqlite-opt.jsonc \\\n",
    "           --globals config/experiments/sqlite-sync-journal-pagesize-caching-experiment.jsonc \\\n",
    "           --trial-config-repeat-count 3 \\\n",
    "           --max-iterations 100\n",
    "```\n",
    "\n",
    "> See Also: [README.md](./README.md) for further instructions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dd879e7",
   "metadata": {},
   "source": [
    "Now we can start analyzing the autotuning data produced by running the benchmark trials."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "695ebcd9-9c15-4516-9306-bb4bbe2fcb6f",
   "metadata": {},
   "source": [
    "### 2. Import MLOS packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2cc20772-fdeb-415d-82af-dae67a307965",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import mlos_bench Storage API to access the experimental data.\n",
    "from mlos_bench.storage import from_config"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ddb84fb",
   "metadata": {},
   "source": [
    "### 3. Connect to the DB using existing mlos_bench configs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ccca92e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "storage = from_config(config_file=\"storage/sqlite.jsonc\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "caa2feab",
   "metadata": {},
   "source": [
    "### 4. Load the data for our experiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a4956fa2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'sqlite-opt-demo': Experiment :: sqlite-opt-demo: 'SQLite3 BenchBase Local',\n",
       " 'sqlite-opt-demo-default-sync': Experiment :: sqlite-opt-demo-default-sync: 'SQLite3 BenchBase Local'}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "storage.experiments"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "428c5ac1-6be2-4f02-a425-932a5f12973a",
   "metadata": {},
   "source": [
    "We see a record for our experiment in the DB. Let's look at the data associated with it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8eb4baf2-adca-4f86-acb9-5cfeb2b63e33",
   "metadata": {},
   "outputs": [],
   "source": [
    "experiment_id = \"sqlite-opt-demo\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fae2e0b",
   "metadata": {},
   "source": [
    "### 5. Get all data for one experiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f6c525fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "exp = storage.experiments[experiment_id]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "731ca364",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'90th Percentile Latency (microseconds)': 'min'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the set of optimization target objectives.\n",
    "display(exp.objectives)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f29cc04a-2736-4ee4-a461-61a3784e8e8e",
   "metadata": {},
   "source": [
    "Main method that combines the information about each trial along with the trial configuration parameters and its results, is the property `.results`. It conveniently returns all data about the experiment is a single Pandas DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bd7d3f2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "102"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trial_id</th>\n",
       "      <th>ts_start</th>\n",
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      "text/plain": [
       "   trial_id                         ts_start                           ts_end  \\\n",
       "0         0 2024-01-18 22:02:13.841152+00:00 2024-01-18 22:02:28.876053+00:00   \n",
       "1         1 2024-01-18 22:02:28.894313+00:00 2024-01-18 22:02:41.965980+00:00   \n",
       "2         2 2024-01-18 22:02:41.980998+00:00 2024-01-18 22:02:55.135412+00:00   \n",
       "3         3 2024-01-18 22:02:55.166844+00:00 2024-01-18 22:03:08.341362+00:00   \n",
       "4         4 2024-01-18 22:03:08.354700+00:00 2024-01-18 22:03:21.540316+00:00   \n",
       "\n",
       "   tunable_config_id  tunable_config_trial_group_id     status  \\\n",
       "0                  1                              0  SUCCEEDED   \n",
       "1                  1                              0  SUCCEEDED   \n",
       "2                  1                              0  SUCCEEDED   \n",
       "3                  2                              3  SUCCEEDED   \n",
       "4                  2                              3  SUCCEEDED   \n",
       "\n",
       "   config.cache_size config.journal_mode  config.journal_size_limit  \\\n",
       "0                  1              delete                         -1   \n",
       "1                  1              delete                         -1   \n",
       "2                  1              delete                         -1   \n",
       "3         1656398469            truncate                 1633227268   \n",
       "4         1656398469            truncate                 1633227268   \n",
       "\n",
       "   config.mmap_size  ...  result.Socket messages sent  \\\n",
       "0                -1  ...                            0   \n",
       "1                -1  ...                            0   \n",
       "2                -1  ...                            0   \n",
       "3         363162755  ...                            0   \n",
       "4         363162755  ...                            0   \n",
       "\n",
       "  result.Start timestamp (milliseconds) result.Swaps  \\\n",
       "0                         1705615337545            0   \n",
       "1                         1705615350679            0   \n",
       "2                         1705615363798            0   \n",
       "3                         1705615377016            0   \n",
       "4                         1705615390178            0   \n",
       "\n",
       "   result.System time (seconds)  result.Throughput (requests/second)  \\\n",
       "0                          1.73                            32.899683   \n",
       "1                          1.53                            36.399678   \n",
       "2                          1.71                            32.899946   \n",
       "3                          1.61                           163.398420   \n",
       "4                          1.87                           178.797832   \n",
       "\n",
       "   result.User time (seconds)  result.Voluntary context switches  \\\n",
       "0                        5.59                             122630   \n",
       "1                        4.38                             124916   \n",
       "2                        4.55                             118035   \n",
       "3                        5.67                             121895   \n",
       "4                        5.71                             122800   \n",
       "\n",
       "           result.isolation  result.scalefactor  result.terminals  \n",
       "0  TRANSACTION_SERIALIZABLE                   1                 1  \n",
       "1  TRANSACTION_SERIALIZABLE                   1                 1  \n",
       "2  TRANSACTION_SERIALIZABLE                   1                 1  \n",
       "3  TRANSACTION_SERIALIZABLE                   1                 1  \n",
       "4  TRANSACTION_SERIALIZABLE                   1                 1  \n",
       "\n",
       "[5 rows x 58 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View some of the result data associated with that experiment.\n",
    "df = exp.results_df\n",
    "display(len(df))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14e3545d-67a1-4fa1-b502-e3ea5a5e7666",
   "metadata": {},
   "source": [
    "Each record of the DataFrame has the information about the trial, e.g., its timestamp and status, along with the configuration parameters (columns prefixed with `config.`) and the benchmark results (columns prefixed with `result.`). The `trial_id` field is simply the iteration number within the current experiment. Let's look at the first record to see all these fields."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "599843df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "trial_id                                                                                              1\n",
       "ts_start                                                               2024-01-18 22:02:28.894313+00:00\n",
       "ts_end                                                                 2024-01-18 22:02:41.965980+00:00\n",
       "tunable_config_id                                                                                     1\n",
       "tunable_config_trial_group_id                                                                         0\n",
       "status                                                                                        SUCCEEDED\n",
       "config.cache_size                                                                                     1\n",
       "config.journal_mode                                                                              delete\n",
       "config.journal_size_limit                                                                            -1\n",
       "config.mmap_size                                                                                     -1\n",
       "config.page_size                                                                                   4096\n",
       "config.synchronous                                                                               normal\n",
       "config.temp_store                                                                               default\n",
       "result.25th Percentile Latency (microseconds)                                                     13114\n",
       "result.75th Percentile Latency (microseconds)                                                     38823\n",
       "result.90th Percentile Latency (microseconds)                                                     48021\n",
       "result.95th Percentile Latency (microseconds)                                                     56442\n",
       "result.99th Percentile Latency (microseconds)                                                    106340\n",
       "result.Average Latency (microseconds)                                                             27312\n",
       "result.Average resident set size (kbytes)                                                             0\n",
       "result.Average shared text size (kbytes)                                                              0\n",
       "result.Average stack size (kbytes)                                                                    0\n",
       "result.Average total size (kbytes)                                                                    0\n",
       "result.Average unshared data size (kbytes)                                                            0\n",
       "result.Benchmark Type                                                                              tpcc\n",
       "result.Command being timed                            /benchbase/entrypoint.sh -b tpcc -c /benchbase...\n",
       "result.Current Timestamp (milliseconds)                                                   1705615361722\n",
       "result.DBMS Type                                                                                 SQLITE\n",
       "result.DBMS Version                                                                                 nan\n",
       "result.Elapsed (wall clock) time (h:mm:ss or m:ss)                                              0:12.09\n",
       "result.Elapsed Time (nanoseconds)                                                           10000088348\n",
       "result.Exit status                                                                                    0\n",
       "result.File system inputs                                                                             0\n",
       "result.File system outputs                                                                       123544\n",
       "result.Final State                                                                                 EXIT\n",
       "result.Goodput (requests/second)                                                               40.69964\n",
       "result.Involuntary context switches                                                                  52\n",
       "result.Major (requiring I/O) page faults                                                              8\n",
       "result.Maximum Latency (microseconds)                                                            121570\n",
       "result.Maximum resident set size (kbytes)                                                        152944\n",
       "result.Measured Requests                                                                            364\n",
       "result.Median Latency (microseconds)                                                              22672\n",
       "result.Minimum Latency (microseconds)                                                               194\n",
       "result.Minor (reclaiming a frame) page faults                                                     20492\n",
       "result.Page size (bytes)                                                                           4096\n",
       "result.Percent of CPU this job got                                                                  48%\n",
       "result.Signals delivered                                                                              0\n",
       "result.Socket messages received                                                                       0\n",
       "result.Socket messages sent                                                                           0\n",
       "result.Start timestamp (milliseconds)                                                     1705615350679\n",
       "result.Swaps                                                                                          0\n",
       "result.System time (seconds)                                                                       1.53\n",
       "result.Throughput (requests/second)                                                           36.399678\n",
       "result.User time (seconds)                                                                         4.38\n",
       "result.Voluntary context switches                                                                124916\n",
       "result.isolation                                                               TRANSACTION_SERIALIZABLE\n",
       "result.scalefactor                                                                                    1\n",
       "result.terminals                                                                                      1\n",
       "Name: 1, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd87ddb3",
   "metadata": {},
   "source": [
    "### 6. Visualize the results data automatically using `mlos_viz.plot()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1bad8fe8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import mlos_viz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00a0fc88",
   "metadata": {},
   "source": [
    "`mlos_viz` attempts to use the information about the data to automatically provide some basic visualizations without much effort on the developer's part.\n",
    "\n",
    "At the moment, we do this using [`dabl`](https://github.com/dabl/dabl), though in the future we intend to add support for more interactive visualizations or even scheduling new trials, while maintaining a very simple API:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bb651296",
   "metadata": {},
   "outputs": [
    {
     "data": {
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I+fj42LWdaRTyW2+9pW3btp3jHdirrBDXpUsXvfnmmy7pAwAAuEeVi2orV66szhxAtTm1wNHMZKipd6mSj5botW82684uQRQ56oGi6O4yvBtVy7VNJcfle2hzhc9VNPVUOvv0U6aeAsCZRUREVPizb/fu3Wf8+Tp37twK22fPnq22bdtWuf/777/fYaTa2TZJaNeuXZU3SZBOjlQDAAB1W5WLagMGDKjOHEC1SU1N1dixY22Py7wClBN/mbZ7mLXy863yz02utMjh7F/CUbNsU4QqKXq5SkVThJh6CgA1LzY2VrNnz3ZoLysr05o1a9S/f/9K/5HMGa1bt67y1MzS0lItXbpUQ4YMqbB4BgAA6i82KkC9UtHIoeLiYk2ePNmubdsRq1YftqgsNkbHfvpAd91+a4XTRYqLi7V79267NkYO1R5nmiJUmX379mnGjBl64okn1LJlyyqdU9l7brU4vzOds2qiDwCoK3x9fSv8x67S0lIlJSWpTZs2FLYAAECNoaiGesOZkUOGpPyIbirzDZZXk3b6aO5cVXVFQEYO1S4VTRGqbE2zqqjqlN+IiAjNmpWoAwcOODyXlpamOXPmON33mDFjFBUVZdcWExPDZw0AAAAAaiGKaqg3nFm03iQpKGPLOfXj7KL1qHmnT/mtyIwZMypsd2bKb/v27dW+fXuH9qKiIl100UUO7VWZnsQafgAAAABQN1BUQ70RFBQkTy9vp9a4KmoUpYLQ9jIZhhqnbZRXacFZz/H08nZYXwu1S2Vr7kiuX3enIkxPAgAAAID675yLanv27NHevXt1ySWXyM/PT4ZhyGSq6gQ6wPUiIiK04JP5Fa6plp6eXuE5ZWVl+nBDmooDItS094W6pY1Znh7/+xxHRkbKx8fH7hzWVKv9KitqSRS2AAAAAACu4XRRLTs7W7fddpt+/PFHmUwmJSUlqWXLlrr77rsVHBys1157rTpyAlVS0fpaktSpU6cKjy8tLVVu4VKtLY5UYYlVBWFRurlH8+qOCQAAAAAA6jgPZ0946KGH5OnpqdTUVPn7+9vab7vtNi1btsyl4YCa4O8pjbjw5JS/Zb+nKSnjmJsTAQAAAACA2s7potr333+vl19+Wc2b24/madOmjfbv3++yYEBN6hYbrL6tw2QY0vs/79OJEou7IwEAAAAAgFrM6aJaQUGB3Qi1cllZWQ5rTwF1yfDesQpt5K3s4yX6bGOqu+MAAAAAAIBazOmi2iWXXKJ58+bZHptMJlmtVr3yyisaNGiQS8MBNcnP26y7+reUySStScrSltSj7o4EAAAAAABqKac3KnjllVc0cOBAbdq0SSUlJZo0aZL++OMP5eTk6JdffqmOjECNaRfZWFd0jNR3v6fr47Upatm0kYL82CESAAAAAADYc3qkWkJCgrZv367evXtr8ODBKigo0I033qgtW7aoVatW1ZERqFE3dItW8xA/HSsq08drU2QYhrsjAQAAAACAWsbpkWqSFBkZqWeffdbVWWpUYmKiEhMTZbGwID3seZk9dPfFLTX9mx3adiBXa/Zk6eI2Td0dCwAAAAAA1CJVKqpt3769yhfs3LnzOYepSePHj9f48eOVn5+voKAgd8dBLRPTxF83do/W4k0H9emvqWoX0Vjhgb7ujgUAAAAAAGqJKhXVunbtKpPJdNZpcCaTiZFfqDeuSIjUtoN52p1+TB+uSdbjV7WXh4fJ3bEAAAAAAEAtUKWiWnJycnXnAGodDw+T7urfQlP/9Yf2ZB7Xsj/SNaRTlLtjAQAAAACAWqBKRbW4uLjqzgHUSmGNfDT8wljNWZOsr7Yc0gXNghQb6u/uWAAAAAAAwM2qVFRbsmSJrr76anl5eWnJkiVnPPa6665zSTCgtujbKlRbD+Rq8/6jev/nfXpmaIK8PZ3eOBcAAAAAANQjVSqqDRs2TOnp6QoPD9ewYcMqPY411VAfmUwmjegTpz2Zx3U494S+3HJQt/WKdXcsAAAAAADgRlUabmO1WhUeHm77/8q+KKihvgr09dKovvGSpO//yNCfafnuDQQAAAAAANzK6Tls8+bNU3FxsUN7SUmJ5s2b55JQQG3UJSZYA9o1lSR9uCZZhSVlbk4EAAAAAADcxemi2ujRo5WXl+fQfuzYMY0ePdoloYDa6taeMQoP9NHRghIt3JDq7jgAAAAAAMBNnC6qGYYhk8nk0H7w4EEFBQW5JBRQW/l6mXVX/5YymaR1e7O1KSXH3ZEAAAAAAIAbVGmjAknq1q2bTCaTTCaTLrvsMnl6/u9Ui8Wi5ORkXXXVVdUSEqhNWoc30pBOUfp2e5rmrduv1uGNFOzv7e5YAAAAAACgBlW5qFa+6+fWrVt15ZVXqlGjRrbnvL29FR8fr5tuusnlAYHa6LouzfSfQ3lKzS7UR7+kaOLlbSocwQkAAAAAAOqnKhfVpk6dKkmKj4/XbbfdJl9f32oLBdR2nmYP3XNxSz379R/6/VCeftp1RIPah7s7FgAAAAAAqCFVLqqVGzlypKSTu31mZmbKarXaPR8bG+uaZEAt1yzYTzf3iNFnv6bq800H1CEqUJFBFJsBAAAAAGgInC6qJSUlacyYMVq7dq1de/kGBhaLxWXhgNru8g7h2nYgV3+m5euDn/fpySEdZPZgGigAAACAqisqKlJqaqpDe1lZmTIyMpSUlGS3rvmpYmNjmUkGuInTRbVRo0bJ09NT33zzjaKiolhHCg2ayWTSmP4tNOVfvys5q0Df/idN13Vp5u5YAAAAAGqpnTt36sCBA3ZtaWlpmjNnTqXnLFy4sNLnxowZo6ioKLu2mJgYtW/f/vyCAjgrp4tqW7du1W+//cY3KPBfTQK8dcdFcXp/9T4t2XpYnaKD1CIswN2xAAAAANQyGRkZGjduvKxW183wqqgY5+Fh1qefLlRERITL+gHgyMPZExISEpSVlVUdWYA668IWTdQzvokMw9D7P+9TcRnToAEAAAA48jCb60UfAM5hpNrLL7+sSZMm6cUXX1SnTp3k5eVl93xgYKDLwgF1hclk0og+cUrKPKaMvCL987dDGn4hm3YAAAAA+J+IiAgt+GS+8vLy7Nr379+vF1544ZyuOXnyZMXFxdm1BQUFMUoNqAFOF9Uuv/xySdJll11m185GBWjoGvl4aky/Fvr78t1a8WeGOjcP0gXRQe6OBQAAAKAWiYiIcCh4xcbGavbs2Q7HlpWVac2aNerfvz8bFQC1kNNFtZUrV1ZHDqBeuCA6SIPah2vlzkzN+SVZz11/gRr5OP1tBgAAAKAB8fX1Vdu2bR3aS0tLlZSUpDZt2jjMEgPgfk7/tj9gwIDqyAHUG7f0bK4dafnKyCvSgvX79bcBrdwdCQAAAAAAuJjTGxVI0s8//6w77rhDffv21aFDhyRJ8+fP15o1a1waDqiLfDzNuufiljKZTPo1OUcb9mW7OxIAAAAAAHAxp4tq//znP3XllVfKz89PmzdvVnFxsSTp2LFjevHFF10esLokJiYqISFBvXr1cncU1EMtwgJ0bZcoSdL89fuVU1Di5kQAAAAAAMCVnC6qPf/883r33Xf1/vvv283p7tu3rzZv3uzScNVp/Pjx2rFjhzZu3OjuKKinrukUpRZhATpRYtGcNckyDMPdkQAAAAAAgIs4XVTbtWuXLrnkEof2wMBA5ebmuiITUC94mj1098Ut5WX20J9p+VrxZ6a7IwEAAAAAABdxuqgWFRWlPXv2OLSvWbNGLVu2dEkooL6IDPLVbb1iJEn/99tBHc494eZEAAAAAADAFZwuqv3tb3/Tgw8+qA0bNshkMunw4cNasGCBHn30UY0bN646MgJ12sB2TdUxOkilFqve/3mfyixWd0cCAAAAAADnydPZEyZNmqS8vDwNGjRIRUVFuuSSS+Tj46NHH31UEyZMqI6MQJ1mMpk0pl+8pvzrD6VmF+rr7Yd1Q7fm7o4FAAAAAADOg9Mj1STphRdeUFZWln799VetX79eR44c0fTp012dDag3gv29NaJPnCTp2+1p2nvkuJsTAQAAAACA8+H0SLW8vDxZLBY1adJEPXv2tLXn5OTI09NTgYGBLg0I1HVFRUVKTU1VkKRWgVZtSzuhV7/eor/1ClFGRoaSkpLk6en4rRgbGytfX9+aDwwAAAAAAM7K6aLaX/7yF1177bUO66d9/vnnWrJkiZYuXeqycEBdkpGRoby8PIf2/fv364UXXpAkWT28lBN/mSxeftrwXYoCM7Zo4cKFFV5v8uTJiouLs2sLCgpSRESE68MDAAAAAACnOF1U27Bhg15//XWH9oEDB2ry5MkuCQXUNRkZGbr9jhEqKy0543Ee1lIFHV6v/IhuKvUNVolvE3kX5VR4bHkh7lSeXt5a8Ml8CmsAAAAAALiZ00W14uJilZWVObSXlpbqxIkTLgkF1DV5eXlnLaiV8yrKVej+lefUT1lpifLy8iiqAQAAAADgZk4X1Xr16qXZs2frrbfesmt/99131aNHD5cFA+qioujuMrwbnfU4QyYV+IZK8pBvSa48rWcvyJlKjsv30GYXpAQAAAAAAOfL6aLaCy+8oMsvv1zbtm3TZZddJklasWKFNm7cqO+//97lAYG6ICgoSF7ePpITRS9LeGcVhrSS5cQxNT68oUrneHn7KCgo6FxjAgAAAAAAF3G6qNavXz+tX79eM2fO1Oeffy4/Pz917txZH374odq0aVMdGYFaLyIiQp/Mn1fhRgXFxcVKT093aP8jJU3vbTqqiIQLdd8dlynAy2T3fGRkpHx8fOza2KgAAAAAAIDawamiWmlpqcaOHatnnnlGCxYsqK5MQJ0UERFRYcFr9+7dFW46IElesQOUekB6YfMOBeTssntu9uzZatu2bbVkBQAAAAAA58epopqXl5e+/PJLPfPMM9WVB6h3YmNjNXv2bIf2srIyfbL8V+0xxyrEr7se6h8uD5PJ7jwAAAAAAFA7OT3984YbbtBXX32lhx9+uDryAPWOr69vhSPOSktL1WNXkvIKg1RUalVpQKQ6NWe9NAAAAAAA6gKni2qtW7fW9OnTtXbtWvXo0UMBAQF2zz/wwAMuCwfUd54eUp+WTbRyV5Z+2pVJUQ0AAAAAgDrC6aLaBx98oODgYP3222/67bff7J4zmUwU1QAnXdImTCt3ZWnbwTwdLShRSIC3uyMBAAAAAICzcLqolpycXB05gAYrKshXbSIaKynjmH7ek6XrujRzdyQAAAAAAHAWHud6YklJiXbt2qWysjJX5gEapAFtm0qSVu8+IqvVcHMaAAAAAABwNk4X1QoLC3XXXXfJ399fHTt2VGpqqqSTa6nNmDHD5QGBhqBHXIgCfDx1tKBE/zmU5+44AAAAAADgLJwuqj355JPatm2bfvrpJ/n6+traL7/8ci1atMil4YCGwtvTQ31bhUqSVu0+4uY0AAAAAADgbJwuqn311Vd6++231b9/f5lMJlt7QkKC9u7d69JwQEMyoN3JKaDbD+Yqp6DEzWkAAAAAAMCZOF1UO3LkiMLDwx3aCwoK7IpsAJwTFeSntpGNZRjSz0mMVgMAAAAAoDZzuqjWq1cvffvtt7bH5YW0999/X3369HFdMqABGmjbsCBLFjYsAAAAAACg1vJ09oSXXnpJV111lXbs2KGysjK9+eab+uOPP7Ru3TqtWrWqOjICDUb3uBA18vVUbmGJth/MVbfYEHdHAgAAAAAAFXB6pFrfvn21du1aFRYWqlWrVvr+++8VERGhdevWqUePHtWREWgwvMwe6tcqTNLJ0WoAAAAAAKB2cmqk2rFjx7R+/XqVlpbqtddeU1hYWHXlAhqsS9o21Xd/pOs/h3KVfbxYoY183B0JAAAAAACcpsoj1bZv36727dvrqquu0tChQ9W6dWv98MMP1ZkNaJAig3zVPqp8wwJGqwEAAAAAUBtVuaj2xBNPKDY2Vj///LM2bdqkAQMGaMKECdWZDWiwBrQ9ucPu6qQjbFgAAAAAAEAtVOXpn5s2bdLSpUvVs2dPSdKcOXMUHh6u48ePq1GjRtUWEGiIuscGq7Gvp/IKS7XtYK66s2EBAAAAAAC1SpVHqmVlZSk2Ntb2ODQ0VP7+/jpy5Ei1BAMaMk+zh/q1Prlm4apdfI8BAAAAAFDbVLmoZjKZdOzYMeXn5ys/P195eXkObfn5+dWZ1aUSExOVkJCgXr16uTsKUKEBbZtKkv44nKes48VuTgMAAAAAAE5V5aKaYRhq27atQkJCFBISoiZNmuj48ePq1q2bQkJCFBwcrJCQujNFbfz48dqxY4c2btzo7ihAhcIDfZXQLFCGIa3ezWg1AAAAAABqkyqvqbZy5crqzAGgAgPaNtWOw/lak5Sl67o0k6e5ynVwAAAAAABQjapcVBswYEB15gBQga4x/92w4MTJDQt6xDVxdyQAAAAAACAnpn8CqHmeZg/1b3NybTU2LAAAAAAAoPagqAbUcpe0PbkL6B+H85V5rMjNaQAAAAAAgERRDaj1whv7qmOzQEnS6t1Zbk4DAAAAAAAkimpAnTCg3ckpoGuSjqjMYnVzGgAAAAAAQFENqAO6NA9WkJ+XjhWVaeuBXHfHAQAAAACgwavy7p/lCgoKNGPGDK1YsUKZmZmyWu1Hzezbt89l4QCcdHLDgjB9uz1Nq3YfUc94dgEFAAAAAMCdnC6q3X333Vq1apVGjBihqKgomUym6sgF4DSXtG2qpf9J047D+crML1J4oK+7IwEAAAAA0GA5XVT797//rW+//Vb9+vWrjjwAKhHWyEcdmwXp90N5WrX7iG7pGePuSAAAAAAANFhOr6kWEhKiJk2Yega4Q/mGBb/syWLDAgAAAAAA3Mjpotr06dM1ZcoUFRYWVkceAGfQpXmwgvxPbliwOTXX3XEAAAAAAGiwqjT9s1u3bnZrp+3Zs0cRERGKj4+Xl5eX3bGbN292bUIANmYPky5p01RfbzusVbsz1bsFo0YBAAAAAHCHKhXVhg0bVs0xAFTVxW3C9M32w9qZdkzpeUWKDGLDAgAAAAAAalqVimpTp06t7hwAqii0kY86RQdr+8Fcrd59RLf2YsMCAAAAAABqmtNrqrVs2VLZ2dkO7bm5uWrZsqVLQgE4s0vahkmSftmbpVI2LAAAAAAAoMY5XVRLSUmRxWJxaC8uLtbBgwddEgrAmXVuHqxgf28dLyrT5v1H3R0HAAAAAIAGp0rTPyVpyZIltv//7rvvFBQUZHtssVi0YsUKtWjRwrXpAFTI7GHSJW3DtGTrYf20+4gubBnq7kgAAAAAADQoVS6qlW9WYDKZNHLkSLvnvLy8FB8fr9dee82l4QBU7uL/7gK6O/2Y0vJOKCrIz92RAAAAAABoMKo8/dNqtcpqtSo2NlaZmZm2x1arVcXFxdq1a5eGDh1anVkBnKJJgLc6Nw+WJK3adcS9YQAAAAAAaGCcXlMtOTlZYWFh1ZEFgJMGtG0qSVq7N1slZWxYAAAAAABATany9E9JKigo0MKFC7V27Vqlp6fLZDIpIiJC/fr101//+lcFBARUV04AFegUHaSQAG8dLSjRb/uPqk8r1lYDAAAAAKAmVHmk2o4dO9S2bVtNmjRJR48eVWxsrJo3b66jR4/qscceU7t27bRjx47qzArgNB4eJl3y39Fqq3YzBRQAAAAAgJpS5ZFq48eP1yWXXKKPP/5Y3t7eds+VlJRo1KhRGj9+vFauXOnykAAqd3Hrk7uAJmUc0+HcE2oWzIYFAAAAAABUtyqPVNuwYYOeeeYZh4KaJHl7e+upp57Shg0bXBoOwNmFBHirS/MgSYxWAwAAAACgplS5qBYSEqKkpKRKn9+zZ49CQkJcEgqAcwa2C5ck/bIniw0LAAAAAACoAVUuqt1zzz0aOXKkXn31VW3btk3p6enKyMjQtm3b9Oqrr2rMmDH629/+Vp1ZAVSiY7NAhTby1okSizal5Lg7DgAAAAAA9V6V11SbNm2a/Pz89Prrr2vSpEkymUySJMMwFBkZqSeeeEKTJk2qtqAAKle+YcGXmw9p1e4j6ts6zN2RAAAAAACo16pcVJOkxx9/XI8//riSk5OVnp4uSYqMjFSLFi2qJRyAquvfOkxfbTmsPZnHdfBooZqH+Ls7EgAAAAAA9ZZTRbVyLVq0oJAG1DLB/t7qFhuszfuPavXuLA2/MNbdkQAAAAAAqLeqvKaaJKWlpWnKlCm69NJL1aFDB11wwQW69tpr9eGHH8pisVRXRgBVNKBtU0nS2r1ZKi7jexIAAAAAgOpS5aLapk2b1KFDB3399dcqKirS7t271b17dwUEBOjRRx/VxRdfrGPHjlVnVgBn0bFZoMIa+fx3w4Kj7o4DAAAAAEC9VeWi2sSJE/XQQw9py5YtWrt2rT7++GPt3r1bn332mfbt26cTJ07o6aefrs6sAM7CZDq5YYEk/bQr081pAAAAAACov6pcVNu8ebNGjBhhezx8+HBt3rxZGRkZCgkJ0cyZM/V///d/1RISQNX1bx0mDw+T9h0p0IGcQnfHAQAAAACgXqpyUS08PFxpaWm2xxkZGSorK1NgYKAkqU2bNsrJyXF9QgBOCfL3UrfYYEnST7uPuDcMAAAAAAD1VJWLasOGDdO9996rZcuWaeXKlbr99ts1YMAA+fn5SZJ27dql6OjoagsKoOrKNyxYvy9bRaVsWAAAAAAAgKtVuaj2/PPPKyEhQddee60uu+wyFRcXa86cObbnTSaTXnrppWoJCcA5CVGBatrYR0UlFm1MYQQpAAAAAACu5lnVAxs1aqRFixapqKhIZWVlatSokd3zV1xxhcvDATg35RsW/PO3g1q164gubtPU3ZEAAAAAAKhXqjxSrZyvr69DQQ1A7dO/TZjMHiYlZxUoNZsNCwAAAAAAcKUqj1QDULcE+nqpW2yINqXkaNXuTI3oE+/uSACqQVFRkVJTUx3ay8rKlJGRoaSkJHl6Ov5xHxsbK19f35qICAAAgFqGv0O6BkU1oB4b2K6pNqXkaP2+HN3SM0a+XmZ3RwLqJXf+pSQ1NVVjx46t9PmFCxdW2D579my1bdv2vPoGAABA3cTfIV2DohpQj7WPbKzwQF9l5hdpQ3KObVdQAK7lzr+UxMbGavbs2Q7t+/bt04wZM/TEE0+oZcuWFZ4HAACA+i0jI0N5eXkO7cXFxZo8ebJD+6FDhzR37lyNGjVK0dHRFZ63e/duu7agoCBFRES4LnQdQlENqMdMJpMGtG2qxZsOaPXuIxTVGgCGcbuHOwtbvr6+FRbmysrKbH3wr4kAANirqNBQXFys9PR0h2MtFov+/PNP+fj4yGx2nPkRGRkpHx8fh/aGXGhA7ZCRkaHb7xihstISp8+dO3dulY/19PLWgk/mN8jPO0U1oJ7r2zpUX2w+qJSsAu3PLlBcaIC7I8FFdu7cqQMHDti1paWlac6cOZWeU9mIqTFjxigqKsqhPSYmRu3bt69SnnMt6El1v6hXU4Wtyv6lsSLl70Vqamqlr3tF+AUAAFDfnWuhYdmyZU4d35ALDagd8vLyzqmg5qyy0hLl5eU1yM86RTWgngv09VKPuBD9mpyjVbuP6M4+FNXqg4yMDI0bN15Wq8Ul16usEOfhYdanny6s0h+Q5zoFUmJthqrIyMjQHSPuVGlJsVPnzZgxw6njvbx99Mn8eQ3yL0UAgIaBQgMamqLo7jK8G1XLtU0lx+V7aHO1XLsuoKgGNAAD2jXVr8k5Wr8vW7f2jBHbFdR9eXl5slotNfIHZFX/MniuUyDLz60LnBkpJp3baLHKRorl5eWptKRYJ1oOkNU3qMoZnOFRlCftW8UvAACAei0oKEieXt7VXljz9PJWUFD1/JkNVEVQUJC8vH2kai56eXn7NNjPOkU1oAFoF9FYEUG+ysgr0vp92erXMsTdkeAilqDmsgaEVcu1PQqynPoDuL6v7XWuI8Uk50aLnW2kmKn4mDwM438NhkWmkkKnMxne/pLJvsRuKjnu9HUAAKhrIiIitOCT+Q7/ULZ//3698MILTl9v8uTJiouLc2hnSQW4W0REhD6ZP8+pfxSuyj+In64hf9YpqgENQPmGBZ9vPKCfdh1R3xbB7o4EF/EoqvofkLXp2nWRu0eKBQUFycPDXO3D6z08zFX+l8aGvI4eAKBui4iIcPiztrJR92VlZVqzZo369+/Phk+ocyr6rEuV/z3ubPi826OoBjQQ/VqH6Z+/HdSBnELtz3F+VAtqF9tQ7n2rqrWfhjyUuzJW36BqGx14JhEREZo1K9Fhc4rS0lJlZWU5HG+1WrVr1y61a9dOHh4eDs+HhYXJy8vLoT0mJqbK/9LIOnoAgPqkslH3paWlSkpKUps2bSr8sxOoi87297jKZlrwdzh7FNWABqKRj6d6xodow74crU7KVs2XBOBKzg7lPpdh3FLlQ7nZhdI92rdvX+XdWEtLS7V06VINGTLEJb8AVPSeFxcXa/LkyQ7HHjp0SHPnztWoUaMUHR1d4fWKi4u1e/duuzbecwAAgJpxPiMz8T91vqh27NgxXXrppSotLZXFYtEDDzyge+65x92xgFrh9CG9cT7FWlFQoJW/H1cfU2alU7MY0ls3VDSUuyaGcTf0XSjNeQflcSLXvtFF65rV1jXNMjIydPsdI5xe0Hnu3LlOHe/p5a0Fn8yvde85AABAfcPITNeo80U1f39/rVq1Sv7+/iosLNQFF1ygG2+8UaGhoe6OBtSoikaRnL7YqiEpJ/5ylfk01u6MrVr82YIKr+WKxVZZa8k9amIYt7vXFnOX2rimWU3Jy8ur9h3SJKmstKRWvecAAADAmdT5oprZbJa/v7+kk7/EWywWGafuigY0AFUdRWKS5J+9U4VN2qg4IFJWD+8Kj3vynf+rsN3Dy1d3jrlbgYGN7fs/fFD52Zl2bXl5+Vq7bl2lWWYv+63S5/r26aOgoEC7tsDQcEU0a17pOVVlsVj0R7pJORtSZTabz36CC9VE36WlJg2dONOxb6tVe/fuVatWrWSuYH2tn9NNWp+dUqU+MjNylR/RTSWN42T4BJxv5AqZvIJVGtFNS3bkKryKuSrjytf96vHPOnzWJamszKKCggKHdsOwKiMzUxHh4TKZHF/3gIAAeXraZwoMDdd3+05I+1LOK6sr7zszI1fHwi6QJTBShtmnimcZMhtl8rCWysOwyHSWo00lx6u9YAkAAAC4ktuLaqtXr9Yrr7yi3377TWlpafryyy81bNgwu2NmzZqlV155RWlpaerYsaPeeOMNXXzxxbbnc3NzNWDAACUlJemVV15RWBirRaFhcWYUid+xg/I7dvCc+jke2l4/78lWo4AiW1txcbF2LV+ggKw/HY5vdE69SNu/3eXQVhDWQe0G3y4fn6r+Ql8xq2FVZq5J2UlZ8qigyFGdaq5vx/KF1TAp0xqo0jyTPEwVlDdyc6t89eMFhToRHC+LZ4AMU8WF2fNl8pQswfHaeKhQjXKPnNe1XPu6+0jeMY7N3pL8K+67wGiq403DK+zbsQwnHT4m7dx1fvdc3rer7ru4uERFTdvLarU4eaaPZJY8ykrkdSJLXiey5X0iW55FuTLJ8R/A2BgDAAAAdYnbi2oFBQXq0qWLRo8erZtuusnh+UWLFmnixImaNWuW+vXrp/fee09XX321duzYYVsgLzg4WNu2bVNGRoZuvPFG3XzzzUwdQYMSFBQkTy/vKhfWSn2CVOYb7HQ/niZD13aKsPulNy8vT3uWW3UiyHG6qCuZZdVVHULP+xdui8WiLVsy1K1LM7eMVKsPfaelpSn5h+0qsRTJ8KmgkuQCpuJCeWfv1mWt+isqKuq8rlVfXnd3931Vh1AVFtqvG1dWWqrcvFyHY3Nyjmrlz2vUoddAFZgDZDmtfuZpklqFN1bLMD/FB/soJshL3p4edWqjgnOd4s70dgAAgPrD7UW1q6++WldffXWlz7/++uu66667dPfdd0uS3njjDX333Xd655139NJLL9kdGxERoc6dO2v16tW65ZZbKrxecXGxiov/t7h2fn6+pJOL8ZWWlp7v7dRJ5fftjvt3Z9/u7t+VfTdp0kQfz/3IYU21kpISpaenOxx/+PBhzZs3T3feeaeaNWvm8HxkZKS8vR1HIAUFBSk8PPy01qYa1GqKQ9+pqalOL0xf7oknnnDYVabivp1XWloq0wFDg9uH1vjCm/Wl7ySvXC08ulf+R/e6KF3l+sf6qU2bpud1jfryuru/b8f3ISkpSePGPVHh0Y0lHVz6hwyTh0p9glXqH6ZSv1CV+oXKavaSp08nZZV569f0QnmYTIoJ8VPr8EK1Ppap1uGNFOR37plr4mf7vn37NG7cuEqfX7hwYYXts2bNUps2baolE3+m0ndD6p++ec/pu/7331D7dnf/7r732sCZezcZtWgBMpPJZDf9s6SkRP7+/lq8eLFuuOEG23EPPvigtm7dqlWrVikjI0N+fn4KDAxUfn6++vTpo08//VSdO3eusI9p06bp2WefdWhfuHChbW02oL7IyMio9Be7Mxk+fPh5jxYpLS1VTk7OOZ3bpEkTdpqpxfLz8/XR3LmyWpydCugcD7NZo0eNUmBg4NkPhlucy/e5YUjHLGYV+YQoq8RTaYUmHS9zPC7QS4r0NxTpJ0X6GQryliqauewuld17Tk6Oli1bpquuukpNmjRxeJ6fbwAAALVbYWGhhg8frry8vLP+LuL2kWpnkpWVJYvF4vDLfUREhG30zcGDB3XXXXfJMAwZhqEJEyZUWlCTpCeffFIPP/yw7XF+fr5iYmJ0xRVXNNhf3EpLS7V8+XINHjzYLSMp3NW3u/uvib6LiorUv39/h/aysjKtX79eF110UYXTk2JiYqptehLvef3o+9JLL61ToxPry+teX/vOKSjRniPHtSezQHuOFOjQ0RMyZChXUq5V2lkgNS7zUuvwALVu2kitwwMUE+InT3PFa8W58t4zMzMdPutnkpycrGXLlqlTp05q0aJFlc9zxeedn6/0XdMa6r031L7d3T998543lL7d3b+77702KJ/RWBW1uqhWznTaP00bhmFr69Gjh7Zu3Vrla/n4+FS40LmXl1eD/cCUc+dr4O7Xv77eu5eXlxISEhzaS0tLlZycrA4dOtTL+67t/deHvqOjoxUdHW3X1rJlS7Vs2dLh2LKyMq1Zs0b9+/evsIgr1cw6U/Xhda+vfUcEeykiOED9/jsrsrCkTHszC5SUeUxJmce178hxFZRYtO1gvrYdPPmXHG9PD7VsGqA24Y3VJqKRWjVtJF8v+7XjzvfeMzIyNGr0GJWWFJ/94NO88sorTh3v5e2jT+bPq9Io4bOt55aSksL3Gn03mP7p2z0a6r031L7d3X9D7dvd/bv73t3Jmfuu1UW1sLAwmc1mhzWhMjMz68xCxgDQUPj6+qpt27YO7aWlpUpKSlKbNm0a7B/McI6/t6c6NQ9Sp+YnNyb5/Y8d2rJrv9KOlyjtWKnS80uVXWpR6q4S/fTfc0ySgn1MaupnUhNvQ+kHU7TrUI7MFYxmCw4Oludpn8WIyGZq0bKVXVvK/kwVeASoNKa7rN7OLRFhMqwn9+E1rDLJqGBP3lOOLTkuHdqsvLy8Kv39JjU1VWPHjq30+TNN+589e3aF36cAAABwXq0uqnl7e6tHjx5avny53Zpqy5cv1/XXX+/GZAAAoCZkZGTogfvvl9V69jX8jks6eMrjPzasqnI/BWEd1G7w7Xaj2Y8XFKgkIFyNDqxzIvG5KQ6I0PdJ+dpddFg+nmb5ennI18usgvxclZ4okLfZQ96eJvmYTZKlVE899ZTDSP5Dhw5p7ty5GjVqlMNIUls/xcXavXu3XVtd2nUVAACgNnF7Ue348ePas2eP7XFycrK2bt2qJk2aKDY2Vg8//LBGjBihnj17qk+fPpo9e7ZSU1N17733ujE1AACoKR5m81mLahazj8p8AlXqEyyLT5AMD/MZj3fg5afwxt7y8/vf1MgT3oZ2NYpUrk+QU5cyZJI8PGWYzDI8Kl73zbF/f60/WKQtRw7ZmoqLi7Vl69aK792QTEaZTNYyeVhP/tdkLZWpWW+9/fV6eRXnybMoTx5lhWccJSc5N/UUAAAA/+P2otqmTZs0aNAg2+PyTQRGjhypuXPn6rbbblN2draee+45paWl6YILLtDSpUsVFxfnrsgAAKCGREREaMEn8x02C9i/f79eeOEF22OzpVjmwiPyKTxy1mtOnjzZ4e8RlY3WyrgsrsKNCk7vvzKGTDI8PG1ffxt/v5pGRKm4zFCxxaqSMkMlFkNmb1/5+DdSUalFxWVWFZVadTjziLbnH5aHfxNZzeXbn55aIjNL8pH1tD5LJZ2wPbLK47+FN7Nx8r8eRpntKs5OPQUakrOtX5iUlFTh+oU1sXYhAKB2cHtRbeDAgTIM44zHjBs3TuPGjauhRAAAoDaJiIhwKPjExsZq9uzZFR5/ts0xnPmFt6K+z9S/K/vevdvQhtlrq3Ts+bB4+quw9PTSHIBzXb+QtQsBoOFwe1HNXRITE5WYmCiL5exrtAAAgNqlso0xpJrZHKMmNuYICgqSp5e3/r+9+w6PqkzfB37PpHchIZQQUoDQUmgBKUJCkSILKIKAdAX8bRYQVNgvuGJZ3JWiqICCC1LEDsguCi6EoogYEEMNECEhBEJCSUhlMuX5/ZHNmGEmSDBnTsjcn+uai5lzJuc+Z87kZfLMe97XoC+9p58XAAYXbxhdvWF08YbRzRtGFx+YnG77+OfiicX7r6HBqaMIruOJJv4eZf/W9UQ9HzersduIaqPs7GyrXqk6nQ7z5s2zeu7vjV9oa+xCgOMXEhHVRg5bVEtISEBCQgLy8/Ph51e1sVKIiIiIlFbZpa86nc5qZnQAMBqNSE5ORtu2beHkZHtMufr16+OWOONKoaFsJtUCPW7oNCg0aJFbVIrcolIcy8wzP9/NRYvgOp5oXLesyBbo6QRjQQ5cbcyqykviSAn2uAQzOzsbY8aOg75UV6V9W7t2bZWez/ELiYhqH4ctqhERERHVdJVdfhoVFWW1TK/XQ6fToXfv3lXuJVdSakRmbjEybhTj4o1iXMwtwbkrubhepMf1vAIkp/3veSXFSD2bCufSAjjrbpbdbuXBWXcTTsaygkRll8RVZSw7cjy2eooBvz9+YXW8327evAl9qQ63gtpDXL2ruOd3h+MXEhHVTiyqERERETk4D1cnNK/vg+b1fQCUFThGj5kJnTjB6OoNg6tP2WWkrj5wdior2BlcvWFw9QZ8yi5/0xr1gFQ+rMbza3dbL3TxwEO9H4aHu8cf2n+TmJB5UYvvtpyAVnOXM65WE5OYcDlTi+TtZ+Dt7gJPV2d4uTnBw8UJXm7O8HB1gperMzxdnf53c4anmxM8XZzgbKPHny332lsLqHqPrbvtGQmU9Y5MSUmBm5ubzd6RDRo0gJubm8UyW4Wte+0pdie2CnG/11PM/dKRassnIiLHwKIaEREREVm4efMmjHodnAE4G4rhVpyjSE6hf0tczb8Fb6Pty1XvlklMKDQAN4pKVSmq5euB9OtFVc52c9HCw+V/RTiL4ttvRTgvN2dcu3IZbyx4FRpTKbRGPTRGPTQVZnGtrLcWcPeD5mdnZ+PJMWPvaQy/HTt23PVznV1csfGjDRaFrfKeYqUBzSEunpY/ICZoDLeqvE/i7A5UOB8afTFwLdVmT7E/On7h3XJ2cbU57Myvv/6KtLQ0i2XFxcU4d+6c1XNFBOnp6fj1118rHe+wadOm8PS0fB3DwsLQrFmzP7D39sNZV0kpp0+fxsWLFy2W6fV6XLt2zeq5JpMJZ86cQW5uLrRa2217QECAVc/w4OBgtGzZsvp2mmo8FtWIiIiIyEJViwwmaGF08QSqOKeB162reL53GAICAu5hL39jMOixd+8VxMW1gLOzMpNT3Ck7cc8VdHywKUpNQLHOiGK9EcU6A4pKy/4tf1xcakRxqRG39GU9+nR6E3T6UuQV/7Y9nU4HvcFgkWEyGRHQe5LFMg0AY2kJ0n89i4jmzeHl5WVz/xbvuwyn/dkWy1xdXeHhYdk7sKSkBAXeTeCR++s9vhJ3p8C7CV7fmQ4Pj9/2qaSkBCV1msHjWqqi2SV1mmF5Ui48jh+zWtdm/GsoLbV8vxuNRpSUlFg9t6ioCGfPnkVERITN193Dw8Nmzz1XV1e8tT8bgOX5SP5mA26dO1SlYzl+/HiVnu/eNBZtB461Wl6QexVFuZYFBYPBgIL8fJvbEQiKCwvwUdIluGoBZ63ARStwhsBFCzQOagA/Tw+4Omvg5qSFq5MGzcND0bplBFyd767ozFlXay9bRS3g3gtbtopagO3CVnZ2Nv785wSYTFWbqPDHH3+s0vO1Wid88snHNnvkqtETmJTHohoRERERWahskoTKxrfSwgStvvCO21RyTDW9Xo9ADyDU30uxGV/vlN3QE4hp7HfX2UaToKRCoa2o1ICSUiMuZV/DPxcugtFohEnrDDHfXGDSOgNal7LHFXooaQCknj5ZtZ128URMbJfb/iDTIrznMOgKcy2eqtPdQkaG9R/Bd6NJk2C4uVn2HHLzroNCgxaFBRUv9bSdDZT9Ua23UdwVAYoKC+Hl7Q1bHbZcXFyt/gi3nf3bPkBrua+FJUU4dtJ6Fk8AgKsXUtIv2VwVHR0Dby/rHlOlBtjMrhvTC7fC2lksMxqNKCoqtnouRFByq6TskulKeqp5eXla/RHu7lsHV21kp/3wLUxpSTa3cydXK1luq9SnDeuEsJ7D4eykgYeLEzzdnOHh4gST/hY0hlK4u2jh7qyBu7MWbs4aOIsRo/7yf3BzAtycNHB1AtycgKtZl7FuXdVmXWWRoea416IWUD2FrZs3b8JkMlqPnShGaEpt/K7dBXH1BDS//a5pSgvhbmPsRDV7ApPyWFQjIiIiIiu2Jklo0qQJVq1aZfP5BoMB+/fvR/fu3Xlp1u9w0mrg7eYMbzfL1ynYQw+P3PP39EdnVYirF6Y/NwL+Af6/+1ydToesrCyb64wGA37++Qg6dGgPJxvnvGHDhlY9KaqLQW/Avu/2oWePnnB2UeZPGp1Oh6xO1r0oa9NxZ7QZi0uZ8RbLSkpKcPGi9eWXAGAyCTIvZyGgQSMYoYXBpIHBBOihgd6kge8DdSFOztDpBaVGgc5ogpNXnbJ9NwoKjAYU3DJAp9Phl+Tkqr3XBdBEDMHCA7kArAuwwAmrJRqtFrEdO/7h82EyCbKztdiWlwyttopdcv8gNbOrM7+wsBA5oX0gWmdAe1vPKxFATFXfqEZrXVw2GaExGTBrcwq8vX/7QqCwsBA5EUNg9AyAOCnz5YvGqIeTVzBeSbwM759+6+1ZWFiImz5h8LpxRpHccjd9wqyO+16YTIJbN7QYWE37VduxqEZEREREd8Xd3b3Sy6v0ej1SU1PRvHlzu/cWqy3q16+PFSuWV3nMnxYtWtzDmD8hNp9vzRutG9suvun1epTkXEB8xzaq9BA87QGE11Oyd6LtY69Nx920XhQQaz2b8J3yv/nmGwwcOPCu80X+1zOz1IiS/10CfeZcGlK//gm6Ru1hdPX+X+9LLUSjhWg0kPL70P5v3T0Uc0x6OBVfR4lODydn16r/fMVNiQlGAQwmE7Ri/3Eb1cquznyN1hni5mO7kFqdtUInJ2hdPKDROsNgFIt8jZMLtCU3qjHMmsbJxWb2rbrNcMunkaLZcPG0yr4XJjFB2a92ahcW1YiIiIiIaoiWLVve9SDX91LgILI3jUbzv8k3fvvTU5PvDo/8i9D41LO8FA+weTmeQPO/iScqr76YXNwB7W8Z2tJCuGYdx3N/7oumTZv+oWPQGwxI3LULvftEwqWSmXaVomZ2dedffTgU+TbG68vMzMRbb71V5e3NnDkTjRs3tlru6+uLevXq3VV+aWkpcnKsJ+PJysrCp59+ipEjR6Jhw4Y28wMDA+HqalmwrY5soOwS8BMnTiAyMtLmmGpVya4qvcGA3bt2/eHtOAqHLaotX74cy5cvh9HIGiwREREREZG9+Pn5Qat1gvulI4rmaLVOCGngD3/vP3b5p16vhbcL4O/lqkLvRPWyqzvf39u6AAYA0S3CEdk81Gp5dQ8rYCv/7NmzePGF120+3wnAFx99WOn2qjI5RmXHXhm9Xg9XKcXAAX1Uec958Xuau+awRbWEhAQkJCQgPz/f5tTWREREREREVP0qu9QZuPfLnSu71JmDttd8lQ0tYI9hBSobK/T3CnrlP0vksEU1IiIiIiIiUkdVLnUGeLkzKUPNgh7VDvYf6ZCIiIiIiIiIiOg+x6IaERERERERERFRFbGoRkREREREREREVEUsqhEREREREREREVURi2pERERERERERERVxKIaERERERERERFRFbGoRkREREREREREVEUsqhEREREREREREVWRwxbVli9fjtatWyM2NlbtXSEiIiIiIiIiovuMwxbVEhIScOrUKRw6dEjtXSEiIiIiIiIiovuMwxbViIiIiIiIiIiI7hWLakRERERERERERFXEohoREREREREREVEVsahGRERERERERERURc5q74DaRAQAkJ+fr/KeqEev16O4uBj5+flwcXFxmGy185nNc87s2p/PbJ5zR8lWO5/ZPOfMrv35zOY5d5RstfPVPvaaoLw+VF4vuhOHL6oVFBQAAIKDg1XeEyIiIiIiIiIiqgkKCgrg5+d3x+do5G5Kb7WYyWTC5cuX4ePjA41Go/buqCI/Px/BwcG4ePEifH19HSZb7Xxm85wzu/bnM5vn3FGy1c5nNs85s2t/PrN5zh0lW+18tY+9JhARFBQUoFGjRtBq7zxqmsP3VNNqtWjcuLHau1Ej+Pr6qvZLo2a22vnMVoejHrujZqudz2x1OOqx83VntiPlM1sdjnrsjpqtdr6jZqudr/axq+33eqiV40QFREREREREREREVcSiGhERERERERERURWxqEZwc3PD/Pnz4ebm5lDZauczm+ec2bU/n9k8546SrXY+s3nOmV3785nNc+4o2Wrnq33s9xuHn6iAiIiIiIiIiIioqthTjYiIiIiIiIiIqIpYVCMiIiIiIiIiIqoiFtWIiIiIiIiIiIiqiEU1IiIiIiIiIiKiKmJRjYiIiIiIiIiIqIpYVCMisiM1JlzOy8tDUVGR3XONRiMyMzORmZkJo9Fo93xS18mTJ9XeBVWYTCZkZGQ43HveZDLhwoULMBgMds3Nzc1FcnIyTp48iVu3btk1m22cY2Mb51jveTXaOLZvpCZHbePuBYtqZGHevHmKZ3z66ad4/fXXkZycbLH8H//4h6K5er0ey5Ytw4oVK2AwGPD5559jyJAh+Nvf/obS0lJFsysTFRWlSm5NoEZxyd4OHz6Mzp074/HHH0dWVhbi4+Ph7OyMqKgoHD16VNHs/Px8/OUvf4Gfnx/8/f3h6+uLkJAQrFixQtFcAMjOzsbo0aPh4+ODjh07on379vDx8cHo0aORlZWleH5levXqpXhGXl4epk6diocffhjLli2zWDds2DBFszMyMjBs2DCMGDECV65cQUJCAnx9ffHQQw/hwoULimYXFxdb3QYNGoSSkhIUFxcrmv3DDz9Y7EdCQgJiYmIwYcIE5OXlKZoNAHPnzkV2djYAIDk5GSEhIYiNjUVQUBAOHDigaHZAQABmzJiBY8eOKZpjy44dO1C/fn107NgRJ06cQKtWrRAbG4uGDRti7969iudnZmZi0KBBCAgIQIcOHfDQQw+hbt26mD17NvR6vaLZjtrGqdm+AWzjyveDbZx9qNnGsX2zrTa3cWq2b4C6bVxtwKIaWdiwYYOi23/xxRexfPlyZGVlYcCAAXj77bfN67744gtFs6dPn449e/Zg27ZtGDt2LD799FOMHj0aZ8+exQsvvKBoNgB06tTJ6paammq+r6S0tDTzfRHB4sWLMWTIELz88suK/+cMAMuXL0dOTo55Xzp37gxXV1e0a9cOKSkpimZ37NgRS5cuxbVr1xTNsWX69OmYPn064uPj0aNHDzz++OMoKCjAvHnzMG3aNEWzJ06ciMDAQOzZswfTp0/HG2+8gc8//xxbt27FggULFM0eM2YMOnTogJycHFy5cgU5OTnIyclB+/btMWbMGEWzbX0oKL+lpqYqmg0AzzzzDPz8/DB16lRs3rwZw4YNM3/De/78ecWze/TogaioKDz88MNo1KgRUlNTMWzYMMycOVPRbG9vb/j4+MDb29t8u3DhAry8vODj46NodsXfpZdeegkFBQVYuXIl6tSpgxkzZiiaDQBbt25F/fr1AQB//etfsXr1amRnZ2Pbtm2YNWuWotk+Pj4wmUyIj49HbGws3n//feTn5yuaWW7evHnYvHkzXn75ZfTp0wdLlixBTk4O/v3vf2P27NmK50+cOBEjRozA1atXsXjxYsyaNQtpaWnIyclR/P90R23j1GzfyvPZxrGNc4Q2zlHbN8Bx2zg12zdA3TauVhByOLGxsTZvHTt2FDc3N0Wzo6KiRKfTiYhIVlaWxMbGyoIFC0REpG3btopmR0ZGiohISUmJ+Pj4SFFRkYiI6HQ68zoltWrVSp5++mnZt2+f7N27V/bs2SMNGjSQvXv3yt69exXNbteunfn+q6++Kn379pVPPvlEhg8fLtOnT1c0W6Ts2Ms99thjsmrVKikuLpZNmzZJXFycotmNGjWSQYMGiaenpzz++OOyY8cOMZlMimaWq/ieDg4OrnSdEtq0aWPxuEuXLiIiUlRUJBEREYpmt2jR4p7WVQeNRiNarVY0Go35Vv5Yq9Uqmi0iEhMTY75vNBplypQpMmjQICktLVX8nJdnm0wmqV+/vsW66OhoRbMnTpwoTz31lOTn55uXhYaGKppZruLr2rZtWykuLhaRstffHm178+bNzffbt29vsa7i+0EJ5W27TqeTjz/+WPr27Sve3t4yduxY2bdvn6LZFV/328+10u91kbLPExV17txZREQMBoPFOVGCo7ZxarZvFfPZxrGNq+1tnKO2byKO28ap2b6JqNvG1QbsqeaAzp49i1deeQWLFi2yuvn5+SmabTKZ4OrqCgBo0KABdu3aha+//hqvvfYaNBqNotkuLi4AAHd3dzRt2hSenp4AAFdXVzg7OyuaDQC//PIL/Pz88Oabb6JFixaIi4uDh4cHevbsiZ49eyqaLRUutdy6dSs+//xzjBw5Ehs2bMDu3bsVzQbKznu5tLQ0TJ48GR4eHnjssccUv3QhMDAQ//nPf5CamooOHTpg+vTpCAkJwUsvvYT09HRFsw0GA0pKSpCTk4Pr16+be+sVFRUpPjaGRqMxd9e+evWquUeip6en+XdQKR4eHvj++++tln/33Xdwd3dXNLthw4bIzs6GyWQy34xGI0wmExo1aqRoNgDodDrzfa1Wi5UrVyIsLAxDhw5V/DLz8jZUo9FYXVqudPu6Zs0aDB06FL1798b27dvtkllORMyXJ7i4uMDDwwNA2etvj7a9U6dOeOuttwCU9Yz97rvvAADHjx+Hm5ub4vlA2f9jo0aNwn//+1+cPHkS4eHhmDBhgqKZJpMJOTk5+PXXX3H9+nX8+uuvAMraG3sMqaDVas09kM+fPw+ttuwjrZOTk/n/e6U4ahunZvsGsI1jG+c4bZyjtm+A47ZxarZvgLptXK2gclGPVBAXFyc//PCDzXWNGzdWNLtz586SlpZmsaygoEC6du0qrq6uima3bdtWDAaDiIikp6ebl+v1ert801fuu+++k44dO8qHH34oYWFhdsms2FOtU6dOFuvs8e3yn/70J9m0aZOIiIwcOVJSUlJEROTSpUuK51c89nL79u2TCRMmiK+vr6LZixYtkpCQEAkKCpLFixdLjx49JCEhQWJiYmTu3LmKZi9cuFCio6MlISFBIiIiZOXKlSJS1kP09m9Aq9vBgwelWbNmEhkZKY888ogMGjRI2rRpI82aNZODBw8qmv34449LYmKizXWDBw9WNFtEpF+/fjbb12nTpin+DWvnzp2lsLDQavmNGzesehco5dq1azJy5EgZP368Ve9Mpdz+LfbFixdFRKS4uNgu3+7m5ubKo48+KqGhodK9e3dxcnKSkJAQiYqKkp9//lnRbHu035XZsGGD+Pr6iq+vr2zcuFG6desmjzzyiDRs2FDeeecdxfPXr18vjRo1kkceeUQaNGggW7ZsEZGyNq5///6KZjtqG6dm+ybCNo5tnH2p2cY5avsm4rhtXE1o30TUaeNqA42IA4wWThYuXLgAX19f1KlTx2pdaWmpor1Y9uzZg7p16yImJsZieVFREd5++23MnTtXseyDBw+ibdu2Vt+ynD9/Hnv37sWkSZMUy75dcXExXnjhBezfv1/xAeuBsl56derUgYigoKAAmZmZCAgIgMFgQLt27XD8+HFF8y9evIhHH30Unp6eCAgIQGJiItq1a4dLly5hxYoV6Nu3r2LZ7dq1wy+//GJzXWFhIby9vRXLBmAeXDc6OhoZGRn44osvEB4ejkcffVTRXADYtWsXjh49io4dOyreG9KWw4cPIyMjAwDQpEkTdOjQodZ/65WVlQUnJycEBgZarTtw4AC6du2qWHZxcTE8PDysXuOcnBxkZmaiffv2imXf7ssvv8SePXuwfPlyu2XeLi8vD6dPn8aDDz5ol7xz587h1KlT0Ov1CAkJQYcOHRTPTElJQatWrRTPqUxubi5MJhP8/f1RUFCA//73vwgPD0e7du3skn/mzBmcOHECbdu2RdOmTe2SWZGjtXFqtm8A27jbsY1TnpptHNs3++NnuN988cUX2Lt3r6pt3P2ERTUiB3D7rDGNGjWCi4sLrl69iv3799ulwAMAiYmJFh/IBgwYYL4MV8nM3r17K5pBREREREREjodjqpHZihUrsHnzZmbXwvyQkBCLW/l4DPXq1bNbQQ0AevfujWnTpmHWrFkYNmyY4gW18syaZt68eXjzzTdRVFRk9+y5c+eqlg0A48ePVyVX7Wy185ntePmOmm2PfL1ej3/+85+YMmUKtm3bZrFO6ZmdHTVb7fyakv2f//zHrtm35zvq6+5I2Tdv3sTzzz+P2bNno7CwEIsWLUJMTAzGjh2L3NxcRbPVznfU7JqQf79jUY3MMjMzsWbNGnTp0oXZDpKvZnEHULfAo2Z2o0aNcP78eQwaNMju2UFBQaplA2WXgKtFzWy185ntePmOmm2P/GnTpiE5ORktWrTACy+8gJkzZ5rX/fDDD8yuhfk1JXv27Nl83ZmtaPaUKVNgNBqRm5uLwYMH4/z581i1ahUCAwMt9qM25jtqdk3Iv9/x8k8HlpGRYXGtfJMmTQCUzTJkz2vmc3NzzeO72TP7+vXrOHnyJFq0aIH69evbLTs5ORnp6elwcXFBq1atEB4eDsD+rzsALF++HCkpKTh58qQqfwSpma/2sddmtsaiAMre43l5eeaZSGtbttr5zLZ/ttr5jpqtdn5MTAySk5Oh0WhQVFSEkSNHIigoCO+///4dx/Fk9v2b76jZaucz2/7Z0dHROHbsGIxGIwIDA5GdnQ1nZ2eYTCa0bdvWPFZwbcx31OyakH+/U34eZqpxTp8+jUmTJiEtLQ1NmjSBiODixYsICwvDmjVr0LJlS8Wyjx49ikmTJsHJyQnr1q3D888/jz179iAgIABff/211RTC1WncuHFYtGgR6tevj927d2PkyJEICwtDeno6PvjgAwwePFixbKBswPonn3wSFy5cQFFREVq3bo1Lly6hT58++Ne//gVfX19F821JSEiwe2ZNyVf72K9fvw5/f3+7Zq5evRpPPfWU4jkigsTERPj5+Vkt79atW63NVjuf2TznjpKtdr5erzd/Cebl5YUtW7ZgxIgRmDx5sqK5jpytdr6jZqudz2z7Zzs7l5UHnJyc0KRJE/NjrVYLrVb5i9zUzHfU7JqQf99TalpRqrk6d+4sX375pdXyL774QmJjYxXN7tGjh3z11Veydu1aadKkiaxfv15ERDZv3ix9+/ZVNDsyMtJiP44ePSoiIunp6dKuXTtFs0VEunTpIvv27RORsuN99tlnRafTybx582TcuHGK51fmxo0btT43JSVFsrOzRUTk7NmzsnbtWjl8+LDd8m1Reprqr7/+2urWoEED830l9evXT3bv3m1zndLTgquZrXY+s+2frXa+o2arnd+jRw85fvy4xTK9Xi+PPfaYaLVaZtfCfEfNVjuf2fbP7tChg9y6dUtEREpLS83Li4qKJDo6WtFstfMdNbsm5N/vWFRzQBEREfe0rjq0bdvWfP/2okJMTIyi2c2bNzff79ixo8W6qKgoRbNFrI+v4j5U3DclJCcnS0REhLi7u8tjjz0mV69eNa+zR0Fx6dKl5vvnz5+X1q1bi7u7u4SGhsqxY8cUzV64cKEEBgZKcHCwfPTRR9KkSRMZPny4BAcHy7vvvqtotq3CVvmtXr16imZrNBrp2rWrxMXFmW/u7u4SFxcn8fHximYXFhaKTqdTNKMmZqudz2x1OOqxO/Lrfvz4cUlNTbVabjAYZOPGjcyuhfmOmq12PrPtn52WlmZRVCmXkZEh33zzjaLZauc7anZNyL/fcUw1B9StWzc888wzePLJJ83dOU0mEzZs2ICVK1fiwIEDimW3bdsWycnJAMpm51q3bp15XUxMDI4ePapY9rRp0+Dk5ITXX38dr732GiIjIzF69Gjs2LEDCxcuVHxcrdjYWGzcuBERERFISkrCnDlzzJmtWrVCSkqKYtlxcXF44YUX8OCDD2Lp0qX48ssvsWvXLgQFBdllPI727dvjyJEjAIBRo0ahe/fuSEhIwKZNm/D+++9j586dimW3adMG+/fvR2FhIVq2bIkTJ04gLCwM165dQ1xcHE6cOKFYtpOTE3r27AlbzezBgwdRUlKiWPa6deuwatUqLF26FLGxsQCAsLAwpKWlKZZJRERERETkSDimmgNat24dpk6dihkzZqBRo0bQaDTIzMxEu3btsHbtWkWz69evj/z8fPj6+loU1LKysuDu7q5o9pIlSzBnzhwEBQXB398fb7zxBiZMmIDevXtjzZo1imYDwGuvvYZu3bqhfv36uHr1KjZt2gQAuHLlCrp3765odn5+Ph555BHzfrRo0QK9evXCrl277DI5QsWi0qlTp/DJJ58AAIYNG4bXXntN0Ww3NzfUqVMHderUQUBAAMLCwgAAAQEBcHFxUTS7efPmWL16tTmzouDgYEWzx48fjz59+mDKlCmIiorCK6+8YveJMG43d+5cBAQEYOrUqfDy8nKYbLXzmc1z7ijZauczm+fcUbLVzme2/bPnzZsHf39/1d5vauY7anZNyL9fcNQ5B9SsWTMkJibizJkzWL9+PdatW4ezZ89i9+7diIiIUDT722+/tTkgv7e3t7nIpBRXV1e89dZbuHTpErZs2YLDhw/jypUr2LFjh82iR3Xr378/UlNTsW7dOqSmppoLaQ0aNMAHH3ygaHZxcTFMJpP58ZgxY/Dqq6+id+/euH79uqLZQFlRb/v27fj6669hMBgs1indWdbd3R1ff/01PvroI2g0GvP77LvvvoOTk5Oi2ePHj8e1a9dsrrPHRAlBQUH4+uuvERoaiq5du+LWrVuKZ/7e/pw/fx6DBg1yqGy185nNc+4o2WrnM5vn3FGy1c5ntv2zGzVqpOr7Tc18R82uCfn3C17+SeQAnnrqKTz66KNWDeLnn3+OMWPGoLS0VNH8+Ph4i8cfffQRgoKCkJOTg0ceeQSHDh1SLPvnn3/G5MmTodFosGbNGixatAhbtmyBh4cHPvvsM/Tu3Vux7JokPT0dP/74I0aNGqX2rhAREREREdUKLKoRkWqMRiNKS0vh4eFh19zr16+jTp06ik8RnZGRgcmTJyMtLQ2DBw/G3//+d/Nlzl26dMGPP/5YK7NPnDiByMhIxbb/e0wmE/bv34+MjAwAQJMmTdC9e3dVpgQ3GAw4fvw4wsPD4efnZ9fsU6dO4fDhw4iOjkbbtm0Vz9PpdNi+fTvS09Ph4uKC1q1bWxXU7S03Nxd16tSp1bmnT59G3bp1ERgYiNTUVBw4cACRkZHo0KGDXfJtuX79Ovz9/e2eu3r1ajz11FOK57CNK6Nm+wawjQPYxqlFjTbOUdo3gG0cYP/2DaiZbdx9Q7UpEoioRlB65tGanK909oABA2TZsmVy+PBhGTdunHTt2lXy8/NFxHIm3NqWrdFoJDo6Wt5++225fv26olm3279/v4SEhEjnzp1lxIgRMnz4cOnUqZOEhITI999/r3h+YmKiBAQESGBgoOzbt09iY2OlZcuW4u/vL3v37lU0Oz4+Xq5cuSIiIp999pkEBQXJiBEjJDQ0VD744ANFs3fv3i3BwcESFRUlbm5u0qdPH2nVqpXExsZKZmamotmc3Vid2Y3v5PbZvZVga1blBg0amO8ryVHbODXbNxG2cWzjHKeNc9T2TcRx2zg12zcRddu42oBFNSIHcPLkyUpvDRs2rNX5leWeOHFC8ezbP+wuWLBAYmNjJS8vT/EPwmpmR0ZGypdffikDBw4ULy8veeKJJ2Tnzp2KZpaLioqSQ4cOWS1PSkqSyMhIxfM7deokycnJsmfPHvH395fExEQREfnpp5+kW7duimZXPL4uXbpIRkaGiIjcuHFDoqKiFM1u166dnD59WkREDh48KBMmTBARkVWrVsmQIUMUze7Zs6ds27ZNrl27Ji+++KK0bNnS/AFQ6QKyiOXv2siRI2XZsmUiIvLll19Knz59FM1u3bq13LhxQzIyMsTT01POnz8vIiJXr16VNm3aKJpt64++8lu9evUUzRYp+8Ova9euEhcXZ765u7tLXFycxMfHK5rtqG2cmu2bCNs4tnGO08Y5avsm4rhtnJrtm4i6bVxtwKIakQPQaDQSFhYmoaGhVjcXF5dana9mdosWLayWLVq0SDp06CDNmjWrtdkVP4BnZmbKggULpFmzZhISEiKvvPKKotl36n1oj16RFf/Aadq0qcW6mJgYRbMjIiLEYDCIiMiDDz5osU7pD6LR0dEWjzt06GCxX0q6vUi8YcMGiYiIkIyMDLv04qh4zm9/HZQ+5xWPr0mTJpXulxK0Wq3Ex8db/NFX8Y8/pa1du1a6du0qSUlJ5mWhoaGK54o4bhunZvsmwjauHNs46/1SgpptnKO2byKO28ap2b6JqNvG1QbOal9+SkTKCwkJwf79+9GoUSOrdcHBwbU6X83sVq1aYceOHejfv7952fPPPw+tVovnn3++1mZXFBQUhLlz52Lu3LnYu3cv1qxZo2he06ZN8eqrryIhIcE83sn169exbNkyu8zyW3GW3eHDh1e6TgmjRo3CyJEj8cYbb2DYsGFYsGABnnzySWzfvl3xY/fx8cF3332HHj16YMuWLQgMDFQ0r6Ly2Y3Lx1oZM2YMXFxc0Lt3b+h0OsXzy2c3NplMqs1unJuba57deNiwYXaZ3bh58+ZYvXq1zfeWPf5fGT9+PPr06YMpU6YgKioKr7zyCjQajeK5t3OkNk7N9g1gG8c2znHaOEdt3wDHbeNub9/+/ve/Y8yYMXZp3wB127haQe2qHhEpb/r06ZWOQ5CQkFCr89XMvnXrlty6dcvmOqXHJ1Azu2vXropu/05ycnJk4sSJ4u3tLV5eXuLl5SXe3t4yceJEyc7OVjx/4sSJcvPmTavlqampdrk8aunSpdK4cWNxc3MTjUYjvr6+MnXqVLl27ZqiuUlJSdK4cWPx9PSU8PBwOX78uIiIXLlyRfFvtidNmiT/+c9/rJZ/9tlndumJ27NnT4seDOW/X9nZ2dKxY0dFsw8dOiTt2rWT9u3bS3Jysjz55JPi6elpcdmKUl5//XWLXhQV/eMf/1A0+3bvvfeetG/f3i7DGYio38ZNmjRJlTZO7fZNRP02zsvLi20c2zi7tnGO1L6JWH+O8/b2dpg2Tq32TUTdNq424OyfRERUK924ccN8v27duqrtR25uLnx9fWE0GuHq6mqXzIKCAuj1emg0GrvODFdxRjS1ZqUDgG+//Rb9+vVTJbs8v2/fvrh16xY8PT3tmv3RRx9h9OjRqsx2q6b09HQcPHgQI0eOVHtX7ObGjRswGAxISUlBy5YtUb9+fbvmX79+HSdPnkTTpk1Rr149u7VvQFkbV1JSYvdjL2/jyo+9RYsWimfn5eXhgQceUDTjXvKNRiN0Op2ibZytbHvN4A4ARUVFcHNzg7OzM/Ly8nD06FFERESgYcOGds0+cuQIzpw5g7i4OLtn2/u4y/3yyy9IS0tDYWEhunfvjvDwcLtlJycnm2fAbNWqFUJDQ2EwGOzSxv3yyy84ceIERMTuxw0Ahw4dwqVLl8zHbu/8+5bKRT0iIqplLly4IA8//LA0b95cnnvuOSkpKTGvu32ciOqWnJws7du3l06dOsmpU6dk4MCB4unpKcHBwXL06FFFs0VEjh49Ku3bt5fY2FhzvoeHhwQHBys+S5qax16ercZx25qIpHHjxnLq1Ck5efKkotlq56uZ/fnnn5vvX716VQYOHCi+vr7Ss2dPuXDhgqLZt+dfu3ZNBg4cKD4+PnbJV/PYx44da54hLjExUQIDA6VTp04SGBgoW7dutWt2vXr17JZtK1+tY9+9e7ddj93FxUUGDx4s//73v8VoNCqaVdPyXVxcZMiQIapkr1u3Ttzd3aVx48aSmJgoQUFBEhsbK/7+/hZtQG3LXr9+vWrZImWfoyIjI8XX11e0Wq1ERkZK3bp1Zfjw4TZ7kVWnY8eOSWRkpPj4+Jiz69SpI48//rji2eXHXTHbXsddWb69jr02YFGNiIiq1YABA2TZsmVy+PBhGTdunHTt2lXy8/NFRPmBhXv06CFfffWVrF27Vpo0aSLr168XEZHNmzdL3759Fc1WO99RszUajdUkJM7OzhIaGiphYWGKZqudr2Z2xcGsJ0+eLHPmzJGsrCxZsmSJDB06VNFstfPVzK44YHWPHj3MBfP09HS7zOysVrba+WpmR0REyOLFi6VNmzbSsGFDmTNnjpw5c0bRzJqSr2Z2VFSUpKeny9GjR8XPz888I2Vqaqrig9Y7arZI2cyX+/btE5GyzxDPPvus6HQ6mTdvnowbN47ZtTT/fseiGhERVavb/8BYsGCBxMbGSl5enuJ/fFQs2gUHB1uss8eHQTXzHTX75ZdflgEDBkh6erp5mb1mSVM7X83s22cELJ+1rPxxbc5XM7vi7He3j2cVFRVVa7PVzlczu+L/mwcOHJDJkyeLr6+vPPTQQ7Ju3TpFs9XOrynZISEhFuuU/oLQUbNFrD8zVPx9U3r2T0fNrgn59zvHGnCDiIgUV1xcbPF47ty5GDFiBHr37o2CggJFs6XCMKHx8fGVrquN+Y6aPX/+fCxYsACjRo3C+++/DwB2nSVNzXw1s3U6HVJSUnDq1ClotVqLmfjssQ9q5quZ3a9fPzz77LMoLi5Gnz59sHHjRogItm/fbh7PsDZmq52v9rGX69KlC1atWoWsrCxMmjQJq1evtlu22vn2ztZqtTh58iT279+PoqIiHDx4EABw9uxZGI1GZivExcUFZ8+eBQAkJSXB29vbvE7pGV8dNbsm5N/31KnlERFRbTV06FDZvn271fIlS5aIRqNRNPvhhx+2OfbD5cuXpVOnTopmq53vqNnldDqdzJkzR3r16iVBQUF2yawp+Wpkh4SESFhYmPmy04sXL4qI2KVHqtr5ambrdDp59tln5YEHHpCmTZuKRqMRZ2dn6devn5w/f77WZqudr2a2PXoH1dR8NbN37Ngh/v7+EhAQIImJidKnTx9p06aN+Pn5yaeffspshWzfvl0CAgKkTZs2EhgYKN9//72IiGRlZcnTTz/N7Fqaf7/j7J9ERFStdDodAMDNzc1q3aVLlxAUFGTvXUJBQQFu3ryJxo0b2z1b7XxHyz548CD27duHOXPm2C2zpuSrfexAWU/V7OxshIWFOVy+PbOLi4tx7tw56PV6hISE2LW3lJrZauerkX3z5k34+fkpnlMT89U+9oqMRiOSk5MRHByMwMBAZisoLy8P586dQ/PmzeHr62uXTEfPrgn59zMW1YiIiIiIiIiIiKqIY6oRERERERERERFVEYtqREREREREREREVcSiGhERERERERERURWxqEZERERERERERFRFLKoRERFRrSEimDJlCurWrQuNRoPk5GTExcXh2Weftet+7N27FxqNBnl5eXf9M2rsJ1XdDz/8gKioKLi4uGDo0KH3dK6JiIiodmBRjYiIiBR35coVTJs2DeHh4XBzc0NwcDD+9Kc/ITExsVpzduzYgbVr12Lbtm3IyspCZGQkNm/ejNdee+2etxkaGgqNRlPpLS4uzupnunbtiqysLPj5+f2Bo7FWWlqKRYsWoX379vDy8oKfnx9iYmLw4osv4vLly9WaVZ0mTJiAoUOHWjwuf/1cXFxQv3599O3bF2vWrIHJZLqnjE2bNiEuLg5+fn7w9vZGdHQ0Xn31Vdy4caOajqLMrFmz0LZtW6SlpWHt2rXVdq41Gg2++uori8flNy8vLzRv3hwTJkzAzz///AePgIiIiKoLi2pERESkqPT0dHTo0AG7d+/GwoULcfz4cezYsQPx8fFISEio1qxz586hYcOG6Nq1Kxo0aABnZ2fUrVsXPj4+97zNQ4cOISsrC1lZWdi0aRMA4MyZM+Zlmzdvtni+Xq+Hq6srGjRoAI1G84eOpyKdToe+ffvi9ddfx4QJE/Ddd9/h559/xsKFC3H9+nW8++67lf5saWlpte1Hdenfvz+ysrKQnp6O7du3Iz4+HjNmzMCgQYNgMBiqtK158+bhiSeeQGxsLLZv344TJ05gyZIlOHr0KDZs2FCt+33u3Dn06tULjRs3xgMPPKDIuS734YcfIisrCydPnsTy5ctRWFiIzp07Y/369dWeRURERPdAiIiIiBQ0YMAACQoKksLCQqt1ubm55vsXLlyQwYMHi5eXl/j4+Mjw4cPlypUr5vXz58+XmJgYWb9+vYSEhIivr6888cQTkp+fLyIi48ePFwDmW0hIiIiI9OzZU2bMmGHezuXLl2XgwIHi7u4uoaGhsnHjRgkJCZG33nrrd49lz549AsBivwHIe++9J4MHDxZPT0956aWXrJ537do1GTlypAQFBYmHh4dERkbKxx9/bLHt2/fzdv/4xz9Eq9XKkSNHbK43mUwW20pISJCZM2eKv7+/9OjRQ0RE9u7dK7GxseLq6ioNGjSQOXPmiF6vN/+crdchJiZG5s+fb3G8K1askP79+5tfw88///wOr1rZuRkyZEilj8slJiYKAPnggw/uuL2KfvrpJwEgS5cutbm+4rlasWKFhIeHi4uLi0RERMj69estnluePXToUPHw8JBmzZrJ1q1bRUQkLS3N4v0FQD788EOb74lVq1ZJ48aNxcPDQ4YOHSpLliwRPz+/Ox4HANmyZUulj8uNGzdOfHx85MaNG3fcHhERESmPPdWIiIhIMTdu3MCOHTuQkJAALy8vq/UPPPAAgLKx0IYOHYobN25g37592LlzJ86dO4cnnnjC4vnnzp3DV199hW3btmHbtm3Yt28f/vnPfwIA3n77bbz66qto3LgxsrKycOjQIZv7NG7cOFy+fBl79+7Fpk2bsGrVKuTk5Pyh45w/fz6GDBmC48ePY9KkSVbrb926hQ4dOmDbtm04ceIEpkyZgrFjx+Knn36664xPPvkEffv2Rbt27Wyuv72n1Lp16+Ds7IwffvgBK1euxKVLlzBw4EDExsbi6NGjeO+997B69Wr8/e9/r9rBAvjb3/6GYcOG4ejRoxgzZgxGjRqFlJSUKm/ndr169UJMTIxV77872bhxI7y9vfHnP//Z5vry99iWLVswY8YMPPfcczhx4gSmTp2KiRMnYs+ePRbPf+WVVzBixAgcO3YMAwcOxJNPPokbN24gODgYWVlZ8PX1xdKlS5GVlWX1/gTKxlx75plnMGPGDCQnJ6Nv375YsGDB3b8Iv2PmzJkoKCjAzp07q22bREREdG+c1d4BIiIiqr1+/fVXiAhatmx5x+ft2rULx44dQ1paGoKDgwEAGzZsQJs2bXDo0CHExsYCAEwmE9auXWu+nHPs2LFITEzEggUL4OfnBx8fHzg5OaFBgwY2c06fPo1du3bh0KFD6NixIwDgX//6F5o3b/6HjnP06NEWxbS0tDSL9UFBQXj++efNj6dNm4YdO3bgiy++QOfOne8q4+zZs1bjtz366KPm4kp0dDQOHDhgXtesWTMsXLjQ/HjevHkIDg7GsmXLoNFo0LJlS1y+fBlz5szBSy+9BK327r9rHT58OJ5++mkAwGuvvYadO3fi3XffxYoVK+56G5Vp2bIljh07dtfPT01NRXh4OFxcXO74vMWLF2PChAnm4tusWbNw8OBBLF68GPHx8ebnTZgwAaNGjQIAvP7663j33XeRlJSE/v37my/z9PPzq/Q99u6772LAgAHm8x0REYEDBw5g27Ztd31Md1L+u5Senl4t2yMiIqJ7x55qREREpBgRAWDdi+p2KSkpCA4ONhfUAKB169Z44IEHLHpAhYaGWoyP1rBhwyr1Mjtz5gycnZ3Rvn1787JmzZqhTp06d70NW8oLdJUxGo1YsGABoqOj4e/vD29vb/z3v/9FRkZGlXJufx1XrFiB5ORkTJo0CcXFxXfcp5SUFHTp0sViG926dUNhYSEyMzOrtB9dunSxelwdPdWAsvdMVcYnu9vnp6SkoFu3bhbLunXrZrXf0dHR5vteXl7w8fGp8nusU6dOFstuf/xH3O3vFBERESmPRTUiIiJSTPPmzaHRaH634FJZYeT25bf3RtJoNFWaLbK8IHG3y++WrUtbK1qyZAneeustzJ49G7t370ZycjL69etXpQkEmjdvjtOnT1ssa9iwIZo1a4a6dev+7j7Zeo1vL9BotVqr10Kv19/V/lVXkSclJQVhYWF3/fyIiAicO3furvbT1vHfvqw63mOVvc7Vofx3qSqvERERESmDRTUiIiJSTN26ddGvXz8sX74cRUVFVuvz8vIAlPVKy8jIwMWLF83rTp06hZs3b6JVq1bVtj8tW7aEwWDAL7/8Yl7266+/mvdDKd9//z2GDBmCMWPGICYmBuHh4UhNTa3SNkaNGoWdO3da7HtVtG7dGgcOHLAo8Bw4cAA+Pj4ICgoCANSrVw9ZWVnm9fn5+VaXsgLAwYMHrR7/3iW+d2P37t04fvw4hg0bdtc/M3r0aBQWFlZ66Wn5uW3VqhX2799vse7AgQPV+v4Cyt5jSUlJFssOHz5cbdtfunQpfH190adPn2rbJhEREd0bFtWIiIhIUStWrIDRaESnTp2wadMmpKamIiUlBe+88475MsI+ffogOjoaTz75JI4cOYKkpCSMGzcOPXv2/N1LK6uiZcuW6NOnD6ZMmYKkpCT88ssvmDJlCjw8PBS9nK5Zs2bYuXMnDhw4gJSUFEydOhVXrlyp0jZmzpyJLl26oFevXnj77bdx5MgRpKWl4dtvv8X27dvh5OR0x5//85//jIsXL2LatGk4ffo0tm7divnz52PWrFnm8dR69eqFDRs24Pvvv8eJEycwfvx4m9v94osvsGbNGpw9exbz589HUlIS/vKXv1TpeHQ6Ha5cuYJLly7hyJEjeP311zFkyBAMGjQI48aNu+vtdO7cGbNnz8Zzzz2H2bNn48cff8SFCxeQmJiI4cOHY926dQCAF154AWvXrsX777+P1NRUvPnmm9i8ebPFWHfVYdq0afjmm2/w5ptvIjU1FStXrsT27dvv6f2Vl5eHK1eu4MKFC9i5cycef/xxfPzxx3jvvffMEzAQERGRelhUIyIiIkWFhYXhyJEjiI+Px3PPPYfIyEj07dsXiYmJeO+99wCUXWL31VdfoU6dOujRowf69OmD8PBwfPbZZ9W+P+vXr0f9+vXRo0cPPProo5g8eTJ8fHzg7u5e7Vnl/va3v6F9+/bo168f4uLi0KBBAwwdOrRK23B3d0diYiL++te/4sMPP0T37t3RqlUrPPvss+jWrRu++uqrO/58UFAQvvnmGyQlJSEmJgbPPPMMnnrqKbz44ovm5/zf//0fevTogUGDBmHgwIEYOnQomjZtarWtV155BZ9++imio6Oxbt06bNy4Ea1bt67S8ezYsQMNGzZEaGgo+vfvjz179uCdd97B1q1bLQp5EyZMsJqg4XZvvPEGPv74Y/z000/o168f2rRpg1mzZiE6Ohrjx48HAAwdOhRvv/02Fi1ahDZt2mDlypX48MMPf3fbVdWtWze8//77ePPNNxETE4MdO3Zg5syZ9/T+mjhxIho2bIiWLVvi//2//wdvb28kJSVh9OjR1brPREREdG80Up2DPBARERHdZzIzMxEcHIxdu3ahd+/eau9OjafRaLBly5YqFwXvVVxcHOLi4vDyyy/bJU8JkydPxunTp/H999+rvStERERUjZzV3gEiIiIie9q9ezcKCwsRFRWFrKwszJ49G6GhoejRo4fau0a3KSgowLlz57Bt2za1d6VKFi9ejL59+8LLywvbt2/HunXrKh3zjYiIiO5fLKoRERGRQ9Hr9Zg7dy7Onz8PHx8fdO3aFRs3brSa9ZHU5+PjYzF5xf0iKSkJCxcuREFBAcLDw/HOO+/g6aefVnu3iIiIqJrx8k8iIiIiIiIiIqIq4kQFREREREREREREVcSiGhERERERERERURWxqEZERERERERERFRFLKoRERERERERERFVEYtqREREREREREREVcSiGhERERERERERURWxqEZERERERERERFRFLKoRERERERERERFV0f8HrZBjI6znU0IAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Target looks like regression\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1200 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1000 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mlos_viz.plot(exp)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c88c12e9",
   "metadata": {},
   "source": [
    "### 7. Refocusing on a new region of the config space\n",
    "\n",
    "After examining the results visualized above, we can quickly see that the optimizer discovered that we're able to achieve lower objective metric (90th percentile latency) by disabling synchronous writes.\n",
    "\n",
    "However, this may be a poor idea for some application scenarios where data durability is important.\n",
    "\n",
    "Let's see if we can find a better configuration that still has synchronous writes enabled by adjusting our configurations to exclude that parameter from the search space.\n",
    "\n",
    "We can rerun with a new experiment ID and prewarm the optimizer with trials that match this new configuration subspace."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "702e6321",
   "metadata": {},
   "source": [
    "```sh\n",
    "# Rerun with a new config that has nosync disabled.\n",
    "mlos_bench --config config/cli/local-sqlite-opt.jsonc \\\n",
    "           --globals config/experiments/sqlite-journal-pagesize-caching-experiment.jsonc \\\n",
    "           --trial-config-repeat-count 3 \\\n",
    "           --max-iterations 100\n",
    "# TODO: Extend with pre-warmer flag.\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03727a25",
   "metadata": {},
   "source": [
    "#### Reanalyze the new data\n",
    "\n",
    "After that has run for a while we can reanalyze with the new data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fcace3b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "experiment_id_default_sync = \"sqlite-opt-demo-default-sync\"\n",
    "exp_default_sync = storage.experiments[experiment_id_default_sync]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aea4f73",
   "metadata": {},
   "source": [
    "We could also use the `mlos_viz` package to visualize the results of the new experiment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ca3945ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "# mlos_viz.plot(exp_default_sync)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75d7589a",
   "metadata": {},
   "source": [
    "We can also use utility functions provided by `mlos_viz` to extract the top-N configs from the results, based on the original or a new objective metric."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "92dc9f20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_n = 3\n",
    "alt_result_objectives = {\"99th Percentile Latency (microseconds)\": \"min\"}\n",
    "\n",
    "# The limit_top_n_configs() API uses another API:\n",
    "(top_n_configs_df, top_n_config_ids, orderby_cols) = mlos_viz.base.limit_top_n_configs(\n",
    "    exp,\n",
    "    top_n_configs=top_n,\n",
    "    objectives=alt_result_objectives,\n",
    ")\n",
    "(top_n_configs_default_sync_df, top_n_config_ids_default_sync, orderby_cols) = mlos_viz.base.limit_top_n_configs(\n",
    "    exp_default_sync,\n",
    "    top_n_configs=top_n,\n",
    "    objectives=alt_result_objectives,\n",
    ")\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas\n",
    "from mlos_bench.storage.base_experiment_data import ExperimentData\n",
    "\n",
    "def add_group_col(exp_id: str, df: pandas.DataFrame) -> pandas.DataFrame:\n",
    "    group_col = \"group_col\"\n",
    "    if group_col in df.columns:\n",
    "        df = df.drop(\"group_col\", axis=1)\n",
    "    df[group_col] = df[[\"tunable_config_trial_group_id\", \"tunable_config_id\"]].astype(str).apply(\n",
    "        lambda x: \"\\n\".join(exp_id.split(\"-\")) + \"\\n\" + \"\\n\".join(x), axis=1)\n",
    "    return df\n",
    "add_group_col(exp.experiment_id, top_n_configs_df)\n",
    "add_group_col(exp_default_sync.experiment_id, top_n_configs_default_sync_df)\n",
    "\n",
    "combined_df = pandas.concat([\n",
    "    top_n_configs_df,\n",
    "    top_n_configs_default_sync_df.loc[top_n_configs_default_sync_df[\"tunable_config_id\"] != exp_default_sync.default_tunable_config_id]])\n",
    "\n",
    "sns.boxplot(\n",
    "    data=combined_df,\n",
    "    x=\"group_col\",\n",
    "    y=ExperimentData.RESULT_COLUMN_PREFIX + next(iter(alt_result_objectives.keys())),\n",
    ")\n",
    "plt.xlabel(\"Experiment ID\\nGroup ID\\nTunable Config ID\")\n",
    "plt.xticks(fontsize=8)\n",
    "#plt.ylim(bottom=0)\n",
    "plt.yscale(\"log\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd0b454d",
   "metadata": {},
   "source": [
    "We can also use additional utility functions in the `mlos_viz` package to augment the results with additional statistics about each config trial group to perform a more detailed manual analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6827923a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trial_id</th>\n",
       "      <th>tunable_config_id</th>\n",
       "      <th>tunable_config_trial_group_id</th>\n",
       "      <th>status</th>\n",
       "      <th>result.99th Percentile Latency (microseconds)</th>\n",
       "      <th>result.99th Percentile Latency (microseconds).mean</th>\n",
       "      <th>result.99th Percentile Latency (microseconds).var</th>\n",
       "      <th>result.99th Percentile Latency (microseconds).stddev</th>\n",
       "      <th>result.99th Percentile Latency (microseconds).var_zscore</th>\n",
       "      <th>result.99th Percentile Latency (microseconds).p50</th>\n",
       "      <th>result.99th Percentile Latency (microseconds).p75</th>\n",
       "      <th>result.99th Percentile Latency (microseconds).p90</th>\n",
       "      <th>result.99th Percentile Latency (microseconds).p95</th>\n",
       "      <th>result.99th Percentile Latency (microseconds).p99</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>SUCCEEDED</td>\n",
       "      <td>169812</td>\n",
       "      <td>174270.666667</td>\n",
       "      <td>1.814746e+08</td>\n",
       "      <td>13471.251513</td>\n",
       "      <td>5.643852</td>\n",
       "      <td>169812.0</td>\n",
       "      <td>179609.0</td>\n",
       "      <td>185487.2</td>\n",
       "      <td>187446.6</td>\n",
       "      <td>189014.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>SUCCEEDED</td>\n",
       "      <td>189406</td>\n",
       "      <td>174270.666667</td>\n",
       "      <td>1.814746e+08</td>\n",
       "      <td>13471.251513</td>\n",
       "      <td>5.643852</td>\n",
       "      <td>169812.0</td>\n",
       "      <td>179609.0</td>\n",
       "      <td>185487.2</td>\n",
       "      <td>187446.6</td>\n",
       "      <td>189014.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>SUCCEEDED</td>\n",
       "      <td>163594</td>\n",
       "      <td>174270.666667</td>\n",
       "      <td>1.814746e+08</td>\n",
       "      <td>13471.251513</td>\n",
       "      <td>5.643852</td>\n",
       "      <td>169812.0</td>\n",
       "      <td>179609.0</td>\n",
       "      <td>185487.2</td>\n",
       "      <td>187446.6</td>\n",
       "      <td>189014.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>4</td>\n",
       "      <td>SUCCEEDED</td>\n",
       "      <td>13944</td>\n",
       "      <td>15799.000000</td>\n",
       "      <td>2.580901e+06</td>\n",
       "      <td>1606.518285</td>\n",
       "      <td>-0.113705</td>\n",
       "      <td>16715.0</td>\n",
       "      <td>16726.5</td>\n",
       "      <td>16733.4</td>\n",
       "      <td>16735.7</td>\n",
       "      <td>16737.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>36</td>\n",
       "      <td>4</td>\n",
       "      <td>SUCCEEDED</td>\n",
       "      <td>16715</td>\n",
       "      <td>15799.000000</td>\n",
       "      <td>2.580901e+06</td>\n",
       "      <td>1606.518285</td>\n",
       "      <td>-0.113705</td>\n",
       "      <td>16715.0</td>\n",
       "      <td>16726.5</td>\n",
       "      <td>16733.4</td>\n",
       "      <td>16735.7</td>\n",
       "      <td>16737.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>36</td>\n",
       "      <td>4</td>\n",
       "      <td>SUCCEEDED</td>\n",
       "      <td>16738</td>\n",
       "      <td>15799.000000</td>\n",
       "      <td>2.580901e+06</td>\n",
       "      <td>1606.518285</td>\n",
       "      <td>-0.113705</td>\n",
       "      <td>16715.0</td>\n",
       "      <td>16726.5</td>\n",
       "      <td>16733.4</td>\n",
       "      <td>16735.7</td>\n",
       "      <td>16737.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>37</td>\n",
       "      <td>7</td>\n",
       "      <td>SUCCEEDED</td>\n",
       "      <td>10634</td>\n",
       "      <td>10154.000000</td>\n",
       "      <td>1.750090e+05</td>\n",
       "      <td>418.340770</td>\n",
       "      <td>-0.191137</td>\n",
       "      <td>9961.0</td>\n",
       "      <td>10297.5</td>\n",
       "      <td>10499.4</td>\n",
       "      <td>10566.7</td>\n",
       "      <td>10620.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>37</td>\n",
       "      <td>7</td>\n",
       "      <td>SUCCEEDED</td>\n",
       "      <td>9867</td>\n",
       "      <td>10154.000000</td>\n",
       "      <td>1.750090e+05</td>\n",
       "      <td>418.340770</td>\n",
       "      <td>-0.191137</td>\n",
       "      <td>9961.0</td>\n",
       "      <td>10297.5</td>\n",
       "      <td>10499.4</td>\n",
       "      <td>10566.7</td>\n",
       "      <td>10620.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>37</td>\n",
       "      <td>7</td>\n",
       "      <td>SUCCEEDED</td>\n",
       "      <td>9961</td>\n",
       "      <td>10154.000000</td>\n",
       "      <td>1.750090e+05</td>\n",
       "      <td>418.340770</td>\n",
       "      <td>-0.191137</td>\n",
       "      <td>9961.0</td>\n",
       "      <td>10297.5</td>\n",
       "      <td>10499.4</td>\n",
       "      <td>10566.7</td>\n",
       "      <td>10620.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>38</td>\n",
       "      <td>10</td>\n",
       "      <td>SUCCEEDED</td>\n",
       "      <td>15515</td>\n",
       "      <td>15194.333333</td>\n",
       "      <td>2.997801e+06</td>\n",
       "      <td>1731.415991</td>\n",
       "      <td>-0.100287</td>\n",
       "      <td>15515.0</td>\n",
       "      <td>16129.0</td>\n",
       "      <td>16497.4</td>\n",
       "      <td>16620.2</td>\n",
       "      <td>16718.44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   trial_id  tunable_config_id  tunable_config_trial_group_id     status  \\\n",
       "0         1                 35                              1  SUCCEEDED   \n",
       "1         2                 35                              1  SUCCEEDED   \n",
       "2         3                 35                              1  SUCCEEDED   \n",
       "3         4                 36                              4  SUCCEEDED   \n",
       "4         5                 36                              4  SUCCEEDED   \n",
       "5         6                 36                              4  SUCCEEDED   \n",
       "6         7                 37                              7  SUCCEEDED   \n",
       "7         8                 37                              7  SUCCEEDED   \n",
       "8         9                 37                              7  SUCCEEDED   \n",
       "9        10                 38                             10  SUCCEEDED   \n",
       "\n",
       "   result.99th Percentile Latency (microseconds)  \\\n",
       "0                                         169812   \n",
       "1                                         189406   \n",
       "2                                         163594   \n",
       "3                                          13944   \n",
       "4                                          16715   \n",
       "5                                          16738   \n",
       "6                                          10634   \n",
       "7                                           9867   \n",
       "8                                           9961   \n",
       "9                                          15515   \n",
       "\n",
       "   result.99th Percentile Latency (microseconds).mean  \\\n",
       "0                                      174270.666667    \n",
       "1                                      174270.666667    \n",
       "2                                      174270.666667    \n",
       "3                                       15799.000000    \n",
       "4                                       15799.000000    \n",
       "5                                       15799.000000    \n",
       "6                                       10154.000000    \n",
       "7                                       10154.000000    \n",
       "8                                       10154.000000    \n",
       "9                                       15194.333333    \n",
       "\n",
       "   result.99th Percentile Latency (microseconds).var  \\\n",
       "0                                       1.814746e+08   \n",
       "1                                       1.814746e+08   \n",
       "2                                       1.814746e+08   \n",
       "3                                       2.580901e+06   \n",
       "4                                       2.580901e+06   \n",
       "5                                       2.580901e+06   \n",
       "6                                       1.750090e+05   \n",
       "7                                       1.750090e+05   \n",
       "8                                       1.750090e+05   \n",
       "9                                       2.997801e+06   \n",
       "\n",
       "   result.99th Percentile Latency (microseconds).stddev  \\\n",
       "0                                       13471.251513      \n",
       "1                                       13471.251513      \n",
       "2                                       13471.251513      \n",
       "3                                        1606.518285      \n",
       "4                                        1606.518285      \n",
       "5                                        1606.518285      \n",
       "6                                         418.340770      \n",
       "7                                         418.340770      \n",
       "8                                         418.340770      \n",
       "9                                        1731.415991      \n",
       "\n",
       "   result.99th Percentile Latency (microseconds).var_zscore  \\\n",
       "0                                           5.643852          \n",
       "1                                           5.643852          \n",
       "2                                           5.643852          \n",
       "3                                          -0.113705          \n",
       "4                                          -0.113705          \n",
       "5                                          -0.113705          \n",
       "6                                          -0.191137          \n",
       "7                                          -0.191137          \n",
       "8                                          -0.191137          \n",
       "9                                          -0.100287          \n",
       "\n",
       "   result.99th Percentile Latency (microseconds).p50  \\\n",
       "0                                           169812.0   \n",
       "1                                           169812.0   \n",
       "2                                           169812.0   \n",
       "3                                            16715.0   \n",
       "4                                            16715.0   \n",
       "5                                            16715.0   \n",
       "6                                             9961.0   \n",
       "7                                             9961.0   \n",
       "8                                             9961.0   \n",
       "9                                            15515.0   \n",
       "\n",
       "   result.99th Percentile Latency (microseconds).p75  \\\n",
       "0                                           179609.0   \n",
       "1                                           179609.0   \n",
       "2                                           179609.0   \n",
       "3                                            16726.5   \n",
       "4                                            16726.5   \n",
       "5                                            16726.5   \n",
       "6                                            10297.5   \n",
       "7                                            10297.5   \n",
       "8                                            10297.5   \n",
       "9                                            16129.0   \n",
       "\n",
       "   result.99th Percentile Latency (microseconds).p90  \\\n",
       "0                                           185487.2   \n",
       "1                                           185487.2   \n",
       "2                                           185487.2   \n",
       "3                                            16733.4   \n",
       "4                                            16733.4   \n",
       "5                                            16733.4   \n",
       "6                                            10499.4   \n",
       "7                                            10499.4   \n",
       "8                                            10499.4   \n",
       "9                                            16497.4   \n",
       "\n",
       "   result.99th Percentile Latency (microseconds).p95  \\\n",
       "0                                           187446.6   \n",
       "1                                           187446.6   \n",
       "2                                           187446.6   \n",
       "3                                            16735.7   \n",
       "4                                            16735.7   \n",
       "5                                            16735.7   \n",
       "6                                            10566.7   \n",
       "7                                            10566.7   \n",
       "8                                            10566.7   \n",
       "9                                            16620.2   \n",
       "\n",
       "   result.99th Percentile Latency (microseconds).p99  \n",
       "0                                          189014.12  \n",
       "1                                          189014.12  \n",
       "2                                          189014.12  \n",
       "3                                           16737.54  \n",
       "4                                           16737.54  \n",
       "5                                           16737.54  \n",
       "6                                           10620.54  \n",
       "7                                           10620.54  \n",
       "8                                           10620.54  \n",
       "9                                           16718.44  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mlos_bench.storage.base_experiment_data import ExperimentData\n",
    "df = mlos_viz.base.augment_results_df_with_config_trial_group_stats(exp_default_sync)\n",
    "cols = [\"trial_id\", \"tunable_config_id\", \"tunable_config_trial_group_id\", \"status\"]\n",
    "cols += [col for col in df.columns\n",
    "         if col.startswith(ExperimentData.RESULT_COLUMN_PREFIX)\n",
    "         and any(obj in col for obj in alt_result_objectives)]\n",
    "display(df[cols].head(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7600f6a6-ed11-408b-baca-ae13de0803b8",
   "metadata": {},
   "source": [
    "### 8. Outro"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e20656b8-092f-4e89-abc3-eccdba63326d",
   "metadata": {},
   "source": [
    "If you feel curious, please go ahead and play with the SQLite data in the cells below.\n",
    "\n",
    "After that, please open other notebooks in this repository and explore the data you have collected in this class as well as the results from our MySQL optimization experiments:\n",
    "\n",
    "* [**mlos_demo_sqlite.ipynb**](mlos_demo_sqlite.ipynb) - Use this notebook to analyze the data you've collected during this workshop.\n",
    "* [**mlos_demo_mysql.ipynb**](mlos_demo_mysql.ipynb) - Look at the actual production data we've collected in serveral experiment for MySQL Server optimization on Azure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3fb01b48-e8e3-4f20-9027-b0f6371e5d15",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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