{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ch05-styling-title",
   "metadata": {},
   "source": [
    "# Pandas Plot Styling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ch05-shared-setup",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:22.742550Z",
     "iopub.status.busy": "2026-08-31T18:39:22.742239Z",
     "iopub.status.idle": "2026-08-31T18:39:24.275951Z",
     "shell.execute_reply": "2026-08-31T18:39:24.275719Z"
    },
    "tags": [
     "hide-input",
     "thebe-init",
     "runnable"
    ]
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "np.random.seed(42)\n",
    "df1 = pd.DataFrame({\n",
    "    'A': np.arange(100),\n",
    "    'B': np.random.randn(100).cumsum(),\n",
    "    'C': np.random.randn(100).cumsum(),\n",
    "})\n",
    "df2 = pd.DataFrame({\n",
    "    'a': np.random.rand(50),\n",
    "    'b': np.random.rand(50),\n",
    "    'c': np.random.rand(50),\n",
    "})\n",
    "df = pd.DataFrame(np.random.randn(1000, 2), columns=['a', 'b'])\n",
    "tips = sns.load_dataset('tips')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41b3abcf",
   "metadata": {},
   "source": [
    "```{contents}\n",
    ":local:\n",
    ":depth: 2\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ch05-styling-parent",
   "metadata": {},
   "source": [
    "## Styling Options"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7165a336",
   "metadata": {},
   "source": [
    "### Plotting Styles\n",
    "\n",
    "matplotlib offers a range of pre-configured plotting styles. Setting the style can be used to easily give plots the general look that you want. To set the style, the syntax is:\n",
    "\n",
    "```python\n",
    "matplotlib.style.use(my_plot_style)\n",
    "```\n",
    "\n",
    "To check the aviaible style in the environment, use\n",
    "```python\n",
    "plt.style.available\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e0cb35f",
   "metadata": {},
   "source": [
    "Uncomment/comment the following styles one by one to see the style effect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "08a5fe7b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.277509Z",
     "iopub.status.busy": "2026-08-31T18:39:24.277427Z",
     "iopub.status.idle": "2026-08-31T18:39:24.351084Z",
     "shell.execute_reply": "2026-08-31T18:39:24.350834Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"default\")        ### reset to default style\n",
    "# plt.style.use(\"ggplot\")\n",
    "# plt.style.use(\"bmh\")  \n",
    "# plt.style.use(\"classic\") \n",
    "# plt.style.use(\"seaborn-v0_8-muted\")  \n",
    "\n",
    "\n",
    "np.random.seed(42)              ### for reproducibility\n",
    "df_test = pd.DataFrame({'values': [np.random.randint(0, 100) for num in range(10)]})\n",
    "df_test.plot.bar(figsize=(4, 3), fontsize=7);\n",
    "plt.title(\"Bar Plot with Style\", fontsize=10);\n",
    "plt.legend(fontsize=7, loc=\"best\", bbox_to_anchor=(1, 1));\n",
    "plt.tick_params(axis='x', rotation=0)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f2360a9",
   "metadata": {},
   "source": [
    "### Color Maps\n",
    "- You can use **c** to color based off another column value. \n",
    "- Use **cmap** to indicate colormap to use. \n",
    "- For all the colormaps, check out: http://matplotlib.org/users/colormaps.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0e6af483",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.352243Z",
     "iopub.status.busy": "2026-08-31T18:39:24.352177Z",
     "iopub.status.idle": "2026-08-31T18:39:24.416897Z",
     "shell.execute_reply": "2026-08-31T18:39:24.416635Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = sns.load_dataset(\"tips\")\n",
    "\n",
    "ax = tips.plot(\n",
    "    kind=\"scatter\",\n",
    "    x=\"total_bill\", y=\"tip\",\n",
    "    c=\"size\",              # column to map to color\n",
    "    colormap=\"viridis\",\n",
    "    figsize=(5, 3),\n",
    "    alpha=0.7,\n",
    "    fontsize=8,\n",
    "    title=\"Tips vs Total Bill — colored by party size\"\n",
    ")\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f7d1821",
   "metadata": {},
   "source": [
    "Different colormaps can be used for different presentation effects. To see the available colormaps, use the syntax:\n",
    "```python\n",
    "plt.colormaps()\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4ad22fef",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.418412Z",
     "iopub.status.busy": "2026-08-31T18:39:24.418309Z",
     "iopub.status.idle": "2026-08-31T18:39:24.598541Z",
     "shell.execute_reply": "2026-08-31T18:39:24.598257Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(12, 3))\n",
    "\n",
    "for ax, cmap in zip(axes, [\"viridis\", \"coolwarm\", \"RdYlGn\"]):\n",
    "    tips.plot(\n",
    "        kind=\"scatter\",\n",
    "        x=\"total_bill\", y=\"tip\",\n",
    "        c=\"size\",\n",
    "        colormap=cmap,\n",
    "        alpha=0.7,\n",
    "        fontsize=8,\n",
    "        ax=ax,\n",
    "        title=cmap\n",
    "    )\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50d8ea9a",
   "metadata": {},
   "source": [
    "### Size\n",
    "\n",
    "Or use s to indicate size based off another column. s parameter needs to be an array, not just the name of a column:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b2b39319",
   "metadata": {
    "collapsed": false,
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.599877Z",
     "iopub.status.busy": "2026-08-31T18:39:24.599794Z",
     "iopub.status.idle": "2026-08-31T18:39:24.644843Z",
     "shell.execute_reply": "2026-08-31T18:39:24.644608Z"
    },
    "jupyter": {
     "outputs_hidden": false
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = sns.load_dataset(\"tips\")\n",
    "\n",
    "ax = tips.plot(\n",
    "    kind=\"scatter\",\n",
    "    x=\"total_bill\",\n",
    "    y=\"tip\",\n",
    "    s=tips[\"size\"] * 20,\n",
    "    figsize=(4, 3),\n",
    "    alpha=0.5,\n",
    "    fontsize=8,\n",
    "    title=\"Tips vs Total Bill\"\n",
    ")\n",
    "\n",
    "ax.set_xlabel(\"Total Bill ($)\")\n",
    "ax.set_ylabel(\"Tip ($)\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ca405be4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.646067Z",
     "iopub.status.busy": "2026-08-31T18:39:24.645992Z",
     "iopub.status.idle": "2026-08-31T18:39:24.647499Z",
     "shell.execute_reply": "2026-08-31T18:39:24.647279Z"
    },
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### EXERCISE 5: Size-Encoded Scatter\n",
    "# Goal: Add a third variable using marker size.\n",
    "# Requirements:\n",
    "# 1) Plot `A` vs `B` from `df1`.\n",
    "# 2) Use point size based on `abs(C) * 60`.\n",
    "# 3) Set `alpha=0.5` so overlap stays readable.\n",
    "# Stretch: Compare size encoding to color encoding and note tradeoffs.\n",
    "\n",
    "# Your code here\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3f6295f4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.648699Z",
     "iopub.status.busy": "2026-08-31T18:39:24.648619Z",
     "iopub.status.idle": "2026-08-31T18:39:24.684751Z",
     "shell.execute_reply": "2026-08-31T18:39:24.684480Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Solution\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "try:\n",
    "    df1\n",
    "except NameError:\n",
    "    rng = np.random.default_rng(0)\n",
    "    df1 = pd.DataFrame(rng.normal(size=(100, 3)), columns=['A', 'B', 'C'])\n",
    "\n",
    "ax = df1.plot(kind='scatter', x='A', y='B', s=df1['C'].abs() * 60, alpha=0.5)\n",
    "ax.set_title('A vs B with Size Encoding')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "595b1eb7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.685978Z",
     "iopub.status.busy": "2026-08-31T18:39:24.685898Z",
     "iopub.status.idle": "2026-08-31T18:39:24.688057Z",
     "shell.execute_reply": "2026-08-31T18:39:24.687837Z"
    }
   },
   "outputs": [],
   "source": [
    "# Sample DataFrames for exercises\n",
    "import numpy as np\n",
    "\n",
    "np.random.seed(42)\n",
    "\n",
    "df1 = pd.DataFrame({\n",
    "    'A': np.random.randn(100),\n",
    "    'B': np.random.randn(100),\n",
    "    'C': np.random.randn(100)\n",
    "})\n",
    "\n",
    "# Use positive values to support stacked area plots\n",
    "df2 = pd.DataFrame({\n",
    "    'a': np.random.rand(50),\n",
    "    'b': np.random.rand(50),\n",
    "    'c': np.random.rand(50)\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d83d77a9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.689388Z",
     "iopub.status.busy": "2026-08-31T18:39:24.689310Z",
     "iopub.status.idle": "2026-08-31T18:39:24.690702Z",
     "shell.execute_reply": "2026-08-31T18:39:24.690480Z"
    },
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### EXERCISE 6: Box Plot Comparison\n",
    "# Goal: Compare spread and outliers across `df2` columns.\n",
    "# Requirements:\n",
    "# 1) Create a box plot for all numeric columns in `df2`.\n",
    "# 2) Use `figsize=(8, 4)`.\n",
    "# 3) Set title to \"Box Plot of df2\".\n",
    "# Stretch: Rotate x tick labels by 30 degrees for readability.\n",
    "\n",
    "# Your code here\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7fa52f37",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.692016Z",
     "iopub.status.busy": "2026-08-31T18:39:24.691949Z",
     "iopub.status.idle": "2026-08-31T18:39:24.722585Z",
     "shell.execute_reply": "2026-08-31T18:39:24.722232Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Solution\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "try:\n",
    "    df2\n",
    "except NameError:\n",
    "    rng = np.random.default_rng(1)\n",
    "    df2 = pd.DataFrame(rng.normal(size=(80, 4)), columns=['A', 'B', 'C', 'D'])\n",
    "\n",
    "ax = df2.plot(kind='box', figsize=(8, 4))\n",
    "ax.set_title('Box Plot of df2')\n",
    "ax.tick_params(axis='x', rotation=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2c587aec",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.723889Z",
     "iopub.status.busy": "2026-08-31T18:39:24.723791Z",
     "iopub.status.idle": "2026-08-31T18:39:24.753745Z",
     "shell.execute_reply": "2026-08-31T18:39:24.753447Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Solution\n",
    "df2.plot.box()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9eb34a36",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.755083Z",
     "iopub.status.busy": "2026-08-31T18:39:24.754998Z",
     "iopub.status.idle": "2026-08-31T18:39:24.756647Z",
     "shell.execute_reply": "2026-08-31T18:39:24.756406Z"
    },
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### EXERCISE 7: Hexbin for Dense Data\n",
    "# Goal: Visualize dense bivariate data without overplotting.\n",
    "# Requirements:\n",
    "# 1) Use the existing `df` with columns `a` and `b`.\n",
    "# 2) Create a hexbin plot with `gridsize=25`.\n",
    "# 3) Use a visible colormap (for example, `cmap='Oranges'`).\n",
    "# Stretch: Change `gridsize` to 15 and 40 and compare detail vs smoothness.\n",
    "\n",
    "# Your code here\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b30cd06f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.757932Z",
     "iopub.status.busy": "2026-08-31T18:39:24.757859Z",
     "iopub.status.idle": "2026-08-31T18:39:24.810046Z",
     "shell.execute_reply": "2026-08-31T18:39:24.809784Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rM8h4+umnVVAxNzenshh33HEHzjrrrJx/H41G1cdlYsKnfbIgCIIgrGDGx8dVJrSzs7M+p0vI6aefjp07d+Khhx7Ce97zHrzrXe/Cc889l/Pvb7vtNhWRuZ8NGzZUtL6CIAiC4FUno9iPO5hO/aQOtP3CgT3XaLztbW9TGy/qNsgIh8PYtm0bLr74YhVAcD7pb//2b3P+/a233qqiL/czODhY0foKgiAIQiXXZHAwnTq4Zl9ZDFwE+ta3vlXtaOIuT1OW1XRJJolEIm+UFolE1EcQBEEQVoJB2uDgYFq2oZg+0A0wDh48iJ/+9KfGWYxlFWQwK8FFKlxwMjk5iW9+85u477778OMf/7jaVRMEQRCEmqDd0ZIqFjfA2L17N+6991709PT4+p5lE2QcP35c7dM9duyYSgFRmIsBxite8Yrls31MEISaRdRP6wxqglAXZhncU6sKu0umpqawZ8+e5M/79+9Xax67u7uxZs0avPnNb1bbV3/4wx+qHZ1DQ0Pq7/jvXLrguV4236wVAhfBMEDh+gzjSE9J9E7Xv5+JIKwwFptA7cZT64GGqm900szUMFWcqqGp5s+xZDgqt0q9udJ9hsH3/935ATQFi7sns3Eb738y4bmunAnYsWPHkt9zQ8UnPvEJDAwMZD2OWY3rrruu/jIZVYMvNI3DaD4kCEL9BRcc8VKim0FGqBF2jXv0sF42RaZoghZju2R7l9YORWr2vMoCA7HouBYho+rnMhDmqhQMFPLlGEqVf5AgIxe8wMxaMHsh0yOCUH/TIspAbibdeZhS3TQJbGiC7bja1mKnrOoUDMNubNDtlAqS8mUv6D20rDYTlpZEDJiLaXM0WiXU2LWw6tggTYKMbKh05Hjduq8KwooOLuwEbGYAcr7ftg4+GHCwQwo26FEdZdlRW2hTw0YdELkBkgs9azg1IqP3RdQ1mtPGlz6nUGp9d0mtIUFGVmwJMASh3liY0+ZiXk3CXKt0OhDTt6iGUVmKhmbYzFqoBY8NsILSvOeEU001FGTUM/IUCoKwMmDn68fqfBnZo6usRaC2AyJhKTJdIgiCIAhCWbBSZMGL+Y5apLZWvwiCIAiCUDdIJkMQBEEQqogl0yWCIAiCIJQDq46nSyTIEARBEIQqYpVg7UKNxhgSZAhCNpQuQnxe70gIhfWWwDIPFXSZUSC+oLQPKrEFUZVJ3QDuoGCZBpoK9uwp2BNHYDX3AK1ralK0ysVOxP3vEknEYUenKnZPBKGekDcmK1TT435z8SlZidhxVwnS8YaIzSujJVsJG4XK09Fz3z5VG92OMDYPu4xiSjqgSZHTJvGYFnVS3ha5x1U2tSNO7gFmT+mfp08AY4NAz3ZYzd2oJZQuRqZIlfGXMECJl/2eCBWCzzbb9xrCkumSFQbvFr0B4o3A/LQIc60Q1GiXnS47/Ez4DEQnnU6mGVagNBuzbH4v1SezmV2xHtF5LbBUIlloHdBkkdN2YeDBYIPyyxy5p7Rc9kIU9uh+YPLo0uTs/DTsoZ2wm7ph9WyDRVOqKpLMCuWT2/ZDGe6JUCksreDKZ7vGemRLFn6uUKgIF+hwRnzTy0qURzAc7c7PectcqU5mPGsnXLKAJhM1hRKFXaTBlQpoVJkegmZn9M/sjW0FYU0Mwh47mPIO5PDzmR2Fffhh2G1rYHVtgRWq7IgxmRUyMQ7zQ4nuiVAheJ+o2ipBYcWRIKMQyhsgosyIVMOr3FjFMK1eUB0vbbNN4bPAqRMf0sQ2g1ZlvGda5qz20UDAuFOz1bNrOqq3Yc+NAyMv6Ovk8RjF5DEg3AZ0rEdFA4zYVGUzj0XcE6ECqIxTc827rwZK4D1Sq+GTBBleYQPCSJgBhzMXLdQBXH/hE8uv9wEXlPoqMOB/LYDfMhlU++20W3pRcSo9tVnMPRHKC6fsmHFcBlh1PF1Sq8FP7aLSbbV6OwVBEASFJcFfLSCZDEEQBEGoIgGxehcEQRAEoWxrMlD8d9QitVovQRAEQRCWOZLJEARBEIQqYokYlyAIgiAI5SBQx9MlEmT42iInOhmCUBi7KM0L0Z0QioJ6NNSyWQbPkVXHmYxaDX5qDyodUrRpbqyyxVJgyFGl5P92fxZKBLUufKoAKpltw/uh/p7Cbr4KTMD2q3fhV3mTWgMNLb4OtSeO+ro++hj9X5PjVVBSaU+KYu6JUH6hNLbXcn+qimQyCqFcKmcdpc9KF+00tpRIZlTOfd8UBKPCoIz0SgKFlOxI+1KzsPxHOfch7PkeJDvLZDnGFXWUC/29slYwDLsx5F0+XR8Eq6kNWH8ZMH0C9snd3o7lcV0DSu3T5Pqov001inPM2njpvH6PFW6GnQh7l08nTjnqvio59bmK3BOhAtATKDoOBMJAuKVmlT8Dll2CLay1OQCVtyMXrsGSkn+u7M1LdkiZDZ5ygpyCzUaNjZsVlGCjBKjrF4poB9JCnYyhZ8li55nHlKzEAU3Ob2KnqDrhSH7fFNV5NqXb27f2AS2rgPHD2iRtiaGb83ft62F1bfashpq8PnYcdiwjMHDM2ni9lVeMe68KnScdc5mBKXTNnfcoTbGTQU3IuT4su8z3RKgQiRgwp58l3XbWVhI/IGsyVhjs5Bn9VliieHG0S/fIudzBjfLbmEjacpuM9ITcqGvI68mUu5LTTumEPVigZ+88EzoT5edZKtKELReqU4206jS/yhqkBAyq88xu+KXOvXMj0LYG9tgBFXAkn9HmVbB6tsJiA+6BxWkQZuqm86e0GfTxnQjx3jhTTZaVV3dXT500wA5kyVI5GYhcgZAOxlpgJ+jCnHHvynRPhArhDiIiHb58hwRzJMjIimOHXckS2ciyTDaIXke77kiP6X6R0C0ZysadnbC6H/N6xGqaZl2Y0+6uOUfDyD265kc5e5Z3bMJOVmXFeI6sayjsqUweZ/Vsh92+HvbkMVjNPbAaO8wKZ9CQSHifumFQ4gR+Jjby6VmqqF4d5zEDoYOxtsV3swL3RKgQHEDUUJBh1fHCTwkyagmvc8FLqM25uOUO0+6+59tNgsX0QmGp9QGVQXfC/haisp5W9xZ/BbsBnCl+rmkyS+XPLEtlPGqoQxLqD6sE0x01GmPU7DSOIAiCIAjLHMlkCIIgCEIVsWS6RBAEQRCEchCo490ltVovQRAEQRCWOZLJEARBEIQqErD0p9jvqEUkyKgVOKFGRTpuszPZPsstdbKtruQoHYfYpJaS5/bMhhbvAlyJuO9dEH53s6jtttRWSW5/NVAi5a4mtYW10WirrtrayedV7b4wUD9lXeccHRpKlptsD6buSHRK74hJFQsreFhcnyfflQptRa3GPRGWJ5asyVhpOB4IXvfwl6JEqhRSwCkSzi6SlK2OShgoktzEWqPP2LLDph7D1PHF+x9jp9YEu7UPlqM8mfU4dgpK7MfHcxNo0EJYVsBIxVWVqcS+nO2g/C81OiiKRT2LHN+jOrJMkap4LCnwlq8TVh12qkhVSpn5lD5VXWdHgZmTi2XyerGuXlUYWW97HojNq87bZl3zBGZZ7wk9Z7idNYfoWLFU454IBvA6VtrjZgWvyZAgIxtsBCJtQJyKf9MVE+ZKNj5sNFX5Me2bkmkSxRfE0VIQ5cHSYfN6T5/QQUUmvA9jB2GH24CW3rTOVHcOUZ+eJNqPRgljGQUXzmg3q7YKhaumgYWg7oQz65pPbtsReLOzKFuqzjOX3LbqWBcl71NH36rM6IS+ttkCZ9aF30uRLZbr9ZlWyreTsFWAxjIDHu8Jr8+sE2xkyKcXgd97ov5VDSzM74lgArVSms2eMaFoJMjIBxuCQIczupj2nwI3xG1E1Agm1U8jZbSb+ndCCdLaHF17cdjlFEpsEnZTN9DYxZ5Oj1pNBdFU2r4JViiclNj2cj+zjnZz/rHrdeM8N27n6iVodkb/biesOmwvYnEZkvdqumA6JSuUu7L62rKjZbDB4z0HG/PKBkB1wgzA7QVv90QFRtPaAyjMIMXnVJWve+L4D/m9J+KbYkaoKa3trDUsmS5ZwTiyxMnOXrmx2pUNNlJGMGKIVlpsdoLjh8zv6eypRadQU9hpc/2Ng1H2ghkB02BXdcJ+7K4dKW8/sNNl4MYMkFGRnIqZ9nddTRxUl5Q5Bzvsfd1N8fdEB2PmOEGJynzJQKMgKutLp9zaXtcSkOkSQQUbjIQZcLCDqWjRiw2JNColppig0U9HqI5r8Hcv2ZFVKJtWEvyuaWIQVmmCPpvCatyTQEjWZ3jBnX4TqooEGaaol5udg/iFCIIg1CzLyDQyIFtYBUEQBEEoB1YJdgfWaIxRs9M4giAIgiAscySTIQiCIAhVJFDH0yXLJpNx22234dJLL0VbWxv6+vpw4403YteuXdWuliAIgiCUbMrE8vmpVZZNkHH//ffj5ptvxoMPPoi7774b8/PzuOGGGzA9PV3tqgmCIAiCsJynS+666660n7/2ta+pjMZjjz2Ga6+9tnIVUaI5srOk1hD9kNq7PsVI3YtMvlA01Gqh6NkyaBcCMl1Se4yPj6v/dnd35/ybaDSKiYmJtI9vuBeeZlleVCGFinaeShCJxlnu/zY4Voli+VR69CP8ZCcSsKkyOT+rZbq9HqeUlwK+tuUtXh99jcpN8j4EI77uia1MAueNjy2KBUql+yiP96TSuh68NvSPEfJDITi215Rsr3ECll2SjwkPPPAAXve612Ht2rVqAPKDH/wg7d/5LnzsYx/DmjVr0NTUhOuvvx67d+82PzcsQxKJBD7wgQ/g6quvxjnnnJN3HUdHR0fys2HDBvPC2OhQsIkCXBU0TBO8d57KE+PUXmB0vw4E3X/Ld1yKcZWSB6dwj9exMzv61n79oceMhyCFnYIKKg48BPzw47C/+wewd94BeyGWt8NI1tXxBslvmrf0WFXm9DBw/Blg+Blg5kRZO+/kPZk8qu/J1HBS9dPTPeH9mDoGHH8WmDiszrcigQavK51haWRmcH3YOFuRVv38VEIgi89epE2cWU3ua3QcmJsAajgws0r0MYFLDc4//3x88YtfzPrvn/3sZ/F3f/d3+NKXvoSHHnoILS0teOUrX4m5ObPBlWVXbKhQOt7znvfgRz/6EX7+859j/fr1eTMZ/Lgwk8FAg1mQ9vb2/IW4Bkscdcr0SE2RfGTnHEfPzIwAVf5oYtbQnDZN4P5vbcGdxS9CGYDN5JHStoDmHqCpK01xMZ/pGDt5/q099ALw5J3AxLH0r2zsgHXBG4HtL1XP3BJjMVdGOpspWZ7ro85z5pTu7F030FSp5fa1sBo7SzaNkrwnDPimhpYGQxzt81xDkez3hOfHTj7zPHmdW1cDLX3q+ldmysdR93UUXY1k3716mBhXKaDrVCIztxUL2wavjr9On8EBqqc+wwcTzvc/cB3QGiruvk4t2Lj2PviqK5+pO+64Q22ocJ9lZjj+8A//EH/0R3+kfsfvXb16tVqq8Gu/9mv1tybD5b3vfS9++MMfqlRPvgCDRCIR9TFG+RGMV8x9VShMmokYjbSmR5Z2ni4cDY8PwubosqVXG4Tpb9FTFbnSp2x4lBRxk84apGauIh1Ay6qsJlqqTvSSCLQnOxkdXFjAxHHYT94BDOfYCTU3DvvBrwHP3w3rkl8D1p2XPqo3mJJJdt6xadjMAuTyDeF5je6H3dACtK8HwunBmEl5yfNnWpoBTa5giPdqZkT78DR2wIYTTHEKZ3Y8d11VVuSYvt9ta7QxXdnl9Z3spWtD7zjkcm4/X6mqTgyilM8RDeV8uPJmQwU85bGlX3G47xTf5wwn3HpZkzGRsSzATz+4f/9+DA0NqSkSFwZDl19+OX75y1/WZ5DBl/x973ufirbuu+8+DAwMlLM0CTBqDZXOHtNBgteOl4ECPxwJKydRj9kAZhMaOxZ9KSLtagReiLRO5qk7YI8dBQ4+6m1UO34E9j3/F/b5b4J11g26kzIdDU8NwWbn6NV4i0ZkJ3fB7hzQ52uK415rszx+lxfUdIjTebPL9nocgxQa2UWnYHVtQkVw7etpTqhcbL2hnoOGRtihsM7O+IHPK5/DEIOLZTmrXdvweaqhIMMqoeJn5rKAj3/84/jEJz5h9F0MMAgzF6nwZ/ff6i7I4PbVb37zm7jzzjuVVoZ7ooyuuChFWAFwasQPyrUyYb7KPNgAK2KeIlXpfwYXY0eMj8XYYX9OooTrH/yk6VV57f6aOa6f8INvd9cqrIvyaYCmpsn8lqkCDO28LAgmDA4Opk2X+Mrml5BlEyLffvvtak7ouuuuU6td3c+3v/3taldNEARBEIqeLgkU+SEMMFI/foKM/v5+9d/hYQ5cFuHP7r/VXSZjGa5PFQRBEARPo/1ADWUMuByBwcQ999yDCy64ILnWg7tMuPGiLoMMQRAEQRBKw9TUFPbs2ZO22HPnzp1Ke2rjxo1KJuJTn/oUtm/froKOj370o2rHibsDxSsSZAiCIAhCFbGs4oVJTY9/9NFHsWPHjuTPH/rQh9R/3/Wud6ltqn/yJ3+itDR+53d+B2NjY7jmmmuU8nZjY6NRORJkCIIgCMIKkxW/7rrr8i5D4KLjP/uzP1OfoupV1NHCskXLN8/Bjk5pcapKlUkNCeo4mKrvsY7c6UGdBT+7J6gEalqmT7lxdW5n3gCc8xqz+nKrYt92f2VODgNHnwVOHTI/T+qOjB1Sz4MR1Btp6nK2o8LsPHkvuW3WdHsmdTKUFLzh9kNeE261VaqphrtFqNbK9yTu4z3htfGw/blkz158Xtd1ISrr2ISaQDIZWaG4UqQuZcS1OuW83tbpNrbReS1Y1dBUFrnirEqI8RhsXuMGbtML5O+wud2RQQb/np12qFl3jLnEuDJx9TFmHX2GQop/vAYNzUp4y0SkSkl4K7GfKCyKavFct74EePa/gL3/k79zW3sOcP6NQEuPWZlzk8D+nwPDz+nndnIIGB0EercCbau95VDZ8ZK5UdhNPUr0ysqnIcB7Qb2KRAx2qEkrq1LETCl2Fnhn+HeUYne3y1IQjPcyyjrk6RQjHbBWbVdbitX1iYRVh6qf43gBrYvpdGEsHsNAhaJrXq4Pv5+fmI/3xFENVc8tn+NCPhr8e6XJYZY/T3tPUiTzbT7HNaQHURPw3WdbUkNYJdTJqDUkyMgGX242hHE2DNN1I8ylMhaxmeyNMhslBhscdan9+cUnufLJbSvYIcWjWgUyQxNAddiZctruv7OB5wiaglWGfh5aNnzWUfZsTG/IHelmKxhOV7P0cp48FxVELdaV/2c3NAIXvAnYfh3w5A+Ao0+nH9y1AbjgjbBWbVlUCfWAMhE79Agw+IhWqNW/1f/hvx17Djg1CPRtA5q74JnZkzrYcKS8054D1ZGli6El6xsIwWpZBXt+LrtaLjtOqixagSXnaIfbdLChRL0y9DMYxPRshdXSt/SesMzGdn0tGESkjtz5v/m7rLYAtn5uWBbLZsfutUN33xMPAXJqXZVgaLg1t6Q9MxcqsA2aB7a5ZOddMbGU717ZWE5mKeO9rwGsEkjmO08aag0JMvLBEUCgwxmFT/sW5ak2epQz623krxrsKOwipYxzNqZZy5xbLFMpc7IOeVL3bp3YOTB9zr81uj/sZCadTqZVj2rC+nwXi/AYXPCaMnDL8XInO5mWLlhX/xbskf3Azjv0yP3c18LaeLFyZtV/WziwU3977GmdvSikCsoyBp9Qcugq2Ah7nNZISnmfgN22VhnIWeyw86hzJq+XClL79LVl0MAOrrFTjaYdZe6sx9pWEFZTl86IqCAlAatrs5Y9d84x855Yqc+BkvKeczpcN/hMeHBWHtd1VMGGwYg/GSA3Oaqc+Z+X5L/zPCNt2qtFBaXaJ0VfH8PA1qvsvMo8TWglWpa1EhVEeZ/YvtTquVsliHtqK25KIkFGIRyp6MVGLHeHUouoxkyN5gxhAxhogI2lI8+CZbqNvdlR5iqQyY6tUaeh44ZrCpgB4TGt5uZbqpFnR+Yxy5Vs2Ls3wbr+Q3oE6nYqAW8Nn5oeeOwbBsqnrmnZSWC0Ua/3MLmXPDd6oNBanBkID4ckgypnWkoFEMnOM89x7v9gdqJtHdCxISXr4a0DV9mFmRHz50gFxNN6QGHa0jP4Cnp/TxazMA1AJD2oMcpe0FXUtB1iW+Aoia4YVMapWZ+3UBUkyPCK8iPQoxZl+75cKDQHnAs28H5fTL9lFnNvDFxK03A8NHxlbHxMo7kBhbLa8hhcJGHH4kta3QZaV/kbKgXDvka+qdfT5Npq3w+9Zsb4nvDv/cqVu2snKvSeqODL7+BTPXc+BzoBn+e5HHGnRFfMHlbU5ABYggxTVINr1eTNFJYRFZ8TrtFc6gpG7kiZsZZP9sKqgk5GpajRCSpBEARBEJY7kskQBEEQhCpiWSXYXVKjmQwJMgRBEAShilh1HGTIdIkgCIIgCGVBMhmCIAiCUE0CNeb1XkIkyKjk9rGVgngmFMRE1bEk5cGu+G6GSp/jckOuT5lRuiCh2p1HSEGmSwRHHXASmBvDckGJIPnd/28ntPiT3zL530oFGyyH8t1+oCpmYkGbtxnUVzUIPvwPdDkU4koYlaeOoTx4+1pfZdI4zV6YT6qLejxQK7FGtZib1/omryWNxQyvq/p7vmeOwZdJmeqeULrcD6bmcLpQfR+dY03PU4V+Pq5Pmjmc6TtGP5OVMgigUBrb60rr9ghpSCajEK4Hgl+RnyqQbESS0sWGKA8PquSFzMukUBk//Nk1oSpXmO001EsMsLzCYIiCPVTudCSXtfS1t7pa4WbYibAn+fTF63NSS3YzaGjphd3an1cMLNl5zo4Be+4DJo6ad2Qnh5DY9RgQug+BM64BBi7S9c8lBubqf1P86/hu9V+7ayOw4RLYjjR5vvoqJdWxQWDiGBAKA52bgNbevCP35L8px9zjsMcPAW1rYXVvUd4b+e5J8jwp706xPKvLUWP12LkEG/Wz6vUZda8Pz5NB6vRxLYnf0qfEnwqdpyIpCU7xsUatVlrguiavz/Rx/V8lh9+qx4pe6u5RAr2uUPeI0vFhx723NrUzrDrWyZAgIxeu6VVWg6XaJNkQ5TMly4ujaqpUHi2zMulTQUnn1M5WmVC5ZmSRxca5WJINdS4DrAIor4rW9CwPAzJ+2Ek4KoGeZKLp1MrvynHNF6/PJDB5JH3EPDWsFTxb18Bu7llSpnZ1jcLe9zNg6BnPo1a3THv8JBLHB4EFRw01NovEU3cD+x5D4OwdsNae5piyOcFGagd4fA8wdWLxS0cPAWOHgb7TATrMqo4/sLTzZGAxPrj4HNBfZeRF2AyOugcAGpqldMKLz+w8bOXimqLcOnkE9tQQrM5NsDs3LgnGlnbYDvQgaezU35XPQE9Je7eZ2aq7ga3KtqSUyed87CBsWtg398IOBJfUVf3MOvG45HNCOf1ZfZ2cdy/z+ih4faZPLDrmErZPs1EdPLADzWWA4dHMra5JxIA5/X4XdGGuAlYdT5dIkJENvtjZnCRrlGSjxNQtR3N+6p3FCdVTmfOzsDmyymXx7Y4k5hucjt2n7bTb2KqG2gn+TNxX1bGBRUO0XOfJDoDf74z6VCOvHFULTZ00wA60J7NHSUdVpqcnjmhDtpz+IIPAzAk1ckdjx2I2wHVZ9ZjuTQYXM1OIDx8A5nJk36ZOIfHQ95DoWY/gea8AOvv1sTTSG9kHjB3JHrixYxx+HhjZC6w9F/bqMxY7fgZLowdzTzuwcxx6GnZzN9A1oN1+ne+0Z8dzZ6LsOOzRfcDEEZ3VUJkfB+V8O5e9rpmeQ6pzdp+h4GLga/r8KRffPP5FDLYZgNDsTQWOzvXhlFw+W3rHkt4OzDmdYMh5DhI6eM83Tctrx3PMtK83taVfCbgBKafV/LZF5cCqX693CTKy4liULxfUPGvC3L+DIzh+VArVMLKfOekYoXk0X2Pqem4U4EgvXyefE2fEx47F9N4oa2faXac0wHmL0mZtdmJe2XN7RXUmDEzYsZ3cDZudkVefG17L0X2w52PaUp2W8KmjVg8kThwB5qZhT3lcN3TyMOL3fhWBM6+G1b0WGD/q7dryORt8TE+lbLwI9uyo7li9MHMKmBkFerbqqRSv05B0PD3xPDA9Aqtnm66Dl0xdqueQOz1havXNLAOvi7KT95IdtPV9Z2amba1+N71O3fDeRydhMxjhc8jgwmuZfF5Y17Y1KsCwgtK854T3o5aCjDpGnsJ6wGuDm83ciQ2wH1Tn6WMaiY2o34GV14AmE2UF7iOw8XNNXfMrdrx+6suMwNDzvsq1TzprPUwZOciLa3592KmNHTIvj88NO2Cu7zAtk0GJn0Wa7jojP/Ca+rmXDBRYVz957Hmf68CYQfP7TgtVw5LpEkEQBEEQyoFVxws/a2v1iyAIgiAIdYNkMgRBEAShilgyXSIIgiAIQu3Ol6AmkekSQRAEQRDKggQZNYCSFl6IwY5OKSlvY9lfpengQ1bbRIQoE+oVNHWZh8/cCUMtAcNtqJSatrltlloCJjLMlLaeGoY9Pmgkk67uycwpJKjtMD1iVqYSV/KxA4Jwx8Was5VolRGRVgQu/hVY2y4zUzXkrovmNviicwOw/lJACWXBrEy/cvfUmzi1Twl3Gd2T2XHYu36ihM1spa1hAHelcFuo6TtWzPtFjYtwm9b0MCxTtSOOLLuwvBIZVpGfWkSmS7Li+FLkEpgqIarjSxXpic3rhkKJ6Hi8PWq/d4PWAmADWqjejkgPG3vfJk1USkQb0NgFKCVCjzoJrl5AqlJhHo0O1WFTKdPVYXCElezGDlh5Gn3VwHKLpTpuUfLcbl2t5J/zCRTZPG7icFKS3aZQFhUke7bDUued4zgGiGMHgPHD/lViGVzw074amDiuha/yScPznq/aArT3w6IJ2vqzgG2XIfHMT2Effi5vUVZnLwJ9GwDqKZg8AxSZ2vpSWD0D+vnpWA+7Zzsw9JR+FnKXqM+tif4iPltFPtv8UOCtoQV2x3pYebamqoDi4IPAkScWBbWOPAl74Cpg7fn5hapS3hNV+0g7bAbI01S2nS+wXZbCWD79dIgbhPE7vCjbpgqMsW78UD+noRmW6EFkCXLNfYfKiVXHazIsewWFuxMTE+jo6MD4+Dja2z2MFFUAMF0WYS6OsLXnxXyBRq45t8dE5ne6t1Lt68/y3WyIGLxQnbJEDpBJlcl511PBh4cIG2Slcpgiw8xrT48Pen3kgg0Fg42URlRdA547O6FcmhG8DjQaa+pJl35mAEP5ax6bi9bVsLq3pgU4Smxp/DDs0f3mKqReJKxHDwMnD6Q/h+wcuzcB9BTJGMYk78nYEOJP/TdwcjDta62WDgT6N8GKNKluyzLJsmy+ClhznqpXpqy4KnNyGBh+eqk4F4NJGrzx2pe6NWSg274WVkp2RL1fR3YCB37hKKZmaeYY8Gy9Dli1Lf1dyPOeJN8xCstR0yTtGaPwV/OiHkepzjOpNjq9VDsjM6DJViYHK6odWenKn879MRBjM+4zDJlwvn/XW5rR1lDc8zI5b+P0f58pW139IkGGJw8TSkVP+xZnSv+6hLdsQwkkv5NZEjawoSZYoXRfhFKSLJOdC0ezXhUOMxpLm4EVMwf09fCaDWDDQSVRdsJUSPQaFDJIaV+nj1c+Iie8VlZPEXRshDU7Cvvk7vJmvVyZ8ZH9WvK7vR/o3VrQxpqOqwxQE0dfROLZe9Vzx+Ai0JLuH1IQlrPhEmCjnorJpw6rnm9en9EDABU6+b8pJU51z7JiaYMyfk7uA/ber6flCh3DZ6x9DbBtB6yOdfo9c+TkC5qyKcnvk/qZYwZBqcOWMW/tlsm2iAGxCmhavAc0jgngivQwYdY0JSvllUoFGS++tTRBxmnfqb0gQ6ZLCpHpgZDPt6AANjs/r/LLqbBcNvQe057JxpEmVo4h1ZJ/KzHJ72VDy+DGc4eNRQ8LNtbMhpgGc0k/CUMYGNAXwxhbmWEpQyxUAHVtg0DvNmDV1sUOpcC9dDNgVv82BCONwInd5s8BMxCXvEOPhL0YxjmNuN21SWdbmImqyDjGBqaGgBd+ojt+T/kZ19RtCDj8ONCnvVhIoXNVATWXtDWv0m2D+8yWM2etvjugA2qu1zAtj4Ml3pNipnGWG8ocjo7StZ7FsWp3vqNIJMjwSqoHglc/ikzi/qdd/MyrJhvKAgZfpUQ1voaeG0XLo68EPAYWWQ8NBNTiVV8BZttqWMrh07BMrvdxMwkVazxtJ8Bw/rfBcdaq7ep/mVwj9ayr57VE7sLeCk3/rym0PF8pqDUqyyOgskTxU0iiRmo1ejdzUPHaLq/LsyKQW+KBlTNzvDIw3ZkjlAXJZAiCIAhCFbHqeHeJBBmCIAiCUEWsOg4yZLpEEARBEISyIJkMQRAEQagiVh0v/JQgQxAEQRCqiSUGaYKLEnqSVeh5kctTGNnJkJeqaARWeCi4gnQQq4I9PyPXuAaQIMMr3A9PIS0KRvmFWhc+1fYoea1Mu2r8pVH1a3S8KUxRomeRIrarsUyrtrfI8Tmi5DUFyyp1L1lO22pHMdKgTP7p2GHYVBk17RT5ty295lWloV2C75ruIIzK5LvVM7D4v70fCPvYU0rHxsh0jX+rytHHGB9LATr1MTzOld33E6g47Ui9knZ9KOxHY8R83j81giUGaSsYPrT04/CjKJkBvQNsqvVRaVI5QRq87MrZM6YFwUroPVIqkg0X1UnZkdJEi6ZOXr1MqE4aboPdsloHchNHvEmTW0FYXQNAx3qAzpOn9urGxZWMLgdUX22j90m3Pj/WtZAAmSu3PbwHOLhTBxnrzgLWnwtQmbMcUs8sk/flyHPA4ad1cNNMg7JWbyP3hSgwNgzc/Zew158PnPcG2PQfySda5fqtxKa1WBUN6eYmCj4HrgR6/NCziD14J+zJEYTOuArhS38FdsSDFHYwrDxlMLADmByC/fx/Aaf2538OeA6sb//ZwMDVjnVAI2xHwCnXOSbfvflZLSlPVVMKP7WvV+9nvndTvye2fkaVdL4FtPXDbu71WOYMbGXeNwObpn3t67QUvxchMeXWHKmpdqNUJK8Pg7bYzKK1ANvaicOwKb/esirN36amsIrfXVKr0yXiXZLXsyRa2P3QJ+qys0P2YwmeYnhU7WAj6VnCDokdSebjxJedHTDVPLPBzoMSyXz504yoEtrtcupYFhVQ5+/owNm5eYkaqj03Afvkix68K0zRHYJycc0wB1NZLjb+mR4marRLL48jwP5HgZmMTFhDI7DxAqD/NEc5sgTBBq8Xv+f4XuDgE0CUz3AKdF1t6QQiTfrRtjLqy2BkagyIZQQGlGbeeg1w9qt1p55q3JcMMrM7htq8/3PjS54D9/mJjxxG7BffReLY3vQyGxrRcMH1aDj/5bohzpSHtgLqGUDHhrR/U/dkZLcONvgcpR+k60fpc7rJtmZmXBx1X6dDWmKQpuzm92oDv8y2oakLaFung+ZspnUzp4Cpo45pWwrM4LWthdXUmfZOJ5tnXje6EfMaZtaV0ua0oue1yNYWKGlteh/VZ+I6GbhxIJarnXFhlpXGiB5lxivlXbL/HR1oDxfXjk/EbAz8y3jNeZdIkJEN1WmMl8V9dUlRTA0zS2JqKJZieMSGptKBxhITtkLuo3z5GWwkr6mlfTE4uspr8rWgPSlSLcRberUTaj6Lb97DmRE90vQTyGXS1KMa8nzy7qpMjmrp5Mp687ymx4D9jwBjR/N/f3MnsPkSoHvdYmBiinvc+DCw72FguoD8fUMYaO3S5mXuVMrMODBbICvD637mK4Dt1y52bLzGDC7yPAfJwHpuXN9X/m5mHLFf/gDxvY/nDeatlk40XPorCJ122eKzzk65a4sy/stZpnJjfQL2rp8sZiOZZdt2HazuzR5M+7RVerIjo1/N2KECz7tj1sYsjnN9lNS+ykAUyOxxxN2+Hla4edGEjcHMzEhhq3eWpwJgK82qvl7dV9Oyp0bvuKUHKB4kxysVZBx4Z2mCjM3/LEFGUTzwwAP4y7/8Szz22GM4duwY7rjjDtx4441lCDIS/v1JfKKs0v3YpJNIe8UbEjXPyQbcJDhys0M8ztAR0eZU0fw0rOYeWGrNh9ciE7CPPAbEfBjTsRFiWY3dsJhx8Fomz++J7wBTJ4DjTNkbvGKbL9JTKH44tBOYOgmcOmx2HDMazI7NTZmt2ehcB+ulv+/cU+8BOZuc+Ud/gMSJg1h4gVbs3o8NnfNyRF77B7Ba+408VZhps/f9TGeOVp9pNKpn+t1KxGBzWqzQSDkVXlMGNHxXTLNqnAphBoLBRaEAPhUGRf3nqwDDYsaqTlGZMb5nzKD6yTQ3r4LFrFOtBBnv6ixNkPH1sZoLMpbVUzg9PY3zzz8fv/mbv4k3velNqCuKChKqECf6yQ4oR1t/hkW037a4eNG4yABsBjR+ggyu9+DaC9PDOI01clC7e5rCTIJfDj+jG15Toj6D25lRvY7BEI60OS2y8OIvjRe/2pOnEODaC9Myuah446X+DPgWZmGPHzI/TmXhuO7CB34XmMfnYansZp3jZsXqBKuOFT+XVZDx6le/Wn0EQRAEQah9llWQYUo0GlWf1NSUIAiCINQSVh0rftbncmOH2267Tc13uZ8NGzZUu0qCIAiCkCXIsIr8oCap6yDj1ltvVYtg3M/g4GC1qyQIgiAIVScej+OjH/0oBgYG0NTUhK1bt+L//J//U3KxtrqeLolEIuojCIIgCDWLVQIxLcPj/+Iv/gK33347vv71r+Pss8/Go48+iptuukll/d///vejVNR1kLFcUJFjpjiPCVQe5Ha5EAV3LIMyo3r7IIV6eLzX+jpaB0omvYDORamwp47DPvo4rI4NQM9Wz1sQ1Vbb0UN6F0RTh95W6BUlurRPb0PkNmGv15bb6tadDXSt0Ts+PN9bC2hsASaPA43terulV7h11c/OkmIIhmDvuR/oWAes2uL5nsSnxjCz7wXEJ2YRaQ4jEPSeUA2uP0tvJeXW4oYWsxX53NnE3SUG2x6VKBx1T/zcE+pUUAmU27wLKcKmQQ2ZVr3jLE1bxgMG27tL2nZxSyn1Srh1thJ5e6Vh0gLE5yr/3JcBKxBIF7fz9R1mf/+LX/wCb3jDG/Da175W/bx582b827/9Gx5++GGUkmUVZExNTWHPnj3Jn/fv34+dO3eiu7sbGzduLGFJlt6jnqneWAY8i1nlg40QP9QCYCMYzC0drBUL3TKd7XzReS1NXEC4R9WV+/bdPf9KHn1GN4i8XmVoXKjeiaGnHalwwB49oH/eeDms9nW5j+P1GH4W9rEnnUbIUeVUin8d3t5IFYRFtTBbQwtsCvjkEwBztyyyrhTV6l4LrDlDq24O7cq/XbO1B+jfqjsxXlN+WBZlvPMIgCk1zwOPAyf2oWKkKoYygONn6DnYGy+F1bEm52H2fBRTP78DU/d8Q/1vXo/5uXmEm8Mq2MjXOQXWnYHIy34Twf5tsKNTsNj5hppgt/Z5ElXS9XZEu7idlbo0ed5v9Z5QBIvPmivi5fWe8NmifUDyWWnS7wgD80JaODyGx7rPJ39mgMxnN9/2W+pj9GxXOjKVUgG2OUDhNXHbrti8CuK5Zdxk0OIL5/spxKY0M1LbM0/Bn3eNleXGRMYGh1wZ/auuugpf+cpX8OKLL+K0007Dk08+iZ///Of467/+65UrxnXfffdhx44dS37/rne9C1/72tdKL6yiAoDpsih/KsEmJWhVRAYjb5TftGRUoTpB6vrnC2jYAKuMSCC9rhQnyydQxpdeBRvh0omTHX9OKSwu9Z9wfm5fB2vDZWmiOupxPrUX9uFHcqsr8tx4TKTVPDBq7ALa16Z5IOSVQHdfr+iUlhU/maG30Nimg4vmjtxKn+x0VBYmJQCkONmRZ4DDzy76hZQbXrcWipM5DXRaXd17sgbYcDEsx+PEVbWd3flTTPzn3yMxOZq1rnxOIy1hNDSmP7NW5xpEXvpOhE67POlvsgTK0lMFNl/Hn0KyyeO9yvIO2rOjAA3T8j3v2e4JrwGfKdYnixy5VsjNLq+ugvTGDq0uukTp3bm/DDQyJdsp707vHkfPpSLBhZe2Sw1aaH1Q/mV/i9LrBTyh+PyqrGSH5+tUKTGuw7+zCu3h4q7VRCyB9V/JlNAHPv7xj+MTn/jEkt8nEgl85CMfwWc/+1kEg0G1RuPTn/60Wsu4YjMZ1113XWUdBNloBTp0g6DMk3wI+WSgOqQCo6jiC0noxsgKwg5zNGV5D2iUBwkzIgxSwnoUr1QHC5w7AxgKCLHzValef4+WCoRG9gAjqSP/zHvu/DxxFPazd8BedRqstRdpuerBBwF2EvkLAWZO6sa+udtRH/XYOM+NqvO0KRvND0W+8pm5ud/LzufMHcDEcWDfI7rD6KOxm+OOmvq3mTBzxL9vYvag1TFZe1wHGhWB/hht2lwtZz3dezIEPPtD2Ku2AevOR2xwN8b/4//DwrF9ec3K+F7PTUURm51HpCWCho5OhK96KxouXNTFydlh8R7EJmHTsK6pu6D6bdIXBAFYkdZkNtHmNR5+Vst/F5rgTr0nnEbhyDjCDFl2UaVUqW+rpVdP47kZQQYXocZk22ZlPdbS5op8t/hO8j3t2Airc1Nuz5ISY9R28X2IjmuzOYNpXD8k7ycDNX6YLVJTYilwUNHYVbsS61bp9rByg0NqQJRrXeJ3vvMdfOMb38A3v/lNtSaDswIf+MAHsHbtWjVwX5GZjGIpKip1FeZU6tT234GyYVoOKB+OU/6mcbhOg42h4UujGt699/oIwFI7L0P3VQZF7f3lcUHNhjt65hw/MblGHEHuf1zZoFcMduxdzvUxup8Wxp94GDN7ntfHGgToDeu2o+f3/i+shrB5p6B8P8xS4aoJHDsEe99PnUfH0F5+zfnJQNXrFcpsdj2v93EUZdGxaYkJWzkpqu0Kt3rOMhVLWpaK9WU7RCsCn+VXKpNx5HdXoz1SZCYjmsC6Lw97rislHW655RbcfPPNyd996lOfwr/+67/ihRdewIrMZFQVvsxsSDid4NfXxMCjoeowuPC7ToTXyE/jNzvmM8OT2mAbBoBqIV8FN5izU+Jo0M/14XGVDDCIWsznZ/RnY+7wAed/mmUAw1vOg9UQ8ZVqNw0wkjLnzEaZBhiEcvcqW2heph/UUcHGinXaSYqYMq5kXZPXlVlcGhrW8dqLYpmZmUEg4x3jtAmnUUqJBBmmqBGv4WhZEFYkxQRv1Xi/5L2uJ1LXTdU8VuUlP1/3utepNRjcNMHpkieeeEIt+qQ3WCmRIEMQBEEQVliQ8fnPf16Jcf3+7/8+jh8/rtZi/O7v/i4+9rGPoZRIkCEIgiAIK4y2tjZ87nOfU59yIkGGIAiCICx7q3cLtYgEGYIgCIJQTdTurSJ3uNVmjFHfBmmCIAiCIFQPyWT42solK9CF4shUdSx7eTnERMtcqv9Dq5L6rex7XSn57xULRRQpCrgMrrEVsNSn2O+oRSST4RVX3IWqln7hfvFKiT4VixXU6nl+UD4CtrmITssqLZ5jivJjoa6HbVyuklln4GhynPu31K1QZXrfV05pbKVMuBAzV6+lHkN7n/OD9waF5SwsLCC+EIed8F6mqt98FAvT2tzLqL62jdbTzjRfNW9ZmHv2f5CYGFHleS3T/Tt7dFAfZ2CapZQsuwfM300WSaXQKcdXx+Q5UM9sQtXT+DlYmNUmhab3pBgC/tsuGgZWRfORyp9sr4sxn6wUllWaTw0imQxPSp+ziyZJRUClPiUNXEhjP/0oLQLGPd8Ux1Ly4B6FcXgMj+V3sFFyGiYPFdUdGqV4ed7TJ7yLZNHQiR8DN1g1mmM5lHNu6QHCTcC0B7VRN6iYGQVmx/WopaUbaGz1PnTntRw/AkTatER0IWVL1fHOAgceA47vA1q6gIFLgc41ectUnZ5lYWHXg5h/9D9hR2fQcNolaDjzci0LXUh4iudGCfRzNwPjQ1qanOed79QYUNg29j1/AHue2a9GOqedtxWbT9uonrxAjpGPe09mR8dx7MnnMTs6hvYtA+i/8ko0tFDciIvUCt2TCbR0dyBy2eWY3L8Pc8eP62uTq7Nx/i3S3YP2rZsQ+MU/ARsuAE57KWwKc+Xp4FTnPjeFhUd/AHvfI7B6BxC87j2wNl6Q2+8kGRRYwMhu4Ojj5uJz7LzoWXNiH+y21cDGS5V5Wr4MRdKHZPwoMH5Yn3fnBiUcpS9DgWdWeQS16eBGOSg3KXl0T8eWpO1yzMgM266qZWx4TynDTosECnPVqqx4HSOy4rlwrdAzDYlKhLrshTr+LLr/egTkuh8mcjdEypwomMV7YHapOVOBRkGVSZ8FBhu5GmKOzl17aiNTo5j2/mBDkP4HusyZsaXX3z2WgQX/PfM6UHGUrqYmttwKS5teuXbZqQ0jy6AS3uBTwNHnltpLd64Ftly2xOjM7eQWBp9H7ME7YJ86ll5ipBkNZ1+F0Jbz1HFLOsRcZm4sg86r+x9bYgTH4IIBxOH9R/HC47sxN5P+jLW0NePMi05D/8bVaR2ivqw25mfmMPT085g4OpxRlQC6zz4bfZdcjEAolF7X5D2ZUgFG5j2JTUxgYs8ezE+MZxW9CrW2on3bdkQ6O5cqjm65EthyuUq8ppbJa8t3IfHUXUg8d++SEau1+RIEd/w+At0bMs4zoYIWe/wI7MMPF/a6ScXNXDEInssis90zAKy/SDsaZzNIY9aDrrWZQTvf9a7NsFpyuKiqwD+H2zF/pwYTFTJI89l21QSslxoEBWpKVvzYH2wuiaz4mr89ULa6+kWCjGyoDm68LO6rS4piQ8mAIdVgSzUa6U6oS6toLx1VKPfV5oIyvtpF0ZkmMGgUVJDCBpnmYm6ZyjaZjZ936WBVdwYrtNJO/a5ssK40MqPlu9t5z03pRr7Q/WE2hsGG6bwsAyW3Y3dfD1q1H3rSyUDlwgJWbwM2XwSbctOWhfipY5j/5fcRP5zfC8Bq70H4/Jci1D+wuF7Diy09R7NHn1fBD42+WObJ4VE89+gLGD+VbvmcSXdfJ86+5Ex09LSre5JYWMDwc7sxuu9Q3vR2MBJB74UXoufccxYNwSh3PjW2NPhKgd8ZHRnBxN49iM/p6xgIR9C+dSsa+/ryd0h0qz3tpcC6c91vQ2LXz5F48kfZO3sXK4DAOa9E8JrfBJradXAxOwp78CFlsOcZ93owqKX8fb5mk1ONq88A1p6nniUVXPD5PbUfoEV9PphR696ijdt0zkiPwOkHlPcZtpx3OFJBN9ZsbZfOnuZru2oCmtl5aLMqFWQMfWCgJEFG/+f2S5CxPIKMhH9/kmIMiDgSYxbBIKWnRxVR3QAZpiWV+yTLVR1iwKyuk0O682ajYlLmzCk9/cTgwiQ9zbUTw7v0fzMdFgvBLINxVoPz7TEgOqczBsyaeCUQQqyhA/bkKBb2PGK03qPhohsQPvsa3amaONnGZvHiP34GYyNjOH74hPfjAGzb0ofOjmac2n8IiXnvgXVjTze2vfoVQGzOyBFWWb8PDan/Nq9ZAyto8LxzOqJ7AAlOF42nZ1ry0tCI0Gv+EAgGgJN7zbKTfObmozrQNVjroTr9zZfq402yJYSma619sAxG3QorCIuusMug7aoq7rRurQQZH9xSmiDjb/bVXJAhazJqBIsdig97dBVU+OlAXeMiH+ZFrKvt13iIKVZOu5hOQfHaFFiDkBM1d+3jOGaJDu00Py6xgIVnH4AdTZ/G8II9Rfv5LvMyw03Y+9xBxGPm9u8jg0OYHzbf7TI/5UyNGMIpj+a1a+GL8SEkDj5rftz8HOwjj8NqyZiO8QIDCz/PHp/1sUF/CyaZpTQNMHyY0VWz7RJWBvJkCIIgCEI1sUqwbbvGlr+4SJAhCIIgCFXE4g6zItexWFZtrnyo8dU5giAIgiAsVySTIQiCIAgrzOq9UkiQIQiCIAhVxBJZcUHI2LLm70AdbVP/wXQ1elM3rAt+DVh3ofkKJ+ooTI7oXSae6+psDW6nAqnZ7p1ELAqb218N4XbkuWODGP3+/4fY4T1Gx84PHcTGdmB1W8Do6nBHZ39fM3r729AQNtt+2NzT5VNmeh7RoUFEjx5EwuA6KXn0yTHExk4hHp0zk6puiADRKWCK+iomyp5akRNbrtGy9ya09gLrLwF6thvuErG09sTYIdh5dVmy4HOXBzVw7PkZ2LFpI3l0QSiEZDKyQs2JiHcp7RVCVvEdTwc6CoEUIuI+eneP+vy09oPJ16g1tMDq2QarmUqICQTWnAN74BrYz/+Xo3fgcSsqPww2qMjZ7MiH5/z7OWBqRGs/UOI80gzEosD0KLCQ+9wp8xw7cQwLJw30G9zOM7aAuekY7JFd2r/juYfReMYlaHvZWxHqdv1KlhKfOIWJe7+Luad/ga4moKsxiL62IA6PxTE6k7+zWNMTwZZ1zWgI6rCktT2CybE5jJ6cRiKeuwOPtLWi/9wz0Nbfa2Tyxedn/uQw5k8cS97zhbERNKzqR0NPf169jPj0JGJDg0jMaXn/hdgcrIYwQq3tCDSEcxcaCCLQuw5W92odNHJrKPUuKAdPPYl8dW/q1p4mSuDKhtUzAPvUQeDw4zpgyQVF3AauBlafrbdqd1hAz1Zg6BktnZ8PCttxCzN1J+ZG1cdu6gHaqCeSZx+2EuJrghUMm90TN5imdo1LPAa7VhU7SwGvlV9fppq2erdRi4gYVz74orMjrIDyZy3jSUY4+4G6UWdwkUV4K+njwEAjUwmRwj5dA0Cb1lNIl2h2ZKFP7Ib9wo8Ax6DKM3yZlcdJW3onwwBi+qQWT8p2LkptdBqYphpsPK3zXDh1HLETR7X0uAHx+TjmpqLKvGwJlNCmb9xlr0DrNa9DoGnRPC4RncX0L/4LUw/+SJeZEqi5iqEzMRuDYwuYiqa/4t3tDdi2vgUtjcElbrDalAwYOzmDidGZNB2xUCSMvrO2o2vzBlWI1/QsvzM+fgqx4cMqi5GVYAjhvnUIda1Ku9eJ6Jw6Lj45llWOXF2mSBNCrW2wgqljJksFFgwwXNXNpQeGtCIslWFT/50dffeAErXK7LCTo/zhF4CjT6dL9FOYjv4lGy51lFADS2XFqRY69JSjdJsCtW7oTcPvyAa/q3U10EJl1EB2byMDpc+sisG16D1SUng+zVokzeP5VEqM6/gtZ6I9UpyQ2UQ0jr7PPF9zYlwSZBQi+TJOV0Xoppp4a4jyBGgMHDxkPbTMOF1ux/WoqmMjrM5N2jgsn8y5Mh0LAIOPwt5zT/7RZTY4MqQhG/0x2PjPehCWSnp0TMKeHl/sPA2nRxLxBOamo1iIeghg2WE1RNB67Y1ovug6zD79C0ze9z3YHNXneX3dAGJsNoHDYwsINQRVcNHd1lDQP04FBnEboyemMD29gFXbN6P39K16q53B3G98egLRY4OehcmscCPC/RsQaGzG/MgxFbzlCi4yCTa3qk+gYxUCqzcCzHDw2hU60PW64TRe1yZYrYUzNCrY4PN35Eng+IvAmrOBgWsKqucmA+SJY8DwMzpbyuCCnbkXUz8GRgy8OX3IY9hhGsqIK6Vf5ZTscdrIsStg2cs22KAsO6+XYbZAgozikemSQvClYiPEkQJH8sqNtf7jsqQpmp/AiteokEdDCmqERznklj4VYHhtzFwJY3v9xdqHYvARs3qysZ0YMjvGNdlqbMXci08hMWYm4U3mo/OYnTDICjG7EJvD5H9/C5M//XfPawrcK9jRGEDvQAsaWyPJ3xa6vLz+wZCFvg09aNxyJqxQg3EHEz12EAuneH0MOsDYHKKHdmf+1tOx8ZkphLadh2A3jd8MFtsrmfqANjZLXp/8B6tAgcHWhouB7dcnlXO9HKegayszVTQHXPzHwnVlVnVqCFYn3xPze8I1F7kNEnMd5Bgr0ldluaF8oBgg1bbcuaWcjYtc+FmjalwSZHhFyXdz5BCpuK9JVWDD4jdzY+ot4jbtHAX6kjkPwD6e34CsHPgJMMhCLF5EoXGfcbL5KJR/zYxC3jUPeYhPcIoDlQvKLQshrr3ws5uvY+m0XOHiuO0wqDNhhqgghUG8n44lwqkhf/ck06nWM8tRNpzTXk6mp+axZAur4KJGIt7St4JQK9TqKEcQygYDwOWCVb8LP2ULqyAIgiAIZUEyGYIgCIJQRSyrBGsyZLpEEARBEIQlcBFxsYqdovgpCIIgCMJKQjIZgiAIglBFrDq2epcgwxCbUtNKUKc2U1OCkJ3abIAEoWxQD4Rbb5dDW23V7xZWmS4xMAWzp4aB8YNKmEbLL5e/4XbLUAZGFSpTwag6YK5ZoVSQfOxNV+fF60pfiZTz9nKc+luqLaptYCYvmuVbA4DaHKF1W50fDMSmbBuhcEhdJrN76YhE0dEs5WevxObmjZ8d2xG4WpjWwmqmjx49SYzr6l7LkOmzZ6kKLowMO+GUYYM7sk/puxi/X1TNdOX2DY5V5TR26WNMy5wdU2ZmRtV03xO/nh1U7jVsg6rWdrnQj2VuzL82iFASJJNRACUfrCSnKcDlvCSUAuZLR6nakJkhkVnZ2tvDppcGo3Lu+1ZeAg1lK9NFfXek1ZEgnikszOU2IPxbgwYweR7RSdin9iulULtrM6z1l8EOtyzWJcexioVZWP1nwe5YB+z7GXBiVwEtE+ffKCnet1Vf07GjuqMx8KmJbD8PoTWbENtD5c+RvGXqqtqYGp/D6MgM4vEEmhqDaGriK8iV5fnLCoYb0NLfi3BrC+anZzA1dALxqDfRs3BTGJFm7/4Trhw5fVWiU9OYGH4Ejb29aN+6DYFIxJtUN4OMntUItnVq75GJ0fz3hHWzbQS7+xHeejasxhYsHDuA2P7n8prSOQfDau5A+KXvQOjsl+r39dCjwOSwd02b6RHgqR8Aq8+EvfYcR9Le4xiMolpUxKT4E8Xk8siNJr1PRnYDIy/q96qpc1FNs9A9irTD6tkOiyqWHkl9T3ybPirZ/wmtfNzQ5JyiVZNtV3pF4tquIBAG2J7UqvKnVb+ZDPEuySurPQnMjOTX+HdeHquEL89io5DDlIwj74ZmJatdiRc2r4eJ26Aqp1Pv/i6L5xgFRvcDMxkqqmzg+86EtfZCR2Y83WxKwQZTWWGn10n5Quy5F+B/s3UybND7tmm3y1RoBU+XzVOH3G/yfC5xGqTtfQr2TLqcetKsbDqGU8enMJ+h9slL19wUQoS+BVk6bzqTtvStQmNXR4ZRl43o+ASmh0eQWMgeGFHls7ElgkAy+1HgPPQXw07YyrSNzrCZlW1Ztw6tmwdUvUyeO2ZEYkOHkZjNLjcfaO1AmJLgnel26jRUmz/0IuYH9+gapjZXyk0zhPCVb0bDxa9T/i7J4/h3lJpnsOFkxzzDTNy684He7dp91WSunJkCBhsZWbWkZ8nYIeD4c867lHoBQvp5ZEeYLUihI2oPn9leMxO0PO9JUTgurSTzuayltmsJrDMDNI/3tFLeJac+eTHaG4sb80/MLaD744/VnHeJBBlZUJdkfNAs6ufUgmvA43Gkl7Vck0bBGVXokbBVWTdWtyF0XVYNMgDqeyiPzQZ3cij/edIBcs0FwOqzkuep1sVwVJYnoFFljOwB9t4PzI3rX1ISvner9o3Id7147ZnVMPQ1UW6sQ4cQ2/+sMkxjCbHoggouZmfyj8aDQQvNzQ0INziNn2WheVU3mnq68wYJLHP25CimT5xMdsDBhqAKLvhfz3VXaXsgOhNFbDZ/Xa1QCK2bNqFl3XrHbdTAjXVyTAUb9nx00RBt6zkI9q3P+z20eGdWIz486FTCQui8GxC++lcRaOnMU2YCGNkLHH7CXO6ehmkbLobVuc68Q2RH1tCig0w+s8yUDD2t0/f54DNKwzRlL68HMVb3FqB9nadgx21DVJnuwKBcxo5Kr37RAVbh1VCxwm3XEiIdSb+ZfEiQUTwSZORYf6FG134It+W2ls6DmpZguXxJTRsFplArmAZUDTdHiZwyMjRbsqdOADRpmhoy8+Fo6oF12g26TIPjlFPrvvt1mR1rzNKlnEKhpbch9sICjv3oB4hNTWNqwqxj61zVjraeNpW5CDZ4X5fAbMbU4GEEQgGEwmbPH9drJBYSiM3x2fNe14bWVqy65FL4eX4WZudUFiK0ZrPKinglHrcQnw+g4axrEehZb/Z+cTok2+i6EOsuhMUpFGOc4ILTN3zeTVh9NtDaB6t9vZGfj3o3GUwZvidFwWwu67gM2q70ILC5doKMP7u0NEHGxx6puSBD1mSUGvWS+Xxp/DSAulBUEpX29etGy+MYoJgey2yJj+uj0rI9A4VHkNkIe5/3TiszFML0LKewzee/7YCeHjElEAoh0hLxdU9oOx+bNXTmVAm3qO/np2H1BqDR/PoGO1YhdOarzMvkdGZDo793zM2EGWMvrrswxOK0S8cmtcC4cu2IT9TiV78BzYoZ467YNRlFBxmp6TlBEARBEMyw6lhW3PcW1n/8x3/EOeecg8bGRvXh//6Hf/iH0tZOEARBEIRli69Mxsc+9jH89V//Nd73vvfhyiuvVL/75S9/iQ9+8IM4dOgQ/uzP/qzU9RQEQRCE+iRAXaIiZauKPb6Wgozbb78df//3f4+3ve1tyd+9/vWvx3nnnacCDwkyBEEQBMEjdbwmw1foMz8/j0suuWTJ7y+++GIs5NizLwiCIAjCysJXkPGOd7xDZTMy+cpXvoK3v/3tKCdf/OIXsXnzZrUO5PLLL8fDDz+M2oF2vUGfYldFSN9SjtuROjcp016Ygx2d0lt2TWntB5ooZmWZaw/0OCqbJlBAi6v81b5/wxXpTd1A+3oz+XBXgKy9z9cuk76LL0LfpZciEDaTx7YSCxgfPIr5mQyxpkJwd8m6zQj1FNAAyWA+buO5YzE8cWwek1Gz6xoMBTA3uBfzoyNmktHUezCWDdfP7MLRvZj9wWexsPdRozITY8OIPv0/iO3TGibGZR/flZS8N4ICWu3rzEaZ3BLK92R+Rm/BNqnnxDHYgw/BHj1YGRlvVzuHu7e4ddb0OSjSFKxusAKl+dQgnlvdD33oQ2mrWLnI8yc/+QmuuOIK9buHHnpIrcd45zvfWZ6aAvj2t7+t6vGlL31JBRif+9zn8MpXvhK7du1CX19f6QriS069i9ikLwU8Iy8LJdvNjrOIPe0MEvih9wK36QUj+aW4uYc+VaQnOg/bERPzvGddySC3af+F6RPerxUbT9Lap4W4xgZ1fXLBYKRrAFZzF+yFKCwlVDajy08VAcpbV2fPeHMPQP+Z6eP5txVSjIsKpAwyqMAYaQVis8D0SYBCYB5o3zKgGtyes8/C8COP4tTzzwGJ3A1wQ0MALc0NCMRjiE3MIzYxiXB7G1pXr0IwnOc8AwEEWtphRXTQFuzoVnLeFLyKT2SoqKaQsG3sHY5i58EZROdtFSoOTsxjU0cAZ6wKIhLK/QxTHCzSGkFDOKTkwvmZPzmMSP8GBFvz7c+3gKZWoKXdODiNj40gtvdpJCbH1PsV3/0gAuvPQuRlNyG42vGQyYI9N4XYL7+L+cf/0/EJSWD+6H6EN5+J0NqB/FtEGVy29lBNSCv/zozA5jPUtQmW1yC5ZZX+tK8BRg9o+fJ8dG5SGhk2Rej4XvDddISr8olx2bOjsAcfBiaO6F9wm/jJ3bD7z4PFd60cZArxKUOyhkV59ZxYTnsZSVPFrRhKKdanh0u5sOp3usSzGNeOHTu8faFl4ac//SnKAQOLSy+9FF/4whfUz4lEAhs2bFDrQG655ZaSC6swO6A60HzKnz6V69QIhd+fr4Mt5iVinQIN6ZK/bAzoJZAvoOGLTwljj1Gxq4Ros2Nm500lTiOVyYRWV6UEeGrHz0aqcyPQulqfUrZrSz8CBgAGGYqk2ujkUWD2ZPo/MuCbGc3uveIqnM5NAtOnPAsdua/X/OQkjv3yQUweOLBE6bOlpQENoUDOxrappwvNq3oQCKUEgJaFQFMrrOZW50drqffI7AxiQ4eQSJE6Z32Ojc3j0X0zmJhdeg48LmAB23uC2NIVQIg/JIu0EGkJo6GxIYvfipZvZ8DDYCPQmNEJR5oBKnOyUzd4T1j32L5nEB/JIhHPZ9ROIHTWtQi/5O0ItPcunmd8HvNP3IXY/3wLoLpolqDSamxGeOu5CK5ak/588R2gr004j9Ff+1qgw7tQVvI9iU4B9OihD0gqLX0AA4LGttzqos5AJu1eM9tx5AlgJJtfj+vRw+8+F1ZjiQSaVDsylV+Iz5VXzxy08PccCFVF6dPSAly8jh7LrpQY1+hfvKQkYlxdH/5ZzYlxLRvFz1gshubmZnz3u9/FjTfemPz9u971LoyNjeHOO+9cckw0GlWf1BvKoMTkJqjLwxeKI5nUaQWlwc+Rf8hIclgp8rFD9mtUZJyRYarfMg9olJlR7oxI7kaUnfAJo7KS00Uc6c2c1Ollmp0pkyoP5QcbjcyPknVlmpcjv9lRrcrIuhc+WP+Xfz9N0y8YlTkzPIxj//MLRE+OJD1LvIzkOOJu7u1BU3cnAs2tqjMvJOntlrkwMYbY8CBOnZrGo/tnMDzu7d7QTuWs3iDWtweU0BdN1gqbuemOjR4k4b61CDS3Aa1dxtMjdiyK2MFdWDiyz/nKPM2UkypuuPT1aLjsjUgcfBLR+74Oe+JEgVKcwKi9G+Ft5yLY2Qe0dAGNbXlNzhYPDwKdG1SWwjgo53N+6oAepDAAaO3z2I6wo2yCzXdj+FnYx550Aqh8zbgTbDBL0ncWLNXJ+4DlUDnXYCCRVNZUwYVju1ANTQfKn6eU75XKBRkvRbsySyziu2YZZNxfc0HGslH8HBkZQTwex+rVemTrwp9feCG79PNtt92GT37ykyVwI22Dzah8znFjDUVghRqNhchUJsFLR1ZSB0Kf5TEoCTSwCfZ0fsm/4XVSGYFCDXz6sXawAVbvaY5LpeEoJ86gLQQEvK2dSH43Gz6u1xh61vt0lXssp32is57VFd0ym3p7se7yizH6i/uS/aaXM6VHCf1JmjcNINDU7Mkfxy0z2NaBPQfG8MudR40yqtE48MKpBLZualfTJ97uiZ2c3oivWosAO27DYUx8chRzO38GxJ3Os9DxfGY4DfLQ9zH/8A/0zwZ1TUyOYn7oMAIDFy2eo5fjbcd/p7kbdkaGIRfJv+Fzt3mdnpZ1zek91lkFKPvuVdOH3nAuIOvqrokyhe+0Us01vJnMCjZ1wQq3VscQTQU3zbXrvroCpktqc6VIibj11ltVVOd+BgcdcyW/imxc6Ni5Oav7oCfo8rlc4EjJhweL+ntmfkyLc8rhiNBXQ+RjjlWVwzlyP+theKwvmfMAokNHnSyE2bGhxkaEmlv0s2hSpmXh4EEd9JnmLbtbQ2hs8HdPgr1rnQqYHZcYG6FJiT/JaXdaxOREaTG/erP+38Y3JaLWZ/h5TzhQ0UqPhs2wu8jSGFtP8/hBZSb9Jb0ZYKj/VroTZLlcu1XrAUads2wyGatWrUIwGMTw8HDa7/lzf39/1mMikYj6lBK9MDKLfbiwSG0G1Hmoxv2UZyg/cn2EIuF01nLBKsHukBrdXVKbtcpCOBxWOhz33HNP8ndc+MmfXdVRQRAEQVh2WFZpPoYcOXIEv/7rv46enh40NTXh3HPPxaOPProyMxmE21e50JNCYJdddpnawjo9PY2bbrqp2lUTBEEQBH9YVgkyGWZBxujoKK6++mq1c/RHP/oRent7sXv3bnR1Uf9ohQYZv/qrv4oTJ04o75ShoSFccMEFuOuuu5YsBhUEQRAEITd/8Rd/oXZbfvWrX03+bmBgACt2usTlve99Lw4ePKi2plIAjNoZgiAIgrBssUo3XcJtsamfVBmHVP7jP/5DzQq85S1vUWKWF154ofIkw0oPMgRBEAShrrBKF2QwO0HtDfdDKYds7Nu3T9mDbN++HT/+8Y/xnve8B+9///vx9a9/feVOl9QESpBLVr3nZdldnipUeHlo4FWRKlyfZbcrSsiLkjkP1ax+RLmgVEOqGFeuHZbcOMFMxp//+Z+rn5nJeOaZZ5RtB9c+lgrJZJjsv6ewlRKk8QkliE0X97idEWWslQx3hRpfO6F9VUwPY/2UP4nfF9vncRT9Mbw+Stq9dTXshK0N44zMnSjS1mJeT9tG06YtxsZpVH9YmJnB6LHj+uc8PihLi7Rx1hlrEQyY62scH1/AlKFxmu2UObv/RSTiCdWYeT42kUCgZw1sR0nX+GlPaiKYGJIFsHD4RX/NIY0J/RinOcdqITHDs2xepcW8/HBqvz/jNOrQ+NwSas+NV8asLRMqk7K9LsZ8chkapLW3t6d9cgUZa9aswVlnnZX2uzPPPFN5kJUSyWR4chmcze5n4UNjw6ZZlzL5opBTgRfP9fZQUr5zOipX5kNhb7LHKb4q6niv4lHK+6TZ3BOEsAzWmUZSJhLE6twonBPS14eCXvlMzDJhOTyO14diaXmuD4MLdS8OPo74L/8VGB+C1b8VgYHzYIfC+UWDXO8T+pdEp73Xz70+c9MIW/PovfwKTA8OYurQQcc4Lfuz4EqOT0RtPHg4jsGdO7F5fTdeed3pWL2qLe9joL1hbFVOy9BBXD8Qwosn4zgwpq+rXUCiYlVXE644bw26u5qQiM5hYWqioGcLy6RQ54FjMzi88xE0/vx5nHHNpVh3xlYVbARyGJK5apDRY0cw8dRjiE9NKI8UypmzPgWFnEIhhFevR6ijB4noLGJDg0hMTxYOSBIJhC54DcI7fhtWaycwskf7gKj7VeD95HPWPeCYBfqAz+uMY8JH2WviQcrcolT7WW9QMvz24Yf1e5b/IH2uvWcA3Vv8iWLxeAY2fL+V2J6HoIFBSUuvMiisvE9JqurxuPY5MrAeWAmKn1dffbUyF03lxRdfxKZNm4qrx3L1LikFRjr0yk8j6rzApb9E6rLn6vjdWzI/nT24YfCgzIdC2TtT5avSvMRRVfumzOYxNtK+CPx+Y88SKhCyo898nAqZKTGgYXDBc0ot0w3u/Fx/N2Bh5ijl+rh1TZzYh8TPvw772PPpxwVDCGw4C9aGMxxFzpQO0e10ZsaAmXHzOsXmgKmlo6p4NIrJA/sxe+yYrmfK9eP/jMZtPHIsjl0nl47qzz1jDa5/yWlobU6/X0mflKEhTO7fh0TGwq+pmI3nTixgaEq7r2Z+L7/v8nP7sWlteuegAojZacTZeWfcZxXPwMaR43M4MDSLhXj6v3f29+Ks665A99rVafLS7v+eHz2FiZ0PIzaiMzVJmDBqCiOcyzeFniW9a9DQ05f2vKu6Tk2oYMPmtc84hgFscMulCL/yvUtcXJXZ3/HngTGa2WW5Qny+ujapLFjJOk/lM9SSO0DOaXoYB068APvI41mmcp2/694C9J4Oy3E9LRrVjszkGXhZepBBOfFaE4ji9eUAymO9KuZd8revRntTQ3HfNTuPrj/4kee6PvLII7jqqquU9cZb3/pWPPzww3j3u9+Nr3zlK3j729+OUiFBRjZU6z6ebohWJpgeVi8rZXuT2QCPnStfGCXZ6y780RmIQs6Q2gF2Jv38sjg8egouvFrVZ9pCs87uCC5v5sCHKVNaMNamzKQU06cQ/8W/wt7zi/zXNtKMwObzEOgf0OfJ3zElPj3mXYLc7SgW5oEpOrvml4Gen57G5J49iI6e0skS28aTxxN46ngC83kSOqFgAJdftAkvuWyLcnJV2YCxMUzs2Y2Fqfzy7idnEnjmeBzjznQIj7/4rNU4Y0s3gnks0PnMMtBgwOE+B8dHY9h7ZBpzsfzZp9VbN6lgo7ldS00n5mYx8eSjmBtMd6fNxArQATaChkgo+YyGunqVCZuVx3yN9VugTfzwkaSsf6B3M8KvfD9C2y7LW6aaBhl6WrsL61po476OdcoYsSxks0r3YFbIIF+ZpQ0/u/hst61VtvEWnYrLAdsRNYBIebYjHcravmzXp1Swnh4cdCsWZPzda0sTZLz/P43q+sMf/lDZb1Afg9tXqUXFQKOUSJCRq2OjEVoFsfmy0tlTTTeYeGlYujHhC2OQgVBlMkBgp0//BcMRh61cXeNmzq5udojHmToiKoMm766naYfufQwYO4bE8/eYzc/2rENo4FyA9tym87ozEzrAiJpNsz33xIvYt+sQXjiZwIxBkc1NYfz2KzYiMT2F6MkMC/s88PU/GWhFNBDGmVt6EAl7TydHZ6M48OIgTk7MY2Lae0DOgOHCy85Ac2MIs/t3qykLr4Q72tG2th+hzm4EIhl28nmw43Es9J0Lq3sDQufdsCTLl/fY8cPA5BDQtrp02QAv6y6ULbnZu5mYGweGntF1ZTahEjgGdWpapFLXp1hcd9haCTI+/yulCTLe90NxYRVywIaE0yPG2CrA8PNyq4yHh2g+Kz7MwdTI3jGXM6aIuVR7cCfsgzvNpzg4LTLjL7DB3IyvBWexcAseHzJYi+IwMxvDxIEDaAiYG3Vt7G1C86pu89R/IIj9x8wzTFxoO7r7RaA5aLzM17YthFevMy7TCgbRcNGvwOo0NwhTnXWI0zWVxDbKLLpYXB+yOn0xX9lh+8O1ZoKQBQkyBEEQBKGaWPVrkCZBhiAIgiCssN0llUKCDEEQBEGoJlb9ZjJqs1aCIAiCICx7JJMhCIIgCNWkjqdLJJNRK1CMh1tRG1rM99X72JOuJJtnR2FPHNXbUU2O9asf4mpecJud6XfwHNvWqG1ypgS2XobAZW8Gmih37h2rfzuw9hygxWwrIMWf4uMjiE9PaB0U7yVi1dbteNNv/yrWb9lgVGZ/bxt6zjoLLRs2AHk0LpaUGAojcualCJ5+OdBkqFy5EMPZA63o7zbb2RRuasTqSy5Fx4WXIdDofRsqaWhqxML4KaVAarL7PhGLIvrfX1Yfe7aAEuiSbde5xOsKHBqdgn3iRbUF1uQ5oI6NfWIX7P0/g81t7aawDaFGTKWgBQHPNR6rjnx4PWCVTla81hCdjGzwkmSKzFSApMBVbEYLAOUrnw8Ut9Y1djk/e/OlsN1zmz6RrnFBAaCWXlh5Gqc04TATXHXTTDliCnFRkCvfy5EiMJamLsrr41HqXctr6738iafvRuLZ/1YdZE561iN47vWwutYsqlNyK+vx3VozI1c58QUkThyBfWp48TwtC4GWNliNLfm3I7b2AP1bYTc0qjIpv/3cY8/gnu//GKMncmu2tLVG8LKrtuO8M9ckf5eIxTCxdw/mjmeoZ6ZiWWg640K0XfHylI7egn10DxIHn84rHpZYmFcS43YsmtQcm5qNY8/haYxO5n42AqEgBi48G9svvxDBkLMl2bYx9cIzmN71rLp+uQg1N6G1v08FGa7UOhrCCLa0w2rI88zGFxA7cQwLJ4edkR4lRJuVjHjDxW/ILeTlBhcxqpuabSlWz+foQf2OufC96tqshapyyd2zzKnjSi5cB+GO2mjvGbDWXghLWQR4KN99T7KJ7pUbpTbcVNtiXGxTKMblYVt8xXQyvvTm0uhk/N53a04nQ4KMfCg1y+nKvqSpPiDRCWBmJKN8C2js1AGGpRUePX8vMxbsnPNpXDBoae5ZItFs5H2yeOCi0mc+gTGOvJTUr5VV4lz9lEU222ZWRAVj3keaSlo9OoP44/8Be8+D6R1ISxcC5+xAYO3pKqCyUjMCbm86fgwY2QewI3H/KZGAPTqsAoyc3h6BIAKt7bDCGdoHjW0quEBzxxI5aZqLUar7kZ/+Eg/8532Ym1nMOIXDQVx98QCuvGQzAgxkUvQx3K+JTU5ics9uxMYpg75IZMM2tF3zKjR0rUqT+E5en0QCiUPPwj68K+18lKDV9CQS1ABZcl11mRTm2nt4GtNz6ddh3ZnbcOZLLkOkpWnJM6uyarEoJp5+ArMH9qRJlgfDDWhZ3YtIe26fFivSpAO5YCjtniyMnkDsOO9J9iDB6lyDCGXFz7g2vU587xlcGL73KsM3fkR/cmmyMKjuHoClTARTjp0dVeZlSj13aU3V82OtOR/oOzvtPL2r8tJA0Fx/xTfMsCprg1oaXVuOwFmj56mFigUZX35LaYKM3/13CTKqia8Hxu0oGWxU8iVNBhs2wAaICqR8QVr6ktMjniXA2chwVMWG0wtuloTRPhtO1fAZPiaqoZ7ynvVQGQvHu4HBhSPalVdKORmMjQPTI56VUpON7/gw4o98D/aJ/QiccQ2sgYucquRpGN17cuoQ7JMHYI+fQGL4EDDvMdAJhRFksEGTq74BoGN1QbM7GovNx+Zx/3/cg0fvfwjnn9GPHVdtR2MklBZc5DrPuZERldmwmtvRfvUrEVm/ZUlwke1Ymvgl9u1EYmgf4jOOZ0kB6PVmwcaxk1HsPzqDtv5+nL3jSrT3duct0/23hYlxTDz5CGInhtHc24Om7k7Pz7rV1AqrqQWJqXHEhg/DLnRPHK+YwPqzEXnV+xFce4avDKa6VlQEHTvkPTBp6tLmamxTGFxwCtELoSZY6y8BerYZWQAoVDvm410uBkO7gvLVo8lcZbiSQcZX3or2puKmuCZmY+j6ne9IkFFNinpg3NG8StFX9pK5t0h1jAU6hyXH0p5+8qi/gum66CftyWukpkYMYVmdm7TTpMk5qjTzsA42DNCj9gXYk8OFg4ts/h2/+BZw4qBRmaqcnnUInHWNPkeTjiIRR2LPowiojFIWs7B8x3avA/q3qefY63mqDMPcNGZ/8nVt8GYAj23Ydp7KmtCWPl8wtKSuczNY2P+s6oBNn4P58VMqK2JEIIjglovQ+IYPG4+81ZQEPUMM1zWlk82mLg+cjjj7jQX9TLIHjjO+15j4Jtxa0E+pbNCiXjlK+1MMliCjeGp44qzG4MusRtiRivuapDYkxiMCX1LlzkJUv/OqKVMJRtCnwUeZeurEPKihJwTnz/2ldG1fAYYqt3uN7lcM7qW67wtRBDnKNpWa5vVpc9YCGJYZHx02DjDcYxv6tPy31wDDPS4xM6GyIX5WyxsHGCQRR2jzhf4GD3zWiwowYF5u8ypYPuT5k1MnFaZqAQbXmfm1Mag4Vgl2h9Tm7hIJMkxR6TbDkYcgVJnabH5qDHml6wsOlJYLlohxCYIgCIIgGCGZDEEQBEGoJlb9inFJkCEIgiAI1cSq3+kSCTIEQRAEoZpY9ZvJqM3QRxAEQRCEZY9kMkxRYjuyDF0oltocdaxoanQkKPiEeiDcEr8c7qtVv9MltVmrWkTJUU8Cc2NVEeKicJQSRzLVTqNqp5+tXFTP9CPaw/r52JuuhYJmtVR4qkqhh+PU34Zb/V0fpQJofn0ou25tvdT9wejYxPABgD4dJnVV59gMNPkU2Rk9qiXCTUzFEgkEe9djIaKN00xD64Uj+xzfGJMjLVht3Vpm3YcORKDVOc6kY7ECmH/hZ+p59/X8tPS6X2R2LJ+75JZ4zwcpdVF7bsKoqOS7EQj5e0/csn1ALZqqaD4uzOr2ugraIMYErNJ8ahDJZHhS+pz1bMZV2qK1hLUyTGOHz0ZJ+XksmoUVgqZKdvcWLSA2QxExDy87y6GQDf0HvFdW/5fXyeBaJc8jPg975gQwPgibRm0922FTrS+PAFlSsfPoE8Dx59V1UYqhrb3erw8b3dbVWrRMNdzeG8PgedfD3nQu4k/dA4wcLKCfov/N6uxFoHc9rNHDuiNtpmx2nvlY1w0sNgsM7wVmzTqXJJMjwO4HgVWbtPqnqlKO65qgKqiF8cNH8OwPf4ixwUH0doaxbX0LIg26rnmvbCCAcO9ahFpaYZ06BrR0AI0ti+eSFefa9WyBtfVahCLtSDz/UyQe+jeAz3+hTirYgMDqDWjsWIXE9ARie55CYmwk/z1hB2/byoE2fMlr9TvCYNUJqgo+P8EGWJT5X3W67vgHH/Ig1Od856rtwKrT9ODlxC7g1D7n3/M/P8pgbcPlsBq9B5s60IvDHt0PjB/W7wkdjZvyS72nm57RWyhgKE2+6D9UNVlxDpaoBBwIa98Yn8qfgn9EVjyvZ0lUW5NXSUY8pymZ89JzNG0iM64MnOjxkVN+21pUyfOuWa3/lg2Pgb+LOkOn8VO+DUvO0wI61sPqGlgiM66CCzL8HOxjO5dmXHgOyoSq3ez6uNkqQ/VQNTI8vg+Jp/4bmDqVo3PoQHD1RliNzRn/HFTGbMooTf1sZTyDC8Dx/cDYMZSMcBPQtwVoX5Xmm+I+d7NjY3juP/8LQ88+m15VC1jX24iBNc0IMrubaWgHG6HuPhVgWKGM8UsoDLR2Ag05bOFb+4BtO2B1rk/7NQPsxON3IrHz/yWddNMrFUBg1VpYPf1LTP3ip44jtvcp2DNTWYKLBALrz0Dkijci0LN26b9H2nXHmi3Y4L8zexHpWGLch1N7YR9+JIsKqPMcdKzXJmfMSqWeJ919h58BJo9lD4wozb3hMhVEGz3PZOIw7KSzawo8v/Z1sJws4NLz1IOaTMVOT4aJteJZkonyRnICplqSFf/nm9DeXKSs+EwMXe/8as3JikuQkQ1eEnbE1XJfZXAzzxe40OgtrEcKysfCwMMgm1U6XzyDly/ZObkuqwbXKmn8xsxBIdnzQAhW52bdODvnaZ/aD/vIozogyEdzN8AghXLlJteH58K6MYNlgHJjPfQUEs/epzMPhA6hqzciwA42H2zIW2hK1+wEXzZwclB/cjm7FgszKau3Ak1tKnuxEIti19134+BDDyvH1VyEghY29TdhfZ/uRHhlg21dCPevQyDcWDjA4bVwnUQZEG69Fug7I79h2+QI4g99C/aLDyR/Z3X2IdC3Prddu+vGOnQIMXqhOIZpVlc/wle+CaENZ+avK4N5BhIN7jlZ2s+nqTuvFL16foafhU1PE/e9aOoB1pwLi8ZoebA5CBh6enFaltmStRdpu3cPo/A0n6Op47BP7S38HHNKtX1dSsbBcStl2fnuCd1tlZX8/JI2iZL9NQ3P2YPcecWCjH/5rdIEGe/4RwkylkeQkai4P4nyFGCDxE7b1O010u6pAVpS5uyYdmalQ6Hp8W5gYbhuQ039sFEyzRAFwnrExXQvAyTPWKpxVyNBw1GVWh/iYw2OvRCD/didXNUAq8PxDPF8sDNSHj0GLFTGyOrIqTgmp+Zx4KGHsDDn3aekrS2CK6/cjmBbB4LNrWaFnnU90LEWWHOeZ+tyktj/EBKP/BsCvK4RBtjesBcWsBCNA63dCG271MyvprVfT4s0dhj5cNhcY8RMG23d+R0mZnh0TV6Yg8Xggn5JXsvk+zhxBPbMSSBqNrVmreZ70uYvKGf7xSBluUxHuIOqAkiQUTyyJqOWyJd+zIvPOFFlQXwe63eNigowfDi0LszCHnnRR4FM7Ub1iNkUnwZxVigMq2+jE0gZEp0GJisb4E4e3Ie9zx3QI1MDovM2wqud9R2mcOS87nzjEa/VvR7Bvg3GxXH6pmHbVUDEx3PA41tWmR/D96v3DPPj2MF3bvQ93aDWXviBgxvDAIMoU0O/ZopC3etkyJMhCIIgCNXEki2sgiAIgiAIRkgmQxAEQRCqPl0SKP47ahAJMgRBEAShmlj1O10iQYYgCIIgVBOrfhd+1mbosxLhA6IU6XzEfdwqx4/pbmRGvg0t/mTHKVbEra9mBQJta2H1nulp+1ga3MbXe7oWbTI6rhFW12ZYVPU03V7HLYt95wDNPTCmZwBYtcW8TG7npKw2xasMGBmZwD33PIUnn9yPhQXvuhrUw2gPzOH0Dc1ojpg1B93r+oE2anu0GB1nJ+KIP3sP4g/8E+xp7ztpkiJQa8/RmiImUOvCUZA1q6yt1DwTe+9VuhNGh7KuFJrjLiPTd9Pvbg1qqlBXhnoeRuU1+NuBJQgFkExGVizdIFEUq1IlOp4CViSsNTOoGEg1TC9wnzo/9AhwGlNP29CchoxbLqntoER7vGp08Prww2CBW1ILXSuK31AS2QlorNZ+vZ+f2+1SxXzyCCKp69OyCnb7WuDUft2A54LlrD4b1prznY7e0noFXuTVGTy19CJASXbbRqC1D/bsKOyTu71vv21z/Cw61wEjVOw84m27MIMLfijDPTcDTI/lFeOamprDww+/iN27j6k4dc+eY3j66YO44orTsXVrbm0GntfC2Ahiw0fQHlpAe3cE/d1hHB2JYv+xGcwv5K5ra08nzrr2CvQNrNf3hCqmC23A1CgwH82vjDo7hcT0FHByWAW5Cy/ci8CFb0DgwteniF5lOZbXfeKwfi9ae4G2PmBmFDi+G6BaZr7np2cz0KXF3DzjeOmoZ0UJalnqWbU7N8Naf0leWW/1/s6MLOpU8N3gu8VOnO9MvnczRWDPZGTKwE0LYy0AjZ1K9MumtsfEEa2Fk2+g0e4q666QMSfP00/AWU6s+p0uETGufKjOfrqKyp9ux+8nQ0GBrfyKfVnLpKaE0uuwDZU/Hf2LzICBmRJ6kYQiS6SLtadCAvbYAeVZkhbg5JF2dr+HHT9OHViq2dG9Fdb6Sx3lQSurj0NWeXWO5ljXSFvWuqoyJ4/Bps+E1wA06ekyB5zYDUzRTwNmx85OATMTadcnFlvAzp37VeZCC4QuvV+rVrXjyitPx9q13ely21MTiA0Pwo4u1WXhv1Mu4+DQLAaPzyKR8rWR5iacdtVF2HjuGTr4yiZoFZ0FpsfTTKlUcBGdVZ4i6suXwACwFcEr3gbrjB3p8uB8FieOZpfCd5+98WPAyD797KZ+Z9c65YWigkyTVDK/h8FF2velfC9ZfRasNRekCWWpjp5BbD4hPwY9KtgIl8YqgM8Eg6EsonjJZ5bqtZNHlurwtK6G1b2tut4iFcVRMjWwTaiYGNd33o/25uICn4mZKLre+nc1J8YlQUYhlH9EzMiXo2IeJp6MzthwhczLVA2XQSbHbfBZT6aHWSY77HBLwUZTlUkHTEogTw3rRtiDSVWyrjxm7JCa1rA2XAGrOb/xU7LxVfLqWllRTYk0dnos01blKT8IJMyuz8w4cOJFYK6AJHrmsfzMjKuO+oUXjuDhh3cjGpvPGwuqc7RtbNrUhyuuOA1tjRZiQ4NITBcum8fFFmzsPTKNkYkEtlx8DrZdfoFSyswaXKTWlcxN6/rOzSIxxaDDY6DeuRbBq98Fa/05+r7SNK9wZfU9OXUIOHVQy8n3bddTbPpCeCubdWSAQFXagtD1MgRr7YVacIsBNuvqORMYXsxsOP4gZsGFB/+Q1L8lsye1NwrVb3u2Zw2m6xZmJ5XjstloX4KM4pHpkkLwBWRjxUaBL7QaNVcmLnNffuVG6k6JmMAR+/wc7HCL54bE7ZhUtM+shNdG0/1+1rVtMQOReh55y+Roqme7dphNxL05qLrXhyOy1efAau5JmkLlOz75byyzQ6f8vdRz8W8sJDo26g7Jq+y4+920au/eDBx92ttx7rGWhYVwK77/L/+N0ZN5polScM/r0KETaJqfwMVbWuj+4rFIC+EGC2ef1ovIxTsQCHucgnP/prEF8bETsMdPwojxIcT/56sIXvtOWEGP61lcv41uOsxuTLqrGmUvGFgYrbmw1fuhPHTseN6pnqy49gFOMK1PwyB7YeAYnHxPmnpgcWrEmQY0KXPZ4k7p1rrcuVW/Cz8lyDC5gYyEGXBU2NdEle13ysbAayE90MjieOntYF/p12RmwU74Olat+VD/2/tIJbUc8zIB24eviTrQYLFjKpMTU54DjFTYoazvDjvhhfcAmX8faOtEMGLYgaqDObU0an4c7/+qDUDAR4PpBhvJ/23AEtdUj1CG2zTAcPHhp6NQbYH5QEeV5axFqPvggriO0ssBq37XZNRmrbLw6U9/GldddRWam5vR2VnA0bKcqBu5Al7QFUR1GtyV8AwVcY4rZhJXKBt+ds0JKzfIiMVieMtb3oL3vOc91a6KIAiCIJSQwGI2w++nRrvzZTNd8slPflL992tf+1q1qyIIgiAIpcOS6RJBEARBEIT6zGT4IRqNqk/qdiFBEARBqCms+t1dUtVMxi233KIW3eX7vPDCC76//7bbblN7kN3Phg0bSlp/QRAEQSgaqwRrMmp0uqSqmYw//MM/xG/8xm/k/ZstW7b4/v5bb70VH/rQh9IyGUUHGj63jwnlxv89qY4gUWWfoeo8sXbdjcqEZQS1SCgKuByeJUus3stCb2+v+pSLSCSiPiWBmhFUsqygn0mmWFU26eCCsL6ZEsaeCg1ome18viK5oIeK64tiomBIHRK/5zk3Brt5lWGZjg4I1UYN9AN0UBKA3boGmDpmVk+eJ31NJo4Z6pBY6OjuwOazT8OBZ19Uypt2VonuLEdaFvadstHfHYJFgTavIr9WAPGxESTmFxBoMG8qAn2bkDi2T/9gcK720d3AwMWwWworsC7F8hfc0OSNWhlGejSWNieMTir1TGPmxmE7PiVG7wnfS5WENtSxUX4sM0qcT9W+RjulkkFLBrYlSlnVXC9IWGFrMg4dOoRTp06p/8bjcezcuVP9ftu2bWhtLaN7oJLvnV3qj1FhlDx3ImLWEDpmS34aEy1w1eqYtc2YdYgMTGheRlOzAp13MovAc+K5UVSLgRFlmj2V6bjXck88DakoH0zDt7yy4hT8CgBjg7APP6INpFadDmvdxbCD9HsJ5G/kE3HYMyd0R08TKopyFQqM3I7d9dkwFTprbENgwyV45affiaNPP4H/+YfP49TBfY4qWPZOlfXjNTjv1a/FBa97PcJWArHH78LCsw/o65arDs53Bvq3IfKymxBYcxoweggYfEwH2gXltoPAuvMRuPh0BGbGEH/sP2AfeMxR4vRw3jzmv78Ca/P5CJz1UtgNVBstMMpTXjcdOlDls+TlnrhQEZKGfXQvpU/K+GFv9eRz13+u8gBRz3x00rupofLQiGjlTqP3xDFCMwkwXNl13ju2ZRwANPcCje31LyvO+0Hfm0DYcbmuUe2MAAd1RWYyij1+pXuXcFrl61//+pLf33vvvbjuuutKr0Ov/DSiTqNaO5dId3IL+Tv+FLOlkpWp/FuoiujPrM0Kpnf8ycfONXjKzJi4wV2+68+AQgUYGS8XA44sfhBJz5LpEdiDD2lvjFRoKLfmPGD1OaqjTe3Ykp4lMycBGrOl1Elfn6gOrDIDQFfemiqfdAwt2ElnnmMEWHcB0LstvT6JBHbffzce/PqXMDM2mhZouFmObVddjcve8qtoW6UzPC6JseOIPXgn4gefytrxW+19iOz4DQS3X55uEscO7vgu4MhTWaYNXeOw04G156UZh6kyTxxA/JHvASf2m2UbQmEETrsC1rbLVV15bukwGG5Tz8GS+5XrnriwY2/sUM9JKsqRmF446vnIUlf+fd/ZQNem9OAn2WbkCZBZJkfWme+m3/ckH0nvoxzvEdUw6S/U0Fz/wUbqOTPA8zg1UTHvkv/3p2hvKU6ddGJ6Dl2v+1TNeZcsmyCjFHh+YHhJGP1W2H216I5fNVTNSxrNkpbp16xNBT5NSUt7VWc6kxaafnKnqdhQpjXUHJUUSMQxrZxqisRUMTMXdFHNR0MLrHUXwVq1fbGR58iYAUaekar6WwZ/zKiwQ2ajHZ3WwYWylzeAdV5zNtB/dt77uRCN4qn/9+94/Dv/goUYZdlt9J9+Bq56+6+jdyD/eqb4sT2I/eL7SIwMOhmhJoSveRsaLrghb5lK/p3eK8NclO1cn66NwPqLYDXmnjZQbqyDTyH+yPeBKUNPk6Y2ldWwNpyz2Bmys4i05w2m0+6J2/HzuWFwUUBy2qafyan9i/40vCertgM0F8v3jrll0lQxzX21rXDanueiBgiG70lq2aquKWaFhbIrDHpaep1pmBUwjUKY9fLQTq6UIOMzn/mMWsP4B3/wB/jc5z6HUiJBRjbYGFXan6Sojj/q2zPEX5k0aDL30FDwxWZjzdGiSVaEAR8bTQYYhkGUzRQ409IjL3pPZ5OODSrYUB2UwToRdX0OPaydVieGjOqKtn6grQ/o3Q4rvGgyV4jZsVE89x/fQPfGjdh04UVG61Lih15Q7q7hC14Fq1HP13s6luc3shfoWAuLdfZ6XCKOhf/6v8DJQzDF2nwRgpe/OZmp8lymG6y6WS6D90QFGwzmuzYrczHvBzrZBwYYnLo0eTf9vidJ6/eo+SCJpn+hxpURZDBATTFxrHqQ8cOPlSbI+JU/M67rI488gre+9a3qmB07dpQ8yFg2azKE7KgGwa9Bk+8yA/4nkLjGww9qJOhz7Q3n2CeOmB+nshcj/q7P5An2/OZlhpthrTvf+LCmzi5cdOObjKezWNfQaZerUbaxSRyzFusvMKwp+84grLZVsE8yg2L4JE2PwWo0b+zVtIafxZk8ltbxER8dDMt0FllW7D0hqRkUE9RUzDIxFKs3rOoofk5NTeHtb387/v7v/x6f+tSnUA5qc6WIIAiCIAi+siOpn1RBykxuvvlmvPa1r8X111+PciFBhiAIgiDUguKnVeQHUFpQqSKUFKXMxre+9S08/vjjOf+9VMh0iSAIgiDUyXTJ4OBg2pqMbFpR/Bsu8rz77rvR2FjeKTIJMgRBEAShTmhvby+48POxxx7D8ePHcdFFFyV/R/2pBx54AF/4whfUFEswWBoJBAkyBEEQBGEFLfx8+ctfjqeffjrtdzfddBPOOOMMfPjDHy5ZgEEkyBD8we1f3A7K7bMmUJtAbc2bM1e99IFSLKWAE3cIzI6bbWGNz8M+/rxWdGzq8r4tdHIE8QPPcIM4Aj1rYAU9vma8Lt0DeicDdRZMtiBy903nRr19cfqE910bLGN4l9oqaa85B1ZTh+cibe6emRxS1watfd53p1hBBM59LbDlKsQf+jdg2rtmhtV/GioOdzU1tADxOa1/4hVul6UomZ/3pBj4/HDLtYmeDevqqI5WCiXuxjryuQ95UHWtZ6zKBhltbW0455xz0n7X0tKCnp6eJb8vFgkyskLNiUhVfEqWDa4fSrARWJgpvOXOkThPKkMqj5KoFhoqg6Kq0kWYPq5VGylwxO2L/FDfg8GGlzJd4TEKaUXaYXcPwIrk3kZrR2eQeOouJJ6/T3+/bSN+ahiBvvWwutgJ52kEerYC265TIlGsmRKK8iKmpATYWnTwRhq7tLCS0gYZzXeBHInzvc69s4CT+2D3ngasOy+vHsQSkSqKlE0c1denSfuN5KisDkiaexDo3qKly899NRKPfBvxR77jPAs5juzbgsClb0Zg1cbKqVNmilRRrp66FRSGyxsgW4s+PC68Pwwci9ma6gU+D2y7WF6oWUvm51UJXbwn6n9XSmdHvVvRdL8jbsUPMtiwKnONagmrfq3eRYwrH8q3Y7qmlT+rTVKq2/UeybxWKRLnmZ1D8tHzqyKaoz5K9nvySPb7xn9XYmujQHTKvAB2OpSTTpHNZrYk8cLPkHjyv3TDme2VaoggsHojrLaMjEjbamDbDlgd65Z2nnlloa10QaGM66ruCYOBycPpUub8zhlX4nwmh/cI1UbPBVafmZaFSZfbzkFjJ9C9WXntLBld0y+DGhkZjaEyeotOIv6zf0TimR+nd+BtvQhefCMCm85Xf7dUVrwM5JHbTj6zuQJk1bnrgC/zuLzvSTlwJe0XXKnzjGCVQbe6J6EKifg5sutKpTgHjry6kvgveZ2cd0ZlU719d8XEuH7ymdKIcd1wS83Jiksmo5DqXqDDke+erkh6f7mRbAisoHKitJNS51aaf0ja32Yca6uG2TF/8+PA6kA3TEwczh+wqBFDEGhZpbIGqsPN1+hlwqkIep8wKGhfCww+g/ij3wem82QNyHwUicO7gaZWBPs3wepaCwy8BNbqM5JusEsaVfdnZfrWuCivzv+thMmyj34WZbebYPWcBpsZB2Y2pkeAE3uAmXx11QZwOLITOP4C7PUXqaAKk8e8GYcxU3R0J2xOMXVu1NMvLX0qM5MrA6G8VhrbEbrhQ0hc8hbE770d9rHnEDjvVQic8dJkR172AMMxDqPYV8FnVinPRvT9YCeekqnLeo653pNytilumaxbU7d+L9iO8V0rcE9K77c0D8T4nhU43xRlVpvCdIWsA7zCdyjVYqDWsMTqfeXCG8eXki+qekk5+lsxyR/PJBsqppYj6XLPhRoxNcLjJWUjoNLJ5tfXHh80V+dkA8b0vkmQoUuDPTaI+M/+FRil1bvByz07jQSaEbzspmSjUthh1HK8RVrTVU89XNekT0N0L3DwEbO6cqR+8CFg8qhBA+jcu6lhWF0DsDr09EZaffLU1epch9AbPgab0zGVCCxceF3b1i6pT/5n1nYCwCaj45LvSZDTBqbPng+SwWqjCjYsur56uCelQJXDLIpp5oZZl/k5ZUtfVB0ZCDJ7Uavuq1VW/KwEEmR4Rcl3s0GJLBtfk2qgGl+zrmzxOJ8BhsJdH2BWaN51AHlh46kCDPWDyYGwNlA2PN3l1RM+G1t1bU/uTZZvBJ93v40XMyCGHZnKakRnKhdcuDjTTkZ1LaLz01MnZV6fsbTQ5DqRivqT+J0a8rpgOl/gWMAETyg/EmSYohpcA6vqFUhtJu0EQVhRcFp0uWDV78JPCTIEQRAEoaoESjDdUZvTJbVZK0EQBEEQlj2SyRAEQRCEamLJwk9BEARBEMqBVb9BRm3WShAEQRCEZY9kMnxtx5KdJfmomOzzskaujyCUFQqeUQtnObRFASrtFlnPYo8vE5LJ8AqV6Kgo6UePYQWhRX5s9V9jxXoKFPnZdsZyWvrgizBlhs19DKjjYG06z/nBoM5WAPae//EhTuRcS1ch0uTa8m/Xnq8bXKPgxnIksA1MwVKLPf6c8XOg1E8bWpSEuK9nyC/RCSUAZVZX/beuYqtxXX08d0WzMFe5a+rqcfj1CaGMfTFQ6Iztdbn9Yko5XWIV+alBJJNRCL6QfFiV0qeQi6U+JBQva9Tyyx7Ff5RAEf0UlASxB2VVJ6ChDLE6llLWcxPeVRTpp9G+TgsUjR4Ahp8rYCblEGqCtf4ShC6+CfaJfYjf9yXYgzv1S55LJlr9mw3rjOsQvOxXldmWkf8EFRDptaJGZw1aaIiy9+6/5zqWzM/AaumGfd4bgaNPAcdfdP8gf9mNbUDfdqDRcYWlBLuXgINBV+cGgGZyo/u0P4Yj1Z3rOWBHrcTJxgZhH35EB/T0dencCLsS3hp8Zk/tU4qYNh17c8iD67o652EntD9MYkHVUctWhzxn8qxgGHZjSAvCVcKMUamTVsCALAMr3Aw7ETbzbHFk2ouuq3pvxoFAGKCfTq0qf1r1uyZDgoxcuGY+S4yphFSSDaqylqYXg3utbN2o0NfBcaT00vjqkQ8b34bcZko5jMOUz0Fzt/aFyDeCYWPbvj7dUbV7C+yODcDIi8DJPYsBzGLN1Etsrb0A6Ds7aRxm9W2F9ZbPwj7wKBbuvR0YHUwXa3MCD2v9OQhe9U5YPRtNLq7+Hna4qX4sDITosEo1Qzqwqj32GcZq6p64xliONwpdLjddBnv1GcDg46pDzyosx+/t2wa09i5+LxtoqmJyxD8zlvudaF8DdGxQnjW6rgvA1DHYrC/N5TJMx5L/e2YUicEH083XaCM/dQKgT0zHurwdf2mgud5J/ew0r4JNb5ssRmcqU8fgItVnh+cZnYTtdI76FngJrAMqm2YnHO+ecqiAKmntxqpaqat3U3m20HRyJncw7gRrJfMscUmwTYg570xzzXbI9YgEGdlgC8HoV9xXc5LsHDiKU0ZP8byGR3YgajTSU/9OAyfXM8Z1N012nrkt0NUIkaNnHkfDLvfvmAGgqVljhhNq8rgGYPXZyrJcZTXoh+LSezqstRdmtUDnd1kDl6Jh00XKRTT+838CZid0p9W5FsGr34XARkqJeyQlA5HXK8fNGik3Vsf1VN2T+bx+ETQAw/brYE8OA4ce1RkKdX2CwKotQOe67I0wv5sdL7MovK7MGrnQKpzutLks4lnP8UHYjn267din8/wSzFwwi5D1WsS18ysDjq5NsBmolFsWm2VOD+tAjuWFW707BjPw4CcUge14mngKNnjtI62w4wtOJ+xviioNXmPVYdfO6F0ZJgbaHdPJ2fRgnG7NbnBaLtz7Rz+fcpdlgiWZjBUGXQMlwCg4t8vUudeRlzvSY2do8HKr0RdHvxzZTB3XAYaHe6Mado4oOXJhoOM4r3oZzdHiG+svgd17mnIutbq3wqKRWqHjAkEEz3sNAmfsQPyx78JqbIN12kvMfDgWnPNbMHDoVMHIrA7ieKxHJ1urbTXss14DDL+g/XgYXHi5N+y0OKXAgIOdb1OXDly8wOAnNgWbjpysMzNHXjpUntPIbmB2DBbvSyVgmRNHYNO+nlNrvDdes5r8W64pcLIhXmGGzA606SDab1aDzzyt0ov1/igTegARcQYQ0aSnSmX9VOZrLMiwRFZcENLIN5rLh+pQfLzcDA5oU216mBp9d+mUseFLaLHz7NQmX0bHhZsQvPD1/my8eYyP89TTU+brhtRaFgYXzR6DhFSCDbDa1sAXYweBmZOVe+6KgWU6xmJm+JtmVfeEgZyvIMPKnU2qMfRAQAzM6h0JMgRBEASh6lioRyTIEARBEIRqYtXvmozarJUgCIIgCMseyWQIgiAIQjWxZOGnIAiCIAhlm1QIlOA7ao/arJVQ+3Cbpx9ZZL8iO9yayW2E3J5nhOW/TJ/HUTfEHj0Ae+Ko3uZrVCb1EtrNy1ZiR7w+PnYWcOcEt2malsljuLuE5RphKfEz9J9nfj9b+3R5prs9lOhVm6MnYjjio7YHjzPVm/AjkZ8mSuVDNKrUIlaCUCTyRGbF0duvhNTvcsVt5IONwALVDwtst3OUELVypvdGXnXS3JrJIIP3hJ1SqBmITRbe4pcpUuUVdiYUBgp4l4hWdY3Pwx47AIwfXty+ODMCmx1x8ypv3+OKVPE8uXUyj+iYQumItCx21krdkddnyvvz6waLPI7bZ6kwmm/7bUMLrJ5tsJp79PWJtMNu6gamjxfeRpt6T3iNujY7Kqu780uWU+yr/1y1rViVyfOljkUe0TGNpdVKU4MvPoe8roXk5x3hMPeeUArepvZFQQ0TrdHiviN8EowT2W6wwO9Qyrdz+bfEquegSQvRiUFhfnit/PqplAtLpktWFrxZ9NCIN+pGV4S5lpCUhVa6EK2weY2yeRM4IzIKVRl12EovYjZdWMo9lkFAU5cW8lGy2Rmdkyu3rVZsG7x4GQ116nkWrOv4Ydij+5fWhT9PHFYdsE2flEhH/u9M/Tc2hE2RJfLpzh86HXbz0uOYoKQIFAM/1QnnD8bSZLMbXPnwyaVlUjCpawBoW7v0WP5bxwbYPIbBRqYgGM+FnbZzT/RRbFgBu/cMndk4/hwwejC9TAYIq8+B1b526T1h58/ghs8J39PMjp+BBY9fEthaTnbCCVYz68rnp6VXibIteWYp4MRPro5fBcE64Cumo0+7J7x2/GRVG00PaIott75x3hnen1q7RpYEGSsTNiaBDkcCN0sjJiw2aFYQlvImcOWCdeOnZISNOmy7sHRzSsemOhn+Le8P09NejMOWfqEWBUoZ3Xiu6/QJ2ByFF8oa8LowCGHHRd8U1fkVqpaVYmzVuDj65v/meebKCiU74VD+YCxrkTyWRnXtugzK6/P4jo1amIz+Ldkk2d3fsRHv3KyPmx5xpiny3xMlPsUgZe2FsHu2AUNPA7OjSspdBR+ZZSy5Pk7H7sqw87lICWhyX1sGY51OMDapf9/cq9RLcz2zyeA62fE7/jwpmbpSd/LJMtV5Oh4nSrq8NAHNioDvkLI1qNUVAoG6XZMhQUYhHAlc1YiozsyDO+gKJG10GUlX9DTKXig/DI/XN7OTUc6YrheCx0aXgQmzVoYNtbIhH3pSy3GbwOdnahh214D38pyOX3WcKrhI/T28BWOqE/auJKo6fgaOnC7o2KQCFq9OusSmNwSfBXaGHu5J8rvDrbA2XeXYp3vssFMDHLWOwXkOvF4fBmMtq52sR0Z98tRXBSIqAFyciilnZ6/LZOawBbatM1gSXBTAnT6sIf+WlYYEGV5xvDBUwGHasawgVEPoV7tOTbX4COBSG1rTRtd1UzVurG3/z4ET1Bjjt0NxXXJND+P/CzX6Mq1Sz4G7Tseg3u59UBMqpufr9zlQ3hnmz0E1Ovjk9ZHgojAMyI0XilcJS6ZLBBeVbstijy0kqc1HXVhW1GiDKSwjitndU2ms+g0yanMSRxAEQRCEZY9kMgRBEAShqgRk4acgCIIgCGXAkukSQRAEQRAEIySTIQiCIAjVxKpfq3cJMiq1zVIQBEGoHNy2TQ2UGp1GSMfRwimK2jzP2gx9Mjhw4AB+67d+CwMDA2hqasLWrVvx8Y9/HLGY+d5/31AciFLLc2OVK3OlQfGmCm47o+CTTbXGhTktruWKRnnA4qihfb37k1nBc2OVbw6U/LhZqep60OxNyYs7PxuVWYxGQYWvED1JYPYMCDUO1VjZXhfyVRLKyrLIZLzwwgtIJBL48pe/jG3btuGZZ57Bu9/9bkxPT+Ov/uqvylu4krmeLWz8JBSNEnCiUBW9NmIGyqpKdTGiA0HlnzJfMLhQQcLkEDD8LGwqYa46Hda6i2EHG/S/eSCw6jRlfqZkxQsGn462SusaWJTKdhVk88mnlwoKElE+u2UVMHOyYF2Tfh00fJs5AYwPwqaXR/d22I6Zmif1z1AjbAaOHu5JEv69K/+clKj38hykeHhQPj2bj04+eMzcuLpWSr5bBK/qA95XStwHKDXvw0m3Ulj1u/DTspdp6P6Xf/mXuP3227Fv3z7Px0xMTKCjowPj4+Noby9gT83LQj+KJcZUQiVQj6UyoZotIBncuCQoUGZtDFIyvDrcztOeHQOGntIdbiqBBlhrzlOGXMrEy2Owoeo6e0oHG7mC0aYuWD3blZlcQSO4UqE6bJrTZVwfljV9QvuZpP5eV2ixw81mxtWxXpukUXLcyE03+z1Z/Opg0uvG2MvGkZVPMxXjccq0b8aH51C66ZgEG3WEMk+k9Hyg9H2GDyac7x99/Htob2sp7rsmp9F10f8qW13rOpORDV7I7u7uvH8TjUbVJ/WGeoINFKNfcV+tGqph56gyOeKPLhnt0tk167G0aHczImpEG9cdKKdFhp7RrqjZSMzDPvIYcPwFWOsuAlZt151V0jU0T11pRU4zsskh2Kf2Lo7c2ckzuOC/Zz2WBmItsBOOwVcpnjnlfMvrk/31psss2tfBVj4qdEyNOtMEfO4nnMA6G7bOakweg9W5GXbHes/+IkvuSbLjd5wxVQYph/FaQ5M2JFPXJyUj4piSZQsG1XE05wu0G2ZEnPNkWXzunLp5eQ6EZYAbsNJbx4dcfrmw1KCmuKerVoPhZRlk7NmzB5///OcLTpXcdttt+OQnP+mjBGcUJFQd1YHQuZSdjFrI1QDL8ZnIfxw7mbBK19vMWtDVc/SAt1Ht/DTsAz+DPTmEwMBLzOravhZo7QMmjupGrLXfYyesjdpsjvYLObrmG6Xxe3iNvJTJ69q5CfapPXoKRWU2PHTEiQV9zNQwAusv9Vy91HuiMze2ykZ5uz4BINKqMyKcY6drq4fUtw5WIzpYZXbGJCvJZyU2paZPLOWwKtQNDFZrKMioZ6q68POWW25JRnC5PlyPkcqRI0fwqle9Cm95y1vUuox83HrrrSrj4X4GBwfLfEZCuWCHwobeS4CxpJPhtMipfeZpc47qfcBRu9W5EVbbGvPRRTFzxsrMLGxu8sXgyGuAkYrP9STq3Q5F1JoN0+ujrm2eLFa+Mn3PWRtPtwiCX8XPQJGf2qOqmYw//MM/xG/8xm/k/ZstW7Yk//fRo0exY8cOXHXVVfjKV75S8PsjkYj6CIIgCELNYtXvws+qBhm9vb3q4wVmMBhgXHzxxfjqV7+KQMZiNkEQBEEQaotlsSaDAcZ1112HTZs2qXUYJ06cSP5bf39/VesmCIIgCEVhSSajqtx9991qsSc/69e7AkiaZboDVxAEQRDq3oW1NmuVAddtuIqMmR9BEARBEGqTZRFkCAKlre2JI7Dnxo2DS6tnG6wNV2iBJRPa1qDyAmRFSCDzGs1riXQjGrtg9Z7hSI+bHNeJSqIGFgsx2NEpJShmfJ6OaJexZHkOvRFBKPl0iVXkpwaRICMr3M8vu1JqAXqL2OODWkCL2yynhoCxA0k/DU90bAD6zoB17ltgrb2wcKfRuhrWma9HYN1FFcmWqc6TuhHcMutVfjsbPFb5NYzrzthj3S2KiFHPY/3lsHpO02Jn+WhogdV/PgL951Ysm2jHF7R3ECXglez8tNawMNGzoVaGklhv9/Z+8zpE+LdhyZrWE9yyXWvtu1X5IIM6Updeeina2trQ19eHG2+8Ebt27Sr5qUmIng3eLKoTxhudRk2EuSqN6jymR7TyaibskCcOw+bIu6VPaS7kQ2sxaD0Ie80FsHrPhH3kUWBkd7o2RKQd1vpLYHVt1nLfFVDRKyi37e9b9XO7EISdRao7kzQ57vZ1St/DHjug1D3TNCKowUFJ8ba1WY8tB3bC9SHJEnzx2kUntbhXFvn0TNy6qniBWS0+N9m+O0XiPOnjItQBjrosA025p7j//vtx8803q0BjYWEBH/nIR3DDDTfgueeeQ0tLcRLnqUiQkQ82zoEOR5Z4WkR5KoDq3GdPATOnCotDUfqZWQ1KBLesyimjnYryLglFENh8DezV58AefBiYOQFrzQVA35kpfxeoXudZskLierRfQIZ9qWhVEOjaolxmlUT69HGgYyOszk0qUKtEp6s9Xea8qZ/yGkbHtbGZB4GvZLCBACyqiHKKypUd5/FUCHUyFxJg1Ak0UXSN92qSQMUXft51111pP3/ta19TGY3HHnsM1157LUqFBBmFcGSJk66ZygBLUqflQDX2YwfNR/XMdvAeMe3vgWTH0diBwGk3pGQtKtMAqakRk+meYlHTKAGd1fDYaapgLBhGoO8s2PYZnj1KSpbd4dSIKXw/GWh6lItOng9VRBvb06ZEJLioE5SJYnPtuq+WYQtrpkeXV1FKqmKTQp5gptRqWFd7OEZNXjsywQc0QfM7bRBuMz5ksSPx7rhaEopZ3OmXHAZk+XD/ntemop0u11/4pNDUUNZj3HMrgUmVUEPQ8ZjT3rUeYBC2P6X4ANiwYYNydnU/XHtRiEQigQ984AO4+uqrcc4556CUSCbDFHUj2RBJNqNekI5FIPIU1Bmc9luBDA4Oplm9e8licG3GM888g5///Oclr48EGYIgCIJQVawShLn6eAYYqUFGId773vfihz/8IR544IElYpelQIIMQRAEQVhhsuK2beN973sf7rjjDtx3330YGBhAOZAgQxAEQRBWGDfffDO++c1v4s4771RaGUNDQ+r3XMfR1GQoXJgHWfgpCIIgCFXPZASK/JhlMm6//Xa1o4Tmo2vWrEl+vv3tb5f01CSTIQiCIAgrcLqkEkgmwxSl/ik7S2oPuSeCIKRAPRqRg686EmR4hYJNFAiaG6t2TeoX6pD49RTwYZxWDVQdKexWaQy8TKoOtS586pYor5vlcp5CeVE+PmPV0aXxvbvEKvJTe8h0SSHYYPFhVUqfQjmh7LVN6WoaoVHK2pNnjKUkxekIWst6F8mOT0nUU8LaEHa6SrkwpK8Ln0evMvce5bZr6jmgMVnyWnkJGhyxPPqrLJPzFCoAxf2oCBwIA+GW2hXmshbFtIr6jhpEgoxcKNvtqCP/LCOjSqE6iEgbbDYIHIXMnMzdmTZ2Ac09njw5qkXSYMs0MMjXedK4K+ChE/ZoHFaLqHOlh4gr589PnQRRQhVIxIC5mH5WGKzXaIdcj0iQkSvAYPQr7qtVQ8l8N3Vr8zMGGnOj6XLBLb2wqjHtYBpc2AnYdFn18yzl6TzzdsLMdihDtOX/eqvzbGiCzWk0BmmphnI8d+XHIh2G4BH3XWG74kOCfjmIcdUay78VKgu2BBg1gspStPbBbuoE5iZUytPiyL7WWZjTxmvMNpjAwICfUMRT55nshGkQR+8XXq+AuU9JraOyMXRM5XvJOXZmdmo4gyXUOAxWaynIsCq/u6RSSJAhLAtU1oJrL5bVyvaEr3lVP0GUCkiWQ/BVJCo7UwcZGkFYKZkMyTMKgiAIglAWZEggCIIgCNXEqt/pEslkCIIgCIJQFiTIEARBEAShLMh0iSAIgiBUE6t+p0skyBCEchBq0mqD+USksiE7J/KrpnL7KnfuhMJ1uVVXWKlYdbu7RFq0rFjaQ4OKn4LgB7UHv0HpXWB+rvCzpNQ5m9QW1qSQl5DEjruKqXH9i9i8CsjsOhEdEyoIt3v79UgSjJG3MxuOtDXijcD8tAhzCca4QYKyLGHwoIKN2XTFSvWHQa1aSalwCS6WYCfi2a8b4XsZnYS9jOXThUpC4bpmraRba++ZJdMlK3c0GuhwPCKm/YkrCSuaZLCBACwqVjLd7/qNhJpghcJJ8zQJMBZRaqleMkCEAUh0HLZ4mAj5pi+dTGFtYsl0yYrF8YhQPgmcX1durGKYJpiR7PgCIViN7Wl25NIppqOkw6OT5gfy/eTUSS3JRQvVhdMiyr1YJOirhQQZXnE8IlTAMXuq2rURlinJgMKyanTcUQNw/YVPOO0kCEkjRWa3lgOWTJcILirdxpsp2QzBP7XZHAhCHcH1TssGS6ZLBEEQBEEoA1b9ZjJqdRWMIAiCIAjLHMlkCIIgCEJVsWS6RBAEQRCEMmHVZpBQLDJdIgiCIAhCWZBMhilK/VN2ltQTorQpCHUIRRSpm7Is3m1LpktWPFQgjE2Ln0kdkRTEshNKkZNIsFED90R5kfjbJm5TkMvxpZB7ucJZmNWBBvUyRD+lakiQUQg2enxYldKnUFeZi9gUMHNCO3s2dgLNq7T8t3RO1bsniRTZdT/w2IWYFs4TPxiBhnrRcSAQBsItovxZBSTIyIWylY7q7IVMj9QFyQ4nHoU9dVwHjy5zY0B0Amjqht3UpUbS0jlV8J7Ycdix2dKYEbJjiU3BZkaEktJWUIKNlU4iBszFtAKoeiZqazmiRQXgIp/PWn2+JcjIFWAw+hX31fqaFkkswJ4+AcQmc0+JzYzogKN5FdDYoY8VCfCSs+jdYsNW05BZXFaLRXmgTMCm71BDk3qta7UhFioEp9P4iXTU2BSKJWsyVha2BBj1xNy4zkrxv16yUrz3U0Ow52dgta2pRA1XHrwfiURl1jhxXp6fSPsyk5oWygan5WoqyKhfJMgQ6h+up8mVvchHOUbXwmIgV/HrK9OeQo1i1a+suAQZgiAIglBVrLqdLqmt1S95eP3rX4+NGzeisbERa9aswTve8Q4cPXq02tUSBEEQhNJkMqwiPzXIsgkyduzYge985zvYtWsXvve972Hv3r1485vfXO1qCYIgCIKw3KdLPvjBDyb/96ZNm3DLLbfgxhtvxPz8PBoaZAGPIAiCsFyx6na6ZNkEGamcOnUK3/jGN3DVVVflDTCi0aj6uExMTFSohoIgCILgkTpe+LlspkvIhz/8YbS0tKCnpweHDh3CnXfemffvb7vtNnR0dCQ/GzZsqFhdBUEQBGGlU9Ugg1MertJZrs8LL7yQ/Ps//uM/xhNPPIGf/OQnCAaDeOc735ki6rOUW2+9FePj48nP4OCgx5pZSf+DymItozKt5VNmY4c/fYSFOdjUV6g4K+CeqPfL57F+1Rrj80VsYl0B96QollGZfH6q0r57mS4p9lN7WHa+XrrMnDhxAidPnsz7N1u2bEE4HF7y+8OHD6vMxC9+8QtceeWVnsrjdAkzGgw42tvbCx/Affzz096FuVzJ2qSHQopsdT7YASpd/QYtEkNPDapPeoHlhZr031MPwqu4EctimSzbSD7dcspsdOSbeX086h0o5UWWGTDzg+Hf8zgez3vh457YvD4Th4GJo97Ok+fYtQUWBZzknpTpntjA7CgwN+q9ri29+tqynlRv9XSeFkCp+KYuNnhyT8radk3r8zV5T3g9TcwnS3FPPE4tGPcZhky433/4BbS3txX5XZPoWH9G2eq6LNdk9Pb2qo8fElQLdNZdlA0qwgU6tFogX9hcnUw28x3+zIeZx+UcDQeAcLOOqt2Hng1EY5eWvlWNS46Xh8eoF80Z1fGFi7QBiab8DZrbKLAcF9aT31eoQWODQOOpZJkhnSXg+eVrXJSHBMtMWT/jvuwsj+fqtVHweU8s1rlzM+zWfmDsoJYPz3pcA9C1GWjuXZSgXpb3xA2MavmeAGhZBZv1nTmZWzCN16dlFRBuW7wn4RbYrAf9Zngvc5XJILG5B5ZydnUGeyb3hM+DW+YKuCfe2y7LeWYz266Gwh1/5nvC76r0PRFWRibDKw899BAeeeQRXHPNNejq6lLbVz/60Y9ieHgYzz77LCKRSPmjUuXGmtHJqIfeg41wtoyIG8Xni6jVSDhjVOFG8W6jmbPMzI4/S6OQq8zMUQWPYX3zORgmDeV4fRJLR1b5yky4I72YWaNQxD2xo5PA6P7Fjo3ldGwAWtfAynueck/Kdk94HLMTyc7UApq7lUOuChJzFpnQGRF+3DJ5bZpXwQpF6vyeeDD8KqbtYpvFwKie266ayGTsKlEm43TJZPihubkZ3//+9/Hxj38c09PTSozrVa96Ff70T//Uc4BRNHy42cCy0eILy5e0UKPgkjqq4IujRhweImr+jTuqYJn8ntTRbt4yU0YVbGS8pghZpjuqWIjq8y3UKKjjrJRRBa+Ps67FS5lsABrbdTDGa8Tv8dIoFHFPrEgb7NXnArOndOPb2g/Li5eB3JPy3ZNQI+z29Togp117Y/tiBiJvkQGVrbBpekVjw1ATLGYIje9JonDnucLuiTqnSDXbrgrck1rAqtsdrMsjk1Eqyh2VCoIgCPVDxTIZR0qUyVgnmQxBEARBEFZIKkOCDEEQBEGoJpaIcQmCIAiCUEc6GV/84hexefNmZTx6+eWX4+GHHy75mUmQIQiCIAgrjG9/+9v40Ic+pDZUPP744zj//PPxyle+EsePHy9pORJkCIIgCMIKs3r/67/+a7z73e/GTTfdhLPOOgtf+tKX1E7Of/qnfyrpqUmQIQiCIAgraLokFovhsccew/XXX5/8XSAQUD//8pe/LOmZraiFn+5uXXFjFQRBEArh9hXlVnqYmJws2Xdk9m/UksrUkxoZGUE8Hsfq1avTfs+fU/3CSsGKCjImnZsgbqyCIAiCSd9BPYtSEw6H0d/fjw2nnV+S72ttbV3Sv3HNxSc+8QlUixUVZKxdu1Y5sba1pXgg+ITRIm8mv6+WhE/KgZxrfbKSznWlna+ca2lgBoMBBvuOctDY2Ij9+/er6YtS1Tezb8umir1q1SrlZE5rjlT4M4OeUrKiggzOOa1fv76k38mHut5fYhc51/pkJZ3rSjtfOdfiKUcGIzPQ4KeSMINy8cUX45577sGNN96YNB3lz+9973tLWtaKCjIEQRAEQYDavvqud70Ll1xyCS677DJ87nOfU95g3G1SSiTIEARBEIQVxq/+6q/ixIkT+NjHPoahoSFccMEFuOuuu5YsBi0WCTJ8wnkuLqipmAtsFZFzrU9W0rmutPOVcxW8wKmRUk+PrGgXVkEQBEEQKoeIcQmCIAiCUBYkyBAEQRAEoSxIkCEIgiAIQlmQIEMQBEEQhLIgQUYJeP3rX4+NGzcqQZU1a9bgHe94B44ePYp648CBA/it3/otDAwMoKmpCVu3blWrukulVldrfPrTn8ZVV12lnAk7OztRb3zxi1/E5s2b1XN7+eWX4+GHH0Y98sADD+B1r3udUm2kGuIPfvAD1CO33XYbLr30UqVo3NfXp0SWdu3ahXrl9ttvx3nnnZcU4bryyivxox/9qNrVEjKQIKME7NixA9/5znfUC/29730Pe/fuxZvf/GbUGzTOoSrcl7/8ZTz77LP4m7/5G2UP/JGPfAT1CIOnt7zlLXjPe96DeuPb3/62EuNhkPj444/j/PPPxytf+UocP34c9QYFhnh+DKrqmfvvvx8333wzHnzwQdx9992Yn5/HDTfcoM6/HqF682c+8xnlJvroo4/iZS97Gd7whjeotkmoIbiFVSgtd955p21Zlh2Lxex657Of/aw9MDBg1zNf/epX7Y6ODrueuOyyy+ybb745+XM8HrfXrl1r33bbbXY9wybvjjvusFcCx48fV+d7//332yuFrq4u+x/+4R+qXQ0hBclklJhTp07hG9/4hkqzNzQ0oN4ZHx9Hd3d3tashGGZoOPq7/vrr03x9+PMvf/nLqtZNKO27SVbC+0nb8m9961sqa8NpE6F2kCCjRHz4wx9GS0sLenp6cOjQIdx5552od/bs2YPPf/7z+N3f/d1qV0UwYGRkRDXKmfLB/JnywsLyh9OaH/jAB3D11VfjnHPOQb3y9NNPK3tzqn3+3u/9Hu644w6cddZZ1a6WkIIEGTm45ZZb1CKxfB+uUXD54z/+YzzxxBP4yU9+oix03/nOdyrb3Xo8V3LkyBG86lWvUmsW3v3ud2O54OdcBWG5wbUZzzzzjBrd1zOnn346du7ciYceekitnaLh13PPPVftagkpiKx4Dmgcc/Lkybx/s2XLFmWZm8nhw4exYcMG/OIXv1gWqTvTc+XOmeuuuw5XXHEFvva1r6lUez3fV54jR4VjY2Ool+kS7pj57ne/m7R5JmygeY71nIVjEMnRbup51xv0ouA95K4a7gRbSXDKj7veuDhdqA3EIC0Hvb296uM3VUmi0Sjq7VyZweBumosvvhhf/epXl1WAUex9rRcYQPH+3XPPPcnOls8sfy63WZJQPjhefN/73qeCqPvuu2/FBRjuc7xc2t2VggQZRcI03SOPPIJrrrkGXV1davvqRz/6URVNL4cshgkMMJjB2LRpE/7qr/5KZQVc+vv7UW9wbQ0X8vK/XMPAtCzZtm2bmgdeznD7KjMXl1xyCS677DJ87nOfU4vmbrrpJtQbU1NTav2Qy/79+9W95IJI6tvU0xTJN7/5TZXFoFaGu76mo6ND6drUG7feeite/epXq3s4OTmpzp3B1Y9//ONqV01IJXWriWDOU089Ze/YscPu7u62I5GIvXnzZvv3fu/37MOHD9v1uJWTj0y2Tz3yrne9K+u53nvvvXY98PnPf97euHGjHQ6H1ZbWBx980K5HeL+y3Ufe33oi17vJ97Ye+c3f/E1706ZN6vnt7e21X/7yl9s/+clPql0tIQNZkyEIgiAIQllYXhPqgiAIgiAsGyTIEARBEAShLEiQIQiCIAhCWZAgQxAEQRCEsiBBhiAIgiAIZUGCDEEQBEEQyoIEGYIgCIIglAUJMgRBEARBKAsSZAiCIAiCUBYkyBAEQRAEoSxIkCEIK5i77rpLmft1dnaip6cHv/Irv6JM/gRBEEqBBBmCsIKh8yodWR999FFl9R4IBPDGN75RWWYLgiAUixikCYKQZGRkBL29vXj66adxzjnnVLs6giAscySTIQgrmN27d+Ntb3sbtmzZgvb2dmzevFn9/tChQ9WumiAIdUCo2hUQBKF6vO51r8OmTZvw93//91i7dq2aJmEGIxaLVbtqgiDUARJkCMIK5eTJk9i1a5cKMF7ykpeo3/385z+vdrUEQagjJMgQhBVKV1eX2lHyla98BWvWrFFTJLfccku1qyUIQh0hazIEYYXCnSTf+ta38Nhjj6kpkg9+8IP4y7/8y2pXSxCEOkJ2lwiCIAiCUBYkkyEIgiAIQlmQIEMQBEEQhLIgQYYgCIIgCGVBggxBEARBEMqCBBmCIAiCIJQFCTIEQRAEQSgLEmQIgiAIglAWJMgQBEEQBKEsSJAhCIIgCEJZkCBDEARBEISyIEGGIAiCIAhlQYIMQRAEQRBQDv5/QCRfL8vY+lkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Solution\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "try:\n",
    "    df\n",
    "except NameError:\n",
    "    rng = np.random.default_rng(2)\n",
    "    df = pd.DataFrame({'a': rng.normal(size=500), 'b': rng.normal(size=500)})\n",
    "\n",
    "ax = df.plot(kind='hexbin', x='a', y='b', gridsize=25, cmap='Oranges')\n",
    "ax.set_title('Hexbin Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "be893874",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.811167Z",
     "iopub.status.busy": "2026-08-31T18:39:24.811089Z",
     "iopub.status.idle": "2026-08-31T18:39:24.868357Z",
     "shell.execute_reply": "2026-08-31T18:39:24.868137Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='a', ylabel='b'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Solution\n",
    "df.plot.hexbin(x='a', y='b', gridsize=25, cmap='Oranges')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fdab864f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.869544Z",
     "iopub.status.busy": "2026-08-31T18:39:24.869462Z",
     "iopub.status.idle": "2026-08-31T18:39:24.870997Z",
     "shell.execute_reply": "2026-08-31T18:39:24.870779Z"
    },
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### EXERCISE: KDE for a Single Variable\n",
    "# Goal: Plot a smooth estimate of one distribution.\n",
    "# load dataset if needed tips = sns.load_dataset(\"tips\")\n",
    "# Requirements:\n",
    "# 1) Plot KDE for `tips['tip']`.\n",
    "# 2) Set `figsize=(4, 3)`.\n",
    "# 3) Add title \"KDE of Column tip\".\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "### Your code ends here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "76a76e28",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.872060Z",
     "iopub.status.busy": "2026-08-31T18:39:24.871986Z",
     "iopub.status.idle": "2026-08-31T18:39:24.903118Z",
     "shell.execute_reply": "2026-08-31T18:39:24.902899Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Solution\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "tips = sns.load_dataset('tips')\n",
    "ax = tips['tip'].plot(kind='kde', figsize=(4, 3))\n",
    "ax.set_title('KDE of Column tip')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "dc94ecee",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.904192Z",
     "iopub.status.busy": "2026-08-31T18:39:24.904122Z",
     "iopub.status.idle": "2026-08-31T18:39:24.939555Z",
     "shell.execute_reply": "2026-08-31T18:39:24.939323Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'KDE of Column tip'}, ylabel='Density'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Solution\n",
    "\n",
    "tips['tip'].plot(kind=\"kde\", \n",
    "                 figsize=(4,3), \n",
    "                 title=\"KDE of Column tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "53ffbfe3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.940980Z",
     "iopub.status.busy": "2026-08-31T18:39:24.940905Z",
     "iopub.status.idle": "2026-08-31T18:39:24.942466Z",
     "shell.execute_reply": "2026-08-31T18:39:24.942256Z"
    },
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### EXERCISE:Multi-Column Density Plot\n",
    "# Goal: Compare distributions of all `df2` columns on one chart.\n",
    "# Requirements:\n",
    "# 1) Create a density plot for `df2`.\n",
    "# 2) Set `figsize=(8, 4)`.\n",
    "# 3) Add title \"Density Curves for df2\".\n",
    "# Stretch: Keep only two columns and compare how interpretation changes.\n",
    "\n",
    "# Your code here\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2942afa0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.943602Z",
     "iopub.status.busy": "2026-08-31T18:39:24.943538Z",
     "iopub.status.idle": "2026-08-31T18:39:24.984942Z",
     "shell.execute_reply": "2026-08-31T18:39:24.984719Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Solution\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "try:\n",
    "    df2\n",
    "except NameError:\n",
    "    rng = np.random.default_rng(1)\n",
    "    df2 = pd.DataFrame(rng.normal(size=(80, 4)), columns=['A', 'B', 'C', 'D'])\n",
    "\n",
    "ax = df2.plot(kind='density', figsize=(8, 4))\n",
    "ax.set_title('Density Curves for df2')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23d1005a",
   "metadata": {},
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   "cell_type": "markdown",
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   "source": [
    "\n",
    "## Section Practice\n",
    "\n",
    "Use this short exercise to check the main workflow from this section.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cell-f0b993c4",
   "metadata": {
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     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### Exercise: Plan a Pandas Plot Styling Chart\n",
    "# A team wants to compare sales across four regions.\n",
    "# Create two lists named regions and sales. Then print the region with the highest sales.\n",
    "### Your code starts here\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2971d93c",
   "metadata": {
    "execution": {
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    "tags": [
     "hide-input"
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Highest sales region: South\n"
     ]
    }
   ],
   "source": [
    "### Solution\n",
    "regions = ['North', 'South', 'East', 'West']\n",
    "sales = [120, 145, 132, 118]\n",
    "best_index = sales.index(max(sales))\n",
    "print(\"Highest sales region:\", regions[best_index])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "cell-74242778",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T18:39:24.991656Z",
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     "shell.execute_reply": "2026-08-31T18:39:24.992838Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "East\n"
     ]
    }
   ],
   "source": [
    "### Solution\n",
    "regions = [\"North\", \"South\", \"East\", \"West\"]\n",
    "sales = [240, 215, 260, 230]\n",
    "best_index = sales.index(max(sales))\n",
    "print(regions[best_index])\n"
   ]
  }
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