{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# barplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section describes various options available for bar charts in **fivecentplots**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See the full API https://endangeredoxen.github.io/fivecentplots/0.5.0/api/bar.html#bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import packages:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import fivecentplots as fcp\n",
    "import pandas as pd\n",
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read some fake bar chart data with 3 replicates of pH data for various liquids measured at multiple temperatures:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "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></th>\n",
       "      <th></th>\n",
       "      <th>pH</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liquid</th>\n",
       "      <th>Measurement</th>\n",
       "      <th>T [C]</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Battery acid</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Bottled water</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Coke</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Lemon juice</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Orange juice</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">A</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">B</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">C</th>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 pH\n",
       "Liquid        Measurement T [C]    \n",
       "Battery acid  A           25      1\n",
       "                          100     1\n",
       "              B           25      1\n",
       "                          100     1\n",
       "              C           25      1\n",
       "                          100     1\n",
       "Bottled water A           25      1\n",
       "                          100     1\n",
       "              B           25      1\n",
       "                          100     1\n",
       "              C           25      1\n",
       "                          100     1\n",
       "Coke          A           25      1\n",
       "                          100     1\n",
       "              B           25      1\n",
       "                          100     1\n",
       "              C           25      1\n",
       "                          100     1\n",
       "Lemon juice   A           25      1\n",
       "                          100     1\n",
       "              B           25      1\n",
       "                          100     1\n",
       "              C           25      1\n",
       "                          100     1\n",
       "Orange juice  A           25      1\n",
       "                          100     1\n",
       "              B           25      1\n",
       "                          100     1\n",
       "              C           25      1\n",
       "                          100     1"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data_bar.csv')\n",
    "df.groupby(['Liquid', 'Measurement', 'T [C]']).count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Optionally set the design theme (skipping here and using default):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#fcp.set_theme('gray')\n",
    "#fcp.set_theme('white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bar plot types"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Vertical bars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot a basic vertical bar chart as follows.  Note:\n",
    "* `filter` is applied to show only measurement \"A\" at 25C\n",
    "* tick labels are rotated 90° for readability (`fcp.bar` does **not** currently have auto-rotation for long tick labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 463x558 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', filter='Measurement==\"A\" & T [C]==25', tick_labels_major_x_rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Horizontal bars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the same data with horizontal bars by adding the keyword ``horizontal=True``. \n",
    "\n",
    "<div class=\"admonition note\">\n",
    "<p class=\"admonition-title\"></p>\n",
    "<p>For convenience, <b>fivecentplots</b> often supports two versions of plot-specific keywords (in this case, <strong>horizontal</strong> or <strong>bar_horizontal</strong>).  For inline plotting the shorter version may be preferred but for cases where <strong>kwargs</strong> are pulled from theme files or when precision is required to avoid applying a particular kwarg to other `Elements` in the plot, the long version is recommended.</p>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 558.5x471 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', filter='Measurement==\"A\" & T [C]==25', horizontal=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Error bars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we group all measured data by liquid, regardless of replicate or temperature, into a single bars (this means each bar represents the mean value of a given liquid across all data sets).  We add error bars to indicate the standard deviation across measurements with the `error_bars` keyword:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 473x558 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, error_bars=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Grouping"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Like all other plots in **fivecentplots**, bar plots can grouped in various ways to provide further insight into the data set.  This includes: \n",
    "\n",
    "* `legend`\n",
    "* `stacking` \n",
    "* `row`\n",
    "* `col`\n",
    "* `wrap`\n",
    "\n",
    "keyword options."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Legend"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When a legend is applied, each measurement set is displayed in its own bar:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 597.208x558 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, legend='Measurement')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stacked"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, we can stack the measurements to give a cumulative bar using `stacked=True` (which makes absolutely no sense for this example but whatever):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.5 10.   4.5  1.2  5.2]\n",
      "[ 0.85 20.5   8.25  2.2  11.2 ]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 597.208x558 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, stacked=True, legend='Measurement')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Row/column plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can separate different conditions using row/col plots as shown below.  (Negative pH values?? These data are truly fake!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1063x828 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, col='Measurement', row='T [C]', ax_hlines=0, ax_size=[300, 300])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wrap plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use a `wrap` plot to visualize:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 673x848 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, wrap='Measurement', ax_size=[300, 300])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rolling mean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**fivecentplots** can automatically apply a rolling mean to bar chart data using `rolling_mean`, to which we pass a positive integer for the window size of the mean calculation. For this example, we read in some different data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.read_csv(Path(fcp.__file__).parent / 'test_data/real_data_bar.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Default line styling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default, the rolling mean curve will have markers disabled and will use the second color in the default color list (red) and a line width of 2:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 893x645 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df2, x='date', y='cases', ax_size=[800, 500], tick_labels_major_x_rotation=90, rolling_mean=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Custom line style"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The rolling mean curve style can be easily modified using standard kwargs for line plots with a `rolling_mean_` prefix.  Markers can also be enabled using the `markers` element object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 893x645 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df2, x='date', y='cases', ax_size=[800, 500], tick_labels_major_x_rotation=90, rolling_mean=14, \n",
    "        bar_fill_color='#aaaaaa', rolling_mean_line_color='#000000', rolling_mean_line_width = 1, markers=True, marker_size=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Styles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bar plots have many style options.  A few are demonstrated below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Color by bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`color_by_bar` gives each bar in the chart a different color.  These colors can be set manually or the `fcp.DEFAULT_COLORS` scheme is used by default."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DDRs2VMOGDfXggw9KkjIyMopi0wAA3HCFcmnM9fDx8bFr0wAAFCrbyhQAgOKCMgUAwCLKFAAAiyhTAAAs8qgyXbdundq1a+e6Z+oTTzzBBPoAANt5TJmuW7dOXbp0UUZGhl5++WUNHDhQb7zxhv7+978rJyfH7ngAgBKsSK4zLQzjxo1T9erVtXHjRvn6+kqSqlevrscee0yrV69W165dbU4IACipPGJkmp6eruDgYA0ZMsRVpJIUGRkpScymBACwlUeMTMuUKaMvv/wyz/M7d+6UdGmECgCAXTyiTP/s8OHDWr9+vcaOHauIiAjde++9dkcCAJRgHlemSUlJCg8PlyT5+flp9uzZKlOmjL2hAAAlmseVqcPh0JIlS5SRkaFZs2bpzjvv1IcffqhevXpd8XWBgYEKDAwscHlOTo7rBuew5nipUnZHsEVQUJDdEYArKlUqye4ItijoZ9PhcMjpLPjUIW/vq69IjyvTwMBA9e3bV5J03333KSIiQqNHj/7LMgXc2eQNM+2OYItnOzxhdwSgUHhcmf6Rr6+vunfvrlmzZikxMVEVK1a87vdKS0tTampqIaYruTIzM+2OYIukpOv/qz8zM6sQk3gOK58Zrh0/m7n5+fnJ39+/ULbhEWW6d+9e/f3vf9eTTz6p4cOH51qWkpIih8Oh0qVLX/E9kpOTlZVVMn9hAQDySk1NveIgKiUl5arfyyOuM61du7bOnj2r+fPn57qp+OHDh7V06VJFRkYqICDAxoQAgJLMI0am3t7emj17tgYOHKjIyEgNGDBAp0+f1pw5c+R0OjV79my7IwIASjCPKFNJGjBggHx8fDR16lSNGTNG/v7+6ty5s1588UXVrVvX7ngAgBLMY8pUkvr06aM+ffrYHQMAgFw84pgpAADujDIFAMAiyhQAAIsoUwAALKJMAQCwiDIFAMAiyhQAAIsoUwAALKJMAQCwiDIFAMAiyhQAAIsoUwAALKJMAQCwiDIFAMAiyhQAAIsoUwAALKJMAQCwiDIFAMAiyhQAAIsoUwAALKJMAQCwiDIFAMAiyhQAAIsoUwAALKJMAQCwiDIFAMAiyhQAAIu87Q4AANdj+f+LszuCLe7p39DuCMgHI1MAACyiTAEAsIgyBQDAIsoUAACLKFMAACyiTAEAsIgyBQDAIsoUAACLKFMAACyiTAEAsIgyBQDAIsoUAACLKFMAACyiTAEAsMijynT16tVq3769/Pz8VLZsWd155536/vvv7Y4FACjhPKZMN27cqK5du+rMmTN68cUXNWnSJB04cECRkZHatm2b3fEAACWYx9wc/IknnlC1atW0detW+fn5SZIGDRqkBg0aaOLEifr6669tTggAKKk8YmSanJysn376SX369HEVqSSFhoYqMjJSW7ZssTEdAKCk84iRably5bRv3z75+/vnWZaYmChvb4/4zwAAFFMe0UJeXl6qU6dOnud37dqlb7/9Vn/7299sSAUAwCUesZs3P+fPn9egQYMkSRMmTLA5DQCgJPOIkemfpaamKjo6Wj/99JOeeuopRUZG/uVrAgMDFRgYWODynJwcGWMKM2aJdbxUKbsj2CIoKOi6X1uqlEf+KFpm6TMroYd3rH2fJRViEs9R0GfmcDjkdBY8pryWQ4geNzI9c+aM7rrrLq1fv14PP/ywXnzxRbsjAQBKOI/60y4hIUF/+9vftHPnTg0dOlTz58+Xw+EolPdOS0tTampqobxXSZeZmWl3BFskJV3/X/2ZmVmFmMRzWPrMsvjMrhU/m7n5+fnle2Lr9fCYMk1JSXEV6ejRo/Xqq69e0+uTk5OVVUJ/+AAAeaWmpl5xEJWSknLV7+Uxu3kfe+wx7dy5U6NGjbrmIgUA4EbyiJHpzz//rPfff18VKlRQ48aNtWjRojzrDBgwwIZkAAB4SJlu3LhR0qWTjx566KF816FMAQB28YjdvMOGDZMx5opfAADYxSPKFAAAd0aZAgBgEWUKAIBFlCkAABZRpgAAWESZAgBgEWUKAIBFlCkAABZRpgAAWESZAgBgEWUKAIBFlCkAABZRpgAAWESZAgBgEWUKAIBFlCkAABZRpgAAWESZAgBgEWUKAIBFlCkAABZRpgAAWESZAgBgEWUKAIBFlCkAABZRpgAAWESZAgBgEWUKAIBFlCkAABZRpgAAWESZAgBgEWUKAIBFlCkAABZRpgAAWESZAgBgEWUKAIBFlCkAABZRpgAAWESZAgBgEWUKAIBFlCkAABZRpgAAWESZAgBgkceW6dChQ9WhQwe7YwAA4JllunDhQr355pt2xwAAQJKHlWl2drYmT56sIUOG2B0FAAAXb7sDXK309HS1atVKu3bt0qBBg7R27Vq7IwEAIMmDRqbp6ek6d+6cPvzwQ7377rvy9vaYvwMAAMWcxzRSuXLltH//fkoUAOB2PKaZnE6nnE6PGUgDAEoQjylTqwIDAxUYGFjg8pycHBljijBR8XW8VCm7I9giKCjoul9bqlSJ+VHMxdJnVkL3Uln7PksqxCSeo6DPzOFwXHGQdi17Qkvmd+M1mDj/O7sj2OLFYW3sjgAAHoMy/T9paWlKTU3N83xWVqYNaeyXlHT9f8FmZvKZXavMzKxCTOI5LH1mWXxm14qfzdz8/Pzk7+9fKNsoMWWanJysrBL6wwcAyCs1NTXfQdRlKSkpV/1enNEDAIBFlCkAABZRpgAAWOSxx0wPHTpkdwQAACQxMgUAwDLKFAAAiyhTAAAsokwBALCIMgUAwCLKFAAAiyhTAAAsokwBALCIMgUAwCLKFAAAiyhTAAAsokwBALCIMgUAwCLKFAAAiyhTAAAsokwBALCIMgUAwCLKFAAAiyhTAAAsokwBALCIMgUAwCLKFAAAiyhTAAAsokwBALCIMgUAwCLKFAAAiyhTAAAsokwBALCIMgUAwCLKFAAAiyhTAAAsokwBALCIMgUAwCLKFAAAiyhTAAAsokwBALCIMgUAwCLKFAAAiyhTAAAsokwBALCIMgUAwCLKFAAAizyqTA8ePKiePXsqKChIQUFBGjRokE6dOmV3LABACedtd4Crdfr0aXXs2FEZGRkaP368srKyNH36dO3atUvbtm2Tj4+P3REBACWUx5Tpq6++qiNHjig2NlYNGjSQJLVq1UpdunTRu+++qyFDhticEABQUnnMbt4lS5aoQ4cOriKVpDvvvFP16tXTkiVLbEwGACjpPKJMk5OT9dtvv6lZs2Z5ljVt2lTbt2+3IRUAAJd4RJkePXpUklSlSpU8y8LCwnT27FmdPXu2qGMBACDJQ8o0JSVFkuTn55dnma+vryTpwoULRZoJAIDLPKJMjTGSJIfDUeA6V1oGAMCN5BFn85YtW1aSlJaWlmfZ5efKlSuX72uzs7MlSV5eXvL2Lvg/Nycnx1XafxRQ5prjFgtW/jjJLhdQiEk8h5XPLMDhW4hJPIeVz8ynTN6f15LAymfmbzILMYnnKOgzczgccjoLHlN6eXlJ+k+PXIlHlGn16tUlScePH8+z7NixY6pQoYL8/f3zfe3l3b/btm27rm3fEnRdL/N469evv/4X16tTeEE8yGELn1lthRViEs9h5fvMl5/Na1a5EHN4kvUJv1p6/YULF1SxYsUrruMRZVqhQgXdfPPN+vHHH/Ms27Fjh5o3b17ga0NDQ9WyZUv5+/u7/soAAOCvZGdn68KFCwoNDf3LdT2iTCWpV69emjlzpvbu3av69etLktasWaN9+/Zp3LhxBb6uTJkyqlGjRlHFBAAUI381Ir3MYfI7UOiGTp06pYiICHl7e2vs2LFKT0/XtGnTVLt2bX377bcqXbq03REBACWUx5SpJO3bt0+jR4/Wpk2b5Ofnp6ioKE2fPl3BwcF2RwMAlGAeVaYAALgjj7jOFAAAd0aZAgBgEWUKjzR58mRt2bLF7hgAIMmDLo0pTjZt2nRdr7vjjjsKOYnnmjp1qvz9/XX77bfbHQUlQFZWlmJiYhQfH68OHTrIz89PWVlZCgwMtDua20pMTNTXX3+t+Ph49e3bV/7+/kpMTMx1G83ihDK1QYcOHa5rSrCrmdKqpAgNDdW5c+fsjuGxKIer9/HHH2vUqFE6efKkJOnrr79Wenq6evfureeee+6K17mXVK+88oqeeeYZpaeny+FwqEWLFkpJSVHPnj01bNgwzZkzp9jNp06Z2uDtt9/O9fjs2bN6+umnVb16dT3yyCOqX7++cnJydODAAS1YsEAJCQmaM2eOTWnd04wZM/TII4/o9OnTat++vUJCQvKd4YrRfF6Uw9X76quv1K9fP7Vt21bjxo3T2LFjJUk333yzGjVqpAkTJigsLEwDBgywOan7+H//7/9p3Lhx6tevn3r27KnevXtLunTv6XvvvVfz589XvXr19Pjjj9uctJAZ2O7hhx82TZo0MampqXmWZWZmmtatW5v777/fhmTuy+FwuL6cTmeer8vPI7fVq1cbLy8vc8cdd5hXX33VOBwOs3btWrNnzx7TqlUr43Q6zfvvv293TLfRtm1b06pVK5OdnW0SExNdn5cxl34227VrZ5o1a2ZzSvfSpEkTc9dddxljTJ7PzBhjunfvbiIiIuyKd8MwMnUD//73vzV58mTXvVn/yNvbWwMGDNBTTz1lQzL39efRPa7O5MmT1bx5c61fv17JycmukVaDBg20efNmdezYUTNnzmSk9X927NihKVOm5HtnEW9vb/Xv319PPvmkDcnc188//6xHHnmkwOV33323Ro8eXYSJigZl6gZ8fHx04sSJApf/8ssvrtvQ4ZLBgwfbHcEjUQ7XxsfHR5mZBd+27PTp0ypVqlQRJnJ/AQEBOnPmTIHLDx8+XCx/n3FpjBvo1q2bZs6cqZUrV+Z6PicnRwsWLNDrr7/uOu6A3FauXKlHH31UXbt21Y4dO7R//369/vrrSk9PtzuaW6Icrk2HDh20cOHCfL+fjh8/rnnz5ql9+/Y2JHNff//73zVv3jwlJCTkWbZr1y7NnTtXXbp0sSHZDWb3fmYYk5CQYOrXr2+cTqcJCwszbdu2NU2bNjWBgYHG4XCYtm3bmgsXLtgd061kZGSY6Oho43A4jLe3t3E6nWbt2rXmww8/NA6Hw7Ro0cIkJSXZHdPt9OjRw9SvX9+kpaXlOZ517NgxExYWZqKjo21O6T727Nljypcvb+rUqWNGjRplnE6nGTlypBk9erQJDAw0fn5+ZseOHXbHdCtHjhwxlStXNhUrVjQ9e/Y0TqfT9OnTx9x7773Gx8fHVKxY0Rw4cMDumIWOMnUT6enpZvbs2aZbt26mYcOGJiIiwkRHR5t33nnHZGdn2x3P7Tz77LPGy8vLvPnmm+b33393lUJmZqaZNWuWKVWqlHniiSfsjul2KIdrt2vXLhMZGZnrpLfLf7B99913dsdzS8eOHTODBw82FSpUcH1e/v7+pnfv3sWySI0xhonu4ZFq1aqlzp07a8GCBTp9+rSCg4O1Zs0aderUSZI0YsQIffHFF/rtt99sTup+YmNjNXLkyDyThzRv3lyzZs1S69atbUrm3pKSknTgwAFlZ2crPDxclSpVsjuS2zPGKDExUdnZ2brpppuK9SEETkCywaZNm9SgQQPXreOudkYkrpn8jyNHjqh58+YFLr/11lu1cOHCIkzkORo1aqQNGzZQDldp+/btmj59umbNmqUWLVpIkv77v/9bhw4d0gsvvKD69evbnND9rFy5Ui+++KKWLl2qqlWrSpKGDh2q7du365VXXlGHDh3sDXgDUKY26NChgxYtWqT+/fu7Hl9pNhBjjBwOBzMg/UGVKlW0d+/eApdv27ZNYWFhRZjIM2zZssU1BWNQUJCCgoJyLT98+LCGDx+uzz//3I54bmfz5s3q0qWLfH19lZiYqJCQEElSWFiYFi1apBYtWujbb7/VrbfeanNS97F8+XL17NlTNWvWzHXiVrt27bRlyxZ16dJFa9asUWRkpI0pCx+7eW3w7rvv6o477tDNN9/senw1uBzkP55++mn9z//8j5YvX64mTZooODhYa9euVceOHTVv3jw9/vjjGjt2rKZOnWp3VLdSrlw5rVy5Ms8vsuzsbM2YMUP/+te/lJ6erqysLJsSupeOHTsqOTlZ69aty/OHR3Jysjp06KAqVaroiy++sCmh+2nZsqX8/Py0evVqlS5dOteyrKwsdezYUQ6H47rnKHdbdh6wxZUlJCSYnJwcu2O4pfT0dNO5c2fjdDpNaGiocTqdpl69eqZixYrG4XCYli1bmvPnz9sd0+20bNnS+Pn5mS+//NL13JYtW0yjRo2Mw+EwjRs3Nlu2bLExoXspX768mTdvXoHLZ8+ebYKCgoowkfsrW7aseeONNwpcPm/ePFOuXLkiTFQ0uM7UTcyZM0dVqlTJdcLMuHHjFBoaqvfee8/GZO6pdOnS+uqrr7Rw4UK1bNnSddyqWbNmmjNnjr755hv5+/vbnNL9rFu3Trfffrt69Oih999/X8OGDVP79u31+++/67XXXtP27dvVpk0bu2O6jVKlSikxMbHA5efOnVNOTk4RJnJ/AQEBOnjwYIHLjx07lmfEWizY3eYw5q233jIOh8PccccdJj4+3vX8qlWrTJcuXYzT6TT//ve/bUzofg4fPpzvXMaXnTlzxmzcuLEIE3mOjIwM06tXL9f8xYMGDTInT560O5Zb6t27twkODja//fZbnmVHjhwxYWFhpkePHjYkc18PP/yw8ff3z/eyoR9//NGUL1/eDBw40IZkNxbHTN3Arbfeqlq1aumTTz7Jd3l0dLSOHz+umJiYIk7mvry8vLRo0SL169cv3+ULFy7UqFGjdP78+SJO5hmMMRo2bJgWLlyo+fPnX3Eu1ZJs3759atmypbKzsxUVFaU6derI4XDowIED+uKLL+RwOPTdd98V23t0Xo/jx4+rZcuWOnbsmJo1a5brM4uJiVFYWJi+//57ValSxe6ohYoydQP+/v6aOXOmhgwZku/yBQsWaMyYMSW6GA4fPpzrRK3nnntOPXv2zPcsypycHC1fvlxHjhzRqVOnijKm26lZs+YVlx86dEhOp1PVq1d3PXf5Fx8u+fXXXzVx4kStWrXK9TPo6+uru+66Sy+99BKXxuQjOTlZL7/8sj7//HMdOnRI2dnZql69uqKiovTPf/7TdVlgcUKZuoEaNWooOjpas2fPznf52LFjtWTJEh09erSIk7kPY4xat27tGp07HA5d6VvX6XRqypQpJX7S9uu9Ef369etvQBrPZozR6dOnlZ2drYoVK+Z7/1yUXFxn6gZ69uypuXPnql27durbt2+uZcuXL9e8efP0X//1Xzalcw8Oh0Nr1qxRUlKSjDGqWbOmZs6cqXvuuSfPul5eXrrpppvyvaVdSbNhwwa7IxQbDodDFStWtDsG3BQjUzeQkpKi9u3bKzY2VsHBwapVq5YcDod+++03nTx5UhEREdq4caMqVKhgd1S3sXHjRjVo0MB1ET2uTXZ2tn744QcdPnxYPj4+qlatmpo1a2Z3LNtd/iMtOjra9fivlPTd4l5eXnr//fddk9A4nc6/3BvicDiK3bXMjEzdQEBAgGJiYvTWW2/lOsbQqFEjjR8/Xo8++qjKlCljd0y3cnnSgTNnzuj8+fO5Lk/IyspSSkqK1q1bVyxvQmzVZ599puHDh+vo0aOuXeUOh0OVK1fWvHnzdPfdd9uc0D41atTIdUlV9erVr2s3eUkyaNAg1apVK9fjkviZMTKFRzp69Kh69er1l2c4MwVjbt988406d+6s0NBQjRgxQg0aNFBOTo727t2refPm6cSJE9qwYYNrykEAV4cydSOMsq7eAw88oCVLlqhv374qXbq03n33XT311FM6deqUli1bprS0NK1du5Y7oPxJ586d9fvvvysmJkbly5fPtezcuXNq0aKFatWqxfR4wDWiTN0Ao6xrFxoaqqioKL399ts6d+6cAgMDtWHDBtdsPs2bN9eDDz7I3Lx/EhAQoGeffVbjxo3Ld/m0adP08ssvKykpqYiTuafLt/T7K+vWrbvBSTzH1RxnllTsbo/IMVM38OSTTyomJuYvR1n4j+TkZLVt21bSpcnba9SooR9++EHt27dXtWrV9Mgjj2jZsmWU6TVyOBzKzMy0O4bb+O233/Ic/8vOzlZiYqLS09MVHh6uiIgIm9K5p/yOM2dnZ+vEiRP69ddfVbduXXXp0sWmdDdQ0U64hPyEhISYBx980BhjzNmzZ43T6TSbNm0yxhgTHx9vQkJCzJNPPmlnRLcTGhpqXnvtNdfjO++80zz00EOuxwsXLjT+/v52RHNrnTt3NvXq1cv3JgDnzp0zdevWNR07drQhmWfJysoy//73v01gYCDTVl6DH374wVSsWNEsXbrU7iiFjonu3UBBoyxJrlHWihUr7Izodtq2bau3335bZ8+elXTphtfr1q1z3T8xv2OCkCZNmqRff/1VEREReuWVV7Ry5UqtXLlS06dP16233qrffvtNzzzzjN0x3Z6Xl5d69uypIUOGaPz48XbH8RjNmjXTiBEjNHnyZLujFDp287qBoKAgpaamuh7XqlVLsbGxuR7//vvvdkRzW08//bTatm2ratWq6eDBgxo6dKhmz56tZs2aqUaNGlq9enWJn+giP+3bt9eyZcv02GOPady4cblmkgoLC9OSJUvUsWNHm1N6jjp16hQ4cxnyV6lSJf3yyy92xyh0jEzdAKOsa9ekSRNt3bpVAwYM0E033aT69evrgw8+UFpamrZs2aI+ffpo+vTpdsd0S9HR0Tp06JC2bt2qxYsXa/Hixfrmm290+PBh9erVy+54HuPixYtatGgRE4dcgxMnTuj1119XjRo17I5S6Dib1w3s2LFDbdu2lbe3tw4ePKhTp06pUaNGqlu3bq5R1oIFC+yO6jYSEhL4JXYN5syZozfeeEM7duyQt3fuHVL9+/fX2rVrNWHCBC6/+pOCzua9ePGi9u3bp+TkZD3//PN6+umniziZ+yrobN6LFy8qISFB2dnZmjdvnoYNG1bEyW4sytRNxMbG6vXXX9e8efMkSR999JEmTJigpKQkde3aVfPnz2d0+gdeXl5q3ry5unfvrqioKKbCK4AxRoMHD9aiRYsUGBiobdu25ZqtRrq0y3zhwoVKSEhQnz59tHjxYpvSup/w8PB8Z/Px8vJSpUqV1K9fPw0fPrxEzvhTkIJurvDHz6xbt242JLuxKFN4pJkzZ+qrr77Sxo0blZ6erpCQEHXt2lXdunXTXXfdpYCAALsjuoU333xTjz76qIYPH64ZM2YUOC1lenq6hg0bpvfff19vv/22Bg0aVMRJAc9GmcKjXbx4URs3btTq1av11VdfKS4uTqVKlVK7du3UrVs3jRkzxu6ItmrVqpV8fX2v6u4xOTk5at68uXx9ffXtt9/e+HBAMUKZothIS0vT0qVL9fzzz7suti/ps0aVLVtWL7zwgp544omrWn/KlCl66aWXlJKScmODualOnTpp4sSJ6ty5s+vx1XA6nSpbtqwaN26ssWPHlqg9I9dzpx0p92f20ksvKSws7EbGvOG4NAYe6+zZs9q8ebO++eYbbdq0ST/++KMyMzNVrlw5de/e3XVnmZLM29tbpUuXvur1K1asKKez5J7kf/DgQV24cMH1OL8ZkPJjjNG5c+e0cuVK7dq1S8uWLbuRMd3K9d5p5/Jn9sEHHyg+Pt7jp2SkTOGRGjdurN27d8sYo4oVK+r222/Xyy+/rMjISDVu3JgTQv5PnTp1XBOAXI2YmBhVr179BiZybwcPHsz1+NChQ9f0+uHDh+uDDz4oxETub/369bkeX+sN6cePH+868dKTUaZu4OzZs5ype412796tnJwcValSRQMHDlRkZKTatm2rsmXL2h3Nrdx///2aOHGixowZo4YNG15x3bi4OH3wwQcaOXJkEaUrfjp06MAEK9eoc+fOOn/+vN0xLOOYqRsoU6aMoqKi1L9/f3Xv3p0bgV+Fc+fOadOmTVq/fr3Wr1+vn376SV5eXmrSpIkiIyMVGRmpdu3alfg/Us6fP69mzZopKSlJM2fO1P333y8vL69c6+Tk5GjJkiX67//+b2VnZ2vnzp0ef/wKKGqUqRuYMGGCPvroIx06dEgBAQHq0aOH+vXrpy5duuT5xYf8JScna+PGjdq0aZPWrl2r3bt3y8vLSxkZGXZHs92+fft0zz33aP/+/SpbtqyaNWumsLAwZWdnKyEhQdu3b9f58+dVvXp1ffLJJ2rcuLHdkQGPQ5m6ke+++05LlizR0qVLdfz4cVWsWFH33Xef+vfvr3bt2tkdz20ZYxQTE6N169Zp7dq1+vbbb5Wenq5atWpp//79dsdzCxcvXtTcuXO1ZMkS7dy5U1lZWZIkHx8ftWnTRj179tTQoUOv6WQlAP9BmbohY4w2btyoFStW6IsvvtD+/ftVtWpVPfDAAxo8eLDq1atnd0Tb7dq1S+vWrdO6dev0zTff6Ny5cypdurQiIyPVtWtXde3aVXXq1LE7pttKTEyUl5eXAgMD7Y4CFAuUqZuKiYnRihUr9Pnnn2vnzp0qV66cHA6Hzp07p+joaC1YsEDBwcF2x7TN5cs3atas6SrPTp06cbwZcBNZWVmKiYlRfHy8OnToID8/P2VlZRXbP+AoUzfyww8/6KOPPtLSpUt1+PBh+fj45DoxyeFwaPHixfrHP/6h22+/XWvWrLE7sm1mzZrF6BNF4ssvv9QHH3ygEydO5DsJiMPh0Nq1a21I5r4+/vhjjRo1SidPnpQkff3110pPT1fv3r313HPPady4cTYnLHyUqRuYMGGCPv74Yx06dEgOh0MdOnRQ//791atXr3zPRu3Zs6e+/vrrEjtLDVBU5s2b57pUKDQ0tMBjyn++PrUk++qrrxQVFaW2bduqR48eGjt2rNasWaOwsDA99NBDiomJ0bvvvqsBAwbYHbVQUaZuwOl0qmnTpnrggQd0//33/+VlCa+++qqys7OL5V93gDupW7euypYtq1WrVik0NNTuOB6hXbt2ysrK0pYtW5ScnKzg4GCtWbNGnTp1UlZWljp27Ki0tLRrmkzEEzBpgxuYP3++OnbseNW7LEv65O1AUfn99981c+ZMivQa7NixQ1OmTMl3Wkpvb2/1799fTz75pA3JbqySOwmnGxk3bpyWLFlidwwAf1KrVi3XcT9cHR8fH2VmZha4/PTp0ypVqlQRJioalKkb8PPz4yxUwA099dRTmjVrluLi4uyO4jE6dOighQsXKj09Pc+y48ePa968eWrfvr0NyW4sdvO6gddff13Dhg2Tw+FQ+/btFRISku/MRyV5AvL4+Pjrel1J/sxg3ebNm1W2bFnddtttqlevnoKDg/PsvuRs3tymTJmiNm3a6NZbb1VUVJQcDoc+/fRTffbZZ3rnnXd08eJFPf/883bHLHScgOQGfH19lZmZqb/6X1GS783pdDqv604wJfkzg3U333zzVa3H2by5xcbGauTIkdq0aVOu55s3b65Zs2apdevWNiW7cRiZuoHx48dzy7C/8Oyzz+b6jDIyMjR79mz5+vqqX79+ql+/vnJycnTgwAEtWrTI9RrACkry+jRq1EgbNmxQUlKSDhw4oOzsbIWHh6tSpUp2R7thGJnCI40bN07Lli3T1q1bVbFixVzLzp49qzZt2qhDhw7F4j6JsF92drZ++OEH12Qq1atXV9OmTe2OBTdCmbqR2NhYffbZZ4qPj9eoUaPk7++v3bt3q2vXrnZHczvBwcGaMGGCxo4dm+/y1157Tc8//7ySkpKKOBmKm88++0zDhw/X0aNHXYdiHA6HKleurHnz5unuu++2OaF7ufnmm6+4p83hcKh06dIKCQlRq1atNGbMmGJx6RFn87qJkSNHqnHjxpo4caIWLFigY8eOadu2berWrZvuvvvufM+MK8mys7Ov+JkkJCRw+zpY9s0336hnz54yxmjKlCn69NNPtWzZMr344otyOBzq1auXtmzZYndMt9K5c2edO3dOhw4dUpkyZdS4cWO1bt1aN910kw4fPqwTJ06oYsWKSkpK0owZM9S4cePrPsHQrRjY7rXXXjMOh8P885//NFu3bjUOh8OsXbvWJCcnmzFjxhiHw2Gee+45u2O6lZ49e5qgoCCzc+fOPMtWr15t/P39zeDBg4s+GIqVTp06mTp16pgzZ87kWXb27FlTt25d07VrVxuSua+5c+eaMmXKmBUrVuRZ9t1335mAgADz1ltvGWOM2bVrlwkLCzODBg0q6piFjjJ1Aw0aNDB9+vQxxhiTmJjoKtPLBg4caOrVq2dXPLd04MABExISYry8vEzr1q3NAw88YHr27GkaNWpknE6nqVOnjjl58qTdMeHhypYta6ZNm1bg8qlTp5rAwMAiTOT+atasacaPH1/g8okTJ5patWq5Hk+ePNmEhYUVRbQbit28buC3335Tp06dClzevn374rEbpBDVrFlTsbGxeuKJJ5SSkqJPP/1UX331lRwOh5599ln9+OOPCgkJsTsmijmHw3HF2X5KopMnT6pKlSoFLg8JCdHRo0ddjytXrqyzZ88WRbQbijJ1AxUrVtSRI0cKXB4XF6egoKAiTOQZQkJCNGPGDO3evVvnz59XSkqKfvrpJ02aNElly5a1Ox6KgVatWmnhwoW6cOFCnmUpKSl666231KJFCxuSua+GDRvq3XffVUZGRp5lGRkZeu+991S/fn3Xc9u3by8Wk6twnakbuPfeezV37lz169fPdVbb5bPhVq1apTfeeEMPPvigjQnd1+UzoH///Xc9/vjjnAGNQjVp0iR17NhRERERGjFihOrWrStJ2rt3r+bNm6cjR45o/vz5Nqd0L88995yio6N12223adiwYapdu7ZKly6tX375RQsXLtTOnTv10UcfSZKGDx+ut956S5MmTbI5dSGwez8zjElOTjYRERGmTJkypnnz5sbpdJo77rjDNGnSxDidTlOzZk2TkJBgd0y3M2LECON0Oo3D4TBOp9OsXbvWLF261DgcDtO9e3eTlpZmd0QUA8uXLzdVq1Z1fZ9d/p6rXLmyWbp0qd3x3NLKlStNrVq18nxm1atXd31mp06dMj4+PmbgwIEmPT3d5sTWcZ2pm0hNTdW0adO0bNmyXDOGREdH66mnnlJgYKDdEd3KrFmz9MQTT+ipp57SPffco9atW2vNmjVq2rSp/vWvf+l//ud/NGnSpOLxFy9sl52dre3bt+vQoUMyxig8PFzNmjWTtzc7965k165d+vXXX5WZmamaNWuqefPmrr1uOTk5ys7OLjZ3kKFMPUBOTo4OHz581fOElgS33HKLGjVqpA8//FCnT5/OdQNiSRo0aJC2bdumvXv32pwUQEnAn1VuwMvLS4sWLVK/fv3yXf7OO+9o9OjRxeKMt8Ly22+/adSoUQUub9++vZYuXVqEiVAcXbx4UdOmTdNXX32l48ePKycnJ886DodDBw4csCGd+/ryyy/1wQcf6MSJE/nebKI43mmHMrXBsWPHtGbNGtdjY4w2bdqU7yn2OTk5+uCDD5gI/084AxpF4YknntAbb7yhqlWrKjw8nFm1rsK8efM0cuRISVJoaKhKly5tc6IiYucB25IqIyPD1KtXzzgcDtcB+sv/Luhr1KhRdsd2KyNGjDCBgYEmLi7ONdHFunXrjDHGfPHFF6ZMmTJm2LBhNqeEpwsJCTEPPPCA3TE8Sp06dUyTJk3MiRMn7I5SpDhmapP4+HgdPHhQxhh16tRJ//znP9WlS5c863l5eSk4OFj16tWzIaX7OnPmjNq3b69ff/1VERER+vHHH9WuXTvXtabh4eH6/vvvFRwcbHdUeLCgoCC9/PLLGjp0qN1RPIavr69mzpypRx991O4oRYoydQPvvvuuIiMjFR4eXuA6GRkZ8vHxKbpQHoAzoHGjPfroo4qPj9eqVavsjuIxIiIi1KdPnxJ3P2HK1A3UrFlTM2fOVHR0dL7LFy9erJEjRyoxMbGIkwEl2/nz5xUVFaXs7Gz16NFDISEh+Z6/MGjQIBvSuacPPvhAo0aN0saNG9WwYUO74xQZTkCyQWJiovbs2eN6fOjQIcXExKhChQp51s3JydEnn3xS4m/Bdr1zExeHacpgn82bN2vHjh26cOGCvvvuu3zXcTgclOkfbN68WWXLltVtt92mevXqKTg4WE5n7plri+PZvIxMbXD+/HnVr19fx48fv6r1jTHq27evFi9efIOTuS+n03ldZzTnd1o+cLUiIiKUmJioSZMmqW7dugVO0hAZGVnEydzX1V4Pf/DgwRucpGgxMrVB2bJltWLFCsXGxsoYo4cfflhDhw5VmzZt8qx7+QSkzp0725DUfTz77LNcHoQid+DAAU2bNk3/+Mc/7I7iMYpbSV4tytQmTZs2VdOmTSVJhw8fVq9evRQREWFzKvf13HPPXdP62dnZ3LYOltWrV4/JUm6AU6dOFbsz7dnN6yF27NihJk2a2B3DbfzVrFH/+7//y6xRsGzFihV6+OGH9f777+tvf/tbnmN/yN/8+fP15Zdf6vz587lmjcrKylJKSori4uLyvUWbJ2Nk6gYyMzP1zDPPXPGb79y5cyX6+B+zRsEOb775pkqXLq3u3burTJkyuummm/IcN2U6wdymTZumCRMmqHTp0ipXrpwSExNVtWpVnT59WqmpqfL19dXjjz9ud8xCx8jUDYwfP17Tp09X1apVFRgYqNjYWLVv314nTpzQ/v375evrq6lTp2rEiBF2R7VNZmamGjVqpF9++UXSpV9gf/Wt+/jjj2vmzJlFkA7FVceOHa9qvfXr19/gJJ6jQYMG8vX11caNG3Xq1CnVrl1bv/76q2rUqKEFCxZoxIgR+vDDD3XffffZHbVQUaZuoGbNmgoPD9eaNWt04sQJVa1aVbt27VJERIS++OIL3XvvvZo9e3aJn4WFWaMA9+fr66uXXnpJTzzxhCTppptu0quvvqrBgwdLkvr376/4+Hht3rzZxpSFj928buDo0aMaM2aMnE6nKleurJCQEG3ZskURERGKiorS4MGD9eabb5b4Mq1evbrrutG3336bWaNQZLKyshQTE6P4+Hh16NBBfn5+ysrKYpatfJQqVUoBAQGux3Xq1NGuXbtcjzt27KiJEyfaEe2G4mi6G/D19c31S7927dqKjY11PW7VqhXHZP7k+eefz/UD+meLFy9W5cqVizARiquPP/5Y1atXV7t27dS/f3/FxcXpm2++UdWqVTV9+nS747mdBg0aaMuWLa7H9erV0w8//OB6nJycrIsXL9oR7YZiZOoGGjdurFWrVrlGnvXr188128qRI0dK/Mk0zBoFO3z11Vfq16+f2rZtq3Hjxmns2LGSLk1M0KhRI02YMEFhYWEaMGCAzUndx0MPPaThw4fr4sWLeuONNxQdHa3evXvr+eefV4MGDTRz5kzddtttdscsfEV7kxrk56OPPjIOh8O0a9fOnD171nz99dfG4XCYBx980EydOtWUL1/e/P3vf7c7pq1SUlJMlSpVjNPpvKovh8Nh7r//frtjw8O1bdvWtGrVymRnZ7tu9bd27VpjjDGZmZmmXbt2plmzZjandD8TJ0405cuXNxcvXjQ5OTnm7rvvdt1Osnz58mbLli12Ryx0nIDkJt566y29+uqrio2NlZeXl0aOHKm5c+dKunSscNWqVWrQoIHNKe31448/XvOsUQVN/wZcDX9/f02ZMkWjRo3S6dOnFRwcrDVr1qhTp06SpNdff11PPvmkUlJSbE7qPpKSkhQUFKSsrKxcP3/ffPONTp8+rdtvv10hISE2Jrwx+E3jJh555BE98sgjrsezZ8/WuHHjlJSUpFtuuYUTacSsUSh6Pj4++V7LfNnp06dVqlSpIkzk/ho3bqwhQ4bomWeeyfV8+/btbUpUNChTN3X27FkFBgZy15MCTJo0SdKlv4K//vprHT58WD4+PqpWrZq6dOmicuXK2ZwQxUGHDh20cOHCfK/xPn78uObNm1fsS+JaJSYmqlKlSnbHKHLs5rWJMUarVq1SXFycatWqpejoaHl7e2vdunUaOXKk9u7dK0lq0qSJpkyZorvuusvmxO7n9ddf17hx45SWlpZrAocyZcpoxowZGj58uI3pUBz8/PPPatOmjUJCQhQVFaXZs2frsccek7e3t9555x1dvHhR3377rRo3bmx3VLfxyCOPKDY2VitWrFBoaKjdcYoMZWqDM2fOKCoqSlu3bnWVQPPmzTV37ly1b99efn5+6tixo3JycrRu3TqlpqZqzZo13ObpD5YvX657771XTZs21bhx49SgQQPl5ORo7969evXVV7V9+3YtX75c3bt3tzsqPFxsbKxGjhypTZs25Xq+efPmmjVrllq3bm1TMvc0dOhQLV68WOnp6apdu7ZCQkLk5eWVax3uZ4pC8fjjj2vhwoV65ZVX1LFjR8XHx2vUqFGKj4/XzTffrI0bNyooKEiSdPLkSbVu3VqNGjXSihUrbE7uPtq0aaPMzExt2bIlz/HkzMxMtWnTRn5+fnl+AQLXKykpSQcOHFB2drbCw8NL5K7Mq1FS72fKpTE2CA8PN2PGjMn13OXLYebPn59n/RdffNGEhoYWVTyP4Ovra2bOnFng8pkzZ5qAgIAiTISSaP369ea1116zOwbcADMg2eD48eO65ZZbcj3XsGFDSVKNGjXyrF+9enUlJSUVSTZPUbp0aV24cKHA5SkpKXl2LQGF7cMPP9To0aPtjuF2EhIStHPnTu3YsUMnT560O06RoExtkJGRIV9f31zPXd5Vmd8lMA6Ho0Tffi0/kZGRmjt3ro4fP55n2bFjxzjLEihi6enp+te//qX69esrLCxMzZo1U/PmzVW5cmXVqVNHzz//vFJTU+2OecNwaQw80gsvvKDWrVurfv36GjRokOrWrStJ2rt3rxYtWqSsrCxNnjzZ5pRAyfDLL7+oW7duOnDggCpVqqT7779flStXVqlSpXTs2DFt3rxZzz//vBYtWqSVK1eqfv36dkcudJSpTU6fPq34+HjX48u7cRMSEnI9L126bgu5RUREaP369blmirrs8lmWXK4A3Hjnzp1Tt27dlJycrEWLFql///75rvfpp5/q0Ucf1T333KMffvgh151ligPO5rWB0+nMd+J6Y8wVJ7RnV2/+EhISdOjQIRljFB4eXqKubYO9/vGPf2jBggUl+mdzxowZeuqpp7Rlyxa1aNHiiuvu3LlTrVq10pQpU1w3DSguGJna4PJNclE4QkJCFBISorNnz8rp5DQAXL8/7xX6K8zJe+l2h3379v3LIpUuTTX4wAMPaPHixZQprHv77bftjuCRDLNG4QYLDw+/ptsd/tXepJLgwIED+q//+q+rXr9169b65JNPbmAie1Cm8AhXmjUqKipKfn5+6tGjh2vWqG7dujFrFK7ZoEGDSnw5Xqtr/YMiOzu7WN7NiWOm8AjMGgW4p1atWqlatWpaunTpVa3fu3dvHT9+XJs3b77ByYoWB5jgEVauXKlhw4Zp2LBhqlevnrp06aJZs2YpNTVVI0aMcBWpJIWGhmrIkCHatm2bjYmBkqFv37769NNPtXHjxr9c9+uvv9Ynn3yihx56qAiSFS3KFB6BWaMA9zRixAg1aNBA0dHReuutt5SRkZFnnYyMDM2ZM0f33nuvWrRooUGDBtmQ9MYqfjuuUSwxaxTgnnx8fLR69WpFR0dr6NChGjt2rJo0aaKwsDB5e3vr5MmTiomJ0dmzZ9WmTRt98sknxfKG6pQpAMCSypUr67vvvtM777yj9957T1u3btXFixclSaVKlVLbtm01aNAgDR48uNie4EWZwmMwaxTgvkqVKqUhQ4ZoyJAhysnJUVJSkowxCg4OtjtakeBsXngEZo0C4M4YmcIjMGsUAHfGyBQAAIu4NAYAAIsoUwAALKJMAQCwiDIFAMAiyhQAAIsoUwAALKJMAQCwiDIF3Njy5cvlcDjkcDg0atSoK647duxY17pxcXFFkm/27NmubX7++efXtP7KlSuLICFQNChTwI3FxMS4/t2yZcsrrrt+/XpJl+7nevn2dDfa5W16e3vrjjvu+Mv1f/zxR9e//+q/B/AkTCcIuLE/3uC8RYsWV1w3JibmL+cqLmwff/yxa5teXl5/uf7lMq1WrZpCQ0NvdDygyFCmgBv74YcfJEnly5dXnTp1rrju1ZRZYbuWbV68eFF79uyR9Nd/GACeht28gJvav3+/kpOTJUnNmze/4ojzww8/dB2LfPPNN13Pnz9/Xs8995zq1KkjX19fNWzYUG+//bbi4uJc63/88ceSpCNHjrie+/ONBQYOHOhaduLECUnS1q1bXc9NnDjRtW56eromTZqk2rVrq0yZMqpdu7ZmzpypXbt2KSsrSxJliuKHkSngpv54vPSvyuePu4MvH4s8c+aMunTp4hrdStKePXv08MMPq2vXrnnW37p1a57nLru8rFq1aqpUqVKB20xPT9ff/vY3bdq0ybXswIEDGj16tBo3bnzV/z2Ap2FkCrip6ylTPz8/RURESLp0du/lIh0zZowSEhK0detWVatWTatWrZIkBQcHq0aNGpIKLtPk5GT9+uuvkqRWrVrl2eYf13/hhRdcRfrQQw/pxIkTio2NVcOGDbVz505JksPhUPPmza/2YwA8gwHglm6//XYjyUgy8fHxBa6XlZVl/Pz8jCTTrl07Y4wxR48eNU6n00gy3bp1y7X+G2+84XrfqKgo1/N33HGHkWRKly5tLl686Hr+yy+/dK0/bdo01/N169Y1kkzVqlWNMcakpKSYgIAAI8k0bNjQZGdn5/sedevWtfbBAG6IkSnghrKysrRjxw5Jly51qVatWoHr7t69W6mpqZL+M0L87LPPlJOTI0kaPnx4rvXDwsJc/7484s3Oztb27dslSbfddpt8fHxc6xS0C3n//v25ntuwYYNSUlJc23Q6//PrpXr16nneAyhOKFPADe3evVtpaWmSru946eXdspLUrFmzXOvHxsa6/n35vXfv3q0LFy7ku73NmzdLunTm7uXds5cvw/njNg8cOOB6TaNGjfL89/x5m0BxQpkCbuhaJmvIr0y9vf9zbuG5c+dc/87MzNTbb7/teny52P44mcIfy/fAgQOuiRluueUW+fv7F7hNX1/ffLcpSQsWLMizTaA44WxewA39saycTqc2bNiQ73oRERGudYODg3XzzTdLkurXr+9aZ/To0XrjjTeUkZGhsWPHukat1atXV0hIiCQpISHBtb6fn58kKTExUf3791dmZqak/E8+cjqdrtHqH7f57LPPqk6dOipfvrxefPFFrVmzRtKlkv/jWb1AsWH3QVsAed12222uE3au9PXTTz8ZLy+vPCcTpaWlmfDw8Cu+9r777nOtv2bNGtfzgYGBpnv37iYwMNAEBga6nl+wYIFr/bCwMCPJ3HLLLa7ncnJyTOvWrfNsx+l0Gm9vbyPJNG7cuGg+QKCIsZsXcDNpaWlXNVG9v7+/kpOTlZ2dLSn37uAyZcroyy+/VFRUlPz8/BQcHKx77rlHkyZNcq3zx92tnTt31pQpU1S5cmWlpqYqPj5e48eP18svv+xa5/L7//777zp+/HiebTocDi1btkx9+vRRQECAfH19FRkZqVWrVrlORmIXL4orhzH/dxYBgGJv/PjxmjZtmiRp3bp16tixo82JgOKBkSlQgly+3MbhcOQ5yxfA9aNMgRLkcpnWq1dP5cqVszkNUHxQpkAJceTIESUmJkri2CVQ2DhmCgCARYxMAQCwiDIFAMAiyhQAAIsoUwAALKJMAQCwiDIFAMAiyhQAAIsoUwAALKJMAQCwiDIFAMCi/w9V8BtwE/778AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 463x558 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', filter='Measurement==\"A\" & T [C]==25', tick_labels_major_x_rotation=90, color_by_bar=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 463x558 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', filter='Measurement==\"A\" & T [C]==25', tick_labels_major_x_rotation=90, \n",
    "        color_by_bar=True, colors=['#FF0000', '#FF00FF', '#FFFF00', '#00FF00', '#0000FF'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other color kwargs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 473x558 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.bar(df, x='Liquid', y='pH', tick_labels_major_x_rotation=90, error_bars=True,\n",
    "        bar_error_color='#FF0000', bar_fill_alpha=1, bar_edge_color='#000000', bar_edge_width=3)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "781px",
    "left": "0px",
    "right": "1152px",
    "top": "119px",
    "width": "212px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}