{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Creating subplots\n", "\n", "At this point you should know the basics of making plots with Matplotlib. Now we will expand on our basic plotting skills to learn how to create more advanced plots. In this section, we will show how to visualize data using pandas/Matplotlib and create multi-panel plots such as the one below.\n", "\n", "![_**Figure 4.10**. An example of seasonal temperatures for 2012-2013 using pandas and Matplotlib._](../img/subplots.png)\n", "\n", "_**Figure 4.10**. An example of seasonal temperatures for 2012-2013 using pandas and Matplotlib._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing the data for plotting \n", "\n", "We will start again by reading in the data file." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "fp = \"data/029740.txt\"\n", "\n", "data = pd.read_csv(\n", " fp,\n", " delim_whitespace=True,\n", " na_values=[\"*\", \"**\", \"***\", \"****\", \"*****\", \"******\"],\n", " usecols=[\"YR--MODAHRMN\", \"TEMP\", \"MAX\", \"MIN\"],\n", " parse_dates=[\"YR--MODAHRMN\"],\n", " index_col=\"YR--MODAHRMN\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After reading the file, we can new rename the `TEMP` column as `TEMP_F`, since we will later convert our temperatures from Fahrenheit to Celsius." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "new_names = {\"TEMP\": \"TEMP_F\"}\n", "data = data.rename(columns=new_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point we can quickly check the first rows of data to see whether the expected changes have occurred." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TEMP_FMAXMIN
YR--MODAHRMN
1952-01-01 00:00:0036.0NaNNaN
1952-01-01 06:00:0037.0NaN34.0
1952-01-01 12:00:0039.0NaNNaN
1952-01-01 18:00:0036.039.0NaN
1952-01-02 00:00:0036.0NaNNaN
\n", "
" ], "text/plain": [ " TEMP_F MAX MIN\n", "YR--MODAHRMN \n", "1952-01-01 00:00:00 36.0 NaN NaN\n", "1952-01-01 06:00:00 37.0 NaN 34.0\n", "1952-01-01 12:00:00 39.0 NaN NaN\n", "1952-01-01 18:00:00 36.0 39.0 NaN\n", "1952-01-02 00:00:00 36.0 NaN NaN" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we have to deal with no-data values. Let's start by checking how many no-data values we have." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of no-data values per column: \n", "TEMP_F 1644\n", "MAX 249697\n", "MIN 249701\n", "dtype: int64\n" ] } ], "source": [ "print(\"Number of no-data values per column: \")\n", "print(data.isna().sum())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, there are 1644 missing values in the TEMP_F column and we should remove those. We need not worry about the no-data values in `'MAX'` and `'MIN'` columns since we will not use them for the plots produced below. We can remove rows from our DataFrame where `'TEMP_F'` is missing values using the `dropna()` method." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of rows after removing no data values: 256028\n" ] } ], "source": [ "data.dropna(subset=[\"TEMP_F\"], inplace=True)\n", "print(\"Number of rows after removing no data values:\", len(data))" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "#### Question 4.2\n", "\n", "How many rows of data would remain if we removed all rows with any no-data values from our data (including no-data values in the `MAX` and `MIN` columns)? If you test this, be sure to save the modified DataFrame to another variable name or do not use the `inplace` parameter." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "remove_cell" ] }, "outputs": [], "source": [ "# Use this cell to enter your solution." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [ "hide-cell", "remove_book_cell" ] }, "outputs": [ { "data": { "text/plain": [ "6601" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Solution\n", "\n", "\n", "len(data.dropna())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have loaded the data, we can convert the temperature values from Fahrenheit to Celsius, like we have in earlier chapters." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "data[\"TEMP_C\"] = (data[\"TEMP_F\"] - 32.0) / 1.8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can once again now check the contents of our DataFrame." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TEMP_FMAXMINTEMP_C
YR--MODAHRMN
1952-01-01 00:00:0036.0NaNNaN2.222222
1952-01-01 06:00:0037.0NaN34.02.777778
1952-01-01 12:00:0039.0NaNNaN3.888889
1952-01-01 18:00:0036.039.0NaN2.222222
1952-01-02 00:00:0036.0NaNNaN2.222222
\n", "
" ], "text/plain": [ " TEMP_F MAX MIN TEMP_C\n", "YR--MODAHRMN \n", "1952-01-01 00:00:00 36.0 NaN NaN 2.222222\n", "1952-01-01 06:00:00 37.0 NaN 34.0 2.777778\n", "1952-01-01 12:00:00 39.0 NaN NaN 3.888889\n", "1952-01-01 18:00:00 36.0 39.0 NaN 2.222222\n", "1952-01-02 00:00:00 36.0 NaN NaN 2.222222" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Subplots\n", "\n", "Having processed and cleaned the data we can now continue working with it and learn how to create figures that contain {term}`subplots`. Subplots are used to display multiple plots in different panels of the same figure, as shown at the start of this section (Figure 4.10).\n", "\n", "We can start with creating the subplots by dividing the data in the data file into different groups. In this case we can divide the temperature data into temperatures for the four different seasons of the year. We can make the following selections:\n", "\n", "- Winter (December 2012 - February 2013)\n", "- Spring (March 2013 - May 2013)\n", "- Summer (June 2013 - August 2013)\n", "- Autumn (Septempber 2013 - November 2013)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "winter = data.loc[(data.index >= \"201212010000\") & (data.index < \"201303010000\")]\n", "winter_temps = winter[\"TEMP_C\"]\n", "\n", "spring = data.loc[(data.index >= \"201303010000\") & (data.index < \"201306010000\")]\n", "spring_temps = spring[\"TEMP_C\"]\n", "\n", "summer = data.loc[(data.index >= \"201306010000\") & (data.index < \"201309010000\")]\n", "summer_temps = summer[\"TEMP_C\"]\n", "\n", "autumn = data.loc[(data.index >= \"201309010000\") & (data.index < \"201312010000\")]\n", "autumn_temps = autumn[\"TEMP_C\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at the data from two different seasons to see whether the preceding step appears to have worked as expected." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax1 = winter_temps.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_**Figure 4.11**. Winter temperatures for 2012-2013._" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax2 = summer_temps.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_**Figure 4.12**. Summer temperatures for 2012-2013._\n", "\n", "Based on the plots above it looks that the correct seasons have been plotted and the temperatures between winter and summer are quite different, as we would expect. One thing we might need to consider with this is that the y-axis range currently varies between the two plots and we may want to define axis ranges that ensure the data are plotted with the same y-axis ranges in all subplots. This will help make it easier to visually compare the temperatures between seasons.\n", "\n", "**Finding the data bounds**\n", "\n", "In order to define y-axis limits that will include the data from all of the seasons and be consistent between subplots we first need to find the minimum and maximum temperatures from all of the seasons.\n", "In addition, we should consider that it would be beneficial to have some extra space (padding) between the y-axis limits and those values, such that, for example, the maximum y-axis limit is five degrees higher than the maximum temperature and the minimum y-axis limit is five degrees lower than the minimum temperature. We can do that below by calculating the minumum of each seasons minumum temperature and subtracting five degrees." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Minimum temperature: -35.0\n", "Maximum temperature: 35.0\n" ] } ], "source": [ "# Find lower limit for y-axis\n", "min_temp = min(\n", " winter_temps.min(), spring_temps.min(), summer_temps.min(), autumn_temps.min()\n", ")\n", "min_temp = min_temp - 5.0\n", "\n", "# Find upper limit for y-axis\n", "max_temp = max(\n", " winter_temps.max(), spring_temps.max(), summer_temps.max(), autumn_temps.max()\n", ")\n", "max_temp = max_temp + 5.0\n", "\n", "# Print y-axis min, max\n", "print(f\"Minimum temperature: {min_temp}\")\n", "print(f\"Maximum temperature: {max_temp}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use this temperature range to standardize the y-axis ranges of our plots.\n", "\n", "**Displaying multiple subplots in a single figure**\n", "\n", "With the data split into seasons and y-axis range defined we can now continue to plot data from all four seasons the same figure. We will start by creating a figure containing four subplots in a 2x2 panel using Matplotlib’s `subplots()` function. In the `subplots()` function, the user can specify how many rows and columns of plots they want to have in their figure.\n", "We can also specify the size of our figure with `figsize()` parameter that takes the `width` and `height` values (in inches) as input." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[, ],\n", " [, ]], dtype=object)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+AAAAKZCAYAAAA4fUHAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA9wElEQVR4nO3df2yW9b0//ldpoVXPaRdh1iLIyo5ubGTu0AZGOWSZR2vQuJDsxC6eiDpN1mw7CD16BuNEBzFptpOZMzfBbYJmCTriz/hHj6N/nINV2M6hK8sySFyEY2FrJa2xRd0pAtf3Dz/0u65FuW+v+93CHo/k/uN+7331ft/vlD19XvfV+yrLsiwLAAAAoKSmTfYCAAAA4C+BAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACRRcwF988cW48cYbY/bs2VFWVhbPPffcBx6za9euaGhoiKqqqpg/f348/PDDxawVAEhA1gNAaRRcwN9+++246qqr4oc//OFZzT906FBcf/31sXz58ujp6YlvfetbsXr16nj66acLXiwAUHqyHgBKoyzLsqzog8vK4tlnn42VK1eecc43v/nNeP755+PAgQOjY62trfHrX/869uzZU+xLAwAJyHoAyE9FqV9gz5490dzcPGbsuuuui61bt8a7774b06dPH3fMyMhIjIyMjD4/depUvPHGGzFz5swoKysr9ZIB4ANlWRbHjh2L2bNnx7Rpf9lfqSLrATgflSLrS17A+/v7o7a2dsxYbW1tnDhxIgYGBqKurm7cMe3t7bFx48ZSLw0APrTDhw/HnDlzJnsZk0rWA3A+yzPrS17AI2LcmezTV72f6Qz3+vXro62tbfT50NBQXH755XH48OGorq4u3UIB4CwNDw/H3Llz46//+q8neylTgqwH4HxTiqwveQG/9NJLo7+/f8zY0aNHo6KiImbOnDnhMZWVlVFZWTluvLq6WigDMKW4XFrWA3B+yzPrS/5Ha0uXLo3Ozs4xYzt37ozGxsYJ/yYMADi3yHoAODsFF/C33nor9u3bF/v27YuI9249sm/fvujt7Y2I9y4pW7Vq1ej81tbWeO2116KtrS0OHDgQ27Zti61bt8bdd9+dzzsAAHIl6wGgNAq+BH3v3r3xhS98YfT56b/fuvXWW+Oxxx6Lvr6+0YCOiKivr4+Ojo5Yu3ZtPPTQQzF79ux48MEH40tf+lIOywcA8ibrAaA0PtR9wFMZHh6OmpqaGBoa8ndhAEwJsilf9hOAqaYU2fSXfeNSAAAASEQBBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEigqAK+efPmqK+vj6qqqmhoaIiurq73nb99+/a46qqr4sILL4y6urq4/fbbY3BwsKgFAwClJ+sBIH8FF/AdO3bEmjVrYsOGDdHT0xPLly+PFStWRG9v74TzX3rppVi1alXccccd8dvf/jaefPLJ+J//+Z+48847P/TiAYD8yXoAKI2CC/gDDzwQd9xxR9x5552xYMGC+Pd///eYO3dubNmyZcL5v/jFL+JjH/tYrF69Ourr6+Pv/u7v4qtf/Wrs3bv3Qy8eAMifrAeA0iiogB8/fjy6u7ujubl5zHhzc3Ps3r17wmOampriyJEj0dHREVmWxeuvvx5PPfVU3HDDDWd8nZGRkRgeHh7zAABKT9YDQOkUVMAHBgbi5MmTUVtbO2a8trY2+vv7Jzymqakptm/fHi0tLTFjxoy49NJL4yMf+Uj84Ac/OOPrtLe3R01Nzehj7ty5hSwTACiSrAeA0inqS9jKysrGPM+ybNzYafv374/Vq1fHvffeG93d3fHCCy/EoUOHorW19Yw/f/369TE0NDT6OHz4cDHLBACKJOsBIH8VhUyeNWtWlJeXjzsDfvTo0XFnyk9rb2+PZcuWxT333BMREZ/5zGfioosuiuXLl8f9998fdXV1446prKyMysrKQpYGAORA1gNA6RT0CfiMGTOioaEhOjs7x4x3dnZGU1PThMe88847MW3a2JcpLy+PiPfOpgMAU4esB4DSKfgS9La2tnjkkUdi27ZtceDAgVi7dm309vaOXma2fv36WLVq1ej8G2+8MZ555pnYsmVLHDx4MF5++eVYvXp1LF68OGbPnp3fOwEAciHrAaA0CroEPSKipaUlBgcHY9OmTdHX1xcLFy6Mjo6OmDdvXkRE9PX1jblP6G233RbHjh2LH/7wh/HP//zP8ZGPfCSuvvrq+M53vpPfuwAAciPrAaA0yrJz4Nqw4eHhqKmpiaGhoaiurp7s5QCAbMqZ/QRgqilFNhX1LegAAABAYRRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgASKKuCbN2+O+vr6qKqqioaGhujq6nrf+SMjI7Fhw4aYN29eVFZWxsc//vHYtm1bUQsGAEpP1gNA/ioKPWDHjh2xZs2a2Lx5cyxbtix+9KMfxYoVK2L//v1x+eWXT3jMTTfdFK+//nps3bo1/uZv/iaOHj0aJ06c+NCLBwDyJ+sBoDTKsizLCjlgyZIlsWjRotiyZcvo2IIFC2LlypXR3t4+bv4LL7wQX/7yl+PgwYNx8cUXF7XI4eHhqKmpiaGhoaiuri7qZwBAns7nbJL1AFCabCroEvTjx49Hd3d3NDc3jxlvbm6O3bt3T3jM888/H42NjfHd7343Lrvssrjyyivj7rvvjj/+8Y9nfJ2RkZEYHh4e8wAASk/WA0DpFHQJ+sDAQJw8eTJqa2vHjNfW1kZ/f/+Exxw8eDBeeumlqKqqimeffTYGBgbia1/7Wrzxxhtn/Nuw9vb22LhxYyFLAwByIOsBoHSK+hK2srKyMc+zLBs3dtqpU6eirKwstm/fHosXL47rr78+HnjggXjsscfOeGZ8/fr1MTQ0NPo4fPhwMcsEAIok6wEgfwV9Aj5r1qwoLy8fdwb86NGj486Un1ZXVxeXXXZZ1NTUjI4tWLAgsiyLI0eOxBVXXDHumMrKyqisrCxkaQBADmQ9AJROQZ+Az5gxIxoaGqKzs3PMeGdnZzQ1NU14zLJly+IPf/hDvPXWW6Njr7zySkybNi3mzJlTxJIBgFKR9QBQOgVfgt7W1haPPPJIbNu2LQ4cOBBr166N3t7eaG1tjYj3LilbtWrV6Pybb745Zs6cGbfffnvs378/XnzxxbjnnnviK1/5SlxwwQX5vRMAIBeyHgBKo+D7gLe0tMTg4GBs2rQp+vr6YuHChdHR0RHz5s2LiIi+vr7o7e0dnf9Xf/VX0dnZGf/0T/8UjY2NMXPmzLjpppvi/vvvz+9dAAC5kfUAUBoF3wd8Mrg3KABTjWzKl/0EYKqZ9PuAAwAAAMVRwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASKKqAb968Oerr66OqqioaGhqiq6vrrI57+eWXo6KiIj772c8W87IAQCKyHgDyV3AB37FjR6xZsyY2bNgQPT09sXz58lixYkX09va+73FDQ0OxatWq+Pu///uiFwsAlJ6sB4DSKMuyLCvkgCVLlsSiRYtiy5Yto2MLFiyIlStXRnt7+xmP+/KXvxxXXHFFlJeXx3PPPRf79u0769ccHh6OmpqaGBoaiurq6kKWCwAlcT5nk6wHgNJkU0GfgB8/fjy6u7ujubl5zHhzc3Ps3r37jMc9+uij8eqrr8Z99913Vq8zMjISw8PDYx4AQOnJegAonYIK+MDAQJw8eTJqa2vHjNfW1kZ/f/+Ex/zud7+LdevWxfbt26OiouKsXqe9vT1qampGH3Pnzi1kmQBAkWQ9AJROUV/CVlZWNuZ5lmXjxiIiTp48GTfffHNs3LgxrrzyyrP++evXr4+hoaHRx+HDh4tZJgBQJFkPAPk7u9PU/8+sWbOivLx83Bnwo0ePjjtTHhFx7Nix2Lt3b/T09MQ3vvGNiIg4depUZFkWFRUVsXPnzrj66qvHHVdZWRmVlZWFLA0AyIGsB4DSKegT8BkzZkRDQ0N0dnaOGe/s7IympqZx86urq+M3v/lN7Nu3b/TR2toan/jEJ2Lfvn2xZMmSD7d6ACBXsh4ASqegT8AjItra2uKWW26JxsbGWLp0afz4xz+O3t7eaG1tjYj3Lin7/e9/Hz/96U9j2rRpsXDhwjHHX3LJJVFVVTVuHACYGmQ9AJRGwQW8paUlBgcHY9OmTdHX1xcLFy6Mjo6OmDdvXkRE9PX1feB9QgGAqUvWA0BpFHwf8Mng3qAATDWyKV/2E4CpZtLvAw4AAAAURwEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASKCoAr558+aor6+PqqqqaGhoiK6urjPOfeaZZ+Laa6+Nj370o1FdXR1Lly6Nn//850UvGAAoPVkPAPkruIDv2LEj1qxZExs2bIienp5Yvnx5rFixInp7eyec/+KLL8a1114bHR0d0d3dHV/4whfixhtvjJ6eng+9eAAgf7IeAEqjLMuyrJADlixZEosWLYotW7aMji1YsCBWrlwZ7e3tZ/UzPv3pT0dLS0vce++9ZzV/eHg4ampqYmhoKKqrqwtZLgCUxPmcTbIeAEqTTQV9An78+PHo7u6O5ubmMePNzc2xe/fus/oZp06dimPHjsXFF198xjkjIyMxPDw85gEAlJ6sB4DSKaiADwwMxMmTJ6O2tnbMeG1tbfT395/Vz/je974Xb7/9dtx0001nnNPe3h41NTWjj7lz5xayTACgSLIeAEqnqC9hKysrG/M8y7JxYxN54okn4tvf/nbs2LEjLrnkkjPOW79+fQwNDY0+Dh8+XMwyAYAiyXoAyF9FIZNnzZoV5eXl486AHz16dNyZ8j+3Y8eOuOOOO+LJJ5+Ma6655n3nVlZWRmVlZSFLAwByIOsBoHQK+gR8xowZ0dDQEJ2dnWPGOzs7o6mp6YzHPfHEE3HbbbfF448/HjfccENxKwUASk7WA0DpFPQJeEREW1tb3HLLLdHY2BhLly6NH//4x9Hb2xutra0R8d4lZb///e/jpz/9aUS8F8irVq2K73//+/G5z31u9Iz6BRdcEDU1NTm+FQAgD7IeAEqj4ALe0tISg4ODsWnTpujr64uFCxdGR0dHzJs3LyIi+vr6xtwn9Ec/+lGcOHEivv71r8fXv/710fFbb701HnvssQ//DgCAXMl6ACiNgu8DPhncGxSAqUY25ct+AjDVTPp9wAEAAIDiKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACRRVwDdv3hz19fVRVVUVDQ0N0dXV9b7zd+3aFQ0NDVFVVRXz58+Phx9+uKjFAgBpyHoAyF/BBXzHjh2xZs2a2LBhQ/T09MTy5ctjxYoV0dvbO+H8Q4cOxfXXXx/Lly+Pnp6e+Na3vhWrV6+Op59++kMvHgDIn6wHgNIoy7IsK+SAJUuWxKJFi2LLli2jYwsWLIiVK1dGe3v7uPnf/OY34/nnn48DBw6MjrW2tsavf/3r2LNnz1m95vDwcNTU1MTQ0FBUV1cXslwAKInzOZtkPQCUJpsqCpl8/Pjx6O7ujnXr1o0Zb25ujt27d094zJ49e6K5uXnM2HXXXRdbt26Nd999N6ZPnz7umJGRkRgZGRl9PjQ0FBHvbQAATAWnM6nA89hTnqwHgPeUIusLKuADAwNx8uTJqK2tHTNeW1sb/f39Ex7T398/4fwTJ07EwMBA1NXVjTumvb09Nm7cOG587ty5hSwXAEpucHAwampqJnsZuZH1ADBWnllfUAE/raysbMzzLMvGjX3Q/InGT1u/fn20tbWNPn/zzTdj3rx50dvbe179R85kGR4ejrlz58bhw4dd5pcTe5ov+5k/e5q/oaGhuPzyy+Piiy+e7KWUhKw/9/l3ny/7mT97mi/7mb9SZH1BBXzWrFlRXl4+7gz40aNHx535Pu3SSy+dcH5FRUXMnDlzwmMqKyujsrJy3HhNTY1fphxVV1fbz5zZ03zZz/zZ0/xNm3Z+3dFT1p9//LvPl/3Mnz3Nl/3MX55ZX9BPmjFjRjQ0NERnZ+eY8c7OzmhqaprwmKVLl46bv3PnzmhsbJzwb8IAgMkj6wGgdAqu8m1tbfHII4/Etm3b4sCBA7F27dro7e2N1tbWiHjvkrJVq1aNzm9tbY3XXnst2tra4sCBA7Ft27bYunVr3H333fm9CwAgN7IeAEqj4L8Bb2lpicHBwdi0aVP09fXFwoULo6OjI+bNmxcREX19fWPuE1pfXx8dHR2xdu3aeOihh2L27Nnx4IMPxpe+9KWzfs3Kysq47777JrxUjcLZz/zZ03zZz/zZ0/ydz3sq688P9jRf9jN/9jRf9jN/pdjTgu8DDgAAABTu/PrmGAAAAJiiFHAAAABIQAEHAACABBRwAAAASGDKFPDNmzdHfX19VFVVRUNDQ3R1db3v/F27dkVDQ0NUVVXF/Pnz4+GHH0600nNDIfv5zDPPxLXXXhsf/ehHo7q6OpYuXRo///nPE6723FDo7+hpL7/8clRUVMRnP/vZ0i7wHFPofo6MjMSGDRti3rx5UVlZGR//+Mdj27ZtiVZ7bih0T7dv3x5XXXVVXHjhhVFXVxe33357DA4OJlrt1Pbiiy/GjTfeGLNnz46ysrJ47rnnPvAYufTBZH2+ZH3+ZH3+5H2+ZH1+Ji3rsyngZz/7WTZ9+vTsJz/5SbZ///7srrvuyi666KLstddem3D+wYMHswsvvDC76667sv3792c/+clPsunTp2dPPfVU4pVPTYXu51133ZV95zvfyf77v/87e+WVV7L169dn06dPz371q18lXvnUVeienvbmm29m8+fPz5qbm7OrrroqzWLPAcXs5xe/+MVsyZIlWWdnZ3bo0KHsl7/8Zfbyyy8nXPXUVuiednV1ZdOmTcu+//3vZwcPHsy6urqyT3/609nKlSsTr3xq6ujoyDZs2JA9/fTTWURkzz777PvOl0sfTNbnS9bnT9bnT97nS9bna7KyfkoU8MWLF2etra1jxj75yU9m69atm3D+v/zLv2Sf/OQnx4x99atfzT73uc+VbI3nkkL3cyKf+tSnso0bN+a9tHNWsXva0tKS/eu//mt23333CeU/Ueh+/sd//EdWU1OTDQ4OpljeOanQPf23f/u3bP78+WPGHnzwwWzOnDklW+O56mxCWS59MFmfL1mfP1mfP3mfL1lfOimzftIvQT9+/Hh0d3dHc3PzmPHm5ubYvXv3hMfs2bNn3Pzrrrsu9u7dG++++27J1nouKGY//9ypU6fi2LFjcfHFF5diieecYvf00UcfjVdffTXuu+++Ui/xnFLMfj7//PPR2NgY3/3ud+Oyyy6LK6+8Mu6+++744x//mGLJU14xe9rU1BRHjhyJjo6OyLIsXn/99XjqqafihhtuSLHk845cen+yPl+yPn+yPn/yPl+yfvLllUsVeS+sUAMDA3Hy5Mmora0dM15bWxv9/f0THtPf3z/h/BMnTsTAwEDU1dWVbL1TXTH7+ee+973vxdtvvx033XRTKZZ4zilmT3/3u9/FunXroqurKyoqJv2f2ZRSzH4ePHgwXnrppaiqqopnn302BgYG4mtf+1q88cYb/i4sitvTpqam2L59e7S0tMT//d//xYkTJ+KLX/xi/OAHP0ix5POOXHp/sj5fsj5/sj5/8j5fsn7y5ZVLk/4J+GllZWVjnmdZNm7sg+ZPNP6XqtD9PO2JJ56Ib3/727Fjx4645JJLSrW8c9LZ7unJkyfj5ptvjo0bN8aVV16ZannnnEJ+R0+dOhVlZWWxffv2WLx4cVx//fXxwAMPxGOPPeas+J8oZE/3798fq1evjnvvvTe6u7vjhRdeiEOHDkVra2uKpZ6X5NIHk/X5kvX5k/X5k/f5kvWTK49cmvTTdbNmzYry8vJxZ26OHj067gzDaZdeeumE8ysqKmLmzJklW+u5oJj9PG3Hjh1xxx13xJNPPhnXXHNNKZd5Til0T48dOxZ79+6Nnp6e+MY3vhER7wVKlmVRUVERO3fujKuvvjrJ2qeiYn5H6+rq4rLLLouamprRsQULFkSWZXHkyJG44oorSrrmqa6YPW1vb49ly5bFPffcExERn/nMZ+Kiiy6K5cuXx/333/8X/eliMeTS+5P1+ZL1+ZP1+ZP3+ZL1ky+vXJr0T8BnzJgRDQ0N0dnZOWa8s7MzmpqaJjxm6dKl4+bv3LkzGhsbY/r06SVb67mgmP2MeO9s+G233RaPP/64vwv5M4XuaXV1dfzmN7+Jffv2jT5aW1vjE5/4ROzbty+WLFmSaulTUjG/o8uWLYs//OEP8dZbb42OvfLKKzFt2rSYM2dOSdd7LihmT995552YNm1sBJSXl0fE/382l7Mnl96frM+XrM+frM+fvM+XrJ98ueVSQV/ZViKnv1J/69at2f79+7M1a9ZkF110Ufa///u/WZZl2bp167JbbrlldP7pr4Bfu3Zttn///mzr1q1uTfInCt3Pxx9/PKuoqMgeeuihrK+vb/Tx5ptvTtZbmHIK3dM/55tRxyp0P48dO5bNmTMn+4d/+Ifst7/9bbZr167siiuuyO68887JegtTTqF7+uijj2YVFRXZ5s2bs1dffTV76aWXssbGxmzx4sWT9RamlGPHjmU9PT1ZT09PFhHZAw88kPX09Ize6kUuFU7W50vW50/W50/e50vW52uysn5KFPAsy7KHHnoomzdvXjZjxoxs0aJF2a5du0b/t1tvvTX7/Oc/P2b+f/3Xf2V/+7d/m82YMSP72Mc+lm3ZsiXxiqe2Qvbz85//fBYR4x633npr+oVPYYX+jv4poTxeoft54MCB7JprrskuuOCCbM6cOVlbW1v2zjvvJF711Fbonj744IPZpz71qeyCCy7I6urqsn/8x3/Mjhw5knjVU9N//ud/vu//L8ql4sj6fMn6/Mn6/Mn7fMn6/ExW1pdlmesPAAAAoNQm/W/AAQAA4C+BAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAkUXMBffPHFuPHGG2P27NlRVlYWzz333Aces2vXrmhoaIiqqqqYP39+PPzww8WsFQBIQNYDQGkUXMDffvvtuOqqq+KHP/zhWc0/dOhQXH/99bF8+fLo6emJb33rW7F69ep4+umnC14sAFB6sh4ASqMsy7Ks6IPLyuLZZ5+NlStXnnHON7/5zXj++efjwIEDo2Otra3x61//Ovbs2VPsSwMACch6AMhPRalfYM+ePdHc3Dxm7LrrroutW7fGu+++G9OnTx93zMjISIyMjIw+P3XqVLzxxhsxc+bMKCsrK/WSAeADZVkWx44di9mzZ8e0aX/ZX6ki6wE4H5Ui60tewPv7+6O2tnbMWG1tbZw4cSIGBgairq5u3DHt7e2xcePGUi8NAD60w4cPx5w5cyZ7GZNK1gNwPssz60tewCNi3Jns01e9n+kM9/r166OtrW30+dDQUFx++eVx+PDhqK6uLt1CAeAsDQ8Px9y5c+Ov//qvJ3spU4KsB+B8U4qsL3kBv/TSS6O/v3/M2NGjR6OioiJmzpw54TGVlZVRWVk5bry6ulooAzCluFxa1gNwfssz60v+R2tLly6Nzs7OMWM7d+6MxsbGCf8mDAA4t8h6ADg7BRfwt956K/bt2xf79u2LiPduPbJv377o7e2NiPcuKVu1atXo/NbW1njttdeira0tDhw4ENu2bYutW7fG3Xffnc87AAByJesBoDQKvgR979698YUvfGH0+em/37r11lvjsccei76+vtGAjoior6+Pjo6OWLt2bTz00EMxe/bsePDBB+NLX/pSDssHAPIm6wGgND7UfcBTGR4ejpqamhgaGvJ3YQBMCbIpX/YTgKmmFNn0l33jUgAAAEhEAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIoKgCvnnz5qivr4+qqqpoaGiIrq6u952/ffv2uOqqq+LCCy+Murq6uP3222NwcLCoBQMApSfrASB/BRfwHTt2xJo1a2LDhg3R09MTy5cvjxUrVkRvb++E81966aVYtWpV3HHHHfHb3/42nnzyyfif//mfuPPOOz/04gGA/Ml6ACiNggv4Aw88EHfccUfceeedsWDBgvj3f//3mDt3bmzZsmXC+b/4xS/iYx/7WKxevTrq6+vj7/7u7+KrX/1q7N2790MvHgDIn6wHgNIoqIAfP348uru7o7m5ecx4c3Nz7N69e8Jjmpqa4siRI9HR0RFZlsXrr78eTz31VNxwww1nfJ2RkZEYHh4e8wAASk/WA0DpFFTABwYG4uTJk1FbWztmvLa2Nvr7+yc8pqmpKbZv3x4tLS0xY8aMuPTSS+MjH/lI/OAHPzjj67S3t0dNTc3oY+7cuYUsEwAokqwHgNIp6kvYysrKxjzPsmzc2Gn79++P1atXx7333hvd3d3xwgsvxKFDh6K1tfWMP3/9+vUxNDQ0+jh8+HAxywQAiiTrASB/FYVMnjVrVpSXl487A3706NFxZ8pPa29vj2XLlsU999wTERGf+cxn4qKLLorly5fH/fffH3V1deOOqaysjMrKykKWBgDkQNYDQOkU9An4jBkzoqGhITo7O8eMd3Z2RlNT04THvPPOOzFt2tiXKS8vj4j3zqYDAFOHrAeA0in4EvS2trZ45JFHYtu2bXHgwIFYu3Zt9Pb2jl5mtn79+li1atXo/BtvvDGeeeaZ2LJlSxw8eDBefvnlWL16dSxevDhmz56d3zsBAHIh6wGgNAq6BD0ioqWlJQYHB2PTpk3R19cXCxcujI6Ojpg3b15ERPT19Y25T+htt90Wx44dix/+8Ifxz//8z/GRj3wkrr766vjOd76T37sAAHIj6wGgNMqyc+DasOHh4aipqYmhoaGorq6e7OUAgGzKmf0EYKopRTYV9S3oAAAAQGEUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEiirgmzdvjvr6+qiqqoqGhobo6up63/kjIyOxYcOGmDdvXlRWVsbHP/7x2LZtW1ELBgBKT9YDQP4qCj1gx44dsWbNmti8eXMsW7YsfvSjH8WKFSti//79cfnll094zE033RSvv/56bN26Nf7mb/4mjh49GidOnPjQiwcA8ifrAaA0yrIsywo5YMmSJbFo0aLYsmXL6NiCBQti5cqV0d7ePm7+Cy+8EF/+8pfj4MGDcfHFFxe1yOHh4aipqYmhoaGorq4u6mcAQJ7O52yS9QBQmmwq6BL048ePR3d3dzQ3N48Zb25ujt27d094zPPPPx+NjY3x3e9+Ny677LK48sor4+67744//vGPZ3ydkZGRGB4eHvMAAEpP1gNA6RR0CfrAwECcPHkyamtrx4zX1tZGf3//hMccPHgwXnrppaiqqopnn302BgYG4mtf+1q88cYbZ/zbsPb29ti4cWMhSwMAciDrAaB0ivoStrKysjHPsywbN3baqVOnoqysLLZv3x6LFy+O66+/Ph544IF47LHHznhmfP369TE0NDT6OHz4cDHLBACKJOsBIH8FfQI+a9asKC8vH3cG/OjRo+POlJ9WV1cXl112WdTU1IyOLViwILIsiyNHjsQVV1wx7pjKysqorKwsZGkAQA5kPQCUTkGfgM+YMSMaGhqis7NzzHhnZ2c0NTVNeMyyZcviD3/4Q7z11lujY6+88kpMmzYt5syZU8SSAYBSkfUAUDoFX4Le1tYWjzzySGzbti0OHDgQa9eujd7e3mhtbY2I9y4pW7Vq1ej8m2++OWbOnBm333577N+/P1588cW455574itf+UpccMEF+b0TACAXsh4ASqPg+4C3tLTE4OBgbNq0Kfr6+mLhwoXR0dER8+bNi4iIvr6+6O3tHZ3/V3/1V9HZ2Rn/9E//FI2NjTFz5sy46aab4v7778/vXQAAuZH1AFAaBd8HfDK4NygAU41sypf9BGCqmfT7gAMAAADFUcABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAElDAAQAAIAEFHAAAABJQwAEAACABBRwAAAASUMABAAAgAQUcAAAAEiiqgG/evDnq6+ujqqoqGhoaoqur66yOe/nll6OioiI++9nPFvOyAEAish4A8ldwAd+xY0esWbMmNmzYED09PbF8+fJYsWJF9Pb2vu9xQ0NDsWrVqvj7v//7ohcLAJSerAeA0ijLsiwr5IAlS5bEokWLYsuWLaNjCxYsiJUrV0Z7e/sZj/vyl78cV1xxRZSXl8dzzz0X+/btO+vXHB4ejpqamhgaGorq6upClgsAJXE+Z5OsB4DSZFNBn4AfP348uru7o7m5ecx4c3Nz7N69+4zHPfroo/Hqq6/Gfffdd1avMzIyEsPDw2MeAEDpyXoAKJ2CCvjAwECcPHkyamtrx4zX1tZGf3//hMf87ne/i3Xr1sX27dujoqLirF6nvb09ampqRh9z584tZJkAQJFkPQCUTlFfwlZWVjbmeZZl48YiIk6ePBk333xzbNy4Ma688sqz/vnr16+PoaGh0cfhw4eLWSYAUCRZDwD5O7vT1P/PrFmzory8fNwZ8KNHj447Ux4RcezYsdi7d2/09PTEN77xjYiIOHXqVGRZFhUVFbFz5864+uqrxx1XWVkZlZWVhSwNAMiBrAeA0inoE/AZM2ZEQ0NDdHZ2jhnv7OyMpqamcfOrq6vjN7/5Tezbt2/00draGp/4xCdi3759sWTJkg+3egAgV7IeAEqnoE/AIyLa2trilltuicbGxli6dGn8+Mc/jt7e3mhtbY2I9y4p+/3vfx8//elPY9q0abFw4cIxx19yySVRVVU1bhwAmBpkPQCURsEFvKWlJQYHB2PTpk3R19cXCxcujI6Ojpg3b15ERPT19X3gfUIBgKlL1gNAaRR8H/DJ4N6gAEw1silf9hOAqWbS7wMOAAAAFEcBBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEhAAQcAAIAEFHAAAABIQAEHAACABBRwAAAASEABBwAAgAQUcAAAAEigqAK+efPmqK+vj6qqqmhoaIiurq4zzn3mmWfi2muvjY9+9KNRXV0dS5cujZ///OdFLxgAKD1ZDwD5K7iA79ixI9asWRMbNmyInp6eWL58eaxYsSJ6e3snnP/iiy/GtddeGx0dHdHd3R1f+MIX4sYbb4yenp4PvXgAIH+yHgBKoyzLsqyQA5YsWRKLFi2KLVu2jI4tWLAgVq5cGe3t7Wf1Mz796U9HS0tL3HvvvWc1f3h4OGpqamJoaCiqq6sLWS4AlMT5nE2yHgBKk00FfQJ+/Pjx6O7ujubm5jHjzc3NsXv37rP6GadOnYpjx47FxRdffMY5IyMjMTw8POYBAJSerAeA0imogA8MDMTJkyejtrZ2zHhtbW309/ef1c/43ve+F2+//XbcdNNNZ5zT3t4eNTU1o4+5c+cWskwAoEiyHgBKp6gvYSsrKxvzPMuycWMTeeKJJ+Lb3/527NixIy655JIzzlu/fn0MDQ2NPg4fPlzMMgGAIsl6AMhfRSGTZ82aFeXl5ePOgB89enTcmfI/t2PHjrjjjjviySefjGuuueZ951ZWVkZlZWUhSwMAciDrAaB0CvoEfMaMGdHQ0BCdnZ1jxjs7O6OpqemMxz3xxBNx2223xeOPPx433HBDcSsFAEpO1gNA6RT0CXhERFtbW9xyyy3R2NgYS5cujR//+MfR29sbra2tEfHeJWW///3v46c//WlEvBfIq1atiu9///vxuc99bvSM+gUXXBA1NTU5vhUAIA+yHgBKo+AC3tLSEoODg7Fp06bo6+uLhQsXRkdHR8ybNy8iIvr6+sbcJ/RHP/pRnDhxIr7+9a/H17/+9dHxW2+9NR577LEP/w4AgFzJegAojYLvAz4Z3BsUgKlGNuXLfgIw1Uz6fcABAACA4ijgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAkUVcA3b94c9fX1UVVVFQ0NDdHV1fW+83ft2hUNDQ1RVVUV8+fPj4cffrioxQIAach6AMhfwQV8x44dsWbNmtiwYUP09PTE8uXLY8WKFdHb2zvh/EOHDsX1118fy5cvj56envjWt74Vq1evjqeffvpDLx4AyJ+sB4DSKMuyLCvkgCVLlsSiRYtiy5Yto2MLFiyIlStXRnt7+7j53/zmN+P555+PAwcOjI61trbGr3/969izZ89Zvebw8HDU1NTE0NBQVFdXF7JcACiJ8zmbZD0AlCabKgqZfPz48eju7o5169aNGW9ubo7du3dPeMyePXuiubl5zNh1110XW7dujXfffTemT58+7piRkZEYGRkZfT40NBQR720AAEwFpzOpwPPYU56sB4D3lCLrCyrgAwMDcfLkyaitrR0zXltbG/39/RMe09/fP+H8EydOxMDAQNTV1Y07pr29PTZu3DhufO7cuYUsFwBKbnBwMGpqaiZ7GbmR9QAwVp5ZX1ABP62srGzM8yzLxo190PyJxk9bv359tLW1jT5/8803Y968edHb23te/UfOZBkeHo65c+fG4cOHXeaXE3uaL/uZP3uav6Ghobj88svj4osvnuyllISsP/f5d58v+5k/e5ov+5m/UmR9QQV81qxZUV5ePu4M+NGjR8ed+T7t0ksvnXB+RUVFzJw5c8JjKisro7Kyctx4TU2NX6YcVVdX28+c2dN82c/82dP8TZt2ft3RU9aff/y7z5f9zJ89zZf9zF+eWV/QT5oxY0Y0NDREZ2fnmPHOzs5oamqa8JilS5eOm79z585obGyc8G/CAIDJI+sBoHQKrvJtbW3xyCOPxLZt2+LAgQOxdu3a6O3tjdbW1oh475KyVatWjc5vbW2N1157Ldra2uLAgQOxbdu22Lp1a9x99935vQsAIDeyHgBKo+C/AW9paYnBwcHYtGlT9PX1xcKFC6OjoyPmzZsXERF9fX1j7hNaX18fHR0dsXbt2njooYdi9uzZ8eCDD8aXvvSls37NysrKuO+++ya8VI3C2c/82dN82c/82dP8nc97KuvPD/Y0X/Yzf/Y0X/Yzf6XY04LvAw4AAAAU7vz65hgAAACYohRwAAAASEABBwAAgAQUcAAAAEhgyhTwzZs3R319fVRVVUVDQ0N0dXW97/xdu3ZFQ0NDVFVVxfz58+Phhx9OtNJzQyH7+cwzz8S1114bH/3oR6O6ujqWLl0aP//5zxOu9txQ6O/oaS+//HJUVFTEZz/72dIu8BxT6H6OjIzEhg0bYt68eVFZWRkf//jHY9u2bYlWe24odE+3b98eV111VVx44YVRV1cXt99+ewwODiZa7dT24osvxo033hizZ8+OsrKyeO655z7wGLn0wWR9vmR9/mR9/uR9vmR9fiYt67Mp4Gc/+1k2ffr07Cc/+Um2f//+7K677souuuii7LXXXptw/sGDB7MLL7wwu+uuu7L9+/dnP/nJT7Lp06dnTz31VOKVT02F7uddd92Vfec738n++7//O3vllVey9evXZ9OnT89+9atfJV751FXonp725ptvZvPnz8+am5uzq666Ks1izwHF7OcXv/jFbMmSJVlnZ2d26NCh7Je//GX28ssvJ1z11FbonnZ1dWXTpk3Lvv/972cHDx7Murq6sk9/+tPZypUrE698auro6Mg2bNiQPf3001lEZM8+++z7zpdLH0zW50vW50/W50/e50vW52uysn5KFPDFixdnra2tY8Y++clPZuvWrZtw/r/8y79kn/zkJ8eMffWrX80+97nPlWyN55JC93Min/rUp7KNGzfmvbRzVrF72tLSkv3rv/5rdt999wnlP1Hofv7Hf/xHVlNTkw0ODqZY3jmp0D39t3/7t2z+/Pljxh588MFszpw5JVvjuepsQlkufTBZny9Znz9Znz95ny9ZXzops37SL0E/fvx4dHd3R3Nz85jx5ubm2L1794TH7NmzZ9z86667Lvbu3RvvvvtuydZ6LihmP//cqVOn4tixY3HxxReXYonnnGL39NFHH41XX3017rvvvlIv8ZxSzH4+//zz0djYGN/97nfjsssuiyuvvDLuvvvu+OMf/5hiyVNeMXva1NQUR44ciY6OjsiyLF5//fV46qmn4oYbbkix5POOXHp/sj5fsj5/sj5/8j5fsn7y5ZVLFXkvrFADAwNx8uTJqK2tHTNeW1sb/f39Ex7T398/4fwTJ07EwMBA1NXVlWy9U10x+/nnvve978Xbb78dN910UymWeM4pZk9/97vfxbp166KrqysqKib9n9mUUsx+Hjx4MF566aWoqqqKZ599NgYGBuJrX/tavPHGG/4uLIrb06ampti+fXu0tLTE//3f/8WJEyfii1/8YvzgBz9IseTzjlx6f7I+X7I+f7I+f/I+X7J+8uWVS5P+CfhpZWVlY55nWTZu7IPmTzT+l6rQ/TztiSeeiG9/+9uxY8eOuOSSS0q1vHPS2e7pyZMn4+abb46NGzfGlVdemWp555xCfkdPnToVZWVlsX379li8eHFcf/318cADD8Rjjz3mrPifKGRP9+/fH6tXr4577703uru744UXXohDhw5Fa2triqWel+TSB5P1+ZL1+ZP1+ZP3+ZL1kyuPXJr003WzZs2K8vLycWdujh49Ou4Mw2mXXnrphPMrKipi5syZJVvruaCY/Txtx44dcccdd8STTz4Z11xzTSmXeU4pdE+PHTsWe/fujZ6envjGN74REe8FSpZlUVFRETt37oyrr746ydqnomJ+R+vq6uKyyy6Lmpqa0bEFCxZElmVx5MiRuOKKK0q65qmumD1tb2+PZcuWxT333BMREZ/5zGfioosuiuXLl8f999//F/3pYjHk0vuT9fmS9fmT9fmT9/mS9ZMvr1ya9E/AZ8yYEQ0NDdHZ2TlmvLOzM5qamiY8ZunSpePm79y5MxobG2P69OklW+u5oJj9jHjvbPhtt90Wjz/+uL8L+TOF7ml1dXX85je/iX379o0+Wltb4xOf+ETs27cvlixZkmrpU1Ixv6PLli2LP/zhD/HWW2+Njr3yyisxbdq0mDNnTknXey4oZk/feeedmDZtbASUl5dHxP9/NpezJ5fen6zPl6zPn6zPn7zPl6yffLnlUkFf2VYip79Sf+vWrdn+/fuzNWvWZBdddFH2v//7v1mWZdm6deuyW265ZXT+6a+AX7t2bbZ///5s69atbk3yJwrdz8cffzyrqKjIHnrooayvr2/08eabb07WW5hyCt3TP+ebUccqdD+PHTuWzZkzJ/uHf/iH7Le//W22a9eu7IorrsjuvPPOyXoLU06he/roo49mFRUV2ebNm7NXX301e+mll7LGxsZs8eLFk/UWppRjx45lPT09WU9PTxYR2QMPPJD19PSM3upFLhVO1udL1udP1udP3udL1udrsrJ+ShTwLMuyhx56KJs3b142Y8aMbNGiRdmuXbtG/7dbb701+/znPz9m/n/9139lf/u3f5vNmDEj+9jHPpZt2bIl8YqntkL28/Of/3wWEeMet956a/qFT2GF/o7+KaE8XqH7eeDAgeyaa67JLrjggmzOnDlZW1tb9s477yRe9dRW6J4++OCD2ac+9ansggsuyOrq6rJ//Md/zI4cOZJ41VPTf/7nf77v/y/KpeLI+nzJ+vzJ+vzJ+3zJ+vxMVtaXZZnrDwAAAKDUJv1vwAEAAOAvgQIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJKOAAAACQgAIOAAAACSjgAAAAkIACDgAAAAko4AAAAJCAAg4AAAAJ/H/p1VZqcZ9HIwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(12, 8))\n", "axs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_**Figure 4.13**. Empty figure template with a 2x2 subplot panel._\n", "\n", "We can see from the output of the code cell that we now have a list containing two nested lists, where the first nested list contains the axes for column 1 and 2 of **row 1** and the second contains the axes for columns 1 and 2 of **row 2**.\n", "\n", "To make it easier to keep track of things, we can parse these axes into their own variables as follows." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "ax11 = axs[0][0]\n", "ax12 = axs[0][1]\n", "ax21 = axs[1][0]\n", "ax22 = axs[1][1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have four different axis variables for the different panels in our figure.\n", "Next we can use these axes to plot the seasonal temperature data.\n", "We can start by plotting the data for the different seasons with different colors for each of the lines, and we can specify the *y*-axis limits to be the same for all of the subplots.\n", "- We can use the `c` parameter to change the color of the line. You can define colors using RBG color codes, but it is often easier to use one of the [Matplotlib named colors](https://matplotlib.org/stable/gallery/color/named_colors.html) [^matplotlib_colors].\n", "- We can also change the line width or weight using the `lw`.\n", "- The `ylim` parameter can be used to define the y-axis limits.\n", "\n", "Putting all of this together in a single code cell we have the following:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create the figure and subplot axes\n", "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(12, 8))\n", "\n", "# Define variables to more easily refer to individual axes\n", "ax11 = axs[0][0]\n", "ax12 = axs[0][1]\n", "ax21 = axs[1][0]\n", "ax22 = axs[1][1]\n", "\n", "# Set plot line width\n", "line_width = 1.5\n", "\n", "# Plot data\n", "winter_temps.plot(ax=ax11, c=\"blue\", lw=line_width, ylim=[min_temp, max_temp])\n", "spring_temps.plot(ax=ax12, c=\"orange\", lw=line_width, ylim=[min_temp, max_temp])\n", "summer_temps.plot(ax=ax21, c=\"green\", lw=line_width, ylim=[min_temp, max_temp])\n", "autumn_temps.plot(ax=ax22, c=\"brown\", lw=line_width, ylim=[min_temp, max_temp])\n", "\n", "# Display the plot\n", "# Note: This is not required, but suppresses text from being printed\n", "# in the output cell\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_**Figure 4.14**. Seasonal temperatures for 2012-2013 plotted in a 2x2 panel._\n", "\n", "Great, now we have all the plots in same figure! However, we can see that there are some problems with our *x*-axis labels and a few other missing plot items we should add. \n", "\n", "Let's re-create the plot and make some improvements. In this version of the plot we will:\n", "\n", "- Modify the x- and y-axis labels using the `xlabel` and `ylabel` parameters in the `plot()` function.\n", "- Enable grid lines on the plot using the `grid=True` parameter for the `plot()` function.\n", "- Add a figure title using the `fig.suptitle()` function.\n", "- Rotate the x-axis labels using the `plt.setp()` function.\n", "- Add a text label for each plot panel using the `text()` function." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create the figure and subplot axes\n", "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(12, 8))\n", "\n", "# Define variables to more easily refer to individual axes\n", "ax11 = axs[0][0]\n", "ax12 = axs[0][1]\n", "ax21 = axs[1][0]\n", "ax22 = axs[1][1]\n", "\n", "# Set plot line width\n", "line_width = 1.5\n", "\n", "# Plot data\n", "winter_temps.plot(\n", " ax=ax11,\n", " c=\"blue\",\n", " lw=line_width,\n", " ylim=[min_temp, max_temp],\n", " ylabel=\"Temperature [°C]\",\n", " grid=True,\n", ")\n", "spring_temps.plot(\n", " ax=ax12, c=\"orange\", lw=line_width, ylim=[min_temp, max_temp], grid=True\n", ")\n", "summer_temps.plot(\n", " ax=ax21,\n", " c=\"green\",\n", " lw=line_width,\n", " ylim=[min_temp, max_temp],\n", " xlabel=\"Date\",\n", " ylabel=\"Temperature [°C]\",\n", " grid=True,\n", ")\n", "autumn_temps.plot(\n", " ax=ax22,\n", " c=\"brown\",\n", " lw=line_width,\n", " ylim=[min_temp, max_temp],\n", " xlabel=\"Date\",\n", " grid=True,\n", ")\n", "\n", "# Set figure title\n", "fig.suptitle(\"2012-2013 Seasonal temperature observations\" \"- Helsinki-Vantaa airport\")\n", "\n", "# Rotate the x-axis labels so they don't overlap\n", "plt.setp(ax11.xaxis.get_majorticklabels(), rotation=20)\n", "plt.setp(ax12.xaxis.get_majorticklabels(), rotation=20)\n", "plt.setp(ax21.xaxis.get_majorticklabels(), rotation=20)\n", "plt.setp(ax22.xaxis.get_majorticklabels(), rotation=20)\n", "\n", "# Season label text\n", "ax11.text(pd.to_datetime(\"20130215\"), -25, \"Winter\")\n", "ax12.text(pd.to_datetime(\"20130515\"), -25, \"Spring\")\n", "ax21.text(pd.to_datetime(\"20130815\"), -25, \"Summer\")\n", "ax22.text(pd.to_datetime(\"20131115\"), -25, \"Autumn\")\n", "\n", "# Display the figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_**Figure 4.15**. Seasonal temperatures for 2012-2013 plotted with season names and gridlines visible._\n", "\n", "\n", "The new version of the figure essentially conveys the same information as the first version, but the additional plot items help to make it easier to see the plot values and immediately understand the data being presented. Not bad." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 4.3\n", "\n", "Visualize only the winter and summer temperatures in a 1x2 panel figure. Save the resulting figure as a .png file." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "tags": [ "remove_cell" ] }, "outputs": [], "source": [ "# Use this cell to enter your solution." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "tags": [ "hide-cell", "remove_book_cell" ] }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Solution\n", "\n", "# Create the new figure and subplots\n", "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(12, 5))\n", "\n", "# Rename the axes for ease of use\n", "ax1 = axs[0]\n", "ax2 = axs[1]\n", "\n", "# Set plot line width\n", "line_width = 1.5\n", "\n", "# Plot data\n", "winter_temps.plot(\n", " ax=ax1,\n", " c=\"blue\",\n", " lw=line_width,\n", " ylim=[min_temp, max_temp],\n", " xlabel=\"Date\",\n", " ylabel=\"Temperature [°C]\",\n", " grid=True,\n", ")\n", "summer_temps.plot(\n", " ax=ax2,\n", " c=\"green\",\n", " lw=line_width,\n", " ylim=[min_temp, max_temp],\n", " xlabel=\"Date\",\n", " grid=True,\n", ")\n", "\n", "# Set figure title\n", "fig.suptitle(\n", " \"2012-2013 Winter and summer temperature observations\" \"- Helsinki-Vantaa airport\"\n", ")\n", "\n", "# Rotate the x-axis labels so they don't overlap\n", "plt.setp(ax1.xaxis.get_majorticklabels(), rotation=20)\n", "plt.setp(ax2.xaxis.get_majorticklabels(), rotation=20)\n", "\n", "# Season label text\n", "ax1.text(pd.to_datetime(\"20130215\"), -25, \"Winter\")\n", "ax2.text(pd.to_datetime(\"20130815\"), -25, \"Summer\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Footnotes\n", "\n", "[^matplotlib_colors]: " ] } ], "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 4 }