{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0498b826",
   "metadata": {},
   "source": [
    "# Time Series Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8646f8e9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:41.877245Z",
     "iopub.status.busy": "2026-10-23T04:22:41.876908Z",
     "iopub.status.idle": "2026-10-23T04:22:42.167245Z",
     "shell.execute_reply": "2026-10-23T04:22:42.166834Z"
    },
    "tags": [
     "hide-input",
     "thebe-init",
     "runnable"
    ]
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "path_data = '../../data/'\n",
    "sales = pd.read_csv(path_data + 'retail_daily_sales.csv', parse_dates=['date'])\n",
    "daily = sales.groupby('date')['revenue'].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71f2a2ba",
   "metadata": {},
   "source": [
    "```{contents}\n",
    ":local:\n",
    ":depth: 2\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26c3dd08",
   "metadata": {},
   "source": [
    "Many business questions are about time. Are sales growing? Which months are busy? Did a region slow down this summer? To answer them, we need a **time series**: a sequence of values recorded at regular points in time, such as daily revenue or monthly orders.\n",
    "\n",
    "In this section we use `retail_daily_sales.csv`, simulated daily sales for a retail chain over two years (2024 and 2025). Each row is one date, one region (North, South, East, West), and one product category (Electronics, Home, Apparel), with the units sold, the revenue, and the advertising spend. We will learn how pandas handles dates, how to change the time unit, how to smooth a noisy line, and how to compare several series."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d90958b",
   "metadata": {},
   "source": [
    "## Dates in Pandas\n",
    "\n",
    "```{index} time series\n",
    "```\n",
    "\n",
    "```{index} pd.to_datetime()\n",
    "```\n",
    "\n",
    "```{index} datetime index\n",
    "```\n",
    "\n",
    "A CSV file stores dates as plain text, such as `\"2024-01-01\"`. To pandas, that text is just a string, so it cannot tell that January comes before February or that a date is a Saturday. First, let's read the file without any date handling and check the type of the `date` column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "843af113",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.168517Z",
     "iopub.status.busy": "2026-10-23T04:22:42.168441Z",
     "iopub.status.idle": "2026-10-23T04:22:42.175022Z",
     "shell.execute_reply": "2026-10-23T04:22:42.174647Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8772, 6)\n",
      "date            str\n",
      "region          str\n",
      "category        str\n",
      "units         int64\n",
      "revenue     float64\n",
      "ad_spend    float64\n",
      "dtype: object\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\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>date</th>\n",
       "      <th>region</th>\n",
       "      <th>category</th>\n",
       "      <th>units</th>\n",
       "      <th>revenue</th>\n",
       "      <th>ad_spend</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>North</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>5</td>\n",
       "      <td>589.66</td>\n",
       "      <td>99.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>North</td>\n",
       "      <td>Home</td>\n",
       "      <td>14</td>\n",
       "      <td>617.12</td>\n",
       "      <td>99.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>North</td>\n",
       "      <td>Apparel</td>\n",
       "      <td>26</td>\n",
       "      <td>792.02</td>\n",
       "      <td>99.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>South</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>15</td>\n",
       "      <td>1842.10</td>\n",
       "      <td>112.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>South</td>\n",
       "      <td>Home</td>\n",
       "      <td>13</td>\n",
       "      <td>599.25</td>\n",
       "      <td>112.08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date region     category  units  revenue  ad_spend\n",
       "0  2024-01-01  North  Electronics      5   589.66     99.41\n",
       "1  2024-01-01  North         Home     14   617.12     99.41\n",
       "2  2024-01-01  North      Apparel     26   792.02     99.41\n",
       "3  2024-01-01  South  Electronics     15  1842.10    112.08\n",
       "4  2024-01-01  South         Home     13   599.25    112.08"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw = pd.read_csv(path_data + 'retail_daily_sales.csv')\n",
    "print(raw.shape)\n",
    "print(raw.dtypes)\n",
    "raw.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5377d6f4",
   "metadata": {},
   "source": [
    "The `date` column has the type `str` (text). The function `pd.to_datetime()` converts text to real dates, with the type `datetime64`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "00bd946b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.176150Z",
     "iopub.status.busy": "2026-10-23T04:22:42.176094Z",
     "iopub.status.idle": "2026-10-23T04:22:42.178659Z",
     "shell.execute_reply": "2026-10-23T04:22:42.178349Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('<M8[us]')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw['date'] = pd.to_datetime(raw['date'])\n",
    "raw['date'].dtype"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0f94707",
   "metadata": {},
   "source": [
    "A shorter way is to convert while reading the file. The `parse_dates=` argument of `read_csv()` takes a list of the columns that hold dates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f3b577f5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.179473Z",
     "iopub.status.busy": "2026-10-23T04:22:42.179426Z",
     "iopub.status.idle": "2026-10-23T04:22:42.184199Z",
     "shell.execute_reply": "2026-10-23T04:22:42.183873Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date        datetime64[us]\n",
       "region                 str\n",
       "category               str\n",
       "units                int64\n",
       "revenue            float64\n",
       "ad_spend           float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales = pd.read_csv(path_data + 'retail_daily_sales.csv', parse_dates=['date'])\n",
    "sales.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f52f99b1",
   "metadata": {},
   "source": [
    "```{index} .dt accessor\n",
    "```\n",
    "\n",
    "Once a column holds dates, the `.dt` accessor gives us parts of each date. `.dt.month` returns the month number (1 to 12), `.dt.year` returns the year, and `.dt.day_name()` returns the weekday name. These parts are useful for grouping, for example comparing weekends with weekdays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e2a90ae8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.185057Z",
     "iopub.status.busy": "2026-10-23T04:22:42.185007Z",
     "iopub.status.idle": "2026-10-23T04:22:42.188654Z",
     "shell.execute_reply": "2026-10-23T04:22:42.188280Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\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>date</th>\n",
       "      <th>month</th>\n",
       "      <th>weekday</th>\n",
       "      <th>revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>Monday</td>\n",
       "      <td>589.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>Monday</td>\n",
       "      <td>617.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>Monday</td>\n",
       "      <td>792.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>Monday</td>\n",
       "      <td>1842.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>Monday</td>\n",
       "      <td>599.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  month weekday  revenue\n",
       "0 2024-01-01      1  Monday   589.66\n",
       "1 2024-01-01      1  Monday   617.12\n",
       "2 2024-01-01      1  Monday   792.02\n",
       "3 2024-01-01      1  Monday  1842.10\n",
       "4 2024-01-01      1  Monday   599.25"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales['month'] = sales['date'].dt.month\n",
    "sales['weekday'] = sales['date'].dt.day_name()\n",
    "sales[['date', 'month', 'weekday', 'revenue']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e8e3465",
   "metadata": {},
   "source": [
    "The data has 12 rows per day (4 regions times 3 categories). To see the whole chain, we add up the revenue for each date with `groupby()`. The result is a Series whose index is the dates. An index made of dates is called a **datetime index** (`DatetimeIndex`), and it is what the time series tools in this section work on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "979f525b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.189538Z",
     "iopub.status.busy": "2026-10-23T04:22:42.189485Z",
     "iopub.status.idle": "2026-10-23T04:22:42.191976Z",
     "shell.execute_reply": "2026-10-23T04:22:42.191670Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "731\n",
      "<class 'pandas.DatetimeIndex'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "date\n",
       "2024-01-01    9469.96\n",
       "2024-01-02    7342.17\n",
       "2024-01-03    9392.98\n",
       "2024-01-04    8595.49\n",
       "2024-01-05    8573.13\n",
       "Name: revenue, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily = sales.groupby('date')['revenue'].sum()\n",
    "print(len(daily))\n",
    "print(type(daily.index))\n",
    "daily.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41374a53",
   "metadata": {},
   "source": [
    "If a table already has one row per date, `df.set_index('date')` turns the date column into a datetime index in one step.\n",
    "\n",
    "When a Series has a datetime index, `.plot()` puts the dates on the x-axis automatically:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3babc9d9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.192904Z",
     "iopub.status.busy": "2026-10-23T04:22:42.192858Z",
     "iopub.status.idle": "2026-10-23T04:22:42.266891Z",
     "shell.execute_reply": "2026-10-23T04:22:42.266580Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "daily.plot(\n",
    "    figsize=(8, 3),\n",
    "    title=\"Daily Revenue Swings Too Much to Read\",\n",
    "    xlabel=\"Date\",\n",
    "    ylabel=\"Revenue ($)\",\n",
    "    lw=0.8,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b45bd77a",
   "metadata": {},
   "source": [
    "The 731 daily totals show a spike every December, but the day-to-day swings hide everything else: we cannot tell from this chart whether sales grew from 2024 to 2025."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f2ecfb9d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.268003Z",
     "iopub.status.busy": "2026-10-23T04:22:42.267930Z",
     "iopub.status.idle": "2026-10-23T04:22:42.269391Z",
     "shell.execute_reply": "2026-10-23T04:22:42.269097Z"
    },
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### Exercise: Plot Daily Units Sold\n",
    "#   1. Read retail_daily_sales.csv with parse_dates=['date'] and name it sales.\n",
    "#   2. Add a column 'year' using .dt.year.\n",
    "#   3. Make a Series daily_units: total units for each date (groupby the date, sum units).\n",
    "#   4. Plot daily_units as a line with figsize=(8, 3), a title,\n",
    "#      xlabel=\"Date\", and ylabel=\"Units\".\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "27b9687f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.270162Z",
     "iopub.status.busy": "2026-10-23T04:22:42.270106Z",
     "iopub.status.idle": "2026-10-23T04:22:42.321016Z",
     "shell.execute_reply": "2026-10-23T04:22:42.320773Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Solution\n",
    "sales = pd.read_csv(path_data + 'retail_daily_sales.csv', parse_dates=['date'])\n",
    "sales['year'] = sales['date'].dt.year\n",
    "\n",
    "daily_units = sales.groupby('date')['units'].sum()\n",
    "daily_units.plot(\n",
    "    figsize=(8, 3),\n",
    "    title=\"Daily Units Sold, 2024-2025\",\n",
    "    xlabel=\"Date\",\n",
    "    ylabel=\"Units\",\n",
    "    lw=0.8,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6347684",
   "metadata": {},
   "source": [
    "## Resampling\n",
    "\n",
    "```{index} resampling\n",
    "```\n",
    "\n",
    "```{index} resample()\n",
    "```\n",
    "\n",
    "```{index} frequency alias\n",
    "```\n",
    "\n",
    "**Resampling** changes the time unit of a time series, for example from days to weeks or months. With a datetime index, `.resample()` groups the rows into time bins, and an aggregation such as `.sum()` or `.mean()` combines each bin into one value. It works like `groupby()`, with time periods as the groups.\n",
    "\n",
    "The text inside `resample()` is a **frequency alias** that names the time unit:\n",
    "\n",
    "| Alias | Time unit | Each bin is labeled by |\n",
    "|:--|:--|:--|\n",
    "| `\"D\"` | day | the day |\n",
    "| `\"W\"` | week | the Sunday that ends the week |\n",
    "| `\"ME\"` | month | the last day of the month |\n",
    "| `\"QE\"` | quarter | the last day of the quarter |\n",
    "| `\"YE\"` | year | the last day of the year |\n",
    "\n",
    "Pandas 3 uses `\"ME\"` (month end), `\"QE\"`, and `\"YE\"`. Older tutorials show `\"M\"`, `\"Q\"`, and `\"Y\"`; in pandas 3, `\"M\"` raises an error, so use `\"ME\"`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "64ccd005",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.322065Z",
     "iopub.status.busy": "2026-10-23T04:22:42.322012Z",
     "iopub.status.idle": "2026-10-23T04:22:42.325339Z",
     "shell.execute_reply": "2026-10-23T04:22:42.325029Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "105\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "date\n",
       "2025-12-21    148674.45\n",
       "2025-12-28    141734.88\n",
       "2026-01-04     61609.53\n",
       "Freq: W-SUN, Name: revenue, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly = daily.resample(\"W\").sum()\n",
    "print(len(weekly))\n",
    "weekly.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3627106d",
   "metadata": {},
   "source": [
    "The 731 days become 105 weeks. The last bin, labeled 2026-01-04, holds only three days (December 29 to 31), so its total (61,610) is low because the week is cut short, not because sales fell. Watch for partial bins at the start and end of a series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "13332216",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.326296Z",
     "iopub.status.busy": "2026-10-23T04:22:42.326238Z",
     "iopub.status.idle": "2026-10-23T04:22:42.328845Z",
     "shell.execute_reply": "2026-10-23T04:22:42.328535Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "date\n",
       "2025-10-31    381682.0\n",
       "2025-11-30    482796.0\n",
       "2025-12-31    652892.0\n",
       "Freq: ME, Name: revenue, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "monthly = daily.resample(\"ME\").sum()\n",
    "print(len(monthly))\n",
    "monthly.tail(3).round(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2aa96b4b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.329673Z",
     "iopub.status.busy": "2026-10-23T04:22:42.329630Z",
     "iopub.status.idle": "2026-10-23T04:22:42.378729Z",
     "shell.execute_reply": "2026-10-23T04:22:42.378421Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weekly.plot(\n",
    "    figsize=(8, 3),\n",
    "    title=\"Weekly Revenue: The Holiday Peaks Stand Out\",\n",
    "    xlabel=\"Week\",\n",
    "    ylabel=\"Revenue ($)\",\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3cd36333",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.379684Z",
     "iopub.status.busy": "2026-10-23T04:22:42.379626Z",
     "iopub.status.idle": "2026-10-23T04:22:42.445597Z",
     "shell.execute_reply": "2026-10-23T04:22:42.445276Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "monthly.plot(\n",
    "    figsize=(8, 3),\n",
    "    marker=\"o\",\n",
    "    title=\"Monthly Revenue Rises Each Year and Peaks in December\",\n",
    "    xlabel=\"Month\",\n",
    "    ylabel=\"Revenue ($)\",\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "963a2643",
   "metadata": {},
   "source": [
    "The monthly chart shows what the daily chart hid: revenue climbs through each year, December is the peak month (601,437 in December 2024 and 652,892 in December 2025), and 2025 runs higher than 2024.\n",
    "\n",
    "Choose the time unit that fits the question:\n",
    "\n",
    "- **Staffing a store next week**: daily or weekly, because the manager needs to see individual busy days.\n",
    "- **Monthly budget review**: monthly, which removes day-to-day noise.\n",
    "- **Annual report**: yearly totals.\n",
    "\n",
    "For the annual report, one number per year is enough:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f021c56b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.446529Z",
     "iopub.status.busy": "2026-10-23T04:22:42.446476Z",
     "iopub.status.idle": "2026-10-23T04:22:42.449043Z",
     "shell.execute_reply": "2026-10-23T04:22:42.448638Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date\n",
       "2024-12-31    4273190.0\n",
       "2025-12-31    4647043.0\n",
       "Freq: YE-DEC, Name: revenue, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily.resample(\"YE\").sum().round(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ab45933",
   "metadata": {},
   "source": [
    "Revenue grew from 4,273,190 in 2024 to 4,647,043 in 2025, about 8.7%. A yearly total answers \"did we grow?\" but hides when in the year the growth happened."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1903f7b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.450158Z",
     "iopub.status.busy": "2026-10-23T04:22:42.450078Z",
     "iopub.status.idle": "2026-10-23T04:22:42.451568Z",
     "shell.execute_reply": "2026-10-23T04:22:42.451264Z"
    },
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### Exercise: Quarterly Revenue\n",
    "#   1. Resample the Series daily to quarters with \"QE\" and sum. Name it quarterly.\n",
    "#   2. Print quarterly.\n",
    "#   3. Plot quarterly as a line with marker=\"o\", figsize=(6, 3), a title,\n",
    "#      xlabel=\"Quarter\", and ylabel=\"Revenue ($)\".\n",
    "#   4. Which quarter had the highest revenue?\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "89af256b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.452353Z",
     "iopub.status.busy": "2026-10-23T04:22:42.452286Z",
     "iopub.status.idle": "2026-10-23T04:22:42.494392Z",
     "shell.execute_reply": "2026-10-23T04:22:42.494112Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "date\n",
      "2024-03-31     864035.0\n",
      "2024-06-30    1002901.0\n",
      "2024-09-30    1014599.0\n",
      "2024-12-31    1391655.0\n",
      "2025-03-31     945742.0\n",
      "2025-06-30    1109203.0\n",
      "2025-09-30    1074727.0\n",
      "2025-12-31    1517370.0\n",
      "Freq: QE-DEC, Name: revenue, dtype: float64\n",
      "Highest quarter: 2025-12-31\n"
     ]
    },
    {
     "data": {
      "image/png": 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daXPyIx+I+QCVG9zMz9uPWz1yOsDkdn018brxc/l/omqlUuFkVL7wbyzrevEoEO5iy9r9xtuc14UP8Lze3ELCLS+cRKntM3CLBJ8s8GO8DbXhlgee44e3X3YjXjgHg1vbuDWGgxZdcyN42fw6Dj5438GtqdxqpW2ECW8n/j7xuvLn5tfy9uOgI2urHbdWcNccByC8LN4m3PrE65bTts3NZ8pp2+myfIBMtA7qtTBch4FrLGTFRak8PDykumN2uLIhb0YuHqSJqxpyHQYwPC7uxEW0uNpkeHi4oVcHCglXReWiZKaAa3HwfuStt94y9KoAFDp0zeSA+9n5bEjVP6uZVKbqD+V+f57DhJtbVbgf1d/fX+4Hw+OuGU4q5kRDJNmZJ+5OUo2S4bN/7h7jlgbOXTAF3PXFXR7cMpLfhGUAU2PRXTPffPONNNffvn1bssE5GY9xX7MqsZCHLL7xxhvS7MzNoNwUz/kfv/zyi3oYIzePc38yN5lycygnJ3IQw0l+KOQDoH+ce8G/Z+6m4C4Fzj/h5HFTCUQALJlFByI8nFJbpjcn+WnWSuCcD642yfkDnDWvKr6UtX+akwH5OXwGru05AKBfnA+iKnCGkwAA02DRgQgAAAAYFnJEAAAAwGAssrIqD0njoW88rBLNtwAAALrjjhSuVs05kXmZeykriwxEOAjJSwVHAAAAyMA5ls+rzaQLiwxEVAWmeCNydj0AAADohgvq8cl8boo15sQiAxFVdwwHIQhEAAAAcq+gUhuQrAoAAAAGg0AEAAAADAaBCAAAABgMAhEAAADQSVq6QicDo6ggWWSyKgAAAOTObv9QmrXtCoWEIxABAACAQg5Cxq45S/qYEwZdMwAAAJBjdwy3hOhrYjoEIgAAAJCtk0FRFBqdSPpiFDki8fHxFBoaSuXKlaOiRYvm+NyIiAiKjo7OdJ+9vT1KtgMAAOhBeKz+ghCDByLXr1+n7777jn7//XeKjIykffv20Ysvvpjja2bMmEFr1qwhT09P9X3VqlWjnTt3FsIaAwAAWBYPZwfzDUR2795N1atXp/3791Pt2rV1fl2XLl1ow4YNel03AAAAIGpS2Z3KuDrorXvGoIHIW2+9JX/v3buXpxl0XV1dycnJSQ9rBgAAAMzaqgiNaFmZPttxVS8bxCSTVTdu3Ej169cnd3d38vPzo+PHjxt6lQAAAMzWpZCM3EwH24IPG0wuEGnWrBlduXKFwsPD6dGjR9SgQQPq2rUrhYSEZPuapKQkmbZY8wIAAADPFxyVQNsvhsr130c1o+XDGpNFByLDhg2jGjVqyHVHR0f66aefKDU1lTZt2pTta+bMmSPdOKqLl5dXIa4xAACA6Vp6KFBqibTyKUn1vNyoibe7ZQciWfHQXR5Bc+fOnWyfM23aNBnyq7oEBwcX6joCAACYosi4JPr9VMYxc2ybKuZbR+R5dUMSExOlFUNRFEpPTydra2v145zoevv2bapatWqOwQpfAAAAQHe/HL1NSanpVLe8KzWrUoL0waAtIrGxsXTz5k0JJBjnefDtqKioTK0ZnAPCUlJSqGnTprRu3Tq6cOECbdu2jbp160aVK1emIUOGGOxzAAAAmJu4pFRadeyOujWkSJEi5heI7N27V2qCDB8+nKpUqUIzZ86U21ywTMXDw4MqVKgg1+3s7GjVqlX0999/y2u+/vpr6tWrF505c4aKFStmwE8CAABgXn47eZein6RQ5ZJO1KnWf0VEC1oRhfs7LAyPmuGkVc4XcXFxMfTqAAAAGJXk1HRqPW8fhcUk0hd96tCrTTIaBPRxDDX5ZFUAAAAoWH+eD5EgxMPZnnr7lSN9QiACAAAAaunpCi0+cEuuc0VVe5v/BojoAwIRAAAAUNt79QHdiognZwcbGtT0vy4ZfUEgAgAAAILTRhfuz2gNee2FiuTsYEv6hkAEAAAAxImgKDof/JjsbKzo9RaVqTAgEAEAAAChag15pWF5KuVcOIVAEYgAAAAAXbkfQweuR5BVEaJRrb0LbYsgEAEAAABa9HSkzEt1ylDFEk4IRAAAAKBw3H2YQNsv3pfrY/Q0uV120CICAABg4ZYeCqR0haiVT0mqXc61UN8bgQgAAIAFi4xLoj9OB6sntytsCEQAAAAs2MojtykpNZ3qlXelZlVKFPr7IxABAACwUHFJqbTq2G11bkiRIkUKfR0QiAAAAFioX0/cpZjEVPIu6USdankaZB0QiAAAAFigpNQ0+vlwoFwf3cabrLmAiAEgEAEAALBAW87dpwcxSVTaxZ56NShnsPVAIAIAAGBh0tMVWnQwo4DZiJaVyd7G2mDrgkAEAADAwvx15QEFRsSTs4MNDWxSwaDrgkAEAADAgiiKQguflnMf2qwiOTvYGnR9EIgAAABYkOOBUXQh+DHZ2VjR8OaVDb06CEQAAAAscXK7/o3KUylne8sORB49ekTffPMNVa9eXYqo7N+/P1evf++99+R1kyZN0ts6AgAAmIvL96PpwPUI4pG6o1oVfjl3owtEvv76awoKCqIffvgh16/ds2cPbdu2jXx8fPSybgAAAOZm8YGMuiHd6palCiUcyRjYGPLNP/nkE/l77969XL0uLCyMRo4cSX/++SeNGDFCT2sHYFnS0hU6GRRF4bGJ5OHsQE0quxuswBEAFLy7DxNo+8X7cn10a28yFgYNRPKa7fvaa6/RuHHjqGHDhoZeHQCzsNs/lGZtu0Kh0Ynq+8q4OtDMHjWpS+0yBl03ACgYSw8FUrpC1LpaKapdzpWMhcmNmvniiy8oOTlZ8kN0lZSURDExMZkuAPBfEDJ2zdlMQQgLi06U+/lxADBtkXFJ9MfpYLk+po3xtIaYXCBy+vRp+uqrr2j16tVkZaX7qs+ZM4dcXV3VFy8vL72uJ4ApdcdwS4ii5THVffw4Pw8ATNfKI7cpKTWd6nm5UTPvEmRMTCoQOX78OEVGRlLFihVltAxfLly4QN9++61cT01N1fq6adOmUXR0tPoSHJwRFQJYOs4JydoSoonDD36cnwcApikuKZVWHbst18e28ZbjpTExqUBk/PjxkiOiealXrx5NnDhRrtvYaE95sbe3JxcXl0wXACBJTC3I5wGA8fn1xF2KSUwl71JO1KmmJxkbow9EeHRM7dq1Db0aAGaJR8cU5PMAwLgkpabRz4cD1SNlrIxwJJxBA5GVK1dKE5EqZ6Nt27Zy++OPPzbkagFYDB6iy6NjssO7LH6cnwcApufPcyH0ICaJSrvYU68G5cgYFVG4T8PC8KgZTlrlfBF004Cl23j2Hk3+40K2gcjCIX4YwgtggtLSFer49QGZZfeDl3xpVOsqRnkMNfquGQDQr+sPYuWvTZYmW7757av1EYQAmKi9V8IkCHFxsKGBTSqQsTK5gmYAUHBCHj+hFUcysukXD2lIjvY2FBb9hD7fcZUi45MpOlH7SDQAMG6KotDCp+XchzarRM4OtmSsEIgAWLAFf12j5NR0qSvQroaHelhf9JMU+njbFVp6MJAGNamAUu8AJuZY4EO6EPyY7G2saHiLSmTM0DUDYMGzcG4+FyLXP3ipRqbaAv0be1FxR1u6G5VAu1BZFcDkLHraGtK/kReVLGZPxgyBCICF+mJXAHGqes/6ZalO+czzTjja2UhzLlt04JY08wKAafAPiaaD1yMkz+vNVsZVzl0bBCIAFoh3UoduRJKdtRW926m61ucMa16JHGytyD8kho7eeljo6wgAebP4YEZrSPe6ZalCCUcydghEACxwSN/snVfl+tBmFcnLXfuOyt3JjgY08lK3igCA8bvzMJ52XLwv10cb2eR22UEgAmBhOC8kICxWhvSNb1c1x+eObOUtiarcesLNvQBg3JYeCiSeo7JNtVJUq2zmLldjhUAEwIIkpqTJSBnGQYibo12Oz+fWku51y2Rq7gUA4xQRm0R/nL4n18e0KZjiZYUBgQiABVl+JEhm0y3nVlSdjPo8o1pnNO9yc+/dhwl6XkMAyKuVR4NkOH59Lzd6wdt0pmVAIAJgIaLik2nhvoxcj3c7VyMHW2udXsfNu62rlZLmXtXkWQBgXGITU2jVsTvq1hDN4fjGDoEIgIX4/t8bFJuUSrXKulDPermb/GrM06S3P04H08O4JD2tIQDk1a8n71JsYip5l3KiTjVLkylBIAJgIZn0a47fURcvy+1U4Fx5tW55V0pMSadfjmaUhAcA45CUmkY/HwqS62NaV8n179vQEIgAWIB5e65RSpoimfQtqpbM9eu5mVeV/PbLsTsUn4Q5aACMxZ/nQig8Nok8XRyoZ4OyZGoQiACYuXN3H9GOi6HEXcbTXvLN83I61/KkSiUcZR6a308FF+g6AkDe6wItflrOfUTLymRvo1vulzFBIAJgxrg0+5ydAXK9n1958vV0yfOyuJ7Im09H0Cw7HEQpaekFtp4AkDd7r4RRYGS81AUa2LQCmSIEIgBm7O+r4XTydpSUan+nU7V8L6+vX3mZQCvk8RPa/rR6IwAY7kRj4f6MkXA8HL+YvY1J/isQiACYqdS0dPpi11V1k20Z16L5XiYP+X396ZTi3ByMyfAADOdY4EO6cC+a7G2saPjT36UpQiACYKa4wuKtiHiZM2Z0AVZZHNK0IjnZWUuZ+P3XIgpsuQCQO6rWkP6NvKSl0mICkZMnT9I777xDjRo1Ik9PT7k0btyYJk+eTKdPn9bPWgJArvColq/2Xpfrb7WrSi4OtgW2BV0dbWnQ075oTIYHYBg89xPPAcW5W6rqx2YfiJw6dYpatmxJbdq0IX9/f+rcuTN98MEHcunUqRNdvHiRWrVqJRcEJACGn/gqMi5JRrkMalqxwJf/RsvKZGtdhE4ERcmoHAAoXIuezojNc0FlN4O2qdA5s6Vv3770/vvv044dO8jVVfuMftHR0bRmzRrq06cP3b1797nLTE9Pp507d9KiRYsoICCA1q5dS02bNs3xNbGxsfT999/Tnj17KC4ujmrVqiWtMfXq1dP1owCYtfDYRFrydIK697r4kp1NwffAcr5Jz/rlaMOZe7JDXPxaowJ/DwDIvkDhzkuhcn10a9OZ3C47Ou+hrl+/TuPGjcs2CGH8GD+Hn6sLDmwWLlxIPXv2pFu3btGTJ0+e+5qxY8dKAPPFF19IAGNraystNfx6ACD65u8blJCcJhNfda3tqbdNMvppc/BfVx7QrYg4bHqAQrLkYKDM/fRi9VJUs2zeh+SbXIuIg4MDFfRzP//8c7Kzs6N79zKmLdbFypUrycbmv9X28/OjVatW0YEDB6hKFdOPDAHy42Z4rLrY2PRuNfQ68ZVPaWfqUMNDhggvPRhIX/Stq7f3AoD/WjzXn8k4ZqqqHZu6AmmzvXLlCi1btkzyRHKDg5Dc0gxC2JYtW2Rn26RJk1wvC8DczN19TSot8qRXjSvpfxpw1Y5w09kQCo9J1Pv7AVi6lUduU3JqOjWo4EZNK+v/N26UgQgnoo4YMUJ9+9ixY9SgQQP65JNPZPTMtm3bSN8OHTpEVatWJQ8PD1mXrVu3Uu3atbN9flJSEsXExGS6AJibk0FRtPfKA8mi59yQwtCokjs1qlicktPSafkRTIYHoE+xiSm0+unklXwSoM8WT6MORKZOnUr9+vVT316wYAFNmTKF7ty5I/kec+bMIX1r2LAh7d69WwKQ3r1702uvvZZjXgqvE+evqC5eXl56X0eAwsSFxT7fmVG87NXGXlTVo1ihvbeqRsna43coJjGl0N4XwNKsO3GXYhNTqUopJ+pYozSZC51zRH744Qd1awQP11Ulh+7fv19yM/hxTja9cOGC+rnjx4/Xy0o7OjpKiwhfeJQNj5zh9/zuu++0Pn/atGlS+0SFW0QQjIA52XkpjC4EPyZHO2ua1CH/pdxzo72vB/l4FKMb4XGyozSXfmsAY5KUmiZzPKmCfysr82gNyVUg4uvrq87r8Pb2Jjc3NxmiyyNYOnbsKI/Fx8eTlZWV+rmFgZumXFxcZFhvduzt7eUCYI64v3jengD1UL5SzoX7Xbd6WlBpyoaLtPxwkJSAN8UZQAGM2WbOw4pNIk8XB+pVvxyZE527Zjp06CCX5s2bSysItyjwSBUubKZ6rHTp0pIvorpdELhg2ksvvSTXExISpHXj0aOMAkocBC1fvlyqvXIXDYAlWnviDt15mCAByMhWlQ2yDlxThHeQvKP881yIQdYBwFylpSu0+GltIP6N66M2kCHl+tN8+eWXMlKFWz04IOEkVZVvv/2WJkyYoPOyNm3aJN0rXI2VDR48WG5rdrGEh4eri6MVLVpUgh1OTC1btqy0hHD+Bw/pffnll3P7UQBMHudkfPfPDbn+dodq5GSg2Td5x8gT6zHeYaZzkQMAKBB/XQ6joMh4ci1qS682yZhewZwUUfIwfSa3RNy/f5/KlClD1tb/NcFywqiPj4/OmbzcnfLgwYNn7nd3d5cLi4iIoMTExGdyOvh1xYoVIycnp9yuvuSIcNIqV4LlYAbAVM3dHSATX3Fy6u6JrcjG2nBnSnFJqdRszj+STLf4tYbUuZb+iqkBWApFUajnj0fo4r1omtCuKk3uVN3Qq1Tgx9A8nT5xHkj58uWfub9atdwlyTk7O8slJ6VKldJ6P7eMAFiy+4+fSE4Gm9rF16BBCCtmb0OvvVCRftp/S8q+cy0TcxleCGAox249lCDEwdaKhjevZJb/CJ33XNx9wjkhz7Nv3z4puQ4A+sWz6yalplOTyu7UvoaHUWzu11tk9F+fu/uYTt3GZHgA+bXw6eR2/Rt5UYli5jnoQucWkTFjxtCgQYOkGaZHjx5Sy4NbJbjZKCwsTGbn5WJmnFA6d+5c/a41gIW7cj+GNp7NKPP8wUv6LeWeG5ww269heRnGy60iHCQBQN74h0TToRuRUqTwzVYZcztZdCDCiaQ8A++6devot99+o59++kmG6zLO02jRogVNnz6dBg4ciKGyAHr2xe4A4uwungKcJ7czJrzD/PXkXfo3IJyuhcVSdc+cu18BIOfWEP6de7k7krnKVY4IT2b3xhtvyIVbQngYLZ+JFS9eXH9rCACZHLoRQQevR5CtdRF6r3Ph1ezRVeWSTjLrLxdZW3zwFn3Vv76hVwnA5NyOjKddl0LlurkXCcxzdhsHIDyyBUEIQOHhYbFzdmYUL3vthUpUoYRxniVxYTW29fx9Cnn8xNCrA2BylhwKJB4F/2L1UlSjjHmP7jSvqigAZu7P8yF0JTSGnB1sZCifsarn5UbNvEtQarpCyw5ljOwBAN2ExybShjMZOWBjzbw1hCEQATARiSlpNH/PNbn+vxerUnEnOzJmY17M2IH+duouPU5INvTqAJiMFUduy9QNfhXcLCLhG4EIgIn45ehtuh+dSGVdHWQ+F2PX2qekNCknJKfR6mMZU5cDwPOrJa95+nvh3BBjGRGnTwhEAEzAo/hk+mHfTbnOlRUdbI1/UjnegY5pkzHkcOXR29KiAwA5W3fiLsUmpUq15A41LKNwZ54DEa4d8uOPP9LkyZPV93HBs9TU1IJaNwB4ioMQLp3OLQy9GpjOzJvd6pShcm5F6WF8Mq1/2ucNANolpqTRsqfVkke39paZrS1BngKR06dPU40aNWjZsmX01Vdfqe9fv3693AcABSc4KoFWHbst16d19ZXiRqaCy86/+XRG4KUHAyk1Ld3QqwRgtDafC6GI2CQq4+ogM1pbijwFIu+++y599NFHdPbs2Uz3jxo1KtPMuQCQf/P2XKOUNIVa+ZSk1tW0z71kzPo39qLijrZ0NyqBdvmHGXp1AIxSWrpCSw4GynWeyZqnSrAUefqkZ86coZEjR8p1zUSaKlWq0I0bGVOSA0D+XQh+TNsu3Cf+mU3tanzFy3ThaGdDw55O1sUFzvIw4TeA2dtzOYyCIuPJtagtDWxSgSxJngIROzs7mf43q8uXL1PJkiULYr0ALB4fsGfvvCrboXeDclSrrKvJbpOhzSrJ7KH+ITF05OZDQ68OgNH91hc9Lec+rFlFcrLPVdFzywxEeNK7GTNmSGKqqkWEW0J4YrxevXoV9DoCWCSeq+VEUJQ00b7bqTqZMncnO3q1ccZZnmqHCwAZjt56SBfvRUuwrmo9tCR5CkTmz59PFy9epFKlSlF6ejr5+PiQr68vWVlZ0ezZswt+LQEsDCd1frEro5T7Gy0qU1m3omTquN+bE20P34yUWUUBIMPC/RnB+YBGXlSimL3FbZY8tf9w98vJkydp586dMoKGgxE/Pz9pKbGxsawmJQB94PLON8LjJMlz7NMKpaaOZw/lWUS3nL8vrSI/DPIz9CoBGNyle9ESnHOQPrJVRt0dS5PnqMHa2loCD74AQMFJSE6lr/Zel+sT2vlI8pq54MnwOBDZeSmU7jyMp4olnAy9SgAGtehpV2WPumUkWLdEeQpEtm/fnuPj3bt3z+v6AFi8nw8FUXhsElVwd6QhL1Q0q+1Rs6wLtalWig5cj5DP+Wmv2oZeJQCD4VEyu/xDM83NZInyFIj069fvmYzf5OSMSa3s7e0pMTGxYNYOwMJwMaPFT8+QpnSubpa1BEa38ZZA5I/TwTSxgw+VtMA+cQDGdUPSFaK21UuRr6eLxW6UPO3lONDQvCQlJdHt27epY8eOtHjx4lwt6+rVqzRp0iTq0qWLJMA+T3x8vJSWHzx4MA0bNoyWLl1KKSkpefkYAEbn23+uU3xyGtUr7yr5FOaomXcJ+XxJqekykR+AJQqPSaSNT6c9GPtiVbJkBXa6VbFiRVq0aBHNmzdP59d8/vnn1KdPH3JycqI9e/ZQVFRUjs/npNjatWtTQEAAdevWjVq1akVz5syRriB+DMCU3YqIo19PBsv1aS/VMNtZNzMmw8tohl517A7FJ2F+KrA8y4/cpuS0dPKr4EaNKxUnS1agQ1zc3d3pzh3dp/seMWIETZ8+ne7du6fTsF/egfEonRIlSqjvq1evHjVp0oROnTpFTZs2zfO6AxjavN0BUua5Qw0PesH7v++4OepUy5Mql3SSPvLfTgXL0F4ASxGTmEJrj99Rt4YUMdOTDr0GIjdvZkxHrunRo0e0YMECabHQlaenZ67el/9ZmkEI8/DwkL9xcXG5WhaAMTl1O4r2XH5APJ/d+11Ms5R7bvBQxTdbedMHmy/RskOBNLRZRbK1Nr98GABt1h6/S7FJqeTjUYza+2YcwyxZngIRLmCmTZ06dWjNmjVUmDj44eAkp9YQzmHhi0pMTEwhrR1A7kq5D2hcgXxKO1vEZuvjV06GKd+PTpT5dPr4lTf0KgHoXWJKGi0/EiTXR7epQlYmNJu2UQUiQUEZG1FT8eLFydW1cOfCWLlyJf3000+0efNmKlasWLbP4zySWbNmFeq6Aehqt38Ynbv7mIraWtPbHbQH+ebIwdaaXm9Rib7cc40WHwiU+XQsvYkazN+msyEyOq6sqwO9XK+soVfHKOSpLbRSpUrPXAo7CPntt99o1KhRtGLFiucWVZs2bZpM0qe6BAdnJAQCGFpKWjrN3Z1Ryv3N1t7k4eJAloTrpBSzt6FrD2Jp/7UIQ68OgF5xDtiSgxnD80e08jbL4fmFmqwaEhJCZ86c0TrSZfjw4aRPf/zxh3ro7muvvfbc53NtE74AGJt1J+7S7YcJUktjVGvLK+/MVWMHNa0g9RQWHrhFbdFfDmbe+sm/dzdHW3q1sZehV8e0A5Fff/2VXn/9dZlXxs3NTa+ByDfffCPDdXloMNuwYYMEH0uWLJFgBMBUxSam0Lf/3JDrkzr4SMuAJeJJ/VYcCaKTQVF09u4j8qtg2UMZwXxzwVTl3Ic2q0ROFvp71yZP7UIffvghzZ07l2JjY2XobdaLrvbu3SuFzFStGu+9957c1kx49ff3p8OHD8t17lYZNGgQubi4SDDEz1VduA4JgCnhvIio+GTyLuVEAyz47MjT1YF61S8n11VVZQHMzZGbD+lSSDQ52FrR8OaVDL06RiVPIVl4eDi9+eab+U4sq1mzplRVZe+//776/qpV/6sy9/bbb9Pjx4/luqOjI23dulXrsmrVqpWvdQEoTGHRifTz4UC5PrWLr8UPXeWy7+vP3KO/rjyQwm5VSmWffA5gilStIa82rkDuTnaGXh3TD0S4iBi3VHAhsfwoV66cXHKiGWDY2tpK6weAqftq7zVKTEmXiooda5YmS1fVw5k61ChNf199QEsOBNLcfnUNvUoABebSvWg6fDNS6ueMbIXifQUSiLzyyivSRTJz5kxpvcjaMvLCCy/kZbEAFiEgLIY2PJ1jwpxLuefW2Be9JRDZfC6E3ulUjUpb2AgiMP/WEB6uW764o6FXxzwCEVV3ytChQ7NNygEA7b7YFSAzbr5UxxOJmRoaVnSnRhWL0+k7j6Tg07SuNfAVApPH0xjs9A9Vd0FCASWrcpJqThcA0O7IzUipl2FjVYTe62z+pdxzSzUZ3rrjd2U+DgBTx0PT+dy8na8H+Xq6GHp1zKdFJKcqpgCgXXq6QnN2XVUX8qpU0gmbKgveWfP8GzfC46TGiiowATBF4TGJtPFpN+zYF/Fdzk6ey7qFhYXRjz/+SJMnT1bfd+DAAUpNxZTeANpsvXCf/ENiyNnehia0+29kGGjskKyKqAu7LT8cREmpadg8YLKWH7lNyWnp1LBicWpcyd3Qq2Negcjp06epRo0atGzZMvrqq6/U969fv17uA4BnJ7riOVXYmBerUIliqPSbnZ71y1EZVwcKj02izWdD8FUCk8Rdi2uP35HrY9GyV/CByLvvvksfffQRnT17NtP9PPfLd999l5dFApi11cfuUMjjJ+Tp4iCVRCF7PP/GiJaV1f3r3KUFYGrWHr9LsUmp0tXIXY5QwIEIzzEzcuRIua459LBKlSp040ZGyWoAyPA4IZm+/zfjd8HDUovaWWPTPMerTSqQi4MNBUbGS5EzAFNrAV12OGOWes5z4i5HKOBAxM7OTsqtZ3X58mUqWbJkXhYJYLZ+3HeTYhJTydfTmfr6lTf06pgEnnfntWYV1TUYUBIATMmmsyEUGZdEZV0d6OX6ZQ29OuYZiPTo0YNmzJghiamqFhFuCRkzZgz16tWroNcRwGQFRyXQL0cz+omndvWVyoqgm+HNK0s3zfngxzIhHoApSEtXaPHBjAJmI1t5W/z0DXoLRObPn08XL16kUqVKUXp6Ovn4+JCvry9ZWVnR7Nmz87JIALM0/69rkjXfomoJalOtlKFXx6SUcranfg3LZ6pMCWDsdvmH0p2HCeTmaEuvNrHcySz1XkeEu19OnjxJO3fulBE0HIz4+flJS4mNDaY2BlDNL7Hl/H25zlVCUco990a18qbfTt6lfdcipDQ+CkKBMeMuRFXQPKxZJXK0w/FQF3naSitWrKC+fftK4MEXAHh2hzR7Z0bxst4NylHtcq7YRHnARd+61i5DOy6FymR4Xw2oj+0IRosntuNaQUVtrWlY80qGXh3z7prhImalS5emAQMG0LZt2yglBaWYATTtvx5BxwIfkp21FU3uVA0bJx9U83NwQTgeAg1grFStIQMae5G7k52hV8e8AxGuqrpu3TpKS0uj/v37U5kyZWjcuHF07Nixgl9DABNMVvtiZ4BcH96iEmbbzKe65d2oeZUSlJqu0M+HAgviXwRQ4C7ee0xHbj6UeaRGtkKtoEIZvtu7d2/asGGDBCXz5s2jgIAAatmyJVWtitLVYNl4bolrD2LJtagtjXsRv4eCoJpz5reTwfQoPrlAlgmgj9aQl+uVxclHLuU7k8bV1ZX69OkjCavh4eHk7++f30UCmKwnyWm0YG9GKXeeT8bV0dbQq2QWWvmUpJplXOhKaAytPn6H3mrvY+hVAlALjIijXf5hcn00yrkX3qR3iYmJtHHjRglCPD09afr06dS2bVs6ceJEXhcJYPKWHQ6kBzFJVL54UXVBLsg/HnGkyhVZefS2VK6EwulmPHbrIW05HyJ/+TY8a+mhQFIUova+HlTd0xmbqDBaREaMGCFBCBc04wJmmzdvpk6dOpG1NUpXg+XiSoqLDmTkMEzpXJ3sbfB7KEjd6pSRiQPvPXpC608H02vNMCpBn3b7h9KsbVcoNDpRfR9PRjizR03qUruMXt/blITHJNLGMxmTM459MaMLEQqhRSQ0NJR+/PFHevDgAa1Zs4a6du2KIAQs3vf/3KC4pFSqU86VetRFWeeCZmNtRW+2ymgVWXIokFLT0i3+O6fPIGTsmrOZghAWFp0o9/PjkGHZkSApWtioYnFqVMkdm6WwAhEuZDZ48GBycnKi/OI5a3744QcaP368zhPm5eU1APruI1574q5cn/YSVxlGKXd96N/Ii4o72lJw1BN1nzwULO5+4ZYQbZ0wqvv4cXTTEEU/SZFZdhlaQwyQI8KjZbhVhGuKqBw4cEC6a3S1ZMkSqlGjhgz75WWFhITo5TUA+sZdBjy8lKf7bl4FEz/qC89crCoUhcnw9IPn9cnaEpI1GOHHMf8P0doTd6QVtFrpYtS2uoee/iPmL085IlzWvWPHjlS5cmU6d+4cLViwQO5fv369DOMdPXq0Tstp1qyZtGg8evRI6pLo6zUA+nTmziM5O+dGkPe7+GJj6xmXzl58IJAu34+RSpatfDCHT0EKj80+CNE0atUpql3OjXxKFyOf0s5UzaMYVSvtTMUtpJAXJ0wvP3xbPbwcraCFHIi8++679NFHH9Hbb7+daf6MUaNG0cCBA3UOROrUqSN/OajQVV5eA1AYpdxfaeiFjPlCwAc6rlzJo2c4IEEgUrBK6BhIxCalSfVgvmgqWcyOfDycpZWgqhkHKBvP3pME9XJuRalHPeSEFXogcubMGSntzjQDkSpVqhhlzkZSUpJcVGJiYgy6PmA+9lx+IC0iDrZW9HZHlHIvLCNaVpZ6ItwiwpML1imPuXwKqjXk279z3ofzHr+0iwMtHOJHtyLi6UZ4LN14EEfXH8TKiKbIuGSKjNMWoNiTjwQlGS0oPiYcoHB+zJKDGSPkuIqqrXWesxwgr4EIV1blhFFn58zjpS9fviwz8xqbOXPm0KxZswy9GmBmUtLSad7ujFLuPJrD09XB0KtkMbzcHalH3TL05/n7tOjgLfpxkJ+hV8nknb37iMauOSN1cBxsrCgxNV2CDs2kVdVp58cv16QGFYrLRVN8UirdiuCgJI5uPIilG+GaAUqSXMwhQNnlH0p3HiZI4jS3zoEBAhGecXfGjBm0dOlSdYsIt4SMGTNG6ooYm2nTptE777yTqUXEywtfHsgfnp4+MDJemrJHtc4YVgqFhytYciCy6xIfFOKpYon8j+Kz1O7FdSfv0sdbL1NKmkJVPYrR4tcaSiCRtY6I53PqiDjZ28jcQHzJGqDcDI+TwISXy8EJX39egCLBicfTHJSnQYqhAxTeXgv3Z5Rz58RpR7t8Fyi3eHnagvPnz6fOnTtTqVKlpLS7j48PBQYGUoMGDWj27NlGt1Ht7e3lAlBQOFP+m6dN2BM7+JCzA0q5F7YaZVyoTbVSdOB6hFS2/KxXRv4Y5C7hcuaWy/T76WC53bW2J335Sj0qZm9DVUoVo441PWV0DHfZeDg7UJPK7mSdh6HpHKDU83KTi7YAhQMT1V9uTeFZllUBytFbxhWgcHcgJ0oXtbWWxGkwUCDC3S8nT56UeiI8goaDET8/P2kpsbEp2OiQR8bcvn2bPvjggwJdLkB+LDlwix7GJ1Plkk40sEkFbEwD4dEKHIisP32PJnWoJgcp0A0f7Lkr5uK9aBnxNaWzL41p450p74+DjmZVSuhtk+oSoPzXiqJbgMKBCbfq8F++7eZoVyA5IaqATJUb8moTL4O3zpiLPEcNXM6dAw++qHBAsmrVKho6dKhOy+B5aVavXk3x8fFy+9tvv5UZfV966SW5sH///ZeOHz+uDkR0eQ2APj2ISaSlh4Lk+vtdqiNRzYBe8HaXg9iF4Mf0y9HbNLlTdUOujsk4eiuSxq87R1HxyeTmaEvfD2xgVKOPsgtQuCXylkaAIn/1HKBoK3XPeFlgoECER59cuXJF/jZs2JBsbTOapPfs2UPvvfceXb16VedAhGfu9fXNqLvAy1LRTHjlCq7t27fP1WsA9OnrvdfpSUoaNaxYnDrX8sTGNiA+ex/T2pvGrj1Lq47dkRYSPohB9vkNyw4H0ZxdAXKWX6usCy0a0lCSf01BsRwCFMlByUWAUspZlSTrnFELxePZAEVV6l5bldkPN/tLfhjm3cm/Igp/M3XEAUi3bt2kq4RVrVqV9u7dKzVFeM6Z/v370+effy7DeI0ZJ6tyQMMjf1xcXAy9OmBCeAfX5ZuDxJOQbhzbjBpWxNwShsYH1A5fHaCgyHj6sFsNGvl0PhrILCE5ld7bcJG2X8yYJ6ZPg3I0u08dcrA138kZVQFKRmCi6ubJCFCyowpQuMXjz3MhFJOovVp4kafJu4ffb5envBlTFlPAx9BcnTq8//77EmSsWLFCbvOQ2JYtW5Kjo6OUXG/atGm+VwjAmM3dFSBBSJdanghCjAQfBHjU0rRNl+Rsn0cyoK5DZrcj42n06jN07UEs2VgVoRnda9LQZhUz5YOYI25Bqe/lJhddA5SI2CS5ZG1ByanUvT7zaCxBrgIRzs84deoUVaxYUW5XqlRJyrxfuHCB6tatq691BDAKx249pH8CwuXA914X5CIYk94NytGCv67LgWHr+fvUt2F5Q6+S0fg34AFN/O08xSamytn+T4P9qLGFzxKbU4CiCkx4WPi+axEFVhIfspercnARERHqIEQViLDatWvnZjEAJic9XaE5uzJKuQ9qUoG8SyFRzZhw98IbLTP2R4sP3pL/l6XjbcBVUkf8clqCEM5p2j6hpcUHIc8LULhIG8/yPKq1bikGPKwZ8ifXWV2PHz9+5r6sJdPd3DJHmQCmbvulUBnm6GRnLXVDwPgMblqRftp3S4Z57r8eTu18S5OliklMoXd+P09/Xw2X20NeqEAfda9FdjYoRa4rrplSxtWBwqITtSarqnJE+HmQP7n+VhYvXjzTJbv7AMxFUmqaupQ7j8pArQrj5FrUlgY1zajpsmh/Rq0HS8R5Dz1/OCJBCAce8/rVlWJvCEJyh7tguYosy5pJo7rNj1taoqrBW0Q2b96sl5UAMGarj92RUtQezvY0olVlQ68O5OCNFpVpxZEgOnk7SiYj5O4IS7LjYihN2XCBEpLTZFZYHpqLCQHzjofm8uR+uS11D3oMRIxxHhkAfYpOSKHv/70p1yd3qoZ5JYwcHyB61S9H68/co8UHbtGSoY3IEqSmpdOXe67R4qdVP5tXKSFFykqg0my+cbBRUKXuQTtU/gHIwU/7b1L0kxQpdNTXDyMxTMHoNt4SiOy9+kCGaJp7BUyujjrh17N05GbGcNPRrb1pSufqZIOp6QuMvkvdWzpkLgFk496jBFpxNKN439Suvtixm4iqHs7UsWZp4lKNS5+2EJirS/eiqcf3hyUIcbSzph8H+dG0l2rguwomBYEIQDa++us6JaemUzPvEtS2uge2kwnhydvY5nMhMjeQOVp/Opj6LjoqRbgqlXCkzf9rQd3qImcBTA8CEQAt/EOiafP5ELk+7SVfs69AaW649H7jSsUpOS2dlh/OmKDQXHBwPONPf5qy4aJcb+/rQVvGt6Tqns6GXjWAPEEgApAFT7/Excu4af/lemWpbnnUxTFFPNSarT1xV+pqmANu3Xl1yTFaffwOcWz8dodqtHRoIxm6DGCqEIgAZHHwRqT0udtZW0nSH5gm7k7jycu4bPfa43fJ1J26HUXdvz9MZ+8+JmcHG1o2rJEU17PC6A0wcQhEALLM5DpnZ0Ypd54UzFSmR4dn8QF69NNWkeVHgigxJc1kW+hWHbtNA5ccl8nYqpd2pm3jW1p05VgwLwhEADRsOnuPAsJiycXBhsa3q4ptY+K4a43LdPMBnKd0NzUcPE1ef4E+2nKZUtMV6l63DG36X3OqVNLJ0KsGUGAQiABo7PR5Blc2rm1VcnO0w7YxcVzWfETLjGq4Sw4GSouXqQiOSqC+C4/SprMhxL0v01+qIUXKnOxR/gnMC77RYNH4wKSqmHj01kMKi0mU0tjDmmfM5Aqm79UmFei7f25QYGQ87b0SZhJluQ/diKC3fj1HjxJSyN3Jjn4Y2ICaVy1p6NUC0AsEImCxdvuHPjOHBOtUy0OmlQfzmdp9aLNK9MO+m7TwQCB1ruVptMOxOR9k0YFA+nJPAHHjTd3yrrRwSEMJjgHMFbpmwGKDkLFrzj4ThLCVR+7I42A+uIWLu2kuBD+mE0FRZIx4dM//1p6lubszgpD+jcrTH6ObIQgBs4dAxIK7JI7dekhbzofIX1PqO8/rmSbv6MOiEykgNIamb/annD4xt5SY+zaxJKWc7emVhhlzBS06cIuMza2IOOr14xHa5R9GttZF6PPetWlu37pomQOLYPCumfT0dPrrr78oICCA+vXrR+XLP39isSdPntDu3bvpwYMHVKdOHWrRokWhrKs5d0mUMdJprTmASEpNp9jEVAkkYhNTKC4xlWKy3I6V609vP70u9yemyGN8Hxco0+k9iWTbcO4IJroyH2+28qZfT96l/dci6GpoDNUo40LG4K/LYTT5jwvyPS3tYi9dMX4Viht6tQAsIxDZtGkTTZkyhTw9Peno0aNUv3795wYiYWFh1KZNG7Kzs5Pnf/jhh9S9e3dauXJloa23OXRJZD0mc0sB379wiF+BBSM8NbkqKMgUSCQ9DSSyBA7PBBJPn5+SphToLJr2NlaUkPz8mhKcwArmg4e8dq1dhnZcCpURNF8PqG/Q9eEWt2/+vk7f/3tTbjep5E4/DG4g08wDWBKDBiJubm60d+9eCSq8vLx0es3UqVOpaNGidPz4cXJwcKCLFy9SgwYNqHfv3tSzZ0+9r7Mp4x0ft4RoO6zzfZy+x4+39y1NSWnp2bc+qFsg/rutelxaH57e96QAC0hxbmExOxsq5mAjVSU5AdHZwVZuu2jelr+qy3+35XX2tuRga0XHA6No4NLjz31PHBDMs+w7ByJbL9ynyZ2qUfnihilYF52QQhN/PyetM2x480o0vVsNsrVGbzlYHoMGIu3atZO/9+7d07kbZ+PGjfTpp59KEMLq1q0rXTN//PEHApHn4K4GbcmZWbskfD7cRQWJD/7F7G0zAoasgYT900DCIedAwsnOpsBKWTep7C5dUdwKpC0o43fxdHWQ54F5qVPelVpULSEl/JcdDqKZPWoV+jpwt9Do1WfoblSC/Dbm9KlDvRs8v0sawFwZPEckN+7evUtxcXHk6+ub6X6+ferUqWxfl5SUJBeVmJgYskS57WqwsSqSqTXhmdYHVcCQpTUi43kZt/m6sZ3lcfcM58NwVxQHHZrBiCrU4cf5eWB+RreuIoHIbyeD6a12PlTcqfAK13Fy+PsbL1JiSjqVL16UFr/WkGqVdS209wcwRiYViMTGxqq7dDQVL15c/Zg2c+bMoVmzZpGlK+6o2wydnCfCE4ZxLoWx1lvIL86D4c+ZNWnX00iTdqHgtPIpSbXKutDl+zG06tgdmThO31LS0umLXQHSCqNah+9ebVCoQRCAsTKpQMTRMaM/N2vQwS0cqse0mTZtGr3zzjuZnq9rToq58A+Jps93ZEzmlh1Vl0Snmp4W0RrAwUbHmp7qyqqcE8LdMZbw2S0ZB9c8GR5XLv3l2G0a1dqbitrpr4Adz3Mzft1Zdf2ScW2r0Dsdq+N7BmCKgUiFChXI3t6ebt26RR07dlTfz7d9fLI/q+HX8MUSJaem04/7bsqFJ83i7hJOLEWXRAYOOjBE1/K8VNuTvnQvSsFRT2j9mWCpvKoP54Mf05jVZ2TqACc7a1rQvz51qe2pl/cCMFXG1Xmvxd9//01r1qyR67a2tvTSSy/RunXrJHFVlTeyf/9+6tWrl4HX1PhcuR8jRZK+/eeGBCHd6pShA1NepEVD/KTlQxPfLsihuwDGzMbaSuqKMB7Ky0PNC9pvJ+9S/0XHJAjxLuVEW8a3QBACoEURhStGGciVK1ekmFl0dDR9/PHHNG7cOKpatSq98MILcmEjR46Uobr+/v5y+8aNG9S8eXPy8/Ojpk2bSlBSqVIl2rNnD1lb69a8yl0zrq6u8r4uLsZR1Kig+6MX7b9F3/17Q2pwcG7Ip71qU/e6ZbVO9oYuCbBET5LTqMXcfykqPpm+G9iAXq733+8jP5JS0+jjrZfp15PBcrtTzdK0oH89SegGMAcxBXwMNWjXDI+AuX37tlyfOHGi/OXbmqNiuAtGs9uFr3NQsnbtWqmsygHMq6++qnMQYu6uhcXSu+sv0KWQaLnduVZp+qxXHSlxrQldEmDpOC9kWLNK9PXf1yVw71G3TL6Ts0Ojn9CYNWdlThte1LudqtPYNlUKbOg5gDkyaIuIoZhjiwg3LS85FEjf7L1ByWnp5FrUlj7pWUvO8sx15AtAfj2KT6bmX/wrxfdWvdGEWlcrledlHQ98KEmpkXHJ8vvjVpY2+VgegLEyqxYRKBg3w2Np8vqLchbG2vt6SJEkDxeUigbICQ+fHdDYi1YevU2LD97KUyDC53LLj9ym2TuvSpcnz2GzeEhDqlDCMFVbAUwNAhETxju9ZYcDaf5f12V0DBcT+7hHLerjVw6tIAA6GtmqMq0+fkeKnF26Fy3VV3OTZzJ100Xacv6+3O5VvyzN6VNXr8OBAcwNAhETFRgRJ7kgZ+9mtIK8WL0UfdGn7jOjYQAgZzzfDHdhbj4XQosO3qIfB/nptMnuPkygUatPU0BYrORcfdithswZg65QgNxBIGJi0tMVWnH0Ns3bHUBJqelSF+Sj7jXplUblsQMEyCMuasaByK5LoXTnYTxVLOGU4/P3XQunib+ekwkhSxazk+ClqXcJbH+APEAgYkJuR8bTexsu0snbUeoy0V/0rUvl3IoaetUATBrndXCrIs+Gy3VFPu9dJ9sTAS4O+NXf14nT/Ot7udGiIQ3REgmQDwhETADv/LgPm+eq4Ox+rtA4vVtNGtjEC60gAAVkTJsqEoisP3OPJnWo9syQ95jEFJr8xwXae+WB3B7UtILMS2Rvg3wQgPxAIGLkgqMSaMqGC3Q8MKMVpJl3CZrXry55uSMjH6AgNa3sTvW83GT02ec7rlBbXw91sT/OyRq9+gwFRsaTnbUVfdqrFg1oXAH/AIACgEDESPGQwLUn7sqQwITkNCpqa00fvORLg5tWRHEkAD3gJNMXKheXQOTP8/flwtwcbWV0DOdklXF1kK4YDlgAoGAgEDFC9x4l0NSNl+jwzUi5zWdkX/ar+9wEOgDIu93+obTkYNAz9z9OSJG/1UoXo3VvvkAli1nmBJoA+oJAxMhaQX4/FUyf7bgqM+Q62FrR+118pQw1SkQD6Lcmz6xtVyinMtOxialU3NEO/waAAoZAxEjwHBXvb7xEB69HyO2GFYvT/FfqUeWSaAUB0DeeADI0OvE5v9FEeV6zKhimC1CQEIgYQSvIhjP36JPtV+SMy87Git7rXJ1eb1FZiiQBgP7xLNQF+TwA0B0CEQN6EJNI0zZdon8DwuU21yTgVpCqHsUMuVoAFodHxxTk8wBAdwhEDNQK8uf5EJq55bJUZuThgO90qkYjW1YmG2srQ6wSgEXjhHAeERMWnag1T4TbJnn6BH4eABQsBCKFjJt2p2/2VxdFqlveVVpBqpV2LuxVAYCnuBuUi5ONXXNWgg7NYETVQcqPo7sUoODh9LsQW0G2XrhPnb4+KEGIrXURmtK5Om0a2xxBCIAR6FK7DC0c4vdMuXa+zffz4wBQ8NAiUggi45Joxp/+tMs/TG7XKusirSA8vwUAGA8ONjrW9JTRMdx6qaqsipYQAP1BIKJnOy+F0od/+lNUfDLZWBWhCe186H9tq5AtckEAjBIHHRiiC1B4EIjoCQceH23xp+0XQ+W2r6eztILULueqr7cEAAAwOQhE9GDP5TCavvkSRcYly9nV/16sIi0hXCMEAAAAjCwQuXTpEj148IBq1qxJZcuWfe7zk5KS6PLly/T48WOqX78+ubsbx5C6xwnJ9PHWy+rJsnw8itGC/vWobnlMkAUAAGB0gUhcXBz17NmTLly4QD4+PnT+/HmaPn06ffjhh9m+Zt++fTR06FAqVqwYlSxZUl67YMECevPNN8mQ/rn6gKZuukQRsUnEBVFHt6lCkzr4kL2NtUHXCwAAwJgZNBCZMWMGBQUF0bVr16hEiRK0d+9e6tSpE7Vu3Vou2lpC+vfvT4MGDaJvv/1W7jt06BC1b9+emjdvTrVq1Sr0zxD9JIU+2XaFNp69J7erlHKSXJAGFYoX+roAAACYGitD1tVYvXo1jRw5UoIQ1rFjR/Lz86NVq1ZpfQ0HLJGRkdIiotKqVSuqUKEC/fLLL1TY9l0Lp85fH5QgpEgRolGtvWnHW60QhAAAABh7i0hISAg9fPiQ6tWrl+l+zvng7hZtSpcuLX9v3bpFDRs2VHfvhIeHS7dOdrglhS8qMTEx+Vr3mMQU+nz7Vfr9dLDc5hly579SlxpWNI5cFQAAAFNhsECEE01Z1kRTbh1RPaYtEBk+fDhNmDCBwsLCJEdkyZIlVLRoUXr06FG27zVnzhyaNWtWgaz3oRsR9P6Gi3Q/OlFaQV5vXlkqpBa1Qy4IAACAyQQidnZ28jchISHT/Xxb9Zg2y5YtozVr1kjS6pMnT+itt96i33//XUbdZGfatGn0zjvvZGoR8fLyytX6xiWl0uydV2ndibtyu4K7I33Zry419c7oVgIAAAATCkQ4r8Pa2pru3ctI8lQJDg6mypUrZ/s6KysryRHRzBN59913qXv37tm+xt7eXi55dfRmJE3ZcJFCHj+R28OaVaT3u/qSo51RjH4GAAAwWQZLVnVwcKA2bdrQpk2b1Pdxl8w///xDXbp0Ud938eJFOnjwoPp2dHR0puVs3bqV7ty5Q6+//nqBr2N8UqpURx308wkJQsoXL0rr3mxKs3rWRhACAABQAAx6Ss+5GzxMd+zYsdSsWTNatGgRVapUiUaMGKF+znfffUfHjx8nf39/uf31119LN0zbtm1lFM28efPos88+owYNGhToup0IfCitIHejMrqOBjetQNNeqkHF7NEKAgAAUFAMelRt0qQJnTx5UgKQLVu2SA2RSZMmSfKpCo+q0exWmTlzJq1YsYI2b95Mbm5utGPHDq01R/LqSXIazdsTQCuP3iZFISrr6kBz+9WlVj6lCuw9AAAAIEMRhQt6WBhOVnV1dZVuHhcXF/X9p29HSStIUGS83H61sRdN71aDnB1sDbi2AAAAxn8MzSuL7mc4GRhFbes6U0paOi346xr9fDhIWkE8XRzoi7516MXqHoZeRQAAALNm0YHIG7+colLuN8jGugg9iMkoeNavYXma0b0muRZFKwgAAIC+WXQgwh7GJ8tfFwcb+npAfWpfI6N6KwAAAJjx8F1jw5VR0RUDAABQuBCIPMVdMyeDogp58wMAAFg2BCIawmMTDfefAAAAsEAIRDR4ODsY7j8BAABggSw+WZUVISJPVwdqUjnzTMAAAACgXxbfIsJBCJvZoyZZW6luAQAAQGGw+BYRbgnhIKRL7TKFssEBAADgPxYdiCwf1pja1q2IlhAAAAADseiumSbe7ghCAAAADMiiAxEAAAAwLAQiAAAAYDAWmSOi8BS7T6cyBgAAAN2pjp2qY2l+WWQg8vDhQ/nr5eVl6FUBAAAwSbGxseTq6prv5VhkIOLunlG47O7duwWyEU1Z48aN6dSpU2TpsB2wLbKe8fGJSnBwMLm4uJClw+8D20ETt4Q0bNiQypYtSwXBIgMRK6uM1BgOQix9J2NtbW3x2wDbAd+J7PD+wdL3EQz7CWyHrOzs7NTH0vxCsqqFGzdunKFXwShgO2BbAH4f2E8YZp9ZRCmobBMTa3bl1pDo6Gic7QAA9hEABmSRLSL29vY0c+ZM+QsAgH0EgOFYZIsIAAAAGAeLbBEBAAAA42CRo2YssW7Kv//+S6GhoVSyZElq27YtlSnz7GzDPFTx0KFD9OTJExmaVb9+fTIn6enpdOTIEfL396ciRYpQvXr1qFmzZlqfe/z4cTp//rzkEvH28vT0JHMSEhJC+/fvl+8GD8Fr3749FS9ePNvn37hxg7Zs2UINGjSQ54L5uX79Oh0+fJji4+OpcuXK8n8uWrToM887c+YMnT17lpydnal169YFNoTTWPDn/+eff+jOnTvyGVu1akVVqlR55nmJiYmyX719+7YM9e7UqZPZdfefPXuWTp8+TSkpKeTr60tt2rQhG5vsw4bdu3fL/rVfv35UqVIlnd8HLSJm7qeffqKKFSvS4sWL6ebNm/Tbb7/Jj+qTTz7J9LyJEyfSiy++SNu3b5eDNe9gXn/99QKrnGdot27dkuBq8ODBdO7cOdmZvvLKK/TCCy/QvXv31M/jAzMHJ++99x5dunSJVq9eTd7e3vLXHPD/84MPPqCqVavSH3/8Id+JhQsXyndkxYoVWl/DO1zesXz88ce0efPmQl9n0C8+8Xjttdfk97F3714JSPh/zd/7v//+O9Nvo0WLFjRmzBipPbR27Vry8fGhNWvWmM2/iINtPoB+/vnnsh127dolJyz8mflgrHLgwAG5n/erly9fphkzZsj2CggIIHMQGRlJHTt2lODq6NGj8hn/97//Uc2aNenixYtaX3PhwgX5Hk2ZMiX324FzRMA8bdiwgaMI5ddff810/8GDBxVbW1vlhx9+UN+3Y8cOJSUlRX37woUL8tqtW7cqpi4+Pl6pUqWK0qFDB+XJkyeZ7m/durVSp04dJTk5We6LiIhQLl68mOn1U6ZMUUqXLq2Ygy+++EKxs7NTjhw5kun+NWvWKEWKFFF27dr1zGvGjBmj/O9//1MaNmyojBs3rhDXFgrD8OHD5ft98+bNTPd/+OGHStGiRZUrV66ofxtHjx7N9JzZs2crDg4OSkJCgsn/s06dOiX7xc8++yzT/QEBAUqJEiWUSZMmZdo/Pnz4UH07NTVVadCggTJs2DDFHLRq1UqpVauWEhkZmekzDh48WPH09JTvgqa4uDilRo0ayrJly+S4oW0/khMEImasdu3aSufOnbU+NmrUKKVUqVLy5cpO8eLFlQULFiimbtGiRYqVlZXsULLiHQofgNetW5ft63nHVKZMGcXUJSYmKq6urtkGE+3atVOaNGmS6b6NGzfKDoYPNAhEzE9gYKB8/7///vtnHuPgvFKlSsrQoUOzfT0HtHzguXbtmmLqevXqpVSrVk3rPnHevHkSpDx48CDb17ds2VJ54403FFP3999/ZxtMhIeHK8WKFVM++eSTZ4LZ8ePHK6GhoXkKRMy2a+batWvSlNSkSRPp1x44cKD0+2UVFxdHS5YsoebNm0tTm7ngZlTuq+vatavWx/n+iIgIaXLThvMHHj16JNvP1PFn4WbT6tWrP/NY3bp1pY973759me7nLoh58+bRqFGjpOn5l19+IVPHOS9cOyen7wQ3ufNvgnEfOf+GuAleW66AOdi5cyf1799f9hHcTffWW29RYGDgM8/j6SC4+b1OnTo0fvx4MhcHDx6U7jpt3wlbW1vJE8n629C0adMmmTJDWw6FKe4nuCuCq8hmxduHu2Y4h0bTV199RbNnz6bu3bvL62bNmkXmsB1sbGykayarUqVKSRee5nfi119/pZMnT8r+Mq/MMhDZsWOHJFomJyfLF2XZsmVywOnRo4f0/Wnq0KGD7HybNm0qwYu54D4+Vq5cOa2Ply9fPtPzNHFS69ChQ2UH3bJlSzJ1/Bmz2w6qbZF1O3AQdv/+fQoKCpLvUVJSElnCd4IPSlFRUZSamkqDBg2iyZMny0HaHHFfNn/HGzVqRMuXL5cdKRc75BMSzgFQ4YCMk/T4wMw7Ys2cIkv4TmjbR6iCuG+++UYu2g7epiQtLY0eP36c6/3lgwcP5PvA3xFOhtfMIzFVkZGRVLp06Wz/p5rfCc694+A9vycrZjdqhs/4hgwZIkmJP//8s/p+Pz8/yWzmA2y7du3UoyV4h8OZzprPNQdubm7yNywsTOvjHGwwDw+PTPdzKwlHwpyEtnLlSjKXbcGJp9nhbZF1hNAbb7yhvv7ll19KixqfFec0ssScvhN8lsMtaj179qT58+erd7rcqsK33377bZM++OzZs0c+x/r16yURV4WTtDkIe/XVV6VlhHeufHDipF7+vJyox4+bC83vhLZRDvydyLqPUJ01c7I3J71zgqKp4/9tsWLFcr2/nDt3rvzlIKRz5840cuRIrS3vpvadiIiIkM+kbS4Zze8EJ77zCCtOauYLz8bLNm7cKNf5O2KRLSIbNmyQyPbDDz985jEOTvjHphl0mNtwKxWOaLm5NLtmVd6R8NldtWrV1PdxlMtNsfwl27Ztm9k0x3OmP0fuHEhkxQcYPqPh52SHm2W5u4Kz6E0Zt2w4Ojrm+J3ggN3BwUEC0TfffJPCw8Nl58wXPtvjoY183dRHU/E+gIcjagYhKrzv4M/II8gYN1ObctCVE9X3Xtt3gg9E3HWT9bfB93FXxNSpU+VAZC74c/JvQNt3W9VdwS3n2vABmwMRHu5qDtshOTlZRk9mxS2G/BlV3wn+zBy8q/YRHMCoWpT5ojPFzEycOFFxdnbO9vHu3bsrjRs3fub+pUuXKvb29oo5+fnnnyURjZOPNPn7+0s2/Jw5c9T3cXZ03bp1lbZt28poEnPy6NEjyfTu16+fkpaWpr6fk9J69OihVK1aVT2a5vr160pSUlKm13/zzTeKjY2NJGqZuqlTpypOTk7qkRAqu3fvlu/K+vXrs32tOSWrVq9eXXnllVe0Ppaeni77ghkzZjzzWN++fZWePXsq5oSTNCtWrPjM9/vbb7+VEVZnzpzJNOKOvz9ZkxXNwb///iu/gcWLF2e6//79+0rZsmWVESNGZNqHZtW1a1eladOmiqlLS0tT6tWrJ58l62ioCRMmKO7u7kpISIjW1+Y1WdXsumb4rI3P+rLj5OQk/YGWYMSIEVJsh89e+MyPx4DzbW525ybE999/X/1czp/hM/5p06ZJ7RGVxo0bS/+4qTc1ct5Qr1695Iyfuxv4rOfPP/+U7wK3/nArAOPkXd5WHOVzyxA3xfNrFyxYIC1Ipo6b0vnMhZOQuYWQ64fwZ+ZtwTkS2loIzFFO+wkudsffB0vZT3D9GP6/165dW74TJUqUoGPHjskZMSdq82+GcR7ESy+9JF3c3Fqq6rJjAwYMkPtNGRcu5IELnPPAv3lu/eAWQc5/4P3BDz/8oH7u0qVLpZuSu/i5pYS7Jbgrj/clps7Kykrqqbz88svyneA8Kv6tcHcmHz94X1HQRezMLhDhHSv3ZXNTOvf5ZcVN9Lmp+GbqPv30Uxo2bJj8sLhvj/svOfOfE8x4h6vCeSE8coib3viiourzM3W8M+VAi3cUnC9y9epVyYHgbG9uolfhYIWDL34eJ6vydvn666/VyWqmjhMu+cDDBey4eBU3pXI1xN69e9O7776b42s5F4B/X+aAPwfvC7Ibcca5Zpayn+BAnQ+k3OXClZW5i/avv/6SiUE1+/h5fzF69Gi5njWXgpvyzQGfoHXr1o22bt0qB10OxvjklQsaqk5WGO8/uSgiV1blgn8cvPC+w1y6sytWrChdMBx88GAO7tbmbcEFMbnSbHZ4W3GCO+eN5IpiZrhWBDevcXN6VufOnZPHshb4MteuGW24bgYXIJo5c6Ziybj5nWuscKGzx48fK5Zs+/bt8rtYvXq1Yim424Fry2TtomLcZck1I8LCwiyia0Ybrh/E2yBrATNLw10NXOxtyJAhiqUbO3as1Jbi2jMFzeySVblWxDvvvEMfffSRtAKo8Bkwn9FxMqalND9rw8OYOarlss6c1Gup+OyOm525JYBLGFsyPgPk5E2eT8acRoTkhM/sOXmXhyhrJiFzkzQP8eeWRE74tlS8D+VtcOLECbJkPMcUjwDh7wIP5bdkX3/9tdQV0pbEml9FOBohM8RNZzzskvuCubmMm5YmTJhAc+bMkeYjFW5G4oCFm2K5S0c1iuT33383qwJnAJAZ/+a5lsi6deskL4JHBHGAzrkAPM+SJs6p4S5L7q7jXSYP6XVxcZGuPQDIH7MNRBh/NN5x8PBMTrLi/s5FixZleg4/rpkTocL9w5p9ggBgnji/gfcDPISVE7y5Wij392vi1qKsyas8pJeHOQNA/ph1IKKJWz14ZAiX6jaHAjwAUPC41ZQTE3nqc56hGAD0z2ICEcbDq3hokqVkwwNA7nBXLo+m4a4acxiuDWAKLCoQAQAAAONidqNmAAAAwHQgEAEAAACDMdnKqjwhEw/JLVmypNYKqiohISFSGyG7ipC6LodxuV++cI7J854LAIbHVS+5ojBXxuWqstrwaBiuosnDcbPLC8lpOTzqRtuEiFxdUrNUAACYSYtIVFSUFNtxd3eXuQF4PhAemssBhyYOLniuAC5wxlO8cxnvCxcu5Ho5KjyTINcS4PLohw8f1vvnBIC84zL+PKcQBxbt2rUjV1dXqRmUdQgul7fn4IKnN+C/PLJOc1oDXZbDSfC8X+BCia+++qr6wq8FADMMRK5du0YVKlSQ2iBc6Y7/coXQrENyeUfg7Ows80bw3Ak8fwjXBlDNiaDrcjTnIODJ4wDA+B0/flx+s/yb5t83V89dtmyZTF6owi0cHDyMHz9eihnySQjvFyZNmpSr5ajwfC08f5Hq8sILLxTa5wUwaYoZWL58uWJtba2kpKTI7YsXL8pUxIcOHVI/JygoSO7btm2bzstR+fHHH5WWLVsq9+7dy9MUxwBgeP3795f5hVTmzZunuLm5KcnJyer7Fi5cKHNOxcXF6bycq1evyn7h/PnzMg9HamqqHj8FgPkxuRYRbXga8zJlysh0zIxnRWTclaLCeR38HNVjuiyHcfMqT53ORY64kiIAmB6uUsDzTWlOVc/7Ap6VWTPng7tokpKSpEVD1+Wo8KykLVu2lPyxqVOnWsy8PQAWm6yqwnM9fP/99/TVV1+p7+PuGO6WsbOzy/RcLlLE3TS6LichIYEGDBhA8+fPl0Am69TXAGAa5s6dK2XaeV4Zzf0E7xM0qW5nt5/QthxHR0eZQHHgwIFSMJFzyDjfjOe4mjlzpt4+E4C5MOkWkStXrkjextChQ2ncuHHq+7lFQ5ULoonPdLRlzme3nOnTp8uOiZNd+QyJ+4/ZnTt3JMseAIzfqlWrZDbulStXUu3atXPcT/A+gmnbT2S3HM41Gzx4sAQhjFtFeJZSfh4AmHGLSEBAALVv314CiCVLlmR6jJtNeYfCI12KFy+uHqbLCWlZm1RzWg7vpHgZnPjKVE2tPIMvz0WxdOlSPX9KAMiPtWvXSrLpihUrpHVTE+8LNEfSqRJYVY/puhxteAROcHAw/nkAulBMUEBAgOLp6akMHz5cSUtLe+bx8PBwxcbGRlmzZo36vgMHDkhC2blz53ReTlahoaFIVgUwEevWrVPs7OyU1atXZ/s4J6c/ePBAfd+0adOUMmXKZNofPG85SUlJz9zXr18/pWbNmgXyOQDMncm1iHCXCI/nr1atGr399tvSraLCtUK4uZXH/PMsmlwnxN7eXvpwJ06cSH369JFuFl2XAwCmadOmTTIUf8qUKequVebg4KCeVZeH7nLOxyuvvCK5HDdv3pQcMc4VU3Wz6LKcGTNmSItrp06d5P4//vhDXrd+/XqDfX4AU2Jyk95t375dMtK1+eeff6h06dJynQsOfffdd7Rx40bpUuncubO8jhPIcrMcTZzc1qZNG1q8eDG1aNGiQD8XABScadOm0bZt256538fHhzZv3qy+zUmps2bNomPHjkmxsjfeeEPyPXKzHJ6xl7tp+XkxMTFSRPGtt95Sn/QAgJkFIgAAAGA+THrUDAAAAJg2BCIAAABgMAhEAAAAwGAQiAAAAIDBIBABAAAAg0EgAgAAAAaDQAQAAAAMBoEIAAAAGAwCEQAAADAYBCIAkGthYWG0c+dO2rJlC127dq3Qt2BiYiL99ttvFB0dXejvDQAFCyXeAUBnCQkJNG7cOPr999+pefPmMqHk0aNHqWbNmrRmzRqqUKFCoQVCZcqUoUuXLlHt2rUL5T0BQD8wxSwA6GzQoEF0/vx5CQCqVKki98XFxckMtu3bt6dz585RsWLF6NGjR7Rnzx7q27cv2drayvN48skNGzZQx44dqUSJEnIfz1TLM9daW1tTxYoVqUGDBurns/j4eJlMrnv37jJj9vXr18nPz0+WzXbv3i0z4vKM2/z+jCee40nsGE88pzmBpbblNWzYUN4bAAwDgQgA6IQP7twVw60hqiCEceCxZMkSmZGW/77zzjt069YtGjhwoAQkbm5u6u4Uvo+XowpEeHk8UzYHKRcvXpQghIMLLy8veTwiIkJew4HDjRs3qG7dulSyZEnatWuXeqZsnjXX19dXAhGebfvNN9+kOnXqSGsNv9fnn38urTjZLc/DwwOBCIABIRABAJ389ddfZGVlRb169XrmMQ4cGjduLC0VHIjoau3aterr3DLSv39/+uijj2jFihWZnsdBxZUrV+T9WbVq1SSI+fLLL9VdM0FBQTRs2DDasWMHtWnTRu47ffo0tWrVSoIUDlayWx4AGA4CEQDQOS/D09OT7OzstD7O+SHcTZJbHBAEBgZKFw93sRw8ePCZ53CLxvOChl9//VVaWrjVY/369aQoitzv7u5Ohw4dyhSI6LI8ACgcCEQAQCfcBRMVFSUH+CJFijzzeGRkpBz0dfXkyRPq0aOH5JVwawp3sQQHB1N4ePgzz+XE1OfhnI/k5GTJQ9HELSLcnZPb5QFA4UAgAgA6adKkieR5cLIqJ5VqUt0/dOhQua1qbeDuFs3naFq9erXkady5c0eCHPbDDz/Qxx9//Mx7awt8snJxcaHixYvLsN7n0WV5AFA40DYJADrp2bMneXt709SpUyXBVBPnasTGxtKYMWPkdrly5eTvzZs31c/Zt2/fM109/DxVEMI42VQXqtdoBjddunShq1ev0oEDBzI9l9eLLwBgnNAiAgA64dyQP//8k7p27UotW7akIUOGSNInJ6jyKJZ169apR9PwkNlOnTrRiBEj6K233qLQ0FBpAdHEI1c+/fRTmjRpkiScbt68WVpVeCivLoFI9erVae7cudS7d295vw4dOtCoUaNkuRMmTJB14WJrvFxOtHV2dsZ/GsAIoUUEAHTGw2IDAgLo9ddfl6CBk0J5OO/y5cufGU2zadMmCVaOHz8uw3L3799PAwYMUOdrcD0QTiLlobtHjhyhbt26yWv69OmjXoaTk5O8RlsQsX37dmmh4QqvvBy2ePFiyRHhxFcutMYBCg/hrVy58nOXBwCGgcqqAJAvPOSWD/pnz56VmhwAALmBFhEAyJeff/5ZukW4NQMAILfQIgIAAAAGgxYRAAAAMBgEIgAAAGAwCEQAAADAYBCIAAAAgMEgEAEAAACDQSACAAAABoNABAAAAAwGgQgAAAAYDAIRAAAAMBgEIgAAAECG8n8fNOVMLdHXTAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Solution\n",
    "quarterly = daily.resample(\"QE\").sum()\n",
    "print(quarterly.round(0))\n",
    "\n",
    "quarterly.plot(\n",
    "    figsize=(6, 3),\n",
    "    marker=\"o\",\n",
    "    title=\"Q4 Is the Strongest Quarter\",\n",
    "    xlabel=\"Quarter\",\n",
    "    ylabel=\"Revenue ($)\",\n",
    ");\n",
    "print(\"Highest quarter:\", quarterly.idxmax().date())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df664614",
   "metadata": {},
   "source": [
    "## Moving Averages\n",
    "\n",
    "```{index} moving average\n",
    "```\n",
    "\n",
    "```{index} rolling window\n",
    "```\n",
    "\n",
    "```{index} rolling()\n",
    "```\n",
    "\n",
    "Resampling gives fewer points. A **moving average** keeps every day but replaces each value with the average of the last several days, called the **rolling window**. In pandas, `.rolling(7).mean()` averages each day with the 6 days before it. The first 6 values are `NaN` because there are not yet 7 days to average."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "50dffc44",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.495370Z",
     "iopub.status.busy": "2026-10-23T04:22:42.495320Z",
     "iopub.status.idle": "2026-10-23T04:22:42.497478Z",
     "shell.execute_reply": "2026-10-23T04:22:42.497153Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date\n",
       "2024-01-01       NaN\n",
       "2024-01-02       NaN\n",
       "2024-01-03       NaN\n",
       "2024-01-04       NaN\n",
       "2024-01-05       NaN\n",
       "2024-01-06       NaN\n",
       "2024-01-07    9108.0\n",
       "2024-01-08    8769.0\n",
       "Name: revenue, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily.rolling(7).mean().head(8).round(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92499fdd",
   "metadata": {},
   "source": [
    "To see the smoothing, we draw the daily values faintly and the 7-day and 30-day averages on top. The `ax=` argument puts later lines on the same chart as the first one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "265db02c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.498421Z",
     "iopub.status.busy": "2026-10-23T04:22:42.498372Z",
     "iopub.status.idle": "2026-10-23T04:22:42.571656Z",
     "shell.execute_reply": "2026-10-23T04:22:42.571298Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = daily.plot(figsize=(8, 3.5), alpha=0.3, lw=0.8, label=\"Daily\", legend=True)\n",
    "daily.rolling(7).mean().plot(ax=ax, label=\"7-day average\", legend=True)\n",
    "daily.rolling(30).mean().plot(\n",
    "    ax=ax,\n",
    "    label=\"30-day average\",\n",
    "    lw=2,\n",
    "    title=\"Moving Averages Reveal the Upward Trend\",\n",
    "    xlabel=\"Date\",\n",
    "    ylabel=\"Revenue ($)\",\n",
    "    legend=True,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "191c876d",
   "metadata": {},
   "source": [
    "The 30-day average makes the steady rise and the holiday peaks easy to read, which is what a manager reviewing the year needs. The longer the window, the smoother the line, and the later it reacts to a change.\n",
    "\n",
    "```{index} smoothing\n",
    "```\n",
    "\n",
    "**Smoothing can also hide information.** Let's zoom in on January and February 2024. Slicing a datetime index with `.loc[\"2024-01\":\"2024-02\"]` selects January and February."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "40b0caad",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.572635Z",
     "iopub.status.busy": "2026-10-23T04:22:42.572570Z",
     "iopub.status.idle": "2026-10-23T04:22:42.652893Z",
     "shell.execute_reply": "2026-10-23T04:22:42.652526Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "jan_feb = daily.loc[\"2024-01\":\"2024-02\"]\n",
    "ax = jan_feb.plot(figsize=(8, 3), marker=\".\", label=\"Daily\", legend=True)\n",
    "jan_feb.rolling(7).mean().plot(\n",
    "    ax=ax,\n",
    "    label=\"7-day average\",\n",
    "    title=\"Daily Revenue Jumps on Weekends\",\n",
    "    xlabel=\"Date\",\n",
    "    ylabel=\"Revenue ($)\",\n",
    "    legend=True,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1561601",
   "metadata": {},
   "source": [
    "The daily line jumps on most weekends, while the 7-day average is nearly flat. Every 7-day window contains exactly one Saturday and one Sunday, so the weekend effect averages away. A bar chart of average revenue by weekday shows the pattern the moving average hid:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "bcdb6a27",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.653945Z",
     "iopub.status.busy": "2026-10-23T04:22:42.653867Z",
     "iopub.status.idle": "2026-10-23T04:22:42.713575Z",
     "shell.execute_reply": "2026-10-23T04:22:42.713276Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "date\n",
      "Monday       11661.0\n",
      "Tuesday      11601.0\n",
      "Wednesday    11397.0\n",
      "Thursday     11423.0\n",
      "Friday       11502.0\n",
      "Saturday     13978.0\n",
      "Sunday       13876.0\n",
      "Name: revenue, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = [\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"]\n",
    "by_weekday = daily.groupby(daily.index.day_name()).mean().reindex(order)\n",
    "print(by_weekday.round(0))\n",
    "\n",
    "by_weekday.plot.bar(\n",
    "    figsize=(6, 3),\n",
    "    title=\"Weekends Bring In About 20% More Revenue\",\n",
    "    xlabel=\"\",\n",
    "    ylabel=\"Average daily revenue ($)\",\n",
    "    rot=0,\n",
    "    fontsize=8,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8fbf3d8",
   "metadata": {},
   "source": [
    "Saturday (13,978) and Sunday (13,876) average about 20% more than weekdays (11,397 to 11,661). A store manager scheduling staff needs this pattern, so a 7-day average is the wrong chart for that question even though it is the right chart for the trend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "16d2f805",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.714627Z",
     "iopub.status.busy": "2026-10-23T04:22:42.714562Z",
     "iopub.status.idle": "2026-10-23T04:22:42.716059Z",
     "shell.execute_reply": "2026-10-23T04:22:42.715742Z"
    },
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### Exercise: Smooth Daily Units in the Holiday Season\n",
    "#   1. Make daily_units: total units for each date from sales (groupby date, sum units).\n",
    "#   2. Select the dates from \"2025-11\" to \"2025-12\" with .loc. Name it holiday.\n",
    "#   3. Plot holiday faintly (alpha=0.4) with figsize=(8, 3), and keep the Axes as ax.\n",
    "#   4. Add the 7-day moving average of holiday on the same ax.\n",
    "#   5. Add a title, xlabel=\"Date\", ylabel=\"Units\", and a legend.\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "01c81c91",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.716829Z",
     "iopub.status.busy": "2026-10-23T04:22:42.716781Z",
     "iopub.status.idle": "2026-10-23T04:22:42.790941Z",
     "shell.execute_reply": "2026-10-23T04:22:42.790557Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OCb/5zW/URZoj0Vvsv9Y2BGtQGxcgqurM/uPoetvub2PHjrXU9daPje7e/iSwYCczYkgwPIZhNHhfUQ8VkQIMQaPmJoTjvHnzlC/MXUyfPl0VtcfJAj4wnAhQVxKeO9T4xMkG0RRENL7++ms1nNpT+04sE+LqsssuU0XvMQyJYTwIHUQ44Dnsqk5lX4AhSXwWnMimTp2qrBgYaoQdA9vAV0AkCyf/v//972ofgBBCPc077rhDRRvx/eig3vAf//hHtY/MmjVLDbciMmUbUcSwOHyPd999t7r4gKDDdwqBhs5P3dkdXAH7AiJniOjDhgG/pi48HAWexX/+859q5AAjCWeddZYa5kWt4E8++USJaAxt2wMRbIhQjHxAFGEf1OvzAtv2tqh5ixEIDHlje8KugG17+OGHqws8V5YLwYXo3jXXXKM+C7b74sWL1egIloGGKN7cdxwBnx/7DX4nWH/8rvG58L3adgzD8QtNMCBYIfywbXDMwNC+vWg77B24OEDtYFg2Lrzwwh7XB5F0fD4IbLT1HjFihBqZwYUqIrHwPCM67Mz+4+h6Y9vBwjB//nzl18VIFb5LLAfHZ09sfxJYUOASQ4KDISJIOHCjBSWaIgAcrBFJuPjii5UItRZr9gr84wCOyIJ1ooa99rc4kSN5Au+HRA2cvCBukUyCCBNalMKDi4gsTkJo64tC+D2BkwjEIlqZwtaAoU2IG3wO+O0g5LtbL3uPdfVZ8TgEtC2Iato+ri8Dn+tvf/ubOtEgAvePf/xDnZCcASdVvNYeznwvXc0LnnnmGbUdEXHGyTgxMVGdqCGYIAZ04DmEzQHf1aJFi9SwLyJWOAnbCkrsR0hywryYcBH16quvqiQo66FZ7ItYV92bak1X0UpbIBww5IuuWIh8QTzCq+jsshHxx0UR9h200cVIBryX2I/OPvvsLt8fnkxE5jBBnNmC9svWlhtsF3Tbw/4AkYTtgQsfzGP9XTuzXCQ0IpKHdcf3iAsr/A7w/SAqbM+eYgv2Y3vbCmBfwra0tS45uu/Ya8tr7zGsP8QZhuZxbIIvH58LgtS6NTHuoy0xkrNuv/12tRz8zjBsj+OHbVIa9gWIVIg/iMyukh2tgVcW64JjCy6m0XAB3xX2YQhc7P/O7j+Orje2Kz4/kuMQjcU+gGQ77OvW28GR7e+O3xgxHkEopeDtlSCEECOACxicdHECtu7YRUhfcOedd6r9DiNVthU+CAk06MElhBAXsFfCTfeDzpkzh9uU9CmIVWHUCiM2FLeE0KJACCEuAV8hhnQxjIvhVUTNHnjgAWUrgX+XkL4AHlck6sHysHfvXmWTIoTQokAIIS6BrHf4cNEgANnrSP5CaSUkQaHWKSF9AcqxwUsLbyq8yPDhEkIocAkhhBBCiMGgB5cQQgghhBgKClxCCCGEEGIoaBQzg7qlKDqOZBF3F2knhBBCCCHuqRiCOtiorWxdz94WClwzELcoFE8IIYQQQnwbVLFBI6KuoMA1o/fPxgZzpAMMIYQQQgjpW9DaGwFJXbd1BQWuGd2WAHFLgUsIIYQQ4rv0ZCdlkhkhhBBCCDEUFLiEEEIIIcRQUOASQgghhBBDQQ+uk6XEmpubPfdtkIAkLCxMQkJCvL0ahBBCiGGgwHUQCNu9e/cqkUuIu0Ef+X79+rEGMyGEEOIGKHAdLCpcUFCgomwoTdFdYWFCnN236uvrpbi4WP2fmZnJDUgIIYT0EgpcB2htbVUiBF0zoqOje7vNCelAVFSUuoXITU9Pp12BEOJRKuubJTg4SOIjw7iliWFhKNIB2tra1G14eLinvw8SoOgXTi0tLd5eFUKIgalrapWvNhfKkq1F3l4VQjwKBa4biwoT4irctwghfcHe0jppaxdpaG6X5lbmlBDjQoFLHGb58uWybt26Lv8nhBDi+wJXp6lVG50kxIjQg2tgVq5cqSo/6KWokpKSZOzYsZKRkeHS8h577DHJzs6WyZMn2/2fEEKI71JS0yQ1ja2W/5ta2yXOq2tEiOegwDUwzz//vHz++ecya9YsVd4MSUxr1qyRqVOnytNPPy0TJkxwannHHHOMJCcne2x9CSGE9E30Vhe4hBgVClyDM2bMGHnnnXcs/1dXV8t1110nxx57rKxdu1aGDh2qHofw3bVrl7qfkpIihx12mMrot+aII47osorExo0bJT8/X+bMmdPh8fXr10thYWGnxwkhhPQdrW3tsr9ME7jhocHKf9vUQosCMS704AYY8fHx8vrrr0tcXJw88sgjHYToRx99pKYHH3xQhgwZIq+99lqH18KS8J///MfucsvKyuS0006ToqKOmblXX321LF682EOfhhBCiCMcrGyQljaTxESESFZCpHqMEVxiZBjB7cXVsDcIDen9NQnKnSGiunTpUstjV111lZp0YG04//zz5cwzz5SEhIQelzlz5kwZPHiwvPHGG/LHP/5RPbZp0yYVGbYVyoQQQvqWPSVa9HZwaoy0mM9fFLjEyFDguihu31uTJ97gvKnZbhG5aAtbUlLSKQqLSG5paamq/dvQ0CBbtmyR6dOnO7RMCORXX33VInBfeeUVZWtAYhshhBDvUN/cKoXVjRaBu7+sXt2nRYEYGVoUApSamhqJiYnpkJA2aNAgueeee+Tdd9+Vjz/+WNVm1VvIOsLll18uO3bskBUrVqiGBW+99ZZceeWVHvoEhBBCHE0uM5lE0uIiJC4yTCJCtVM/I7jEyDCC68pGCwlWkVRv4I7oLfj5559l4sSJ6n5TU5P87ne/U8IWlgSA6O17770nJhwVHQTlx+bNm6d8ugcPHpS6ujq54IIL3LK+hBBCelc9AdFbEBEaom4pcImRocD1stD0Boisrl69WvlsdWsCIq4jR460zLNw4UKnxK11UtmFF16oKjKcc845KqmNEEKIdyitbZLqhlYJDQ6SAclaFZyIMD2CyyoKxLhQ4BocWAxQJgx1cOG5/fbbb+Wrr75SFRFOOeUUNU9WVpZMmzZNrrjiCrn22mtlz5498tJLL0lIiHaV7wwnn3yySkr77rvv5Pvvv/fAJyKEEOJs9DY7KUqVBwMWi0IL6+AS40KBa2CQ4NXY2KhKf4WGhqpOZnPnzpUXXnhBMjMzO8wL0fvMM8/IDz/8oJ5DG16UC0Onsq4aPdhr/BAcHKxsClgeau0SQgjxDm3tJktC2eC0QzkXukWhua1djdQh34IQoxFkcmUc2oCgAQIij1VVVZ2G1SES0fIWZbAiI7X6gcQ+2J2GDx+urAp33nknN5ODcB8jhLibA2X1snxXqUSHh8j8iVkWIdvebpJ3Vueq+2dN7i+RYc6P1hHii3rNZyK4TzzxhHzyyScdHoOIRKkpa1auXCnPPfecaiIwfvx4ueOOOyQtLc3peYhnwXcJXy92uuuvv56bmxBCvMie0lp1Oyg1pkOUNjg4SMJCglTjBySaUeASI+LVTCmUlELE77777rNMN954Y4d5MFSOoXCI1WuuuUa1l50xY4bK0HdmHuJ5YEvA94nOZYmJidzkhBDiJRpb2qSg6lDtW1sizFFbJpoRo+J1Dy5EKbpgdQXqss6fP18lRQF04IJHFElQt956q8PzEM/z7LPPcjMTQogP1b5NiQ2XhKiwTs8j0QzxXSaaEaPi9VpXiLYi8QmlpWAxaG1ttTxXX1+vorOnn3665bHY2FiZPXu2ihI6Og8hhBASiNUThtiJ3gI2eyBGx6sCFwlbZ511lvJrIuP+kUcekRNPPFGVtAJ5eXnqfv/+/Tu8Dv/v37/f4XnsgeYGMCpbT4QQQoi/U17XLJX1LYJy7QNStNq3thxq9sBauMSYeNWigDJU0dGHfnyzZs2SMWPGyPvvvy/nnXeeNDc3q8ejoqI6vA6v0Z9zZB57PPTQQ3L//fe79fMQQggh3mavObmsf2K0RcjacqjZA2vhEmPi1QiutbgF6KQ1aNAg+fXXX9X/qNuqd9qyBv/rzzkyjz3uuusule2vT7m5WskUQgghxF9BCbB9pZ1r39rCZg/E6Hjdg2tNW1ublJeXW2rNwmaQnp4u69at6zAf2sxOmjTJ4XnsERERoeqnWU+EEEKIP3OwskFFZaPCgyUzvuu67bQoEKPjNYHb0tIiTz31lCWpDD7aP//5z1JTU6N8uTqXX365vPzyy6q+LVi0aJFs3LhRPe7MPKR3IJmvoaGBm5EQQvwguWxgSoyqd9sVTDIjRsdrHtyQkBCVIJaVlSUDBw6UgwcPSlhYmCxcuFDGjRtnmQ+1cbdu3SrDhg1TTSB27typGkRMnz7dqXkCEVwsICpuC7ZzTEzXQ1f2uPbaa1VkHRcShBDiq61pN+dXyfbCGpmYkyjDM+Ik0Grf5lc2dFs9QYceXGJ0vCZwg4OD5dFHH1WJXhCn8MtC6EL4WoPkMXTI2rNnj4rQwqebnJzs9DyByAknnKCaaVgDv/HZZ5+tEvkIIcQolNY2yco95VLV0KL+z62oDziBu7+sXtpNIskxYZIYHd7tvBaLQgurKBBj4vVGD0g0mzJlSo/zDRkyRE29nSeQWLVqVYf/N23apNoYX3DBBQ69HlUoEO21bvGoA7sCSq2BuLi4ThcmeB7RY9QktgavwXLxGk8vs7Gx0eLntgYd7rBsPAeLDF6PiHZP79/VtoF9A7e2lTy6WwdCiHtobWuX9Xla1BagNFZbu0hN46Ga6oFWPWFIWsdjZHcWBbTrRWJad3YGQvwRn0oyI57llVdeUQl56PrWk7Xh3HPPVRcfiISjZFtFRUWHedA9DhUvMEFwojXy+vXrLc/DajJgwAAl8Kw5//zzVTtle/S0zHfeeUdF+eHftuaSSy6RK664Qt2HAL733nslNTVVEhISlAVG73Cng8+PdTj55JNVciHWyZH31yPgZ555phKz+rbBtrr55pst8ziyDoSQ3lNU3Sifbyq0iFu0pJ0ztp+6X9/cpoRboFBZ3yzldS0CnTog2X7tW1uBq8cuWCqMGBEKXFdA/8PmOu9MeG8XQMTxzTffVIl3iDx2x+233y5btmxRXubCwkIZNWqUfP755x3mgce5srJSTah8ATEI64MuPs855xx1+9FHH1leU1xcrJZz5ZVX2n3fnpaJ+4iWfvnll5bXoEHHp59+qkQuuPvuu9V7/PTTTyoa+8UXX8g///lP+c9//tPhvd5++20liiHm8XpH3h/84Q9/UNtl165datuMHTu207ZxdB0IIa7R3NouK/eUyZKtxVLb2CoxESEyc2SaTB+aoobmQ4OD1KGyrjlworj5lVowITMxSiLDuh590sGoUzjC3Wz2QAxKkMnkomIyGBBKiLYhQmdbMgxRyL1796oENjXcDKH5YJZ3VvTufJFw5xLEwIIFC1S0EZ7c4cOHdzkfBGRiYqK89957csYZZ1gqXMD6gfbHtklm2H0gErGNEKlcs2aNTJw4UT2HqOb27dstLZMff/xxefrpp9W2hAe7K7pbJj4DXotoLnj11Vflj3/8oxQUFCi7QUpKinzwwQdyzDHHqOVggtf7xx9/lG+//Va9Bp8D36MubB19f1gbsG2wLa23DZIb0aQE2wbbz5F1sKXTPkYIsUteRb2s3lcuDc1ag4LhGbFyWHaihJuH3MFnGwqUF/f4UWmSmdDZOmREIPh3l9TJuP7xMiE70aHXfLohX6obWuWE0emS0U1JMUL8Ra/5lAeX9J09YebMmR3ELSKTEG06sCQgUQ+P64ISQFAedthhHZYH0Xfbbbcpny+8qogKY2gelTH018IGgFrEBw4cUHYFiFFEkLsSt44sE5FaeIghQOGTRVQaFoHw8HDlMYZQxPO2vmEIR2uQiOjs+2PbQETbbpsJEyZY/t+2bZvD60AIca5CwNr9FSqRCsRFhsoRg5Ml3Y4wi40MVQIX0V1JCIytXNukRavjIrsfoeucaNYqTS3sZkaMBwWuK4RFa5FUb723k6BL29dffy1vvPFGh8cRWb344ost/z/33HOW5hi25cX0esV61HLevHnym9/8RtUcxpUU5teTtnQg/JBA+Nprr8mcOXOU7QHz28PRZZ5yyilKiCNCeuKJJ8r333/fqeXy8uXLVTJdd9jaNBx5/9DQ0B63jTPrQAhxnHVmcYvrxlH94mR8/wQJNQ+x2xIbof1Wa8yiLxDQk+og/B3lUC1cVlIgxoMC1xVwhHXBJuAtEDnF0Lp1Aw1w6qmnKr+pNfCMQkD+/PPPMnToUIt/F53iMD/Iz89X/tPrrrtOCUGAqKc9oXf11VfLww8/rKKgxx9/fJdRTEeXCWGKiO1bb70lpaWlKjIMrywYM2aMSg6DQHVWXDry/lh3JJetWLHCsm0Q7ca2mTt3bq/XgRDSNSW1WoWTo4elSk4PSVS6yFMR3ACpJIGkOmtx7whs9kCMDAWuwYH/EwIXkUlHvJ1oYXzLLbfIXXfdpdogo2rBAw88oMSfTr9+/VQ1hieffFLuvPNONXSPRhD2uPDCC9WwPxKsXn/99S7f15llIuoMuwXmwX3dCoDP95e//EVNqKsMQY7qD0j4gjf2b3/7W6/eH8u/6aabVBIZtg3E9SOPPKL8v9bzuLoOhJCuj2MNZgGXHNN9fVdrkacP2xsd/XOGhQQ5lGCmE2GelxFcYkRYRcHgYKgcAguRVEf561//qpK5Lr30UjnttNNU0hTuI7KrD9WjOgIil5MnT1bJZHfccYcSfbZD//DJoqICopq2EWRrnFkmIrajR49WEVy9eoIOEs5eeukl5c2dNm2a8vxCWKIyhA7WxbZmraPv//e//12VCcMFA7YNDO6I3lpfPDiyDoQQx2loaVMNDHAtG+WAgIMHN5AiuIfsCY77bztEcOnBJQaEVRRcqaJAnOK4445T5bTg8TUa8OOOGDFCRb1/97vfubwc7mOEdE1xTaN8s6VYlQObP7F/j5sK9W/fXZOrSoWdOam/RIU7HtX0R7bkV8uvuZUyKCVajhqW6vDr9pTUyoo95ZKZECnHj0r36DoS4i5YRYH4xE74zTffqPJYL774ohgBJOah2gJ8wBC3KH1WUlKiIt6EEM9Q36TZE2LCHXPVoStXdHiI1DW1SU1Ti+EFbk1jS4fItaPQokCMDD24xGNMnz5damtr5dlnn7VblssfQaIcBDtsCiixhvJpSDrLzMz09qoRYniPaYwTCVRINIPAhU0hvXNncAn0EmGASWbEyFDgEo+xefNmw21d+HFRlsy2NBkhxHPoFQJgUXCU2AiIvaaASDRzpUQYoAeXGBkmmRFCCPFp6swiNdpBi0KHSgoGTzRztUTYoUYPIq3tJrUcQowEBS4hhBCfpq651WkBp0czjd7sQY9Qo1WxMyXC9NcEmxsuNgeAwEU3PJZECxxoUXCyFiMhnoD7FiEOJJk5ZVEIjAiubk9wNnqrExEWLA3N7dLY0i7RPZcY9luaW9tl0fp8VVlj4oBEGZ4e26mdOjEWjOA6QEhIiKWjFyGeAHVygW3NX0ICHUTdMITutEXBHMFtam1X4sboAjfeSf+trU3B6JHNsromaWkzqX1pzb4K+WZrsVQ1aNUniDFhBNeRjRQaqpocoBwUBEhwMK8LiPsitxC3xcXFqp2yfjFFCOnov40KD5YQfTzdAcJCglUSFQQuhvGTQ8MNXSLM2QoKgZZoVlKjtXqOjwpVnmX8/+WmAhnXP0FG94tXpeWIsaDAdQAMY6AMFJo97N+/3/PfCgk4IG7RLpgQ0hGU+nI2emsdxW2qbVY2BUda/Pq1RaHXEVxjC9zSWk3gjsyIk6zEKFm1t1wKqhplfW6V5JbXyxGDUyTJoPtIoEKB6yDh4eEyfPhw2hSI28GoACO3hLgvwUwnLiJUymqbVbMH49fAdd2Da3SLAjrbldZqFsO0uAhVTxmd29DJbd2BSimva5GvNhfK6Mx4FdF1ZqSA+C4UuE4AawJb9RJCSN9R3+x8kwcdPapp1ESz3pQIC6RmD/DatraZJCwkSBKiDlk5hqTFSmZClKzdXyEHyutlc3615FZo0VwIYeLf0ExKCCHEZ6m1tOl13p9uqaRg0FJhvSkR1smiYGAPbonZnpAaG9GpcgLaOB89PFWOGZ4qkWHBUt3QKl9vKVKil9Vt/BsKXEIIIb7f5KE3EVyDClxXO5jZj+Aa16JQak4w6y4qm5McLadOyJTBqTHq/+2FNZJX0dBn60jcDwUuIYQQnxe4sS4kmcWpdr1aq1/4MI1GtV5BwUV7QkcPbmBEcHuKZk8fmiJD0mI6JKYR/4QClxBCiE+C+rWoXQqinWjyYD38HBocpIr715q9vEZC9xa7WiIsEOrgNjS3qUoccCakxDpWJUEXwhX1rH3vz1DgEkII8ekEMwyjo66tKxg50ay3JcICoQ6uXv82MSrM4X1ILymH6grEf6HAJYQQ4pPo3llnWvQGUqKZXv7MHR5cODha2tqNa09woioCKi2gUhhGEPRGGsT/oMAlhBDik+glsFxp8qCjRzf1aKeRSoQ1NLf3WuCGhgQrG4dRfbi6jzatB/+tNaiDmxit2T4qGMX1WyhwCSGE+HgE13UBF2fQCK51iTDdR9vrRLOWNsNdBFTUNTsdwQVJ0WabAn24fgsFLiGEEJ+kXq+B2xuLgkE9uO4oEWb0Zg8Qp7BeRIUHO90IQ09I0wUy8T8ocAkhhPh2BLc3FgVLBLfFUIX73VEirHMlhXZDJpj1VB6suwhuGQWu3+IzAnfBggUyc+ZMeeaZZzo8/sQTT6jHracrrrii0+tXrlwpl112mZx88sly++23S0lJSR+uPSGEEF9q06sTEx6qSkQhf6rBQEPw7igRZhvBbTTQ9gGltVr01ZW2u4nR4ZZEM6PZWwKF3l/6uYFdu3bJbbfdJm1tbeq+NTt27FBX3ffff7/lsZgYrQizzvLly2XWrFlyyy23yOmnny7PPvuszJgxQ3755ZdO8xJCCPEP/2SjuXRVbywKwcFBSiBDEGLqTcKaYS0KBm32UNqLCC4SzVBNoaK+RdkUnLU4EO/j9W+sublZLrjgAnn44Yfl0UcftTtPWlqaitx2xT333CPz58+Xxx57TP0/Z84cyczMlJdeekluvfVWj607IYQQz1BnrqAQGhLU6yQqDOND3NY0tUq6GKtEWG9q4HayKBgoglvV0KIEO0rfJpvtBs6CergQuOV1zaqVL/EvvG5RuPPOO2XEiBFy8cUXdznP2rVrZe7cuXLhhRfKc889J62th4YL6uvrVQQXkVud2NhYmT17tixevNjj608IIcSD9gQ3RFyNlmjmrhJhRk4y08uDJcdEqCi+Kxxq+MBEM3/EqxHczz//XD744ANZv359l/NERkbKWWedJccdd5wcPHhQRXrh112yZIkEBwdLXl6etLe3S//+/Tu8Dv9/9913XS63qalJTTrV1dVu+lSEEEJ6S50bmjwYtdmDO0uEGTXJTLcnuOK/1UmiwPVrvCZw8/Pz5corr5T33ntPEhISupzvwQcflOjoQ0MD8NqOGTNG3n//fTnvvPOUxQFERUV1eB1eoz9nj4ceeqiDr5cQQojvUGcpEeaGCG6EsZo9uNN/29GD22a8Dmbmcl+ugPa+SFCE8McFlzv2RRIAFoUPP/xQ2QvuvfdeS3UEJJhBuOI+Es6AtbgFI0eOlEGDBsmvv/6q/k9KSlK3ZWVlHebD//pz9rjrrrukqqrKMuXm5nrgUxJCCOlVBNcNFgVdCBolguvOEmEdLArmpD5/B0K9uqHV5QQz6y5vSDQDtCn4H167HDnjjDNk7NixHR67+uqrZeLEifLb3/5W2Q/sAeFbXl6urAu6FSE9PV3WrVsnp512mmW+1atXy/Tp07t8/4iICDURQgjx3SQzd1gU9MgbSj5hwtC+P+POEmHWFoXmtnZVtSgIYUs/Ri8PhgubyLDe7T/w4VaikkI9E838Da/9yiFMbevbIjksOztb3ccPrKWlRZ566ilLUhm8tn/+85+lpqZG+XJ1Lr/8cnn55ZelqKhI/b9o0SLZuHGjepwQQkhg1sDVCQsJlkjzMLwRorhutyiYBT/6YEDkBnJ5sK4Szdjwwf/waUNJSEiISiLLysqSgQMHqiSzsLAwWbhwoYwbN84y33333Sdbt26VYcOGyeDBg2Xnzp2qQUR3EVxCCCG+SXu7Ser1CK6b6tbCh9vY0qyin7po8VfcWSIMoMpAWEiQtLSZlN/UHYlrvlBBoTcJZjr6vsKWvf6HTwlcRGETExMt/8OmgNq4SAaDgIWnFkIXwtcaJJh98sknsmfPHhXFhU83OTnZC5+AEEJIb6lvaVPRRNQw1SOvvQViEEPXujj0V9xdIkwnIixEWtpaNR+u5gD024ujMr2DmRsiuHqiGZqOYFTBKI1CAgGf+qamTp1q93Ekmk2ZMqXH1w8ZMkRNhBBC/D/BDGLCXX7QuIgwQ9TC1e0J7ioRZm1TqDVAJQV4ZVvbTSoiHR/Ve4mjJ5rBh4tEMwpc/8G/nfaEEEIMhztr4HZq9uDnHlx9/d0ZvTVSswc9wQz2BHddHCWZO6GxkoJ/QYFLCCHEp3C3/9ZIzR7cXSKsc7tefxe47ksw02FHM/+EApcQQohPoYtQdxbW1yOeaCDR1m4Sf8XdJcKM1uyhxA0dzLpMNKtny15/ggKXEEKIj3pw3WdRQD3U0JAgv4/iurtEmJEsCthvEP2HMyHFjZUykqK1RDMk9zWYRxeI70OBSwghxCebPOi2AnehD+v7tcB1c4kwW4tCY0ub39sTIEiRHOYusKx4c8S8nFFcv4EClxBCiM+ATlr1HrAodEg089NKCp4qEWaUCK4769/akhRjFrjmJLZA/F3WNLZIXkW9bMmvlrX7y6Wq3rdL7vlUmTBCCCGBDeqNwiKLIeGoXrZZ7TrRzLdPzH1dIqyjB7fd7/237kww00mJiZB9pfWGj+C2t5ukpqlVqhtapKqh5dBtY4vYNrnD47NGZYivQoFLCCHEZ6i18t+iw5Y70aOeulD0pohYurNEIkKC5ahhqV4vEdaxikKb30a3K8wRRU8IXD2Ca+SOZpvzq2RjXpW6wLQHXB9IbsT+l1veIEXVTSop0Vc731HgEkII8ckmD+4mVm/24GUPbkltkxRUNqr7Q9IapV9CpFdLhFlbFNCuFwLc3RcXnqasrll1v8OFkbutLda1cJHEBp8ykhaNRHu7SbYW1Chxi2RMeI7R4ALNMnCLCSMgem3hzzcWqOYXBysaZEharPgiFLiEEEJ8hrpm9zd5sPXgQkTDU+iuRgDOcrCywXJ/W2G1wwK3xkMlwqwFLmhua5fIYP8ScJ4oD2ZNGBLNokKluqFVien+iVFiJEpqm6S5tV3tB2dO6t/jBU52UpQSuHkUuIQQQojjTR7cXUEBRIeFCM7b8BLifTwR6XMEPXoL8isbVWRWz9J3rAau+9cbYh/iBh5cNHtwKkJZtFnkx6dFTO0iMaki0cki0anm+/ptikhkokhwsN80eLAlOTpcCdwKAwrcvIp6dds/Kcqh6H12UrRsOlgthVWNyh7izqoV7oIRXEIIIT7owXX/6Qkn7uiIUCUUEcX1hsDF+yI5B8FjiDFEHrcX1si0QcleKxFmnWimBK5q9uBAlBiegHWvi3zxJ5HWQ6K9S4JCNPGbc4TICfeKpI10y3ojGn8owcx99W9tSY4Nl31l9YZs2ZtX0WCJzDra/AKjLGicUlDVKDnJ0eJrUOASQgjxGeqb2jxmUdD9qxC4yBRPl76noEoTEmhEMCE7QZZsLZa9JXXqfnfJOi0eLBGmo71/q2OVFBqrRT69VWTTQu3/oSeIDJkpUl8qUlcmUl9mvl+q3W+qFjG1idSViGz7VGT7FyLTrhaZeacmensBoqrwDocGB1m8sp6K4Bqxo1lZbZMSqth+mQmOR6YhhrcX1ipxTIFLCCGEOJBk5qnoqop+VnmvFi4sCSArMUoy4iMlMTpMeRl3F9fJmKz4Ll+nry9sBL3KWi/ZIbL9M5HwWJEJ54tExtuphdtDJYX8X0Xev0KkfI8WlUU09qhburcftDaJ1JeLVOWJLP+ntg6r/i2y4V1N5ELshoS57B8FKbHhHk2OSzQLXIhBIyWa5Zmjt9gnQ5zYfrApQODCU+6LiYm+Z5oghBASkEA0tJprFMV4wKLQsRZu3wtciIDC6kMCF4zsF6dudxTVqOd7SjBzyZ5Quktk6aMizx0l8uw0kW/uE/n8jyJPjBH58i6Rin0dBC5qEXdpSVj5osgrJ2riNiFH5MovRY6+tWdvbWiESHymSM40kQvfFrn0Y5H0sSKNlSJf3iny3HSR7V9q7+FD9W+tQf1hPXpuJJtCrtl/66g9QSctNkLtM0hO0y8yfAlaFAghhPhUgllUeLBTkSRXBK43auFCBLS2mSQyLFi1kwWDUmJkfW6l+uyIpA1Iie7Wf+uwPaFst8iWj0Q2fyhSuPHQ48FhmpWgKlekZJvIiudEVr4gMupUSR5ymew2jbBvUWioFPnktyJbF2n/jzxVZP4zrtsLsA7XLxNZ91+Rbx8QKdsp8r/zRYYcLzLnQZGMMfZf19YqUr5b+0zmaULBdhkakS7RAyaKFE8U6TdeJH20SJj7E8FgLcG+A4GrX6T4M1WqmUOrSr509vMgYouktD0ldZJbXq9GJHwJClxCCCGGr4GrowtEb0Rw9fJg8DnqJcog5Ienx8nGg1WytbC6a4GrV1Aw1/LtJPpa6kRqizV/K0RtwfpDzweHaoJy7Fkio+aKRCVpkdLdS0R+fk673bpIhm9dJMkJY6Vs3FUi2ZcesgzkrdEsCZUHNIF80t9EjrheazfXG1CKbOoVIuPOEln2uMiK50X2fCfywgyRKZeLzPidSHWBSNEmkcINIoWbRIq3dEpoi8FUnydSsU5E/9iwTqQO18RuxjjtFlNs75zXSTE+kmjW3q5Fv/Fd9uJ7yDNHbyFOEaF2lmyzwMXF2dRB4lNQ4BJCCPGtGrgeFLh6BBfDqn3dhUkvD5aV2DHSNTwjVnWRKqttVuWu1FB7U43IwbUieatFSnfKkNJSGdhUJ0mhLSKmBpHmWpHmOm2yV8EAAm/IcSJjzxQZdVrnSCtE0bDZ2lS8VYnL9vXvSkrVZkn58TaRDY+KHH6Ntpxv/ybS3iqSNEjknFdF+k9274aJTBA58a8iU64Q+fpeka2fiKz5jzbZIyxGJGOsEqwV8SNkbW2apLSXyKSwXLMY3qgltiFCjWnjgkOvzZokMu9pkcwJLq0qqgf0SaJZY5VI1UHNs4xoe7V+3zxV54u0t2g2kVGnatOAo0RCQj1aPcGWfvGRKjkNIxBIVkvxsE3EGShwCSGE+FiCWS9EJ6KYS/4q0tYsEhqpTWG4jVK3oaFRMrqgQRpM4dIcliERQ48USciWviwPZtvYITIkSEaGFkrT3p+ldecWkeqNWqRSDvlRHYo7Iro68CgtIjpqnkhMimMrh+H805+Woqm3S/F3L8jI3HclsqZA2446Y85Q8ygx6imSB4uc/4bIvuUiX92tRaHj+3eOwiYNtnh+d+4tl+LiWolPjxUZbBbxiE7XFJotDBsOiV7YNvJ/EXnpeJFj/iByzB9FQp2rupDkrkQzRGBr8jUvs5r2Hrqt3K9VnXAEiF9YTDAhmjviFE3sDp0lEt596a765lZ1UaUnjLkC6t9mJkaq1r0Qy4YQuHV1dRITg4EBkbKyMvnwww9l6NChcvzxx7tz/QghhAQIEA29rqCAmqybP+h2lkn6nQ04C0aJnP2SyOh50lflwVTUOG+tyK6vtQht3hqZhOFmWxIGiGRPlbaM8bK2qF1aQ6Jl2sgcCYuK06oghMeYJ/P9kPBeDVeHxafL5mHXyYFRV8u8kBUiK57VROFJD4hMvbL3lgRHGXS0yHU/iLQ0dOujRVIevJ8gJ9lqPqwnEtowjTjp0OM1RVpyHSLESx8R2fqpyBnPalFdB8EwPhL96hqapH7DxxK55xOR1mbNzoHtr271+/r/5ltUkdCFLBL72npIzIJgxcUXorQQ+uq++f+E/trFxt5lIts+E9n+uUhDucj6t7UpNEpk2Ama2B1xsl2vNNrs6tUnosJdv6jMSYpWAhfJaoflJIqv4NJR5M0335RvvvlGXnvtNWltbZXjjjtOioqKpLq6Wp599lm5+uqr3b+mhBBCDE2vS4QdWKGJ26BgkZl3QemItDaItDR2uC2vqpamhjpJaiuVyMpdIu/+RhNx02/ymIjTy4MNCKsSef8ekU3vd5whNEoqksZKQex4iRx8hAyZdLxIXD/1VHVds+zaVKgy1sPGei7arFdRaDCFiky8UJva2zSvrDfoIUmsuKZJJcRhvTPiHEhwisvQIsTwKH/2B5HizSIvnaBVgTjuT1qlh55oqpFxuW9L2uZXJa4hT3oFvNGJA0WSh2jRa3U7RLOCQMjioqUn4KnGBB927kpN7G5bpPml4cfGBJsJxC6i1gOO7GRPgEDtDUhOQ5IaktUwSpEQ5f5W0q7g0lHkkUcekQULNE/LsmXLpL6+XvLy8mTp0qXy+9//ngKXEEKI09SZqyjEuBJNwpAvyk2ByZeKHHdHl7PmH6ySDXlVMiQlQo7c9rDm9Vx8jxZZO+UfTvsYe6Kt3SRFFTUycu/bMnLJ85p/FiJ89OlatDJ7qhqCr6tukV93lEpYSJAMiE63nKB7VSLMCXQ/Mio9YJ1VJQtviVsHOGCO3sI/6lQNVviSBx2jRXMhdpHgBmF4xnMi/afYfw0E48p/q6oPQ8z2gZbwRAmbdplmmYBHGbYYNbV0vo86wBHxIim6iB2sRWLdta9hOYNmaNOcv2u2DHwmRKmLNorsXKxN+NzH3SFN2UdJkblkXbZ19NsFENVGkho6miFpLSHKgzYWJ3Bpy+7atUsGDdLS5b799ls544wzJCIiQo499ljZu3evu9eREEKIwUGnLiR+uRzBRcMA+CvD40SO/z/HauHCfnjqEyLJQ0UW/5/Imlc0IXPuqyIRWn1ad1C5danMXv5HSarZqT3Qf6rIqY+LZE3sMF//xFAlYtHUYW9pnQzPiHOtRFgvhAp0IsrxIgHPk9Useou1PaGryhPdEpMqcu5rWmWJz27TktFenq01rED0H75tkLtK5OdnNVuDSds/W5OGybqsC6V48Bly2tRh4nMoo/d4bUITDdhMfnxK5Ne3RfYtU5Mpc5pk9L9K6nOOk/jI3kdccZGhCdwGGZuV4L+NHnJycpSwbW5uVpHc2bNnq8f37dsnAwYMcPc6EkIICRB7AkRWWIiTp6amWpEl92v3j7tdJDat29ljrUuFQQwc9Vtt6Bq+Rfhi/3OylsHeW5Dw9uH1krJgvhK3LRFJIqf/S+SqrzuJW4DSYSPNonZbYY2YzE0P9AiuO4RIT0SEmbuZddXswUdATWHYE8IdtSd0xZjTRW5aJTL+XE3A/vikyL+P0RpawL6AphaoJ4znUGrtogXSduMK2TXgPKluC++565svkDJUSxC85ReRadeIhERIZMFqOX7N9XL8sgu0tskuNNiwRk9SQ9Iaktf8VuDefvvtMn/+fElPT1eR2xNPPFE9/tZbb8mll17q7nUkhBBicHplT0B0Cln/8C6iPmsP6BFclDbCULwCSWZXfCYSk64N7758gtaS1hXgW4VA+tdUkfX/E5MEyc6cc6ToN8s1+0Q3Xb+GpMUoiwJEbX5VY0eLgofaF9uzKdht9uCD9oQcZ+0J9kAC1tkvi1zwtkhshkjpDpEvbhc5uEaJQZl0icgNP2nd10acJBFhYZaLpIo6LbruFyTmiJz6mLTe/ItsH3yptAZHSnTpepH/XSDywjEimz/SrD4ugCQ1JKtZJ6/5pcC95ppr5JdffpG3335bfvrpJwkL064qx4wZI7feequ715EQQojBcTnBrDJX5KentftIFHMgUQilnSAiOzV8gP/ymiUiaaM1wfzqXC265SiIgh1YKfLiTE0gNVVJW7/DZPH0t2TN+L9IWr/MHheB6PVQlLwSke2Fmtezto8sCtaJZr4cmURku1f2hK5AxYEbV4hMvES7WIJV4febReY/q9XdtSLZXC6srM73WtT2RKEpSdaOul2+nvO1yIxbtSoc8OkuuEzkuSNFfnpGG31wEr2Wrp685m1c+rVgGAU72Lhx4zo8fuGFF1qeI4QQQjxeA/eb+7RGB0ieQUMDB4FYLK9rUQK3Q9Z34gCRq74See8yravWOxeJzHlI5EiryDCiXKrV7XbNu1mKW/Ok1y9FCacT7pU92edI2YFqSYuNcLipBGwK2wtrpLCqSTV+aGhu75MkM3+J4KJ6QmOLG+wJXUVzUTqsB5JiwuRAuZ9FcM2gpBdI75ctcsT9Wsc4dJFDEh32ZSRcouEGmoCgkgZq6+qe5G7ISY6W9blVKnmtr5uo2MOtvxZ4cmFZIIQQQjxeAxfRUlVuK0hkzoNOlfiKjQjTBK55+L8DEKcXL9BKSa17XeTLP2klmFDLVAnanSItWgTRbumnCReInHi/SmTK31GiHs60ae7QHdgGKN2EYfg1+yoskdW+EAz+4MF1qz3BRVJiNK1T7umOZh5Izss3t4y2NHeAqJ91j+ZF3/i+lowGe8bOr7QpMlFk3NkiEy/SRjm6+J3BI46LRZQKQ1m8wakOlDnzFYH7wgsv2L0P2tvbZdWqVTJq1Cj3rR0hhBCXqKpvkWW7SixiCcOHLndd8sU2vR3Kgv3G6darhxLNuojAQczOe0or6fTNXzo3j0Dx/pThImkjRNJGiaSab5HQY7ZJqPJgZh8taoU6w8h+cUrIldc191n01h8sCh6zJzhJYrQW9ccFEqp/IJrsD5SYk/PwPWNUodOF3bSrtKlkh/KPq+okaBOMCiOYsJ8fdoF2EYdmEzbgOAOBi3JhDgtcNMrAiAianUBMo8EF1qWXJeqc+sU89thjdu8D+HBROuzFF1/s1QoRQgjpPXvL6lThdUwFlY2yep9IelyEDEiG2I3uVeciT6BnXjscwd34nkj+Oq0s2Kw/O/1+esKWnsBlF0Sq0AQAbWJRMB9JOkrMjtQ8mj3UMC2paZLWdpNEhQdLcoxzLWHT4iLUa3SB2xf+W3+wKHjUnuAEuFiEnQYjDxX1zaoOrD+QV1F/qDlDd9FvXLjN/ovIrP8T2fuDJna3fKIl4KGFMyYk5MWhY1yW1pQkLkuGRqRJWWmk1NWlS2vmRAmNSdIqUFTnay2IUYavArf7zbcHtJbF5hJsHYhIEIkyC17rqd2xi8VQZ+vfgiOPPFJWrFgh7gTlxtAF7ZxzzpHf/va3HZ5buXKlPPfcc6pb2vjx4+WOO+6QtLQ0p+chhJBAocIsjLISI6WxpU0NxxdVN6lp9b4KJaDQ3hTR3V61xnUDiHTqPtNoR4R3c53mvQXH/kEkNt3p99QFY4cks64YPlubnCTf3J63X7xrhfRH9YuTn3aX9VmJMH+I4Lrc3MED4AKkrqlBlcbyH4Hb0Lm1cXcgijr0eG2a+5jIlo81sbv/R5HaIm0qOFRtBOmRs/R/fjC3wm5v0RphdEdopEh0ikhjtUhzjfZYU5U2QQxb0+RYnpdLRzV3i1sI59tuu03a2tosIlpn+fLlMmvWLLnlllvk9NNPVyJ4xowZqopDTEyMw/MQQkggoUf+xvVPkNTYCKlpbLH0i8cJGdFFTOv2V6oT9diseJUk4k17QmhwkGM2Cr0sGNqcHnGDS+9pafbQ2Kp8iZ4QS7rXsb+T9gQdRNt/za1U5cz6TOD6sAe3gz3BS/uqNfjd4De1q6RWlXfzZQuQfkxAxBm/s36uCPLIeM0OhKmuTLMV4HeI6Cxu1f0CaSjLk+C6QoloqdJaZIPgMK39cNJA7XeLZE6MguAW/+MiVff2ovtbY5VIQ4XVVHnoflmhiJgrp7hD4D7zzDPqFtFV/X5X2EZge0pMu+CCC+Thhx+WRx99tNPz99xzj6q5q1si5syZI5mZmfLSSy9ZSpI5Mg8hhAQKGO7HEDPOF4nmCgFxkWEyJgtTvKpYgEgOxAKGfHHiW76rVE4/LMsr0VynSoShLBgELjjpbw5ld9sDkWKc6GEhqG1udbuAxGeCPQTfQUaCa8nXEN0zhqXKwcoGSwmmQLYoWNsTXBJobmZoWqzsKq5VF0nfbiuWE0ane71ygCP2hMzESAl1tpmKLTEp2iSdG5ZUVzfKkq3FEhXULPOHBEtwWLhmZejCU4sRnB2FNcrqMSknSaLCw7ROc5jsUV3tHwL3zjvvlBEjRsjFF1/cSeDW19er6Oxrr71meSw2NlZ1Tlu8eLESr47MQwghgURFvZY4BdFm70QGIYkkJkywLyzbWaqiuduLamTygCSvVVCIdqREGDqWoSzYwBkio093+T1R0jI+SisVhoQ8dwtcPXqL6HlvRA+sJJj6Cl+2KPiSPQEgYjtrVLp8s7VIKutb5PvtJep/pzvx9XF5sGy9eoKHQPIaLkIaWsOlJDy9W/sGLrLXHaiwHAOqG1rkhNEZbtmGDgvcbdu22b3fGz7//HP54IMPZP369Xafz8vLU9UZ+vfvmKmH/7/77juH57FHU1OTmnSq1RUBIYQYx3+LWp2OnKQR1V26vUR2F9fK+P4JfX6C1hPMeuzUlbtKZOMCl8qC2SM+SisVVt3o/lqmehcyZ8qD+QK6wG1rF2lpa/cZseZr9gQdjIzMGpkhX28tUtafH3aUyHEj0nofIXUz1Y0tqroBrgvgy/ckuPiALWdvaZ2KGtsTuBg1Wre/QkXlARIxURgFv8cfd5XKscPTen0R47VvID8/X6688kr573//KwkJCV3aF0BUVMehmejoaMtzjsxjj4ceeki9rz7l5OT0+jMRQogv+W+TzN2WeiIrIVIlXbW0mdRJqa/RE726TTBTZcHu0u5Pulgkq/PQqLPoDR5w4ncnvSkP5m0gzHRt5ks2hRKzPQEd6HzBnmBNQnSYHD8SojZIJXHC7gNfty+Rpzd3iO/diEJvu5o1NLfJij1l8uWmQiVusa+N6x8v8yZkyXHYhsFBqobu6n3lvV4Hl81WP/74o5rKyzuvBPy0PfHhhx8qe8G9995reQwJZqWlpfLrr7/KkiVLJClJGyorK9OySHXwv/6cI/PY46677lKJbdYRXIpcQogRgJcNOFqaCsP1yNhHdYVthTUyPD1WPdZX6MOT3UZw0dABxefRVtSFsmD20G0JGBZ1J70pD+YLIKqP76Sppa3nqHqf2xOifcKeYEtKbITMHJkm328rUQIN1S9mDEvp09+RI/7bHA/bE3QwcgGxiv0IF9zxkaHq2LIlv1r9NsCglGg5LCfR4r2HneeoYSnKMrW7pE49jiRZV3Fpz33kkUfk7rvvlokTJ3YrIrvjjDPOkLFjO/Z2vvrqq9Uy4eENDg5WNoP09HRZt26dnHbaoRaMq1evlunTp6v7jsxjD3RcY9c1QojRgHdSF4yORnDBoNQYlbGPhBktqSm6zy0K0V01eagvF/nqHu3+MbdpNTfdFHkDSAbDELi7xIheHiwzwb+it9Y2BSVwfSSCq+wJZoE20IvNHXoiPS5SjhmRquw+EOShe4PkiMHJXhe5Dc1tUlqrXfT276NkRYwEIJkNvt/1eZXqIlI/LqXEhsuUgUlK0NqC4w6eQwe/DXlVSuS62hHNJYH71FNPyccff9xBUDoLhKmtbxbJYdnZ2TJz5kzLY5dffrm8/PLLct1110lGRoYsWrRINm7cKP/+97+dmocQQgIBJLsAFKF3prsSvJbD0mNla0GNbC+s6TOBi6FclMECXUYLv7pbpK5Ya7Bw5E1ue+/Y8FA1RIqIUl2z+6KVeoJZlt8KXAxht/iMwEVEHHWSfdGeYAsualD5AjaFPSV1ap2nDEx2ahnuvNiyjt5CWHZ5EekBcAyBwEWjGf2YdFh2orqY7o4RGXGqCgmORSv3lElUWIj0c8HL7tInbWhoUHVn+4L77rtPtm7dKsOGDZPBgwfLzp075YknnugQnXVkHkIICST/rStD4zixYBgRPkIkqiX1wfB6Q0ubmEyikl8izTVYO7DjK62wPBLL5j/rclkwe2CoG0lCuCiAD9cdArfWqjyYKydlX8CVSgqIwntKPPm6PcEW1JNG5HbFnnLZXlirLh4nZCd2OT9qVMOPWlzdJMU1jSrSCWEMqwi+i4iwEIk036r/Q4MtzwU7IIT3lx2qPtGXINEMNp2WVpNKZIUNytHku4k5ierCF+u+bGeJnDgmQxKdGJECLu2NEI7Lli1T9WbdCaKwiYkddwIkj33yySeyZ88e1aVs5MiRkpyc7PQ8hBASUBUUnDwZAAwHIkMdJxUI3elDUeeyb2rgRkeEdo5aodj7InOpx+k3ieRMc/v7I9FMCdz6FpcbMlhTYFUezJkIui/hbLOHA2X1KmIJ3yWil+783Nb2hAE+bE+wZUharBoZwFD7poPVEhocrEQewL4GIYvIdFFNo6WLnzVI+GxpaxVzTy+3kN2HtiOA/WDu+Ewlwp2txoFjwZFDUpS9AuIfJdhOGpvh1EWUSwJ3ypQpqjnDjTfeqKKmtgclWAZcYerUqV0+N2TIEDV1hyPzEEKIkSk3J5i5Gn1FbVwI3P1ldTJpQKLHuzPBGgBi7dXAXfxnrU998hCR480eXDfj7koKenkwT5di8qVmD5vyq9RtQVWjfLutSI4bkS5RjrRcdtKekOnj9gR7IyIotbY+t0r52wurG6SirrP1A0FpJKmlx0WoKgeJUeHS3NaukvwwLyLpqCCBW1x0NJpv8ZxJTA5bJxLM+3pf0puKDSHBQcrT/PWWIjUqApE7e3SGZwXuq6++qlrgvv7663afd1XgEkIIcZ3WtnapadQioskuRHD1yCO8eqjpubOoVsZnu57F7FQE1zYys/s7kXXmc8zpz4iEeyb6pJ/03VELt0N5MD/13zprUYDfGBFwlMhC1jzqmC7eUijHj0p3S/MMf7Mn2DI2K0Fa20yyOb9aCqu0mq/YTviNISkNgjYlJrzT0H2UhIh4QZD6GhDIx49MV/sU9rPlu0pkcr9IzwlcNFcghBDiW1Q2tCg/K7ysvYmgwSv3464y2Vlco4ZVEUnxtMDt4H9tqhVZdIt2f9o1IoNmeOz90ezBXRFcDDvr5cH6wr/s8QiuAxaFrQXVlra1IzJi5bvtJaoSx9ebi1RdU3uZ8ka3J9iilcIKURFXiFoIWn8U694C1imMCnyzpUhdJKxp7Fhbtyv80yBECCGkmw5mvRNXqJWJEzKGRfeVebbxQ52lRFhIx3a8lQdEEgaIzL7Po+8fFxGqhogRZdPFdm+G00G/eP+N3nbw4PZgUUBCIxIS4VLERRES9k4ak6ESHPHab7cWq5JzrlJS67/2BFuGpcepaC7aLlPcOg/2qaOHp6p9bV95nfsF7qBBg+xOEyZMkHPPPVd+/vlnF1abEEKINzqYdQVOwMPT49R9lAzzJHptTL3Yu+z/SWTVi9r9058WiYj16PvrlRTcYVMoM2//1Fj/jd46Y1HYZo7eDkyOtnx/8GyfMDpd1UBFNButa3cV17q0Hrl+bk8g7gVdAacNcryAgFMWhUsuucTu4zU1NbJhwwY5+uijZfHixXLCCSc4s1hCCCHu7GDWS4ELhqbHyKaDVcr3VlTdaLefvDs8w3qTByWQmutFPjbXuZ18qcjQ46UvgA8XFgVMvWnOUG4upu+P3cu6SjLrqiYrot37zQJ0dKZWHUAHGfPHDU+TlXvLVevnVXvLpbGlzamuVHhf3X/rz/YE4l5Qq7t9eKr7Be4DDzzQ7fOPP/64/PWvf6XAJYSQPgYNE/QmD0kxYW4ROYPTYlSiGUqGuVPgQkgiqgfx09auZZFHo1rDNw+KlO8RicsSOan78407iY8KtZRv6k39WwhCfBZn63X6GnqZL/i5kc1vLxMe+wSe75cQYdcSg4gryszBeoIEK3SlQl3TqQOTHIrGWtsTfL25A+lb+jl4EerWqsyXXnqpPPTQQ+5cJCGEEAfA8DpavEMQuKsjF8ocQeAerGhQy+9NVjwEeF5Fg0pcg29TB15fRPaC89eK/Pys9uC8J0UiPVu9wd2lwvTobWJ0mEeT8voCrD+qIsCXDNFuK3BhXdhtth3YRm/tJVhB5K7eV6EuatDY46ihKarihCqBZS6F1WhVEgvJbXq5O9gT/H17Eu/gVoEbEhIi7e2+0dqPEEIC1X/rrjafEH6o55pf2Sg7CmtkqhP+N+vIJoTNnpJalbQGsHrw0w1Pj1XNAYLamkVeuFHE1C4y4QKREe5tItQXAresThPtqGdqBODDbW3TxKbYBFDxfcJfCzHviKVjeEac8ub+tLtUXSwtWON4JabBPbR1JaRPBO6CBQtk9OjR7lwkIYQQJ/y37rAnWDOqX7wSuHtK6lS7UUe6VCFam1+FaG2tpQ89QPkslJPCZEkqA0v/IVK6XSQmXeTkvh8FRJIZRDe6R6Fzkisl1tyV4OcrIGqLBEDbRDNEXncUaYmHqJzgTPva48PSZdmOUkt1But2tNZtafX/4yJDe1VmjAQ2Tgncxx57rNskM7TL/fjjj921boQQQhwEBfY9IbD6JUSqSB38vbtLarsdkkbCGIQwInzwW+ogSovkELTC7eS/LFgvsvyf2v1THxeJ7vs26xgCh60DTTIQxXVW4CIhShe4qHFqBLoqFYaycfDGwnYwKMW56CpqwJ45qb/Z9hDMygjEo7glySwuLk5Gjhwpn3/+ucyZ07dDS4QQEuhAYFkqKHhAYMGLi0x4RO5GZsR1ECZ478LqRs2rW9mgEo8ABAyS1GBD0MtwdaKlUeSjm0RMbSJjzhAZc7p4C9gUdIELUe8M1Y2tKvqLZlTeaIfq0VJhVs0e8F3rjR3Q0tmV0l14jbva+BLiNoFbWVnpzOyEEEL6APhcW80Cyx3tUe35INfnVqohaySKoWwTkoJUtLakVnWu0kEhe4haDEl3mxwEJfzp70WKNopEJYvMtT9C2FdAmOKzuVIL19JgI9o4HapgEQDWFoX8qkapbmhVCWiwmRASMB5cQgghfU+F2Z6QEOUZgQWhOjwjVjYdrJbN+VWSV1GvapSiaoPupRySFiPD0uIkIdpBgY1mDuvfFgkKFjn3VZHYNLevt0uJZi6UCtMbPKT4eYMH+80eDkVwt+Zr0VvYTRzxYhPiTShwCSHEz9FLKnmywQA6m23Jr5aK+hY16e8H4YtOVqEIHzvK3mUiX96l3Ue92yEzxdvE96KSgu6/TY4xTkKUdbMHUFbbJMU1TarOrzPJZYR4CwpcQgjxcw4NkXvO/wnfJBLMkECWnRSlSj+5JKgrD4gsuEzz3U44X+TIG8UXiI/UTod6TVZ9iN6RihH69vf3Dmb2PbiaRWFrgVY5AfaU6HBKB+L7cC8lhBDDlAjzrMBC0X5MLoNWvO9cLFJfJpJ5mMi8p7SiuD4AItCxkaHKT1zd0OKwwIVnFzVh4UvVRbLRqijUNLZIboXWNndMD40dCPEVaKIhhBA/BnVb0UABOjHRlzP4kVS26BaRwg0i0aki578lEuZYy82+QheoztgULP7bGPc12PA1i8J2c1telHvz9zbEJHCgwCWEEAP4b1E9wSkfbF/z8zMiGxeIBIeKnPdfkcQc8TVc6WhmafBgIHuCtUWhubVdVctwpC0vIb6EDx8NCSGEOOy/dXMHM7ey+1uRr+/V7p/8sMigGeKLuCJwy2q17Z9qoAQzEG51sQQLBvzdztYHJsSbUOASh8ABH7U2CSG+hc+3iC3fK7LgChFTu8ikS0SmXS2+ii5wHa2FiwSzSg+1SPY2KDdnXQqM0Vvib1Dgkh7BENVXmwvly02FnfqSE0K8iyc7mPWaplotqayxUqT/VJG5j/tMUll3pcLQitaRY11lQ4uqBQwh2GW3NgPYFGIiQmRAcrS3V4cQp6DAJY5lCbeZlNBFsgEhxDeACEN3MZDowRJhLoGspI9vFCneLBKbIXL+GyJhvj3EHRYSrMScozYF1IbVE8yMiL4t0KrZKB3aSOBAgUt6pM7KmgCBC6FLiCfAkO/KPWWqLSzpmUpzwwUIET3r3WdY/oTIlo9FgsNEzntDJD5L/AE9iouWtI43eDCmwJ08IEmmDEySkRls7ED8Dwpc0iPW3tuWNpPsKGIU1x6tbRT+vWVnca3sLqmTzfnVqtg+8VOBtfF9kSV/0+6f+pjIgCPEX3Am0azMV7e/m0BJsJH9GL0l/gkFLukRFD63HgLdxihuJ9buL5cP1h20ZLQT54Gg3ZB3KHJbUqMN/xJHOpj5kMBa/YrIQiSSmUSmXiUy5XLxJ1BuDaDZQ08XtLoITon1oe1PCFFQ4JIeqWvWBC6u5OOjQpVFYWcxo7jWHKxsVKV0dpfUco9ykQ15VWqEQKfU7G8kXVNhtij4RA1WeG5/eEzks9s0cYtqCXMfE3/D0Qgutj0+clR4MFvXEuKDUOCSHqkxR3DjIkNlbFaCur+toEZaOCRv8Y3qPuUD5fViwlmPOD3UvqtYuzgYmhajbkvN9UVJ1xFEvZxVsrcjuNjnF/+fyLdmW8Kxt2viNjjYbwVufXNbt/kGh+whxqp/S4hR8L+jD+lz8YYDPYiNCJWBydGqXzvaN+4sYrQS1Da3qvM7QMtUDq07z5p95ep2UEq0jM7SuiWV1zVJG2owkS5LVGG/iwwLlqhwLyaYtbWKfPJbrVMZmPOgyKz/8+lyYN2Bkl+IyvZUD7esztgVFAjxdyhwSbfUt7SpkygqxESFhahSMePMAmRrQTUTq6wi3DqI4hLH2Vdap6K1ocFBMnFAovJAov4mBgj0Gq+kuw5mXhRYrU0i718u8subIkHBIvOfFZl+k/g7jtgUfDbBjxCioMAl3aIPvcdEhEqQOSIzKCVGlSVCFHcXPaeWJDy9KHpuBW0KjgKbyy+5Fer+2P7xFi9japw27BtI0fD65lanKkd4vYNZU43IW+eKbF0kEhIuct5/tU5lBqAngQvrgl5GjAKXEN9EO5t4iba2Nnnrrbfkq6++ktraWhk7dqzceOONkp2dbZnniSeekE8++aTD6wYPHiyvvvpqh8dWrlwpzz33nBQVFcn48ePljjvukLS0tD77LEaPTsKWoIMoLry4q/aWqyjusLRYCbXqWx5o1JiHMQelxsieklrVBQnCLD3et4va+wIoB4bthf1rVD9tZACkxobLwYqGgEk0g9D/bEOBun/8qHRJjY1wOMHMK/7b+nKRt84RObhWJDxW5IK3RIbMFKNgadnbhcDVRxZwoR8Z5mP1hwkh3he4l112mcTGxsoZZ5whoaGh8vLLL8uUKVNk3bp10r9/fzXPjh07VNLO/fffb3ldTIyWhKKzfPlymTVrltxyyy1y+umny7PPPiszZsyQX375pdO8xLUILvy31gxJjZHN+VWqixLqlqLCQqBfBOCkmJ0ULXtL65RNgQK3e+Bv3FZQre5PHpAoIVadktLMEdxAEbho2KBXkPh2W7HMHJkm6XGR3Xrjqxp0i0IfdzCrzhd540yRkm0iUUkiFy8UyZ4iRiK+hwhumTkBktFbQnwXrwrc559/XuLiDgmjuXPnKsH79ddfy+WXH6qdiEjszJldRwfuuecemT9/vjz2mFaSZs6cOZKZmSkvvfSS3HrrrU6tE5Na7Dd5sBW4iOKOyYyX1fsqZEtBlQxLj+0gUAKJGvM2io8MVck+ELiwKaADkG7rIJ1Zt79CkEOWmRipLgysQVQSuxOiu9gHbfc/o2EtpNAW+/ttJXLcyDTJ6GIUABcH8CiHhgT17bYp2y3yxhkilQdE4rJEfvOhSPooMRp6LVxcwKNahe0IFf23hPg+Xh1Xtha3AJFb2BbGjBnT4fG1a9cq8XvhhRcqG0Jr66Gknvr6ehXBReRWByJ59uzZsnjxYqfXaXuhFlEi3QtcMCQtVqLDQ5QIwdB8oJcIi4sMk8z4SAkLCdJsCgESfXSFg5UNkl/ZqEQs2oHaAkGhJ08Fgg9Xz9ZHibTMhEhVU/n77cVSUNVgd36LwIoO77uLqOJtIq/O1cRt8hCRK780pLgFsB2gOgWotkki7VhBgSXCCPFVvG6cXLVqlYrOTp48WebNmycLFy6Uww8/3PJ8ZGSknHXWWXL99dfLscceK4888oiceOKJ0t6u1SfMy8tT93VLgw7+379/f5fv29TUJNXV1R0mAE+p7qkkhxKokGRmCyK2Y8wVFbYUVCuxF6glwlABANFbRLb1aGQuqynYBfsJordgRL84i9/RFt2HGgg2Bd3riSHvY0ekSVZipIrQ/rCjRF0MdN3goY/sCQUbRF6bK1JbKJI+VuSKL0WSBoqR6SrRDImAiOwCWhQI8V28LnCHDRsm9913n9x9990ybdo0+eMf/ygHDx60PP/ggw/K448/riK0N9xwg4rK/vDDD/L++++r55ubtUhGVFRUh+VGR0dbnrPHQw89JAkJCZYpJydHPQ4b3BrzyTfQQeILKiWAroZBh6bFqpqROODvKa2TQMNeEt6AFE3gsumDfdDqGdsNEbJx5sYh9kjXfbgBEMHVRRS8n7hwPHZ4mmQnRSmRu2xHSaeLpT5t0YtEstdPE6kvE8mcKHL5pyJxGWJ0uvLh6glmaHyDmrmEEN/E67/O5ORkFcE955xzZNGiRSqh7Mknn+wgVK0ZOXKkDBo0SH799Vf1f1KSNrxZVlbWYT78rz9nj7vuukuqqqosU25urmWDFFQ2MvpmlWCGg3hXB3KcjEdnalFcJJ0FWhRXj3DjZKdDm0LXNDS3yab8KnV/Yk5itwJBj+CioUF3HaX8HXg89YigHjXESMDRw1JlQHK08in/uKtUDpRpIhfHSF1keTyCuP9nkdfnizRWiWQfLnLZJyLRyRIIdBXB1RPM2OCBEN/G6wLXGlRSQHIYSn11BTy65eXlyrqgWxHS09OVf9ea1atXy6RJk7pcTkREhMTHx3eYwKhMzRe8dn9FwLeiPeS/7b4MDsqEIRqHk/TessCK4up2FvhvdWhT6JpfcytVElVKbLgMTu2+wgksHyjDBAuI7nk08igAxL51ySnsR0cNTVHd3ZTI3V2qmmLgd4mKC8h70pOhPMKepSJvniXSXCMy6BgtoSyy64h7oAhci/85lg0eCPFlvCZwGxsbVTkvCFYd2A8gTE866ST1f0tLizz11FOWpDJ4bf/85z9LTU2N8uXqoOICSozpwhiR4I0bN3aoxOAoqMWJ4Wa0p92Qp0WaApVDArf7kygSgg5FcQPLi2uxKNhYOGhT6AySxVBhAkx1sMJEmu7DrWk2fIIZqnDYApE7fWiKuhiA0P9pd5msz9WOSwlR4ep5j7Dza5G3zxNpqRcZeoLIRe+JRMRKIKELXIxkIcquwwoKhPgHXqu9ExYWJnv37pWsrCwZOHCgVFZWSklJifLjXnzxxWqekJAQlUSmzwNvLl6HRLRx48ZZloXXbN26Vfl50QRi586dqkHE9OnTnV4viDWcfL/fXiI7impUvVevtsL0iS5mPRcyR5mwLfnVash+f3l9j9E5I5YIs6afTTWF7mqaBgIYVl+7v1zdH5IWIykONDLQ6+HuK6s3dKKZHiHsKtkOFwJHDklWdqBdxbWWVtBJ0R6K3m79VGTB5SLtLSIj54qc+5pIaOBVC0A0HVF12GNwIYvzACw2CH7g2sxrHeQIIb4tcCFeUbf2r3/9qxKnaMgAcQrrgE5wcLA8+uijqskD5oGnFkIXr7UGCWbodrZnzx4VxYVPF95eV8lKjFLeN5xIVu0rl5PGZARkPdOuopP2CAsJVvYORJfgxcWwqtG3mW2JMGsgRvonRcm+0nrl5w50gZtb3iDldS1K9MN76yi6DxcXCRDJRtyn9JavelKTPfC5Dx+crMqq7Siq9Zz/dtNCkYXXiJjaRMacIXL2yyIhfdxIwofARQdGHnARAoGrW2VgDcExjxDiu3j9F4okMnQvGzVqVAdxa2+eIUOGdBK31uB5RG17I251Jg9MVEXUkVCwO0BrvOqJL9YVArpjREacinjghI3uZoFWIswWXCQBVlPQ6t7qkX5nWpsmRoep3yF8u111lTKMRaEbgaszdVCyjO+foDzMts0xes2vb4ssvFoTtxMuEDn7lYAWtx1a9pq/I9oTCPEfvC5wfZXo8FA5LFuLNP2aW6VqHwauRcExgYuIxlhzXVwkExl9m9krEWZNZkIUmz6YKa5ptGwTZ0DkMjXWuA0fMApQ3YNFwZbx2QkyZ2w/uxdVLrPmPyIf3SBiaheZcrnIGc+LhBi7e5wriWZl5gQzXGAQQnwbCtxuGJ4eq3xu8GD9cqBSAgmIU3RTAjHhjp/oRmbEqagbthlEbqCVCLNnUwj0pg+oNIHRAAyv62LVGaxtCkYcBcDPDKPdMe4UrM6wY7HIp7/X7h9xvchpT8If5p118THio0I7CNxyc4kwNnggxPfhUay7jRMcJNMGa3YHZH8XVWtRqEBAj04iwQxCzaltNkjbZntK6iyRu0ApEWYLbQpi+d1AqCKJ01mQaAZKzeLCSOjRW3g6veIvrtgv8sE12v0pV4ic/DDC5n2/Hj4ewcXxEDYFNL7B4ZAJZoT4PhS4PYCT8vAMrTzO6n3lAVMCy2JPcCJ6ay1IhqZpVRTW7Ksw7DZzJAmPNgUIXC3ymhHvWqJdSkyEJWKOLHajdjDrc1qbRBZcJtJYKdJ/isgpj1Dc2rGqITESXvv9pdooDEaonLnoJ4R4BwpcB5iQnaAaGSB5amthtQRSDVxH/be2HJaTKBGhwVJZ36JaswZSiTBraFM4FMHNiHet1BQSFyEqgNHKhekVFBz137qVL+8Uyf9FJCopYEuBOYJ+8aE3sUk2X3ARQnwbClwHiAgNkUkDtLa/mw5WWcSfkdE/Y1f+0p5ApvykAYmWbaZHhAOhRFhXNgWUykKpq0Ciqr5FGlvaVaUJR2vfdmdTMJoP91CThz4WuOvf1RLLJEjkrJdFEgf07fv7EfrFh+65p/+WEP+AAtdB0LgAESg0tIFVweg4W0HBHkPSYiU9LkIlq6H1cSCVCLO1KaDUFQrEG9FH2h1FZg92alx4r4Z19USzUoNVUrB4cM3JTH1C8VaRT2/V7h97u8jw2X333n6IbXQ9JUAb/xDib1DgOgFqUOIcXVDZKFsLqgPEotC7zO5p5m2WV9EgeRX1hvPfOhLhhrDLTtSqKehdqAKFwirdntC7Rhd69QXUIW0ziKcbfuKWNjSv6HkUwG001Yi8+xutBe+Q40Vm3tk372sQgYscSa/YSQghTkOB6wQ4sE0ZqFkVUALLqBUCMPyOaCOIi+jdwTwhOkxGZWq1cRHFte7pboQKCo42wcix2BTqA8amgM9ZbI649lbgQgDCBw9tq3eTMkqCGZIU+yRpCfvdx78VKdspEt9f61IW7KXSZH6EtaBNjA5XlWIIIb4PBa6TDM+IU21oca74cVepIZsZ1JmH3xGtcEcx+XFZ8SoSjFqoGw9WibFq4IY53P450GwKFfUtqh4yPndydO+HdQ/ZFJoDroOZW1j5b5EtH4kEh2pJZTGpffO+fk50eIiyIgFX6jgTQrwDBa4LoCc8ruobmtuVyDVaGazeVlCwBbVPYe8A2wtrpLK+OSBKhAW6TUGvngAftjuiXofq4RorgtsnQ965q0QW36PdP+nvIjmHe/49DQLqE2MkCrCCAiH+AwWui4Lt6OGp6qoeNT43GCQqaZtg5qh4c4T+iVGSnRSlhphX76vw+2H6Q9nvjm+jQLMpHCoP1jt7QqeOZgZJNDvU5MHDCWZ1pSILLhdpbxUZe6bIEdd59v0MCKxp4/rHy0Dzb5gQ4vtQ4LoIoi5HDNGiklvyqw2VQFXb1OZ2gaufJHBRAIGyp1SrKen3HmUnkoMyEyIDxqaAbeQu/60OyjMhEIxuUroH2p/pE4tCe5vIwqtEqg+KpAwXOf1fbObg4sXVhOxE+m8J8SMocHvBwJQYGdlP63L28+4yw9TH1f2l7rIo6GB547MT1P1fD1T6rX8ZDR4cLRFmG/nXbQqowmE0a4s15fXN0tpmUk0akszDu70FNg+9Bqm/R3HhTYbFyeM1cL9/WGTP9yJh0SLnvyESEee59yKEEB+CAreXTMpJkpTYcFXuZ/nOEkOUMNKFursjuGBkRpzqSoUo3PrcSgm0JhjDMmJVWSiUTVu6o0RaDFJVojv/LTyM7iLV4sNtNoT/Nio8WF0EeIRtn4v88A/t/rynRNJHe+Z9CCHEB6HA7e0GDA6So4elqra05XUthmho4AkPrvX2mjpIK7W2u6TOL0utOVsizJr0uEg5dkSaiv4WVDXKkq1FfhvJdkTg9ktwjz1BJy3WGIlmuj3BYwlmuatF3r9Suz/tapEJ53nmfQghxEehwHXT0PtRw1LU/V3FtbKnpFb8eegU0VVPWBSsRd7QtBh1f/PBaj9u8hDmcsLdrNHplouixVuKDOEp1cEohl7KKyPOzQLXHMGtNJcg8/8EMw8I3NJdIv87X6S1QWT4SSInP+z+9yCEEB+HAtdNoB3rBLO/dM2+Cr8thaVHbyG+PDZ0KiKjs7TmD4XVjX4XwTxUAze0V0krJ47NUPWBsbzFm4ukzM+jkjr4HGjPjMYMenkldxEZFmKJnPtzFNdjJcJqi0XePEukvkwka5LIOa+KhLDzFiEk8KDAdSNjs+JVpjxO7st2lvplhMndNXC7ApGr5JgwlazlbxUo9OHluF5uI2yDOWP7qe2AqPmSrcWSX9kg/g5K57mzeoIRbQrV5oskt1ZQaKoVeetckcr9IkmDRC5aIBKhJcESQkigQYHrRpBMM31oiorKYRh75d4y8Tc8mWBmy4Bkzaawv6ze8CXCuotInjA6w3JhhMQzf7a4dKx/qwlRd5MWF+7XAhcWDn2kxG0WhbYWrdZtwa8i0Skil3wgEpvmnmUTQogfQoHrZiBYZgxLVfU6c8sb5IAfibcOCWaRfSBwU6ItEb8Gs2g0aomw7ggLCZbjRqTJoFStBfSKPeWyyU+bh7S2tVuEp6ciuJaWvbXNfllqDX5rfM9hIW7ah7CwT28V2fW1SGiUyEXviaQMdceqEkKI30KB66ET8Bizx3RzfpWfRnDdI966A1FilFjzp/a1vSkR1lN1iaOGplr2mw15VbJ6X7nfdTxTotMEi0uIWyLc9oBvFeIQdXYrzV5Wf/Tfus2e8P1DIr+8KRIULHLuayLZU92zXEII8WM8H6YLUEb2i5NtBTVSUd+ifJVZ5gL//iNw+yYxZWBKtJTVNiuBi23Wp2BYt6VBpLWx8626j9sGkaAQkch4kYh4aawJkYimdolPSPfIKk3MSZSosBBVbm5nUa1K2EqJjVBD2RB2mNwVOfYESBrUK2W4DLZ7U41IeIxIWFSnzluwAuEiEmXWEC3Wmz94HFxsIImrYq9I+R7N85oxRqTfeJFILcHUEaobWt2XYLb2NZGlj2j3T31CZOTJvV8mIYQYAApcDxERGqKK+kPkbs6v9huBq1sUEIHrCwYkR8u6/ZWqMxXe263Jba3NIpUHDgkSNZnvIxGnzflKFxj4tQz+hkRYhK+6jU4V6TdOJPMwkcyJWqKPC00OIPQhcn/aXarKiGGyBtFLRP9SpEqyin+QpLxvJaJmvwSjkD/eO2uiSL8JIlGJ4lf+W3xXK14QWfe6SLPuQw4SCY/VxK5lipWppggpbwmTiN1pImOPFRl4lEjigN5/gPZ2kZp8q/1F32fM+01LFy2mk4ce2vbq+z9MJEqr92xLVV2jRDfkS7+yCpHyQm25ah/dpyWF4bNgyjmi+85j278U+fQ27f6xd4hMvaL3n58QQgxCkMnfxkA9RHV1tSQkJEhVVZXEx2vDxL0FvtKPfz2ohmxnj0nvXVSrD8D6fvjLQaXJzp+a02d917/ZUiTFNU0yaUCijM50ctu3tWpitWzXoUkXI1W5IiYHK1nAuxgWaXVrnhBBbG8VaawWaaqW1vpKCW3tQuTYgqieLnaV+JkkkjQYfgSHXg7Bj+2CmqkY1q6qb5aQsm2SVbRU+hd/L6mVGyRIuvn54r06iK6JItHJ4ilQNWThujwV6Jw/Mcvxi5X8X0V++pfI5g9FTL3wYicM0IThoBkiA2eIJA/p/gKjuU6kaItI4QaRok0ihRtFijaLtHRnlwkSScgRSR6siW28BvuZPRIHats+faxIQ4VFyLaV75WQdgesFRg5wPemf54BRx4SzXlrRV4/TVvXiZeIzH/GpYspQggxql6jwHVygznLyj1lqmNXVmKkzBzpmWFtd4GuYt9sKVbR2/kT+7u+oPY2bYi5qdoiDA/dVh16DkO8YZFS2hop+2pCJDw2SSYMzTkUEUX0KiJBu99QKVK2UxOwpbjdrf0PMdudWAiL1oQOoqm4VdNg7X8IUAja0AiHxQEuWOobm2X20GhJC2syfy7z56nK08QSBFvxFvsRYnw2DGkj2hibLhKTLhKbod1XU4YmYvT1QRR6/48iO74U2f65FuW0oiZ5nOSlHSfFMSNkqORKdsN2kYL1neazgPfNniYyYLoWIcwYKxLsZLQeChaiLm+1SN4akdoiFTEuSZwg31b3l6iYODn9sKyeI6W7vhH56WmRfcsOPT74OJGjbhEZerwm3iBCO0210tpUK7/uypOYhnwZ0bRRQvCZbcVxbL9Dgrf/VM1egO9HCdlN2j5k7wIhOEwkaaB2gWC9z+AW2w/7izV1ZVr1AqyDfluxr9uP3xYUqvbBkBR9+eZ9FOu4/yeR/cvtfIdBIhnjRAZOF9n0gUh9qciw2SIXvsNat4SQgKGaAtczG8yVjOlPNxQoTXDKuH6S1Fd+QRfYW1onP+8uU8PLKF3VCXyI+nJtCLe6QKTGPFXnm2/N/+PE25cg0poyTMscxy2Gi3VBAsHopsgWMvbfXZOrNsOZk/p374WFMC3ZqokdCF7cQlTB29sTEFhK/KZqAh7i2doWMeQ4kZGniIw4WSQ+SwqqGuS7bSWqOQfWS0Xe8T1ZCy6sA4bBbQmPE8mZJpJzpBYhRIISIpPWNNdry4GgzV1lFrWF9rdRUIg0JI2WmKFY1uHa8qwjqa1NIhveE/n5GZGSbYcilePOFjnqt1rE0kG+3FSg7BtosDIuNVhbNyUOfxQ5uNYxCwpEMGwluOiAeIS1A+sb0kurDCK2BRu07VayXYucJw+R+tgB8nVBjDTF9JNzpw1SfuIuqcwVOfCzyL7l2ufCBZ01iMhf/hlr3RJCAopqClzPbDBX+HFXqar1ioQqlBDzVVCaCtn7wxKD5PC4Uu3EDBFSskO7RdTOGd+qxaMaZxWVxW2CdgshBcHXWCXFpSXSVl8lCcENEt1eZ47w1lgNF5uHhlMhZIdrQlbdHyYSn+3wsD/AcP+vuZUyMiNO+iVEOvW6zzYUqBJh503LEZeS2rBNMQyOCwFE6xD9rCs+dB/CyJaYNJERc0RGzhUZMrOTAIXwhrUEzSKOH5WmuurZBVFwCC4IQQin3NUizTV2hsUnaIIX1gyIWghz3LcmOFQThYgGx2WK5P8ijXtXSGRjcef3RV1WzIeI6KaF2ufVxfWUy0SOvEEkIdvlC7KQYJGTx2V2TNpCsiCEuB4NzV8vEp+prbNFzI7XLiT6kIOVDbJ0e4kkRofJ3PGZzr24pkjkAD7PT9p+MufBPl9/QgjxNhS4HtpgrlBR1yxfbCpUQazTJmR6rHyS08AuULxNpBRCdrtU7N8oYRU7JbYhv/vXIZkKogaCQd1micT1E4nL0h5D1FQN/zueaLSruFZW7S3vfOKHKITQhRcWUy9BW+CvNhdKXVOb0yJDFydJ0WFyirPixFEQ4awrMQveYk3cwrvbg4DHtsM2HJIWI0cOSXHcSgKxnbtSE7wHVopU53Ud6USkF0IVkVlEWsO1OsagqbVNFq49KNENhXJKUq5EFKzVxDEEte1FUXx/TdROvtSp6gP2+G57sRRUNkpaXITMHp3efUTUB9iSX60urnz9YpcQQvxdr7GKQh8AW0JmYqQ6EW8tqJHDB3su0ccpVjyv1dA0k2QrYtNGiaSNPDQhAgch64RwdZSc5ChZs0+ksl5LqLJE40LC3JYYhUgnoukQtwDvpZfhctRuAjx6gYJti2imkxFNCCYI3Nzyejl8ULJjCYLB5mgtpsOvOTQsDsGLKC+eh8UAghbr0414LDa35w1LzpGICYeLHHb2IcEOzyvELkYBBhwlMu4st3lG8VkRVUcVDnz+4Rl9XGrOxTbPbutgRgghxPcEbltbm7z11lvy1VdfSW1trYwdO1ZuvPFGyc7ueHJfuXKlPPfcc1JUVCTjx4+XO+64Q9LS0pyex5uMzYpXAhdtWMf3T/CNWqYQrYi6KgE7Sn5tTJeSyMEyecoRkpLeQ5KQB8qqwS6QX9mour+Nz+5dZM8e6w5UqK5poSFBkhQdrkTRntI6JwRu33V5c5b0uAiJCg+WhuZ2KahulP6ulqVLzNGm8ee4pzwYBLsSyZ5pPoBKDRMHJMqafRXyS26lKsfn1lJzHmvy4LvrSAghRsCrncwuu+wy+emnn+SMM86Qyy+/XNavXy9TpkyRgwcPWuZZvny5HHPMMUqsXnPNNbJ27VqZMWOG1NXVOTWPt0GJMAyjomTY1kKrpCFvMuYMkT9sFbn0I2mb85BsyTpHSpKnSEySnQSzPmBgiuYt3V/u/u9tV3GN7CjSaqtOH5KiEpPAvtI61V7WEWobPdPFzB1gaB41hcH+sr7f73Hh4Mn2vN0xPD1W/bbQ2WzVvnLxZVDyzW1NHgghhPimwH3++eflhRdekHPPPVfOPPNM+eCDD6S8vFy+/vpryzz33HOPzJ8/Xx577DE5++yz5ZNPPpGCggJ56aWXnJrHF9DbsO4qqlWeRa9jNeRc16yJNyRQRYZ5J7qMqCMShtDpCb5ld1Fc3agifADCNic5WkU8UQ6tpc0kuRUNTg0v+6LABQOStQuEvIoGh0W7O4CvWY9MQmh6Q9zD9gNXBkZJcNHiq3Wmsb/hZ+czPnxCCDEoXhW4cXEd/XLr1q1TtoUxY8ao/+vr61V09vTTT7fMExsbK7Nnz5bFixc7PI+vAAGHBKXWdpNqw+qbHcy8J97CQ4MtFQD2l3dXbN+5z7VsZ6mKnMOnOq5/gkUUDU2LVfdhG+mJtnaT1DdrFyVxfdTG2FlSY8OVaEckE21s+wrdnoB921sXR4iI6t8t2hxDdHsaZ3vk6BdI+I2F9FETFUIICVS8KnDBqlWrZObMmTJ58mSZN2+eLFy4UA4//HD1XF5enrS3t0v//h2bDuD//fv3OzyPPZqamlQmnvXUl1Hc7YU1fRplc3T43dv+0kG6TcENw+wtbe2ydEeJKp+VHBMmR9gk9w1OjbEMr+sJZF1R29Sq6t/Cv+sT/mk7QLQjOg1Qlq7P7QlOlFzzBGMy41VlDHzfELmeAkJ1ydYiWbjuoJQ7MdJg8d/66AgAIYQYCa8L3GHDhsl9990nd999t0ybNk3++Mc/Wjy4zc3aySMqqmPCTHR0tOU5R+axx0MPPaTKTOhTTo4LdU1dICcpWolInIR3ORA57Csg4EBshHfFGzq+wSaBSgeltZpwcjW6tmJPmaqUEBkWLMcMT5NQ+B+sQCQt0yzK9pTUObR94nw4gcn6AiG/skEJ/L6g0JJg5l2Bi8oRKJEGCwAEfl6Fe0U+qnCgzNcXGwuUqEdr4jVOeH7pvyWEkAASuMnJySqCe84558iiRYuUMHnyySfVc0lJWuGqsrKyDq/B//pzjsxjj7vuukvVUNOn3Nwu+sl74CQ8JlOzZmwrqFEnTV9AL50V6+Xhd4jQ/knaxcqBXtgUNh2sltzyBuXLhLjtynqh2xTQNKC7Iec+KRHmBpJjwtUFFGwwELmeBhYQRP8hKtMcrEbh6c8/qp/2+1q9r1yJUHcAT/jiLYWqhi2uG/olRKgLsdLaZlX1w6kSYUwwI4QQ4wtca0JDQyUzM1OV+tJtBunp6cqba83q1atl0qRJDs9jj4iICFUg2HrqKwanxqqSTvB07vVAxjsaEqDwvzMn99om3R/o/eF3vRoAhIOzPkeAWrAbD1ap+9MGJ3eb+AQxDe8vvovufKu+XCLMloF9aFPQ/bcQltiOvgDK8OF7Qsk0CNLeAO/1hrxK1RwEbYHDQhAlTpZZozJklPlC9dc8iF6TwxYFVlAghBDP47UzUmNjozz77LMqqUwHSWEQpieddJLlMZQPe/nlly2iF1HejRs3qsedmceXQILJqH6aoMaQpysirivgCVy+s0QVvd+Ur4k8R6i1RHC9L+BQyxRCAqKzxEmbAiJtaN8KRvaLs0Rou/suBqdG92hT8OUSYbYgmQ4gguuuCKY9kMiFyLcv2BNsRwF0vzV+B7oIdxZYZL7YVKBGA6Bf0YzktAlZMsS8T43OjFcXqtg3dhTZtDy2Ad8DBDdgkwdCCPE8Xjtbh4WFyd69eyUrK0sGDhwolZWVUlJSovy4F198sWU+/L9161bl1R08eLDs3LlTnnjiCZk+fbpT8/gaw9JjZXN+tYoMYih9gFmU9AaUHlu2s0QNoYIdhTUyMiOux8oIOPnqQsgXiuRDdGYnRSvxhCguagg7Krh+2FmihufhrZ2Uk+jQ64akxsr2wlrl2cQy7FUC8PUSYdYkRoerKCEihvhMuiBzF7DV7CiukY15VZayVzlmW4mvAMGN3xgE7sq95TJ3XL9OHuyuQPLn+rwqlQgK4OGeNijZksCnExYSLOP7J6rRkk0Hq1TSYldVJPT9B4LYVyLdhBBiZLx2tg4JCVF1a//6178qcRoTE6PEKawD1iB5DHVt9+zZoyK0I0eOVL5dZ+fxNXByHJERq6JDWwqqei1wtaSqcuWlhc0gKixE+QM35FXJ9KEpDiVQ4USO9fIFsD2UwC2vlykDk1SFgO6AEP4lt0J9fgxPHzUsxbF2teZWyqiygCHofWV1lui6P5UIsxfFxXePcmvuFLgQzL8cqLRYNlAabPLAJIe7wfUlE3MS5WBlvYqwwrIyaUCS3d8NEj61qU3tP7Ak6J50iNbJAxNVpz17DE2LUdFbJDNuzq+SKQOTu00wY/SWEEL6Bq+Ho1DtAN3LemLIkCFq6u08vsSIjDiVaAZhheFkDM27ypaCajlY0aAaJSCpqt1kksWbi5RgQ/mkhOgwn66Ba0tmfKSKdDW2tEtxTVOXQ+CwZKAkFNrugujwEDluRFqXgqQrYGUor6tQNgVbgesPJcJsQbQRAreoqrHLqLQzVNY3q1bHhVVNlouhCdmJSuD1dPHhLbD/IPL6w45S2VZYo0YpEHHG9tAFLW7tOYRwkYjX9vSbxGefNCBRvttWompbD8+IsytiD7Xo9Y8LJEII8Xd8I1wXoEB0DE3XomvwjbpaFgseQ4gZgAgSEn5SYyOUZxAnbyTB+FsJLERf9WFve52p0BUK2+zLTYVK3CKjHclFp03IdCmJB22CcXGASFyZzfdgqaDgQ9unJ7ANEF2FdxSdzVwFYhBD8F9sKlTiFtsItZznHZalLAC+Km51YHVBNBu/g90l2ogALpggOHHxpItbeL4R+U+JDZfRmXEyd3ymwxecaE6SmRiptvWvB+z/1qrNEW8mmBFCSN/gP2dsgzKuf7wSaIhEfru1WGYMT1UdzxwFQu/HXaXqRI3hVIgOHUTYIG4Q2cV7dFVNoNYHI7i66IQoQSvdae0mJXrhj0Q0Dsl58NqCQanRajg6Ojy0V9E+1CjeV1Yve0rrOgy5Wy4AfLxEmD2bR0V9lWqaYb1fOAJsGfCgYtgdUU+1vORomTgg0ScSEZ0BkVisM7Q4IvsRocHq4tL61lE7S1dMzkmSz6sK1O8NraHTbUYcDjV58K99iBBC/BVGcL0MTrgnjE5XESAIth92aBUQHE32Wb6rVEWi0MFp2qCOHkNEi4aYu3V1Vy7JVwVuelyEGgrH0HJBdaOK5H62sUBFq7Gt0Jr2pLEZctTQ1F6JWx09mo73se4y508lwmwvEAAilrgQchRYVlA9APsMxC1GBGaPSZejh6f6nbjVL14Oy0lUF3yorDEoNUb6JUQq7zUsJ70VtwAWIP0iAlYO68oouFjQbUCM4BJCSN9AgesDILHruOFpMiQtRkVi9azsnoD1AJFZDK9CfNjLEh+fnaCGlTEf6uP6UwksCA+9Ju6PO0vlp91lliS6GcNS5KSx/ZQVw52CGsuGqEPUuHOTB9/aPj0BMYohd+xTuQ529cJn/WZrkVQ3tKqMf9R8nTM2w+FKFoEMLDLwaWvJivUdtim+gzA/8nATQoi/Q4HrI+htRsdmaQlOiFKu3FPWZaczNDNAghrA67oa+kRkE8lsYH1uZaeau/jfF5PMdPTqEojYwmc7ITtBTh2faYlOuhP4SfW6uXus2ijrEVx/E7jWNXEdafqAUlZLthariwh81jlj+6kKDL7us/UVYHc49PuttIwC4GIBMMGMEEL6DgpcHwNDqbAaQFPAf7psV2mH4XJdiKzYozUzQDcl2/qctiApCNEjJFBZR5ZAQ0ubSo7BKG10LzPtPQHav2L9R/aLVYlN41SUzHO7LXzMoKi6SUXe/LFEmDV6BBwRfP1Cxh7wiC7ZWqQ+a3xUqMweneEW20egodWdDlEXCfCKd2jRS/8tIYT0GRS4PghKDR09LFVZC5Ag9u22YpXNDiB2l+8sVcPoSBqbmJ3okM8XIlGPLFm3FdX9t9ERoW7xIrobRA+RQIbqEH0xvIsoNppEANTh9ccSYdZApOrJhagg0FUJMIhbdNqClxvi1h8/qy+Ai6/DzL9JlO7D75YtegkhpO+hwPVREJU9flS6SpBBwwb4IiG2Vu+rUJFYJF9BBDsqShFZgqcSkSXrJDbdfxsbQUGjc8imUGcp0O9PJcJsGdSNTQGtjWFLQKIiyorNGpXe65q5gQ5sIUjMa20zKauRpclDlP/uQ4QQ4m9Q4PowSOw5cXSGGvKEj++LjQUqqgj7woxhqU5F2RBZQhIMQAKb3ppX79gUw+FoC/2TotSFBYbr9YsBfysRZnuxhH0Gpej0hDmAer9LthWrZgcQZLNGU9y6a9QB3c/A7pJaNnkghBAvQIHr46D80IljMtTQsV6PFIlWXXX26o4hqbEqeQiCZlthtXqspqnFL0tgeZKQ4CAZnKpFPQuqGv02wUwHEdmM+I42BTQVgfUFFzoot4bIrbPd30j3F6d6oxXd4x7Li0hCCOkzKHD9xEcJXyTKiCGpDK13XQF2Bt0fiAoM8AfqEVx/rG/qSXAxYI2/XwAMSNaS5w6UoZNXoxK3uo9bt8IQ9wLvuO4gQgUFX/S4E0KIUeFZzU+AAEE5sMkDUGEhqFdlt5Q/sN2krAq1egSXArcDaAKQHHPIluDPEVyAaCL0VUV9i3y3rVj5QxHVPX5kmqrDTNwPbC1IGAVJ0eHcxIQQ0ofwzBaATBqgRXHhL0XmvK/WwPWVZDN/LRFmDewH6N4FUHUOlSKOG5Hm0ZJrRGRSTqIcMSRZRXMJIYT0HTy7BSDw70Lg6NXCUAKLmfOdQTOJ6PAQ5X82QtksvZUskuiOpbjtE2BLwIWSEfYfQgjxJxi2C+CGEgVVheo+7Qld20JOnZApwQbp5JWdFC1nTupPsUUIIcTwMIIboMCHq7dx9Xd/qSeBPxVVFYwCI4mEEEICASqbAGbKwCQVpbT2mhJCCCGE+DsUuAEMfLfTBiV7ezUIIYQQQtwKLQqEEEIIIcRQUOASQgghhBBDQYFLCCGEEEIMBQUuIYQQQggxFBS4hBBCCCHEUFDgEkIIIYQQQ0GBSwghhBBCDAXr4JoxmUzqtrq62pvfByGEEEII6QJdp+m6rSsocM2UlZWp25ycnG43GCGEEEII8b5uS0hI6PJ5ClwzyclaR68DBw50u8HAtGnTZPXq1T1ufEfn88Qy+d7c5tzX+BtDpAMX7bm5uRIfH89jC4+pPJfwHOr32qGqqkoGDBhg0W1dQYFrJjhYsyND3PZ0IggJCelxHmfm88Qy+d7c5tzX+BvTwTGDxzUeU3ku4TnUKNrBWrd1+bzDSyIWbrrpJrfO54ll8r25zbmv8TfmDDy28JjKcwnPoTf5iW5xhCBTTy7dAAFDeYjeIvTtzBUEIYT4KjyuEUIC9bjGCK6ZiIgI+ctf/qJuCSHECPC4RggJ1OMaI7iEEEIIIcRQMIJLCCGEEEIMBQVuLyktLZXf//73cswxx8j8+fPl008/7TTPTz/9JFdddZUce+yxct5558kHH3wggUJzc7O8/fbbctJJJ8mMGTPsztPe3i7PP/+8nHjiiXL88cfLww8/rF4XKKxatUquuOIKmTp1qixdurTT86eeeqp6zna6++67xehg33j33XflwgsvlJkzZ8o111wjmzZt6nL+oqIi9VvEb40QnZ9//lnOP/98dQy6+uqrZc+ePZ32s1dffVXOOOMMOfroo+WCCy6QL7/8MmA2YEFBgTzwwANy5JFHyr333tvp+a1bt9o9BnX3WzQS69evVwlQOAade+658t5773VqMuDIPEaloqJCHnroIZk7d66ccsopcv/99yt/rO1v7JVXXlG/MRyjb731VikuLvbsiiHJjLhGY2OjaezYsabjjjvO9Pnnn5v+8Y9/mEJCQkwLFiywzPPJJ5+YTjrpJNPrr79u+uGHH0xPPvmkKTIy0vTPf/4zIDb7EUccYbrgggtM119/vSkiIsLuPH/6059MycnJpjfeeMO0cOFC06BBg9RrAoGHH37YNHXqVNO//vUvHAlNH374Yad51q9fb1q9erVlev/999W8r7zyisno3HzzzWpfePvtt03fffed6cYbbzSFh4ebVq5c2Wne9vZ29Vs77LDDTDExMV5ZX+J7YF/BPnP77bebFi9ebDrnnHNMGRkZpqKiIss8f/nLX0wJCQmml19+2bRs2TLTAw88YAoODjZ98MEHJqOzdetWU05Ojunuu+82TZs2zXTxxRd3mgfHHRxz8Bu0PhbV1taajM63335rmjRpkunZZ581ff/996bnn3/eFB8fb/q///s/p+YxMqNGjVL7D3TQokWL1H40YcIEU319vWUeaIB+/fqZ/vvf/6rtddFFF5mGDRvm0X2IArcXQGDgwFleXm557IYbbjCNGDHC8n9DQ0On11155ZWmo446yhQIVFdXq9uXXnrJrsAtLS01hYWFqQsAnSVLlqiD6YYNG0yBsn1qamq6FLi23Hvvvaa4uLiAOLnU1dV1euzwww83XX755XYvFk455RR1sUCBS3SwT2DSaWlpMWVlZakTsg7ECS6mrDn66KNNV1xxRUAEapqbm9X9OXPmdCtwKyoqTIGGtUjTQTALAhYX1Y7OE0jH6QMHDqj95dNPP7Wc33DBaH2eb21tNWVnZ5sef/xxj60XLQq9YMmSJXLUUUdJUlKS5bF58+bJjh07JC8vT/0fGRnZqbzF2rVrZfLkyRIIxMXFdfv8Dz/8IC0tLWoYXgdDPHgdtm+gbx9bMMzz2muvyUUXXSQxMTFidKKjo+0+hn3GmpUrV8rTTz+thpkJsf69fP/99x2OL6GhoXLyySd3OL4cfvjhqoNSQ0ODZcgex3EM2RsdZKKHhYU5NC+G3nF8vuGGG2T79u0SCERFRdk9BrW2tqr9y9F5Auk4HWXeHvpxurKyUm2HzMzMDk0d0tLS5Ouvv/bYelHg9gK09c3KyurwmP4/nrMGB9jDDjtMPY92dE888URv3towYDvhAJuSktKhO0lGRkanbUhEHQywXeBFDURwQQSf8llnnWV5DF4veHRfeOEFtd8QolNSUqJEq73jtPXxBRdH48aNU4+PHz9eRo4cKXfccYdce+213JhmTjvtNCVs77rrLqmtrZUJEyao/IFAA5/9ySefVDk3EGmuzmNkHnjgARX4w8UQyM7OlqFDh6pjtJ5fgwvPDRs2yP79+z22HmzV2wtwdWJbh832ykUHBmxEb1esWCF//etfVQQXB4tAB9spPDy80+PYjrbbkIgy6U+aNEmmTJkScJtj165dKoJ0+eWXdxC4ECFz5sxRoyeEWKMfQ+wdp62PLy+99JJK/kWC6+jRo2XZsmWW4zQSXwMdiNlFixZZ/sfvDQmdELuBMNKmg30GCYiIRuKiyNV5jMx//vMfefbZZ9XvKTEx0fL4ggUL5JJLLlEXkampqRIUFKQCf0hg9BQUuL0AUceysrJOVRX052wPEAAZuvgB3HnnnXL99derLzmQwXaqqalR28R6mAzb0XYbBjrY1z7++GMVGQg0kPU+a9YsNUGM6DQ2Nqps5bFjx6qsbuuonV5pwloMk8AiOTlZHWPtHaf140tbW5v86U9/UoL2uuuuU4+hCse2bdvU/oMKDIGOvSAEfouPP/64BAqwG2CkCJUjMIoEkebKPEbmzTffVLrm9ddf7xRwQGAG2+XgwYPqnI9RknPOOUf69+/vsfWhRaEX4OoeflrrUiDwAsbGxsqIESO6fB2GUXVRF+joXmT433Ryc3OlsLAwYHzKjvLGG28o/yD8t4HE3r17VRRt+vTp6gBqPeSHyBz2HfiSMfyFCeWg8DjuoxwNCVzgDcSJ1Pr4oh+n9eNLU1OT1NfXS79+/TrMA78gyh8R++Tn56tzXSAA4Yrj7po1a9TQ+sCBA12ax8i8/fbbqhwqIrhdnaNwsQm7AkZJEIT49ttvVQlRj+Gx9LUAYOfOnaoCAEqCgOLiYtOQIUNUJQUdVA/YtWuX5f+DBw+qMkYnnniiKZDoqooCQEmRk08+WWU3I+MUVSZQtgbZvYGCI1UUxo0bZ7d6gJHZt2+faeDAgabzzjtP7R+OwCoKxJrHHntMlSHcvn27+v+LL74wBQUFqWot1pU5Zs6cqX6HIC8vzzRgwADTtddeG1Abs6sqCiifpm8/gFJq0dHRHSpRGBVk+59//vnqOLR3716X5zEy77zzjqoo9eabb3Y5D85te/bsUfdxbr/00kvVed6TlTkocN3wxaJ+InZs1Lc99dRTO5RvQk08CFqUw0D5MMyDup6FhYWmQAAHwClTpqjtg5MK7mPauHGjZZ7du3ermnmJiYmm9PR0VQcXZWkCAewf2B4oUwSBO3ToUPW/bekU1PLE8z/++KMpkDj33HPV5544caJl38HUndCnwCW24uPqq69WJ2AEIHAMhui1Ztu2bUrkoqzTmDFj1Dynn356wJTFQr1y/K7w+XExgPtz5861PL906VL1G8R5DMdniNu77rrLUl7MyLz77rvqGIRzmPUxCJNeS9mReYz8+woNDVWlK20/O2rb66xdu1bVyx05cqQ616NU6o4dOzy6bkH447n4cGAAHyASYOD3ss3W1UHZGSSZDRgwwG5JESN7J8vLyzs9jiEK2zJX2IYY5oG9A5UUAgGUT8HntmdjycnJsfyPhA6Ungu05LLdu3fbHSbG0OioUaPsvgYeXGwreL4Isfbd4jg8aNCgLsvzobMS9h8MoyYkJATMxrO12um+Wz13RAfbr66uTm1D2KUCAZy/bDvf6aAyEnJHHJnHyKxZs8bu4ziHWVe2wT62c+dOdfzuSiu5EwpcQgghhBBiKAIjTEYIIYQQQgIGClxCCCGEEGIoKHAJIYQQQoihoMAlhBBCCCGGggKXEEIIIYQYCgpcQgghhBBiKChwCSGEEEKIoaDAJYQQQgghhoIClxBCCCGEGAoKXEIIIYQQYigocAkhhBBCiKGgwCWEEEIIIYaCApcQQgghhBgKClxCCCGEEGIoKHAJIYQQQoihoMAlhBBCCCGGggKXEEIIIYQYCgpcQgghhBBiKChwCSGEEEKIoaDAJYQQQgghhoIClxBCCCGEGAoKXEIIIYQQYigocAkhhBBCiKGgwCWEEEIIIYaCApcQQgghhBgKwwrcp556SkaNGiV///vfOzx+8OBB9fjmzZu9tm6EEOIsbW1t6tiFafTo0TJ58mQ57bTT1DEOxzVCCCEBIHBLSkpk586dnQ7+LS0tsn37dmloaPDq+hFCiDOYTCZ17Lrqqqvkww8/lFdffVWuuOIK+fnnn5Xo/eKLL7hBCSHE6AIXIMoxbtw4+ctf/tLtfAsXLpSTTjpJDjvsMDnnnHNk7dq1lue++eYbmThxojQ2NnZ4zdNPPy3z5s3z2LoTQog9MjMzlaDF8erss8+WTz/9VC688EK56KKLpLKy0jJffX293H///TJ9+nQ13XrrrVJeXt5hWZjnb3/7m8yYMUOOOuoo+cc//qEixYQQ4u8YWuACHLBfe+012bJli93nFyxYIBdffLEa6nvxxRelf//+cvTRR6voL8BBf/fu3bJo0aIOr3vhhRdkypQpffIZCCGkO/7v//5PiVuIXQCROnfuXFm1apU8+OCD8uSTT0pRUZEce+yxahQLtLa2qgv7d999V+644w55/PHHpaysTF5++WVubEKI3xMqBmfmzJly4oknyp133imffPJJp+f//Oc/y+9+9zu55ZZb1P9HHHGEiuDipIAhwOjoaDnzzDPlzTfflHPPPVfNs27dOtm6datccsklff55CCHElgEDBkhiYqKyMICPPvpItm3bJvv375eIiAj12H//+1/Jzs6Wzz//XObPn69GrtasWaMu5nNyctQ8iPRC+BJCiL9jeIELHnnkEZk0aZIsW7bMciAH8OHu2LFDZs2a1WH+2bNnqxOEDoQsIrwY3ktOTpa33npLCeFhw4b16ecghJCuCAsLs0RncayrqalRo0zw7mIC1dXV6pgHfvzxR5kwYUKHYyIIDQ2I0wIhxOAExJEMB3HYEDAM97///a+DwMWBPyoqqsP8+B/eNJ0TTjhBUlJSlJ3hmmuukXfeeUfuuuuuPv0MhBDSFbW1tcpegAitfmxDDgJGnmxJS0tTt01NTWqEihBCjEhACFyARIqRI0fKBx98YHkM0dikpCTZuHGj8qbpbNiwQYYPH275PyQkRC644AIVuUXUtri4WM4///w+/wyEEGKPt99+W93OmTNH3eJYB28tBG9sbKzd1yBRDdUYIHR1GwMhhBgFwyeZ6QwcOFBuuummTnVxb7jhBnnssceUVw0sXbpU3n//ffW4NYgAL1++XB5++GF1EtGjIIQQ4i1Q3eU///mP/OEPf1BVEvQL80svvVRZFq699loV3QW4RdKtnkAL6xWS0X7/+99Lc3OzemzFihWdEmoJIcQfCRiBC+65555OJXCQfXzMMcfIiBEjJCsrS0499VS59957lefWmqlTp6p5UDaMyWWEEG8BqxWir0OGDFGjUM8995wqW4gqCDqpqamyZMkS2bt3r5oHPltMFRUVFhsDLtK/+uor5cVNSEiQfv36KaE8duxYfrmEEL8nyKRnHxiM0tJSlWQxePDgDo+j6QMeHzRokERGRloeR/IFXoMyYV0N1xUUFEhVVZUMHTpURUcIIaQvQWUEEBQUpI5f6enpnXIIbEFybF1dnRK2eJ09CgsLVXIZhDEhhBgBwwpcQgghhBASmASURYEQQgghhBgfClxCCCGEEGIoKHAJIYQQQoihoMAlhBBCCCGGwlCNHtrb2+XAgQMqE7ir4uZ6JQX0W0dtXFeWg1aXet1IHcyLMjuEEEIIIcS7GCKCizI4t912m6r3ePzxx6vSOXPnzlVC1hqI1iOOOEJ1+Zk4caKqJbl+/Xqnl3PSSSepZg/obqZP6HJGCCGEEEK8jyEE7vbt22XAgAGSl5enCpvjtrKyUn7zm990mA9CNC4uTvVsR83badOmyRlnnGGJxjq6HHD//ffLpk2bLBMKpBNCCCGEEO9j2Dq4r776qlxzzTWqlSUKmG/cuFEmTJggy5Ytk6OPPlrNs2/fPtUIAq0pbTuXdbUcgCYRiPQiuovGED0VWieEEEIIIX2HISK49ti8ebNkZmZaROnatWvV7eGHH26ZB0IV8+jPObIcHURsZ8+erVpczps3r5ONgRBCCCGEeAdDCtxVq1bJv/71L7nzzjstj8GWAHtCeHh4h3lTUlKUXcHR5YDf//73qqc7IsCwMqDN5XnnnaeS0wghhBBCiHcxnMDdsmWLshtceumlctNNN1keRwTWtvIBaGpqkrCwMIeXA373u99ZqivAovDoo4/KTz/9JDt37vTIZyKEEEIIIQEqcLdt2yYnnHCCEqYvvvhih+dycnKUmEXkVQcR16KiIvWco8uxR3Z2trrNzc1122chhBBCCCEBLnBRAQGlvU4++WR5+eWXJSgoqMPzxxxzjIrifv7555bHli9fLtXV1ep1ji7HXhR46dKlar4RI0Z45LMRQgghhJAAa/QAL+ysWbOUwIQ/FvYCHdS6hbBNS0uTm2++WVU/iIiIkOjoaGU1OOuss1RNXEeXs2TJEvn3v/+trAuwJ6xYsULuvfdeufbaa1WJMUIIIYQQ4l0MUSbs008/7ZQIpgNBmpGRoe63tbXJ008/LQsXLlSdzNCsAa/Ty3w5upzFixfLK6+8ogQx7A1IMMNECCGEEEK8jyEELiGEEEIIIYbz4BJCCCGEEAIocAkhhBBCiKGgwCWEEEIIIYaCApcQQgghhBgKClxCCCGEEGIoKHAJIYQQQoihoMAlhBBCCCGGggKXEEIIIYQYCgpcQgghhBBiKEK9vQKEEELsg0aT7777rrofFBSk2opnZWXJuHHjJDIy0unN1tjYKB999JGccsopkpCQwM1OCDEsbNVLCCE+Smtrq4SFhcmRRx4pAwcOlKamJtm1a5fs379frr76avn73/+uRK+jFBYWSmZmpmzcuFGJZEIIMSqM4BJCiI9z0003ySWXXGL5f/Xq1XLmmWfK3r175cMPP7Q8/t5770l7e7uEhIQoQTxp0iQlkPVo8Mcff6zuf/nll7Jp0yZJS0uTE044QT1WXV0tP//8s7o/ceJEycjI6ONPSQgh7oMClxBC/Ixp06bJc889J/Pnz5dVq1bJ4Ycfrh6HgG1ra1OR3w0bNihxCzGbk5OjBO4XX3yh5luyZImyKIwaNUoJ3IULF8o111wj48ePl+joaCV0ER2GsCaEEH+EFgVCCPFxi8Ibb7zRIYILmpubJTY2VgnR22+/vdNrEck977zzJC4uTl599dUuLQqIAkPYfvbZZ3Lcccepx9asWSPHHHOM/PLLL0oEE0KIv8EILiGE+CHh4eGSnJwsJSUlHR7fsmWL7NmzR2pra5UF4Ycffuh2Of/73/8kJSVFLWfBggUq0guw7GXLllHgEkL8EgpcQgjxUyBiY2Ji1P2GhgaZN2+eirrCwgALQm5urhQXF3e7jH379qlo8Pvvv9/hcURwU1NTPbr+hBDiKShwCSHED4HHtq6uTiWEAdgYdu7cqSoswLoAnnnmGbnvvvu6XU58fLwkJSXJO++80yfrTQghfQEbPRBCiJ+BcmF/+tOfZNCgQaqmre6v7d+/v0XcAiSPWaM/h3q4OieffLJs3bpVli5d2mHempoaNRFCiD/CCC4hhPg4K1askNDQUGUl2L17t/LNIonsk08+UV5ccNppp8nf/vY3ufXWW1UCGcqH/frrr6pkmLXAHTlypDzyyCOqzBhKgc2ePVuuvfZa9fqbb75Zhg4dKtu3b1evX7x4sUpSI4QQf4NVFAghxEeBiL3ooossnczQvQxVEI466iiZM2eOpcattRB+8803lXUBPtzRo0crMfziiy9a5kGjiJdeekkOHjwow4YNs1gYvvrqK1VJAa8dM2aMXHbZZfTgEkL8FgpcQgghhBBiKOjBJYQQQgghhoIClxBCCCGEGAoKXEIIIYQQYigocAkhhBBCiKGgwCWEEEIIIYaCApcQQgghhBgKClxCCCGEEGIoKHAJIYQQQoihoMAlhBBCCCGGggKXEEIIIYQYCgpcQgghhBBiKChwCSGEEEKIGIn/B2NVS17aP2YoAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Solution\n",
    "daily_units = sales.groupby('date')['units'].sum()\n",
    "holiday = daily_units.loc[\"2025-11\":\"2025-12\"]\n",
    "\n",
    "ax = holiday.plot(figsize=(8, 3), alpha=0.4, label=\"Daily\", legend=True)\n",
    "holiday.rolling(7).mean().plot(\n",
    "    ax=ax,\n",
    "    label=\"7-day average\",\n",
    "    title=\"Units Climb Through the 2025 Holiday Season\",\n",
    "    xlabel=\"Date\",\n",
    "    ylabel=\"Units\",\n",
    "    legend=True,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28e28040",
   "metadata": {},
   "source": [
    "## Trend and Seasonality\n",
    "\n",
    "```{index} trend\n",
    "```\n",
    "\n",
    "```{index} seasonality\n",
    "```\n",
    "\n",
    "Two patterns appear in most business time series:\n",
    "\n",
    "- A **trend** is the long-run direction of the series: up, down, or flat. Our retail chain grows from year to year.\n",
    "- **Seasonality** is a pattern that repeats on a fixed calendar cycle, such as every year or every week. Retail has a holiday season every November and December, and a weekend bump every week.\n",
    "\n",
    "What is left after trend and seasonality is noise: random ups and downs with no pattern.\n",
    "\n",
    "A good way to see a yearly season is to put the months on the x-axis and draw one line per year. Lines that have the same shape show seasonality; a gap between the lines shows the trend. First we add `year` and `month` columns to the monthly totals, then `pivot()` to make rows = month and columns = year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "247cd11d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.791952Z",
     "iopub.status.busy": "2026-10-23T04:22:42.791895Z",
     "iopub.status.idle": "2026-10-23T04:22:42.795957Z",
     "shell.execute_reply": "2026-10-23T04:22:42.795695Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\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>year</th>\n",
       "      <th>2024</th>\n",
       "      <th>2025</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>280007.0</td>\n",
       "      <td>301762.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>266616.0</td>\n",
       "      <td>280792.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>317412.0</td>\n",
       "      <td>363188.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>319060.0</td>\n",
       "      <td>353735.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>339589.0</td>\n",
       "      <td>386324.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>344253.0</td>\n",
       "      <td>369144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>342224.0</td>\n",
       "      <td>355736.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>346490.0</td>\n",
       "      <td>370608.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>325886.0</td>\n",
       "      <td>348383.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>363467.0</td>\n",
       "      <td>381682.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>426751.0</td>\n",
       "      <td>482796.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>601437.0</td>\n",
       "      <td>652892.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "year       2024      2025\n",
       "month                    \n",
       "1      280007.0  301762.0\n",
       "2      266616.0  280792.0\n",
       "3      317412.0  363188.0\n",
       "4      319060.0  353735.0\n",
       "5      339589.0  386324.0\n",
       "6      344253.0  369144.0\n",
       "7      342224.0  355736.0\n",
       "8      346490.0  370608.0\n",
       "9      325886.0  348383.0\n",
       "10     363467.0  381682.0\n",
       "11     426751.0  482796.0\n",
       "12     601437.0  652892.0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = monthly.to_frame()\n",
    "m['year'] = m.index.year\n",
    "m['month'] = m.index.month\n",
    "by_year = m.pivot(index='month', columns='year', values='revenue')\n",
    "by_year.round(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1a860720",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.796934Z",
     "iopub.status.busy": "2026-10-23T04:22:42.796877Z",
     "iopub.status.idle": "2026-10-23T04:22:42.853101Z",
     "shell.execute_reply": "2026-10-23T04:22:42.852779Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "by_year.plot(\n",
    "    figsize=(7, 3.5),\n",
    "    marker=\"o\",\n",
    "    title=\"December Peaks Both Years, and 2025 Runs Above 2024\",\n",
    "    xlabel=\"Month\",\n",
    "    ylabel=\"Revenue ($)\",\n",
    "    xticks=range(1, 13),\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f00eae63",
   "metadata": {},
   "source": [
    "The two lines have the same shape: low in January and February, rising through the year, and a jump in November before the December peak. That repeated shape is the seasonality. The 2025 line sits above the 2024 line in all 12 months, and that gap is the trend. A buyer planning holiday inventory can read both from one chart: expect the December peak again, and expect it to be higher."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "11ce69f4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.854113Z",
     "iopub.status.busy": "2026-10-23T04:22:42.854051Z",
     "iopub.status.idle": "2026-10-23T04:22:42.855505Z",
     "shell.execute_reply": "2026-10-23T04:22:42.855235Z"
    },
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### Exercise: Seasonality for Electronics\n",
    "#   1. Keep only the Electronics rows of sales. Name it elec.\n",
    "#   2. Total the revenue for each date, then resample to months with \"ME\" and sum.\n",
    "#      Name the Series elec_monthly.\n",
    "#   3. Turn elec_monthly into a DataFrame with to_frame(), and add 'year' and 'month'\n",
    "#      columns from its index.\n",
    "#   4. Pivot with index='month', columns='year', values='revenue'.\n",
    "#   5. Plot one line per year with marker=\"o\", a title, xlabel=\"Month\",\n",
    "#      ylabel=\"Revenue ($)\", and xticks=range(1, 13).\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "42a50a73",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.856294Z",
     "iopub.status.busy": "2026-10-23T04:22:42.856244Z",
     "iopub.status.idle": "2026-10-23T04:22:42.912195Z",
     "shell.execute_reply": "2026-10-23T04:22:42.911844Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Solution\n",
    "elec = sales[sales['category'] == 'Electronics']\n",
    "elec_monthly = elec.groupby('date')['revenue'].sum().resample(\"ME\").sum()\n",
    "\n",
    "em = elec_monthly.to_frame()\n",
    "em['year'] = em.index.year\n",
    "em['month'] = em.index.month\n",
    "elec_by_year = em.pivot(index='month', columns='year', values='revenue')\n",
    "\n",
    "elec_by_year.plot(\n",
    "    figsize=(7, 3.5),\n",
    "    marker=\"o\",\n",
    "    title=\"Electronics Follows the Same Holiday Season\",\n",
    "    xlabel=\"Month\",\n",
    "    ylabel=\"Revenue ($)\",\n",
    "    xticks=range(1, 13),\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e76778e",
   "metadata": {},
   "source": [
    "## Comparing Series\n",
    "\n",
    "```{index} small multiples\n",
    "```\n",
    "\n",
    "```{index} subplots (pandas)\n",
    "```\n",
    "\n",
    "Managers often compare several series: regions, stores, or products. First we build monthly revenue for each region. We group by date and region, `unstack()` the regions into columns, and resample to months."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f1875305",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.913130Z",
     "iopub.status.busy": "2026-10-23T04:22:42.913078Z",
     "iopub.status.idle": "2026-10-23T04:22:42.917316Z",
     "shell.execute_reply": "2026-10-23T04:22:42.917032Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\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>region</th>\n",
       "      <th>East</th>\n",
       "      <th>North</th>\n",
       "      <th>South</th>\n",
       "      <th>West</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-01-31</th>\n",
       "      <td>59957.0</td>\n",
       "      <td>65118.0</td>\n",
       "      <td>80058.0</td>\n",
       "      <td>74874.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-02-29</th>\n",
       "      <td>59929.0</td>\n",
       "      <td>64984.0</td>\n",
       "      <td>71758.0</td>\n",
       "      <td>69946.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>67617.0</td>\n",
       "      <td>74902.0</td>\n",
       "      <td>94840.0</td>\n",
       "      <td>80053.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "region         East    North    South     West\n",
       "date                                          \n",
       "2024-01-31  59957.0  65118.0  80058.0  74874.0\n",
       "2024-02-29  59929.0  64984.0  71758.0  69946.0\n",
       "2024-03-31  67617.0  74902.0  94840.0  80053.0"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region_monthly = (\n",
    "    sales.groupby(['date', 'region'])['revenue'].sum()\n",
    "    .unstack()\n",
    "    .resample(\"ME\").sum()\n",
    ")\n",
    "region_monthly.head(3).round(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e405012f",
   "metadata": {},
   "source": [
    "A DataFrame with several columns draws one line per column on a single chart:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8067fd46",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.918231Z",
     "iopub.status.busy": "2026-10-23T04:22:42.918176Z",
     "iopub.status.idle": "2026-10-23T04:22:42.991163Z",
     "shell.execute_reply": "2026-10-23T04:22:42.990809Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region_monthly.plot(\n",
    "    figsize=(8, 3.5),\n",
    "    title=\"Monthly Revenue by Region\",\n",
    "    xlabel=\"Month\",\n",
    "    ylabel=\"Revenue ($)\",\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a980e69",
   "metadata": {},
   "source": [
    "One chart is good for comparing levels: South is the largest region every month, and East is usually the smallest. But four lines with the same holiday shape lie on top of each other, and a change in one region is easy to miss.\n",
    "\n",
    "**Small multiples** are a set of small charts, one per series, drawn with the same axes so they can be compared side by side. In pandas, `subplots=True` draws each column in its own panel with its own legend, `layout=(2, 2)` arranges the panels in a grid, and `sharey=True` gives every panel the same y-axis scale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a7cafff4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:42.992198Z",
     "iopub.status.busy": "2026-10-23T04:22:42.992138Z",
     "iopub.status.idle": "2026-10-23T04:22:43.130127Z",
     "shell.execute_reply": "2026-10-23T04:22:43.129772Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region_monthly.plot(\n",
    "    subplots=True,\n",
    "    layout=(2, 2),\n",
    "    sharey=True,\n",
    "    figsize=(8, 5),\n",
    "    title=\"West Is the Only Region That Fell in Summer 2025\",\n",
    "    xlabel=\"Month\",\n",
    "    ylabel=\"Revenue ($)\",\n",
    "    fontsize=8,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c737ee65",
   "metadata": {},
   "source": [
    "Each panel shows one region's own shape. In the West panel, July to September 2025 sit below the same months of 2024, while the other three regions are higher in 2025. Without `sharey=True`, each panel would get its own scale and East (the smallest region) would look as large as South, so keep the shared scale when the panels are meant to be compared.\n",
    "\n",
    "A quarterly table confirms what the chart suggests:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "37d37756",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:43.131148Z",
     "iopub.status.busy": "2026-10-23T04:22:43.131085Z",
     "iopub.status.idle": "2026-10-23T04:22:43.133843Z",
     "shell.execute_reply": "2026-10-23T04:22:43.133570Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "region\n",
       "East      9.4\n",
       "North    10.5\n",
       "South     9.7\n",
       "West     -5.7\n",
       "dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region_q = region_monthly.resample(\"QE\").sum()\n",
    "q3_change = (region_q.loc[\"2025-09-30\"] / region_q.loc[\"2024-09-30\"] - 1) * 100\n",
    "q3_change.round(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8727de82",
   "metadata": {},
   "source": [
    "Q3 revenue grew 9.4% to 10.5% in East, North, and South, but fell 5.7% in the West. That is a question for the West regional manager.\n",
    "\n",
    "When to use each:\n",
    "\n",
    "| Chart | Use it when | Example question |\n",
    "|:--|:--|:--|\n",
    "| One chart, several lines | You compare levels or rank the series, and there are only a few lines | Which region sells the most? |\n",
    "| Small multiples (`subplots=True, sharey=True`) | You look at each series' own pattern, or there are many series | Did any region break from its usual pattern? |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "fd4534cf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:43.134721Z",
     "iopub.status.busy": "2026-10-23T04:22:43.134666Z",
     "iopub.status.idle": "2026-10-23T04:22:43.136086Z",
     "shell.execute_reply": "2026-10-23T04:22:43.135752Z"
    },
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### Exercise: Small Multiples by Category\n",
    "#   1. Build category_monthly: group sales by ['date', 'category'], sum revenue,\n",
    "#      unstack(), then resample(\"ME\").sum().\n",
    "#   2. Plot it with subplots=True, layout=(1, 3), sharey=True, figsize=(9, 3),\n",
    "#      a title, xlabel=\"Month\", and ylabel=\"Revenue ($)\".\n",
    "#   3. Which category has the most revenue? Do all three share the December peak?\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "8ca42371",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:43.136845Z",
     "iopub.status.busy": "2026-10-23T04:22:43.136798Z",
     "iopub.status.idle": "2026-10-23T04:22:43.251196Z",
     "shell.execute_reply": "2026-10-23T04:22:43.250813Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "category\n",
      "Electronics    3801829.0\n",
      "Apparel        2620524.0\n",
      "Home           2497879.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Solution\n",
    "category_monthly = (\n",
    "    sales.groupby(['date', 'category'])['revenue'].sum()\n",
    "    .unstack()\n",
    "    .resample(\"ME\").sum()\n",
    ")\n",
    "\n",
    "category_monthly.plot(\n",
    "    subplots=True,\n",
    "    layout=(1, 3),\n",
    "    sharey=True,\n",
    "    figsize=(9, 3),\n",
    "    title=\"All Three Categories Peak in December\",\n",
    "    xlabel=\"Month\",\n",
    "    ylabel=\"Revenue ($)\",\n",
    "    fontsize=7,\n",
    ");\n",
    "print(category_monthly.sum().round(0).sort_values(ascending=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6033a8a",
   "metadata": {},
   "source": [
    "## Extension: Year-over-Year Change\n",
    "\n",
    "```{index} year-over-year change\n",
    "```\n",
    "\n",
    "```{index} pct_change()\n",
    "```\n",
    "\n",
    "This part is optional. Because of seasonality, comparing December with November says little: December is always higher. A fairer comparison is **year-over-year change**: each month against the same month one year earlier. On monthly data, `pct_change(12)` compares each value with the value 12 rows earlier. The first 12 months have no earlier year, so they are `NaN` and we drop them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7dcb79c5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-23T04:22:43.252157Z",
     "iopub.status.busy": "2026-10-23T04:22:43.252100Z",
     "iopub.status.idle": "2026-10-23T04:22:43.300099Z",
     "shell.execute_reply": "2026-10-23T04:22:43.299834Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "date\n",
      "Jan     7.8\n",
      "Feb     5.3\n",
      "Mar    14.4\n",
      "Apr    10.9\n",
      "May    13.8\n",
      "Jun     7.2\n",
      "Jul     3.9\n",
      "Aug     7.0\n",
      "Sep     6.9\n",
      "Oct     5.0\n",
      "Nov    13.1\n",
      "Dec     8.6\n",
      "Name: revenue, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yoy = (monthly.pct_change(12) * 100).dropna()\n",
    "yoy.index = yoy.index.strftime(\"%b\")      ### label bars by month name: Jan, Feb, ...\n",
    "print(yoy.round(1))\n",
    "\n",
    "yoy.plot.bar(\n",
    "    figsize=(7, 3),\n",
    "    title=\"Every Month of 2025 Beat the Same Month of 2024\",\n",
    "    xlabel=\"\",\n",
    "    ylabel=\"Change vs. last year (%)\",\n",
    "    rot=0,\n",
    "    fontsize=8,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c239e44",
   "metadata": {},
   "source": [
    "All 12 months grew, from 3.9% in July to 14.4% in March. `pct_change(12)` assumes the data has exactly one row per month with no gaps, which `resample(\"ME\")` guarantees."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71f4c5a6",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "- A **time series** is a sequence of values at regular points in time. Convert date text with `pd.to_datetime()` or `parse_dates=`, and use `.dt.month`, `.dt.year`, and `.dt.day_name()` to get parts of each date.\n",
    "- A **datetime index** puts dates on the x-axis of `.plot()` and enables the tools below.\n",
    "- **Resampling** (`.resample(\"W\")`, `.resample(\"ME\")`, `.resample(\"QE\")`) changes the time unit. Pick the unit that fits the question, and watch for partial bins at the ends. Pandas 3 uses `\"ME\"`, not `\"M\"`.\n",
    "- A **moving average** (`.rolling(7).mean()`) smooths noise but can hide real patterns, such as the weekend bump.\n",
    "- A **trend** is the long-run direction; **seasonality** is a pattern that repeats on a calendar cycle. A year-by-month pivot with one line per year shows both.\n",
    "- To compare series, use one chart to compare levels and **small multiples** (`subplots=True, sharey=True`) to see each series' own pattern."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv (3.13.13)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
