{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction of visualization in time series analysis\n", "> You will learn how to leverage basic plottings tools in Python, and how to annotate and personalize your time series plots. By the end of this chapter, you will be able to take any static dataset and produce compelling plots of your data. This is the Summary of lecture \"Visualizing Time-Series data in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Time_Series_Analysis, Visualization]\n", "- image: images/span_example.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.rcParams['figure.figsize'] = (10, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Welcome to the course!\n", "- Time series in the field of Data Science\n", " - Time series are a fundamental way to store and analyze many types of data\n", " - Financial, weather and device data are all best handled as time series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load your time series data\n", "In this exercise, you will read in a time series dataset that contains the number of \"great\" inventions and scientific discoveries from 1860 to 1959, and display its first five rows.\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " date Y\n", "0 01-01-1860 5\n", "1 01-01-1861 3\n", "2 01-01-1862 0\n", "3 01-01-1863 2\n", "4 01-01-1864 0\n" ] } ], "source": [ "# Read in the file content in a DataFrame called discoveries\n", "discoveries = pd.read_csv('./dataset/ch1_discoveries.csv')\n", "\n", "# Display the first five lines of the DataFrame\n", "print(discoveries.head(n=5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test whether your data is of the correct type\n", "When working with time series data in pandas, any date information should be formatted as a ```datetime64``` type. Therefore, it is important to check that the columns containing the date information are of the correct type. You can check the type of each column in a DataFrame by using the ```.dtypes``` attribute. Fortunately, if your date columns come as strings, epochs, etc... you can use the ```to_datetime()``` function to convert them to the appropriate datetime64 type:\n", "```python\n", "df['date_column'] = pd.to_datetime(df['date_column'])\n", "```\n", "In this exercise, you will learn how to check the data type of the columns in your time series data and convert a date column to the appropriate ```datetime``` type." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# For the exercise\n", "discoveries['date'] = discoveries['date'].astype('object')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "date object\n", "Y int64\n", "dtype: object\n", "date datetime64[ns]\n", "Y int64\n", "dtype: object\n" ] } ], "source": [ "# Print the data type of each column in discoveries\n", "print(discoveries.dtypes)\n", "\n", "# Convert the date column to a datestamp type\n", "discoveries['date'] = pd.to_datetime(discoveries['date'])\n", "\n", "# Print the data type of each column in discoveries, again\n", "print(discoveries.dtypes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot your first time series\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Your first plot!\n", "Let's take everything you have learned so far and plot your first time series plot. You will set the groundwork by producing a time series plot of your data and labeling the axes of your plot, as this makes the plot more readable and interpretable for the intended audience.\n", "\n", "matplotlib is the most widely used plotting library in Python, and would be the most appropriate tool for this job. Fortunately for us, the pandas library has implemented a ```.plot()``` method on Series and DataFrame objects that is a wrapper around ```matplotlib.pyplot.plot()```, which makes it easier to produce plots." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set the date column as the index of your DataFrame discoveries\n", "discoveries = discoveries.set_index('date')\n", "\n", "# Plot the time series in your DataFrame\n", "ax = discoveries.plot(color='blue');\n", "\n", "# Specify the x-axis label in your plot\n", "ax.set_xlabel('Date');\n", "\n", "# Specify the y-axis label in your plot\n", "ax.set_ylabel('Number of great discoveries');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Specify plot styles\n", "The matplotlib library also comes with a number of built-in stylesheets that allow you to customize the appearance of your plots. To use a particular style sheet for your plots, you can use the command ```plt.style.use(your_stylesheet)``` where ```your_stylesheet``` is the name of the style sheet.\n", "\n", "In order to see the list of available style sheets that can be used, you can use the command ```print(plt.style.available)```. For the rest of this course, we will use the awesome ```fivethirtyeight``` style sheet." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use the fivethirtyeight style\n", "plt.style.use('fivethirtyeight')\n", "\n", "# Plot the time series\n", "ax1 = discoveries.plot();\n", "ax1.set_title('FiveThirtyEight Style');" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use the ggplot style\n", "plt.style.use('ggplot')\n", "ax2 = discoveries.plot();\n", "\n", "# Set the title\n", "ax2.set_title('ggplot Style');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Display and label plots\n", "As you saw earlier, if the index of a pandas DataFrame consists of dates, then pandas will automatically format the x-axis in a human-readable way. In addition the ```.plot()``` method allows you to specify various other parameters to tailor your time series plot (color of the lines, width of the lines and figure size).\n", "\n", "You may have noticed the use of the notation ```ax = df.plot(...)``` and wondered about the purpose of the ax object. This is because the plot function returns a matplotlib ```AxesSubplot``` object, and it is common practice to assign this returned object to a variable called ```ax```. Doing so also allows you to include additional notations and specifications to your plot such as axis labels." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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Ovy4VFRW4++678Yc//AEjRozACy+8gK9//eu4+uqrIYpisG+uvvpqrFixAo8++igAWVkYMGAAZs+eDUEQcPvtt2PevHma7dW6v374wx9q9k80HnvsMdxxxx0IBAL42te+pnkvR2PZsmXYsWMHjh8/jgcffBALFy7ECy+8gNmzZ0OSJKxduxZlZWWYNWsWZs6ciZycHLz88ssoKSnBzJkzMWPGDAwZMgTf+ta3Qo47f/583H///Vi6dGnM+/OBBx7AW2+9hU2bNuErX/kKVq9ejaVLl6K5uRmXX345fvnLXwIAKisr4XA4kJ2dHTSsfvrTn2Lr1q3o168fnnnmGVO/ncgsBMaoOiaR2fj9flitVqxbtw6nTp3C97///Z5uEkEQRJ+FFAci43n44Yexc+dOWCwWrF+/vqebQxAE0achxYEgCIIgCMNQcCRBEARBEIYhw4EgCIIgCMOQ4UAQBEEQhGGSGhzpcrmSebgew+l0fm5+C2EO6vu+CfV734X6Xh+95F+kOBAEQRAEYRgyHAiCIAiCMAwZDgRBEARBGIYSQBEEQRBEimCMwePxQJIkU7VI0gVjDKIoIjs723D7yHAgCIIgiBTh8Xhgs9lgtWbudOv3++HxeIIVa2MR85e4XC78+c9/xqRJk2CxWHD69Gm4XC6sXr06oy8EkR6efTYXggDcd19nTzeFIAgi45AkKePnSqvViu7ubsOfN5Ry+tChQ+js7MTkyZMBAM8//zxWrFiB7Ozs+FtK9Hq6uwGHAxAEwOsFLJaebhFBEERmUVdXB7vd3tPNiInX69Wt1huOaTNo8+bNmDhxoqbR8HnZC0v7eo1RXy+CsQFgDDh58izy8np/2RPq+74J9XvfJdV973a7MzK2IRy32x1xHeLO49Da2opdu3Zhz549ePXVV3Hs2DGcOXMGHR0dyWkt0WtpaVFuH7c78x8MgiCIvgRjDIsXL8a7774bfG3Tpk1YsWJFQseNqTgUFRXh3nvvTegkxOeT5mbFcOjqIsOBIAgikxAEAY8//ji+/OUvY9q0aZAkCT//+c/xxz/+MaHjZnbEBpHRkOFAEASR2YwePRpz587FmjVr0NXVhVtvvRVDhw5N6JhkOBBxo3ZVkOFAEAQRm0GDtOMG4qWuLnZ8xre//W3Mnz8fdrsdmzdvTvicZDgQcUOKA0EQROaTk5ODm266Cbm5ucjKykr4eGQ4EHFDwZEEQRDmMKIQpAJRFCGKyakyQbUqiLgJVRzoViIIgugL0GhPxE1rKykOBEEQfQ1yVRBxQzEOBEEQvYPvfOc7STsWKQ5E3NCuCoIgiL4HGQ5E3JDiQBAE0fcgw4GIC68XuHCBDAeCIIhoGKgjmRGYaScZDkRcqAMjAQqOJAiC0EIURfj9/p5uRlT8fr+prZoUHEnEhdpNAZDiQBAEoUV2djY8Hg+6u7szskomYwyiKGpWvNaDDAciLtSBkQApDgRBEFoIggCHw9HTzUgq5Kog4oIrDtnZEgBSHAiCIPoKZDgQccEVh0GDAgAocyRBEERfgUZ7Ii644qAYDqQ4EARB9AXIcCDigisOF11EhgNBEERfggwHIi7CFQcKjiQIgugbkOFAxAW5KgiCIPomZDgQcRHuqiDFgSAIom9AhgMRF9xw6N8/AKuVwe8X4PX2cKMIgiCIlEOGAxEX3HAoLpaQkyPnOI/mrujuBtraSJUgCILo7cTMHOlyufDnP/8ZkyZNgtVqRU1NDbq6urBixYqMTJ9JpB6/H2hrEyGKDIWFDDk5DO3tsuFQVKRdKGXlyhIcPGjDtm2N6N9fSnOLCYIgiGQhMAMlsQ4dOoTOzk4cPnwYK1euxHvvvYeKigoMHTo0DU0kMo2GBqC8HCgtBRobgZEjgRMngKNHgVGjtL9TWgo0NQFPPAF897vpbS9BEASRPJJaq8LlciXzcD2G0+n83PyWVHDsmBVAfxQW+uByNcJuLwNgQ01NI/LzfRGfZwxobx8IQMBzz/lwxx2NyFSxivq+b0L93nehvtfH6XRqvh4zxqG1tRW7du3Cnj17MHToULz22ms4ffo0Kioqkt5IonfA4xtKSmSXQ6wYh+5uwOeT3zt+3Ia9e21paCVBEASRCmIqDkVFRbj33nvT0Rail8BzOBQXc8MheqGrjo5Q+3TduhxMmNCWwhYSBEEQqYJ2VRCm4YZDuOKgl8vhwgX5dV5J8403HJQwiiAIopdChgNhGmUrpmwwxHJVcMVhxIgArrrKi44OEZs3Z6ehpQRBEESyIcOBME244uBwRDccuOKQny9h+fIuAMArr+SkupkEQRBECiDDgTCNOvkTENtw6OiQX8/LY7jpJjeysyXs3JmFzz6zpKG1BEEQRDIhw4EwjfkYB/nz+fkS8vMZFi70AADWryfVgSAIordBhgNhGrPbMbmrIi9P/hx3V6xf70AgkNKmEgRBEEmGDAfCNJHbMbnhoH078eDI/Hz581OmeFFR4YfLZcWOHVmpbi5BEASRRMhwIEyjpzjE2o7JFQdRBJYtk1WHdescKW0rQRAEkVzIcCBMIRe4EiAIDIWF5hJA5ecrZVGWLu2CIDC8/baDqmYSBEH0IshwIEzR1iaCMQGFhQyWf22KMLodMy9PqYo5aJCEMWP86O4WUF2d1JIpBEEQRAohw4EwRfhWTMD4dky14gAgqFjw9wmCIIjMhwwHwhThWzGB2DEO3FWhVhwAJVgyvJYFQRAEkbnQiE2YQktxiJ1yOjQ4ksP/zV0ZBEEQROZDhgNhimiKg36MQ2RwpPrf5KogCILoPZDhQJgifCsmYMRVERkcqf43NywIgiCIzIdGbMIU4cmfAOOZI0lxIAiC6P2Q4UCYQstVwXdVuN0ipFBRAX6//LogsKCBwSHFgSAIovdBIzZhipYWWR1QKw6iCGRny0aBxxOqHqi3YgphwgIpDgRBEL0PMhwIUzQ3y1mf1IoDADgc2tkj9bZiyq/xXRV0GxIEQfQWaMQmTKGlOAD6cQ568Q2AYkyQ4kAQBNF7IMOBMIVWjAOgbzgoikOk4cCNCcrjQBAE0XswXSTg448/xrFjx9DV1YUbbrgBAwYMSEW7iAwkEJBrVQBAUZFZxUHLVUGZI/si3d3Aj39cgAULPJg2zdvTzSEIwiSmDQe73Y7W1lb4fD4UFhaGvOd0OpPWsJ7m8/RbkkVTEyBJQFERMGRI6PUpKpL/5uaWQX3pbDb5b1lZdsQ15UWyOjutGXW9M6ktn0fefBNYuxY4fToPt97a061RoH7vu1Dfm8O04XDmzBl86UtfwpEjR3D48GFMmDAh+J7L5Upq43oKp9P5ufktyeTkSQuAchQV+eFyNYS8Z7GUAMhGbW0TXK7u4Ou1tTkAimC1dsLlagv5jtsNAE60tzO4XGdT3XxDUN+nnr17cwEUoq7OB5ersaebA4D6vS9Dfa+PnkFlWiMuKirCq6++io8++ggVFRUJN4zoPWglf+LEclVoxThkZwNWK0N3t4Du7oi3ic8pp0/LUhPPQkoQRO/CtOIwbdo0TJs2LRVtITIcrXTTHCUJlHZwpNauCkGQDYrWVgGdnSKysiKPS3z+4IZDc7MIxhCR34MgiMyGTH7CMFqVMTmK4hB6SymKg7ZRwIMmaWdF3+H0aXm94vUKumnKCYLIXMhwIAyjtxUTiLYdUz+PA0CltfsajCmKA6DcUwRB9B7oqSUME11x0M4cybNCxlIcaEtm36ClRQjpa4pzIIjeBz21hGGMKA6RMQ6kOBAKZ86EhlWR4kAQvQ96agnDGAmOJMWBiEZtrSXk36Q4EETvg55awjDxbMckxYFQc+ZMqOFAigNB9D7oqSUME892TK446BkOSmltuhX7ArW1squisFC+h0hxIIjeBz21hGESURz0XBX8dVIc+gZ8R8Vll/kAkOJAEL0R0wmgiL6JJBnN4yCEfEcxHGIpDuYMh6YmEW+9lQ2fL/R7BQUSFi1yIyvL1OGINMENh/HjvdixI4sUhwR4990sjBvnQ//+lDiNSC9kOBCGaGsTIEkC8vOlYOEqNVoJoLq6BDAmICdHCha0CkdJAGVuAnnyyXz84Q+5mu8xBtx2m9vU8YjUo87hQIpDYuzebcddd/XD9de78bvftfR0c4g+BhkOhCEaG+UBv6xMe3WjtR1TKamtrTYAihJhVnGoqZFv3euvd8PpDAAA9u2zY+9eezAzIZFZnD8vwuMRUVQkoaJC7jMyHOLj8GH5Ht+9205pu4m0QyMsYYiGBnmA798/oPm+wxGZAIoHPOrFNwDxB0c2Nsqf/9a3LmDcOD8A4Pnnc7F3r53k7wyFb8UcPNgfdHdRX8UHN46bmiyorxcxcCC5K4j0QU8tYQiuOOj5U7UUh1hbMQHFqDCrOJw7J9+65eVKe/hkRKvYzIRPdoMHB4I7c8hwiA91PoxDhzR8hwSRQuipJQzBJ+qyMj3FITI4MlpJbQ43KszsqvB6gZYWC0SRhWwNpckos+HxDUOGBOBwMGRlMXg8QsQWXiI26nwYBw+S4UCkFxphCUNwxUG9wleTlQWIIoPPJ8Anx72pSmrry6iK4mD8VuRuitLS0KBLUhwyG244DB7shyBQfyUCz4cBkOJApB96YglD8BgHPcVBECK3ZKZKcVDcJqFtURQHWsFmIorhIPcb9Vd8XLggoLVVGbpJcSDSDRkOhCEaGqIrDkCk4WBEccjJYRAEhs5OEQFtm0SjLTxQM/S4tILNbPgqmRsOSn/p7NUlNOEG2NChfmRnM9TWWtHWRsYXkT5ohCUMEUtxACIDJI0oDqKovN/ZaWzw40ZMuOKQm8tgtzN4PCL5zTMMSQLq6khxSAY8yHTYMD9Gj5b9guSuINIJGQ6EIYwoDuEBkorioG84AOYLXSlGTGhbQv3mNBllEvX1Inw+AWVlgeB9QgpRfKhdPmPHyoYDuSuIdEJPLBGT7m6gtVWExcI0001zFMVBvq0UxSH6HnOzpbUVIyZS/aCdFZkJXyVfdJHSZ7yvyFVhDiUfhmI4kOJApBNKAEXE5Px5JWukGGU+jlQcYudxAMwrDnxXhVYWS1rFZibKVkx/8DUlCRSpQ2bgWzEHD/YHs6aS4UCkkz5jOHR0CLBYGByOnm5J7yNW1khOTk5o9khefyLZisO5c/puk2RnJGxqElFcHN1gIhSamwUUF7OIFMjhOyoAteKgf3FbWgScPRupSIwY4U97ITNe6K1fv57N0siDTIcMCeCSS/wQRYZjx6zweIDs7B5tGtFHMD0cNjQ0YP369di0aRPc7t5RSMjrBWbO7I/Fi0t7uim9Eu4a0KtTwYncVZFqxSG1rooDB2y4/PIB+NnPChI+Vl9g5047LrtsIP73f/Mi3lNnjeTE6quWFgFf+EI55s7tH/HfsmXpf5b/4z8KMX58OY4f77n1lrpQ2ODBcrzIiBF+BAICPv2UVAciPZh+ArZu3Yq8vDz4/X5YwkoeOp3OpDUsmXz6KXDunDwBlpc7dSs1qsnU39ITeL3y32HDsqNel9J/jeV2ezGczmJ4PPK/hw8vRbTLWV4u/7VaS6J+DpAHzoYG+f+vuKIcuWEFMocMkf/6fEVwOouiH0wH/htfe03+95EjeXA6IydDIpSDB+W/a9cW4Cc/KQiponrunPx3/HilXy65RH7twgXt++r4caCzE8jNBYYPl1+TJODQIeDwYXvSn9FYxzt0SD5/dXV/zJqV1FMbprkZ6OgA8vKAsWMHQBCASZPka3XmTBmuv75n2tXbofHeHKYNB6/XiyuvvBJNTU3Yu3cvpkyZEnzP5XIltXHJ4uOPswD0A2PAkSNnUVISfQXsdDoz9rf0BMeO5QPIR27uBbhcF3Q/x1gBgDy4XG1wuTrR0tIfgBVu9zm4XPpuDlGUv3f6tPy9aLS2CvB6ByIvT0JbWz3a2kLft9lyARSitrYDLle70Z8YRN33//yn3K4zZ3xwuRpNH6uvcehQEYAcNDYCf/hDM667zhN878QJ+V7IyVHuhUDAAqAcDQ1+uFwNEcfbu9cBoBjz5nXh179uBSAbjhUVA9HVJaCmxgW7PTltN/LM19XJv+HAgejPQSo5cMAGoAyDB/tw9qx8T44YId/zO3Z0YuHCtqjfJyKh8V4fPYPKtJ47e/ZsbNu2DQXhXCoAACAASURBVHv27MElfMmQ4XBpD6CguXgwHuOgncfBqKvCSKGrWG6TZAZH8iA0nqmSiI66fsK6dUowkd8PnD1rgSAwDBqk3EOx+urMmUj3hiAABQXy93gMTTpgTLkP1ONJuuHnVu9OoZ0VRLoxrTgMHToUK1euTEFTUof6QZf9qQZTFBIA9DM1hqM2HBhTgh1zc40FRxqZCHhbtLZiAsmNceDb3traRLjdoMDaGKgrNm7blo2GBhH9+0twuSwIBAQMGBAICWjkCbvcbu3ry483ZEhoXxcWMrS0yOpTv34p+zkhtLQI8PlkwzYTDAf17pRx42TD4fBhKwIBGHLFEkQi9InlNw/MAmh/fzzwlVa0rJFAaHBkdzfg8wmw21nM6PfMVRyU+4ZvSSW08fkUVaGy0oNAQMDGjbIloDXZAaEJu7SeS2V1Hfo9rji0t6fvWVarTj1rOETmwyguZhg0yA+3W0R1dZ/ZKEf0IH1iFo1UHAgzKKv86MqBOo8DVxtibcUE4lMc9NwmRrb4GaG9PbSQEC8rTmjjclkgSQIGDJBw111ynMorr+SE7AJQT3acaAqRugy3msJC+T5Lp+Gg7v+zZy3BgOF0o6fCcNWBMkgS6aBPjIZqCZViHMyh9u0aVxxEw/ENgDnFQamMqW2QJMtVEb6qpDiH6KhVhcrKbvTvH8CJEzbs2WMLyTsQTlGRtqHn9coTtCiyYJIjDlcc0lnYSd3/jAnBuhvpRl2aXM3YsfK/yXAg0sHnfhbt7BRCUtqS4mAOeReDgIICKaaPX+2qUBSH2IaDUlo7ccUhL4/BamXo6hKD20HjQe3eAkhxiIVaQrdagSVL5Bwv69bl6LoqAH2FyOWygDEBAwcGQrZ1AkBhITcc0tcn/L7j9IS7IjyHgxpSHIh08rkfDcMfcFIczKHEFMQOKHU4lMyRiuIQ21XB3RlmYhz0FAdBSI7qoFapAFIcYhEuod92WxcAYNMmB44di/TLc/T6Sl2PIZyecFXw+44Tblimg/PnRXg8IoqKJBQUhBrkiuFgBYttqxNEQnzuZ1FuOAiC/DSR4WAOozsqgNBdFdwIMKc4GDEcYpf3TkaAJN9aOHSovErm2SoJbdT1EwBg5Eg/JkzwoqNDxMGDcrIFLVeFXnCkVqZJjhIcmT5XBb/v+P3QE4qDXrAoADidARQVSWhpseDsWbpXidTyub/D+AA0YoT8sJGrwhzKCj+24qA2HLjbwZziYMRVEbu8d3IUB/m+ueoqOQqO18cgtOHXSz3RL1/eFfx/i4Vh4EDjikM09wY3HNTBq6mG33f8fuhJw0HLABMEclcQ6eNzP4tyyfOKK+SHihQHc/CVthnFQe2qMKI4qGtVRJNZ1eW9+YSjRTIVhwkT5ImCFIfo8OulntRuvNEddF85nXLsQzh6fRVtJ0bPuCrkc/H7gRtK6UTLOFPDDQdKBEWkmqQ+eZlY84oPaNxw6E2Kwyef2DBnThn27++5gYCvtI0YDlrbMY0oDjYbkJ0tQZKEYNZJLYyW9060QiZjisE5cWLyFIdAALjvvmI89lhmFM16/XUHrr22DJ99lthv83iA+noLLBaGAQOUSS0/n2HhQjlCVcsAAKIpDvo7MXhwZCxXxXe+U4hVq4qT4vPnMS78flBnyUwXejsqOKQ4EOkiqbPoE09kxoCohlvpl1+uGA5Sz1bFNczLL+fgyBFbMJFOTxCtEmU48SoOgLE4B76zIVZbElUcWlpEdHaKyM+XMHKkPEifP5/4ffPpp1Zs3uzACy/kIpAByUs3bnTg6FEbtm9PrD41n0QHDYpUFe67rwMFBRLmztXe4hJLcYgW4xBtV0UgIO/o+OtfHRE7Iszi8cjnstkYRo/2w2ZjaGiwpH2hFO2aAGQ4EOkjqYZDJt6wfFAbPtyP/Hx5VZvOoKpE4NezJ1Y3HCMxBRztGAdjhoOR0tqxcjhwEo1xUMvkWVlyrgG/X0hYreL96fMJGbG9k//ORHcIaNWU4Iwb58fhw/X48pe1i5dp9ZXbLd93VmuogsHhropohkNbmwjGkpMimt93paUSrFYE623U1aXXXREtYBSQx7jsbAlnzljR0tI7xjiid5LU0evQIVtGbQVqaxPQ1ibC4ZBQUiIlLatgOvD5gKNH5YmmJ/ypHCO7GDgWC5CVxcCYgPPnjWeOBBSXRmenft8YLbaVqOGgbC30h5wv0ZWr2rDuie18atQ5AcK3nppF2TqpLaELUeYwrWeST8iDBgU06y4YcVWoj5fotQ6vj8In7kSvmxkkCcGkU3qGg8UCXHqp3AcU50CkkqTOoG1tYo+ujsNRRyHHyoufaZw4YUV3t7Ji6imDjK+2jCgOgBLnwF0cyVQcYuVw4CTqquD3MPfL87oYieZyUA/m6Zx0tOA5AYDEV+TKVkzz/heesKuzU0R3t/xatBwOQGitCr3nQv2MJ/r7wuujcAMpnX1YXy/C6xVQWhoIKntakLuCSAdJn0EzydINl/Z6k+Kgvo4dHSJaW9MvPXo88i4Gq5UFUwPHIidH/hwfbM0qDtG2ZKZPcQgNzOMrzUTcC4yF9mlPG9jqSS/RFXmsaP9oaCXsCld8wsnOlpUtr1eAx6P9XIQqDokaDqH3Hf+d6iJoqSaaO0gN7awg0kHSZ9BMsnTDJVS9vPiZSPh17JlMdcZ2MajhqyE+ySZXcTC2NTRZigOfuJKhONTWWkJSavek+wkIvZ9aW0VDybf00NqKaYbw/uKTpN5ODECddlq73Woff6LXOlzp6glXRSwVhkOKA5EOPteGQ7iEmqwCSOmAX0e+gu+JhDN88jeS/InDXRVut9kYh9iFrowW20pWjAOfuPjvT0RxyIT+VBN+/kTaEyvGIRb6ioN+P8cqra2uT5OouqPkMuGKgz8pxzVDrK2YnNGjfbBYGE6csGbk9nji88Hn2nAIl1B7S4wDY8Dhw/J1rKyUHb89MdEY3cWgJtz/alxxiF1aWzFkorenoIDBYmHo6BBNlz9mLFIW5udLJAkUfy56sj/VRBoO8a3KOzsFNDVZkJXFTN0naiIVB/3Uyhxeq8GI4lBXZ0lo+2t4LpOeUBxi7ajgZGfL6b4lSQgGVxNEsknqDOpwSDh71pIxroBwybm3KA6nT1vQ1iaitDQQTDjTE9K20ZgCNfEaDrEUB3V571gTVCKBsOfOAR6PgKIiKdgmrnCEFzoyAzcc5s/3QBAYXC4LfL64D5cw4SvYeA0ZdQ4Ho+6scML7yojiEKtCpnoM8vkE1NfH/8yHKw79+0vIzmZoabEYKsyWDIxcE87YseSuIFJLUmfQMWMypya8Ovsfl5x7S3Akv37jxvmCA0VPrFDDo8mNwF0VACCKLOTf0YilOLS0CPD5BOTnS4aOGW+cQ3W1/FcdmMd3lCSyHZMHq115pRcDBsj5RM6e7TnVgRui06ZxwzS+tiTqpgBCn8uODgEtLRZkZ0dXMJQtmbENByCxGKHwGAdBUNSQdD2XRlQYDhkORKpJ6gyaSYE5zc0iurpEFBRIKCqSJ5re4qpQGw7pHqDUJKo45OezqHv41cRSHBS1wVhb4jUSa2rkv2pJmCsO8QZHNjaKOHfOgrw8CRUVgR7ZzqdGnRNg2rTEXCeJbMXkqJ9L3o5Bg/xR7x3uqtDL5cCfcZ5AKt5rLUmK4lBaqvxG/nvT8Vz6/YDLpV+7IxzaWUGkmpQYDocO9WzEOKCdnrW3KQ5jxoQqDunO5WA0b4IateFgNDASULZj6ikORuMbOPG6pbjioL5viooY7HaG9nYxroAzdX+Kono7X88YDvX1Inw+AWVlAVxyCTdM43tmE9mKyVE/l9EqQKqJVSGTP+PjxydWW6K1VYTfL7uusrOV1xXDIfVj3dmzFgQCAgYMkDOZxoIrDkeO2OCPXwgiCF1M3/V79+7Fli1b8NBDD0W8l0mKg5aE2lsUB75SGDfOh/x8OYdCa6uI8+dFTbdBa6uAn/60IGIQtVrlWgFXXRWfMz3ct2uEcMXBKHw7ZrIUh0RdFer7RhBk1aGuzorGRkvEpCZJwH//dz4mTPBi9uzuiGOqFSRAmRTNxq288UY2amqs+OY3O6J+7u9/t+O997Lx/e+3a1ak5JPdRRcFQhQtxqJnedTCaLR/NHhftbaKIW2LBt9areeq4M/45Zf78PbbjrhjhPTqo0QLkDx0yIo1a/Lg9YZezLw8hu9+tx1Op7kgUrPuoKIihsGD/Th92oqTJ60YNSqzrYd//tOG115z4MEH2+HoubI8ujAGPP54Pk6diryHrrvOgyVLkrN95S9/ycbRozZ8+9sXTD+H6cbU01RdXQ2v14vy8nLN96+5pgxWK3DypA2FhU7k5ialjXHR3i7/vfRSB5xO+W7s109+rbnZgoEDnVE7x+l0priF2jQ2AvX1QF4eMH16OUQRGD4c2LsXcLsHQKtZGzcCL7+sfTxJcuDNN+Nry/nz8t/LLivTPK8W6lujpMRm+DoOHy7/9XiyNL/DswoOG5YDpzMn5vGGDJH/BgJFcDqLDLUBUFwV48eHfm/QIKCuDpCk8ohrUVUFPPUUUFYGnDkD2O2h7588Kf+dMSMPTmceLrtM/vf58/lwOvMNtUuSgO9/H2hrA+6/vwAVFfqf/Z//AXbtAhYtysN110W+3/Evu2PUKDvGjh2I/HxZ6XE4nCgpMdScIPX18t8JE0oM3yPhjBol/71wIRvNzfKyfty4XDid+gMI71+/X76maiQJaG2V/3/27AI88QTQ0BD7vtG67w4dkv8OHhx6L19xhfz3/PnI899zD7B1q/Y5Ro7MwU9+ErUZETQ3y38vvVT72dBi4kTg9Gmgrq4/rrnG3PnSzQ03APv2AV/4Qh6+9KWeaUO067p3L/DrX2u/9+67Dtx1VzGKjA8xujz2mDx+rFqVj0svTfx4qcSU4bBv3z5kZWWhuroa1dXVGDZsWMj7TU0ujBxZhiNHbNi2rRETJ/Zc2PjBg4UAclFc3AaXSymwk5s7AJ2dIo4ePRsslhOO0+mEy+VKU0tDee+9LAD9cOml3aivbwIADBhQDMCBffuaMWRIZJXBHTuKAOTgrrs6MWOG4rP+yU8KUVPjhct13nQ7JAk4d24gAAGS5ILRy+H35wGQq6RmZXngcjUb+p7bbQFQjpYWP1yuhoj3jx8vAJCH3Nx2uFzRV9wAYLPlAihETU0HXK52Y40HUF0tDyC5uQ1wudRqldwHhw83Y+jQ0D7Yvl0+V2Mj8Ic/NOP660Pf//jj/gCsGDRIPmZ+vh1AKY4d64bL1WSoXTU1FrS1yVbZJ580wmbTf7Y++6wcgAXvvdeOyy+PvFYHDsh9VFp6AWfPXsBFF8nP7O7djcEqskY5dWoAABHZ2fVwueLbjun3y31/7pwfR474ADhQUNAMl0u7oiYASFI2gBKcPeuGy9US8l5LiwBJGoiCAgkFBY0AynHihPZ9xdF75g8fdgAoRmFhF1yu1uDrubk2AGU4dswHl6sx+Prp0xZs29Yf2dnAU0+1BGttHDhgw9NP52PnTuPPBGfHDnksGzo0dCyLxogRch+//34HKiuN3//p5uBBK/bt6w8A2LGjA9ddl/62xhrvP/pIvteuusqLL39ZeZ5++9s87Ntnx29/24q77+5KqA0eD3DmjPNf52tCYWGkctkT6BlUpnTcW265BQsXLsSwYcMijAZOprgr9CTUTN+SGS5rA2pZVNvO499ZssSNG27w4IYbPLjpJlk+izegr7VV3sVQWBjq240FT3AEGC+pDcQuq22mvDcQn1sqEABqa+X/D49e5y4irZ0V6nv9lVdCV7UdHQKqq62w2VgwniAe/7j6HNH6VJIQLDCm9wyG5wSIN1hTXUSuX7/4a46rn0netlgxDtG2Y3L3VEmJhEGDAhAEhrNn49v+qrcFWC/26NVXHWBMwPXXu7FokSf4PN5+uzyxxBOwqHZdGiVTxuFYrFunPC+Z2lZ+T151lTfYnzfc4MG998pGnPo3xIs6Bqenc7wYIa7Zc+XKlbrv8cCcno7o1QuySjQdcarRMhz41kCtG6q7Gzh2zApBYBgzRvkOn+jOnxfjSn6jbMU092X1Vkke8GgEHkipV6siPAlPLOIxHOSgQfk3h/taeb0KrVwO6nt9+/askAyTPJHXqFG+oAtj4MAALBaG+npL0AUTC/WgGm1baGurHPgY/h014emL4w3WVAcgJ+KT5Qm7LlwQUVNjLDiSq4Vauyr4s11cLMFul6+3JAnBnQlm0MueWlwsITdXwoULYjAJlSQpk8htt4WuQCsqAsjLk3DunMVUIjG/Xw5yBBDyfMdCPQ5nUsViNd3dwGuvKZPu4cM2SPHbnylDby657jo3CgokfPKJHUePJqc0vXy+nt9cEIukz56ZYOlKkn5RmN6oOPBAMS3D4dgxG/x+AcOGBZCbq4wQdjtQXBxAICDEZSQZrQsRTuiuCuMjVlYWYLMxdHcLmpOp2UDNePo5WiEhpV5F6PHcbrmSqcXCcM01HgQCAjZujFxFqfvTagWcTnOTtdo4iZaISm1U1NRYNRUcZQtlqAJiNoDQaOGlWKgTdnV1icjJkYL/1iNaymne5/wYiWR6VO670PYIQqRy9OGHdpw5Y8VFF/kxfXpoylJRjC+/wqlTVng8Ai66yI/iYuPP08CBEkpKAhlXsVjNO+9ko7VVxNixPgwYEEBnp4jq6sxrq5567XAAixbJym6iqkNo0bnMuwbhJH325A/H0aO2HsuM19goortbQElJ6GQKZPaWzM5OAdXVlhBZG4geha81MXH4YBdP4iJlK6a5SSF0V4Vxo0MQFNWhszOyvWa3hsajLEWLXlcqZIY+1EeP2hAICLj4Yj/uvluWLl95xRFc5en1j1l3RairInYFUQ5XPDg8J4AgMAwaJLch3iRjsapYmoE/l7w9sRQMrjhouSr0DId4qllGU97CcznwyWPZMrdmFs14FlXRnu9oCEJmLOKioVZnMrmtWlv7OcuXy8rSxo0O0+nt1fQJV0U0CgoYKir88HoFnDjRM5JLtEpymbwl8/BhGxgTcMkl/pDIfP476uosEVKeMcMheSutWMSrOAD6cQ4ejzxBWK0s5kqUE4+BGG2A0FMc+PUfO9aHyspu9O8fwMmTNnz8sS3k/XHjQifXaO6ncBoaxJA+DDdeQj8b+l74QOxyyTkBysulYE6AeJOM8c8bSUoUC3W/GjmeojgIEc8Ef7b5PZCI4sANMZ49VI06NqStTcDmzbJ/a9ky7UC5eBSHeA0H9Xd62m2sRV2diKqqLNjtDDff3JUxLu5wtGrXqLniCh9Gj/ahqcmCbdtMBIOFoV4U9klXBdDzKU+jdXQmxzgcPCi3m18/jsPBUFoa0My5z5NtaQ0sSo0F879ViSlIRHEwZzjoldbmAWqlpcbLexcWMoii7Dc3qnxFC8zTM8LUhoPVCtx6qzxprF+fA69XiT+59NLQRkRzP4XDz5GbG7vYFn+PfzayPHukSqBeOZvxhxsNZDRCqOIQW8GwWuXfKEkCOjtD7xd1cCSQWDXLaBVZ1arRG2844PEImDGjW9d1k4jiED4mGCGTV/EbNuSAMQHz5nlQUsIytq0NDSI8HgHFxQHNhZAgKPEs4YHRZlCPA62tom5G1EwhJbNnT98EvVVxiBY9rSW3SpIiRWsNLEqNhfQpDurgSDOZIwHFtREeIKms+oxPUKKoJAky2tfRFAeebrixUQxZ4Yb32W23yT7PN95w4JNP7PD5BAwdGjnoKO6B2KsLfo6rr5aDP6L1Jzf4+Gf1DAf1qr6gQE4y5vGIwR0ZRoh2vcxiVnEA1GmnQ9sc7qqIN+GW2y0f225nwbT1atQGl15QpJqRI/2w2xlqaqyGimMxFt+OCk5PL+D0YEw2rAFF6lfPGZkUzGkkk+mSJW5YrSwiMDqe8/AxK9PdFSk1HHpKdoqWzS6TYxyiyZJacmt1tQWdnSIGDAigtDRyklZqLMSvOJjdVZGI4sDjUfQUBzPFtgDzAZLR7pusLPmhVgebqiPe+SB98cV+TJjgRWeniCeekJM7RetPM4oDz0oZbryo4X09a1Y3BIHh2DFrSLCpnkpgdksmY8nJGskJj3EwAh9kW1tjKQ7x7RpRqw1aMRf8d3/0kR2ffGJHQYGE66/XzyJotwOXXCLfC+GxJ1rU1VnQ2iqipCSAgQPNbzcYNiyQcRWLAeAf/7CjpsaKAQMCmDlTvjkHDw6gsFBCU5Ml7sk3FRjJZNqvn4S5cyMDo42iLk1/5ZXekPNmKik3HHrCeowmoWaq4uDzAZ9+qr/tSssnHkvGTEaMg5ZvNxrx1qoA9BUHPpCYURwAc24pn48HDSIYNBiOsiVTPp5exDtfRe3cKQcRaBsOxidq3s9XXeWNMF7C4Qbf0KF+DBsWgN8v4PhxZRDSC2g0O7m2tIjo7AwtIpcIasXBqCGit7NCvR0TkAtdWa3y9lePfk6pCGLVR+HXjJ9/0SJ3zJTJZtRY5fmOXvBLD4slsyoWc7ikv3RpVzBBliAo414mtdVo7RTFXeEwPeepS9NXVPRcNWQzpGT27N9fQmlpAO3tYo9UAIwmoWbqdsxjx6zwegUMHerXXKkrPnFlEoglY/L4hHhiHKL5dqPhcCiDbLJjHFKpOLhcFkiSgEGDIlNGc5QkUHJ79BSiG290h1wHrf4pL5dgtzM0NVnQ1aU/K1y4IKCmxgq7Xd5pE6tP1Qaf1iSlF9BodktmeMn6RAk1HJLjquD9H8/2VyB2fZTCQhZMRAUoBmM0zBgOibgp4jlfOrhwQcBbb8lBhOFunUxrK2BcVbvmmsjAaKOod3Px82S64ZASPYRvBaqqsuDgQVvQikqU99+345JL/FFXwYGAUjJ40KDIzk53cGRjo4i3386OmYTpn/+MPkgoftpIxUHfcIhPcXC75V0MNhsztXccALKzAUFgYEyIQ3Hgha60YxzMGjF6fd3dLccgqCfsmhr5UdBJiAog0hDTu/75+QwLF3qwYUOO5vuAHIMxaFAA1dVWnD5t0S1EpE4gZbPJxsuxY3Kf8tWkGvX2wXHjfNi0yfGvdsoSup4aF22XR2engDffzIbHo1wv3q5kbMUElEm+sFDSTQUfDp+09VwV4cZIba0VZ85YcfHFxu4j5b7Tv48HD/ajrc2OUaN8uOKK2BM8311jTHHQD3w2Cv/uX/+aHZLVFQCmTfOGbPtOB2++6YDbLeILX+jGsGGh/dDTLm4tjFZ/5YHRa9bkY926HEya1Gb4HOpMruks154IKXOkyIZDNo4csWHhQhP6oA4HD1qxfHkprrzSi7fe0q+9cPy4FX6/gPLyyOx/QKirIp5qgGb5j/8oxJtvGi/5plcrIDwynDEjhkN8isPJk9bg981eH0GQfc9tbaLhCYDDDY1wxYFv6x0wIDmKw29/m4cnnijQ/M7FF+sfjxtifCUazVW0fHkXNmzIgdPp14w/AeRJN5bhEN7H4e4SNTyYjxt84Su47m5ZfrdYGAYODB0Io+3yePLJfDz3XF7E6wAwdGhyFgV8MTB0qPGJjBsOasVBLnClZTj4AWSZUkC5ERbNRTZ8eAAHD8qrZyPPypgxvmDsiderr24BiW3F5Fx+uewz37vXjr17Q082dKgfH3ygX78jFeipDUBmKg58vDUSd3PbbW6sWZOPTZsceOyx9hC3bTTUCnk6y7UnQspaN2yYPAB89llyLCe+wtm3z47Dh62aqy0AwVXenDnaxorDIcvpbreIjg7BtJxulj175HYvXdoV80bKz5ewYoV2ERuec9/lssDvl1NJNzVZUFgo6VrDBQUMWVkMnZ0iOjuFiGRYevAAn8rK+Aqt/Pd/t6KtTYw7j4M64ry21oJ//CML2dkMU6eaaw9XS9SKgyQpPtZFi7pC/PN2O8NDD2lPkICieJw7J8aMeJ8yxYtf/rIl6sRqZEtm+OSh5JOI/M7586HBfPw7PJVvXZ0FjAlwOv0R5bb1dh50dwMbNij5CdS7ZhwOhlWrYhccM8Jll/nwn//ZhokTjWfR0XJVtLcLCARktUsrF4oZV4URxeG7323HFVd48cUvGis+lZvLMGxYAKdOWXHsmDUivwenuVmAy2WFwyEFx9J4GDvWj8ceawsuBjgvvZSDmhor3G6krZQ1Y8D+/XKnzJgR2c8XX+xHVhZDba0VbW2C6YVHsomlXodz8cV+TJzoxccf2/HWW9lYtsxYuW21O0Qd+5SOhW28pMxw4INistKdqo+zbl0OfvSjyCpqPp8yyEXbFlVSIqGuTkRLi4j8/OSsmLRQP/y//GVrMBAoHrKy5FVZfb0FLpcFx47JXSevYLS/IwiyanD6tBUNDWKENKiFzydnQQOM+Wy1mDs3PoODB0deuKBMBK++Kk/yCxa4TQ8kJSXy71UbDjt32lFba4XT6cf//V9knzidebqVQPmquLHREox4Ly7WjngXBGD58ugDh5FtguGqBleRtCLPlSBSuT39+kkYMCCA+noLqqstUfObhCcZ4/kytmzJRkuLBZde6sNTT7WmbCATBODLXzY2+XJ4cCSvFQFExjdw4tmSaVRx+MpXzLV73DgfTp2y4uBBm67hwPt9zBh/QuOGICBYjEnN9u1ZqK21oq7OYth1kygul/zMFBVJwZgTNVYrMHq0D/v323HokA3TpiWQijEJyLVrBPTvr61ea7F8eRc+/tiOdetyTBsOQ4YEUFTEkJ8v10BpaRFQUpJBe1NVpMzRH+/eaT3Ux9FL77l9exYaGy0YOdKHq67Sl/fStSUzWQ8/Rx04Y1TGjLZC1WLbtmw0NVkM+2yTCVcoeEIfuWhQbENQDy1XBVcbli1zm+4TdUItdUbIeCfTWImJvF7Z9SYXMJM/G+4uUaMV0Kreyx8taFgvyRjPT7B8uTEpPp1oVcjUim8AzG1/5SgVWZNbecmILz8ZgZHR6AlJXD1m6d1LmRTnYGQrZjg8MHrXrizDdTfUMQ6Cb0C8mwAAIABJREFUoB0In2mkbOZ0OuUKgOfOiYYrAEaDD652O0NLiwVbtkSm91QnYYk2yKVrSyZ3ryTr4VcPfvzBipVRTqmxYOy38onVqM82mSgpp+W27thhR12dFYMH++NafYS7KtrbBWzeLN83emmBo6FOqJUM/3OsVMjHjlnh84UWMIuWDZT3sXqiUw/EsSLEw5OMnT0rpwW22RhuucXY6imdaFXI1FMc4olWj7deSyyMJGZKveGQ/uh9I89MJiWt0sqyGou8PIYbbpDd5DzJVTS0StObSUffU6Rs5rRa5XK2jAlBP1Ei8MH1jjvkAT+8Glljo4itW7NhsTAsWRJ9kEu34pB8w8GaEsXh3DkR776bBas19jVMBUppbXkiUIoGdRlONa2muFi+Xnwy2bTJAY9HxNSp3XHt9FFP2tFSfRslVvElrT6Olg2U97F615E64CxWhHi4IbNhQw4kScDcuZ6IiTgT0MrjoKc49O8vIStL3v4anqJaC0lSFAe94NZ4URtzeom8Ekk1bYSeiN43sksksxSH+DKjchfv+vU5MXfTaZWmN5OOvqdI6cyZLDnM5wPOnpUr+n3jGxdgs8npPdWS6saNDvj9Aq691hMzTXK6FIdkP/zcEj10SJ4EsrIYLr44ujVsZmfFxo05CAQEzJnjSfpgaQR1kavWVgF//asDgsAM+wrD4f5B3s9cTYk3dqOwUA427egQsWePHOSViOFQWirB4ZB0c9NrGQ7RFAetbatqwyFWMhv1SoexUDdFJmLGVcG3vwLG4q6am0UEAgKKipRiYMmitFQKlpGuqYlsi9st4ORJuVT7qFGpMRyS7Uo2ghEVZcwYP0RR3nViJllXKjC6FTOcL3zBi6FD/aivt+Dvf49+86jdFBwz6eh7ijQZDolZTjw5z8CBAQwYIKf3lCQhuIMidJCLPcmkQ3FIxcPPr+f778s34+jR8t7+aBjN5cCYnPUMiC+eIBkoioOIN95woLtbwIwZ3riTDBUWShAEhrY2EYcPW7Fvnx15eVLc24MFQZmUm5osCUe8C0J0d4WW4VBUxGC3y8ZLeOIoJZgvNH8BT+XL02PHclWcPm3FRx/ZUV0tpwWeNSsJvsYUoJTWju2qABTDyMiWzHjqo5ghmiR/+LAVkiRXyc2Ov+BiVOJNwx0vzc0C6urkQPHhw/WfGYeDYcQIPwIBIZhJt6fg18ZsSnVBUFyhsQpfaakavSGXQ0oNh2T5asKLVqmrkTEG7Ntnw7FjNpSWBlBZGXtSSEcSqFQ8/Pz380Q8Rla7RutV7Nljw8mTNvTvH4h7G2aiqBUHI0WDYmGxKJPLM8/I2yzltMDxRyqr1axkBL0qu49CVxfqAmbqflYbL+Gqg5bioE7l6/EIsNuZbgI1tRHDB7xbb+2K2LqZKWi5KsILXKkxs9NLSaSVGuUtmiSfajcFYL42SaLw33nppbGfmUzJ5xCtWGIsli7tgiAwvPNONpqb9V1jWnFH6e6beOgVikP4NrLZs7tRXi5n3eNbXwC5SlmsFTiQnrTTqXj4ecApx8ix+STBaxjowa9hT04UOTkMgiDnndi/Xy4adN11icVa8L5+/fXkqCnqQLlkxK5oZQQFQguY8aAppQ3acStaikN4OwcNCujGi/AB68QJK958M/4g0nSRlyeXTu/oEOH/17gbXXEwLs9zIyzZgZGcaJNjqgMjASXmo7nZWMxHopj5TZlgOKjd43q1a6LhdEqYPbsbXq+A11/XVx20MrmqY58yqVKomrQYDon60cItP6tVtugAYO3aHLzxhrlJQSsxULJJxcPPA045yVIcuroE1TXsueh5UURI0qjFi2MXDYoFn0D8fiHmNl0jaO1YSAS96PZowa9acSuShGBJbF4CXKud0WRXnmSssdGCri4Rkyd3Y8SI9OzxjwdRVCeBkic/vRgHALjoIuMKqLKjIrWKg1YZ6WQHVWuhjvlIhyRuZiGVCTsr1O7xaNk9o2HEXaHlqsjP52XuhbgqG6eDFBsOyXFVaMk5vFPeeCMHFy6IuPJKr27a3nB4YqBUKg6pWjXwG0wUmW72TDV8ojt/XtSN8H3rrWx0doqYMMEbM9gy1agNh2QE5aknkGTkIlD7vJOhJukFEHM3hdY5lLiVUIne79cO5lMfI5rsypOMcTI1KFJNuLvCiOJgzHBIreIweHAABQUSzp+3hPSj3w8cPZp6VwVgLuYjUcwYQ/x3HzlijbkrIVUk4qbgzJ/vQVGRhEOHbMEdJWoYCy1wpSbTt2SmVJQuL5dgszGcP2+B2y3o+pY7OgTk5DBdCVVLzhkxIoDJk7uxe7c8SpoZ5KLtqvB4gE4DieC8XqC7WztldSof/sGDA9i5Exg+3G/IV2+zyYZSc7MFTU2i5goqk6Ln8/MlnD0rZyrUq9thBj6BGNmmawRuiCUr6JUPTKdOWULKX0fbtaEoDsqgEm2i46l8u7uFmAPh4MFyNHhOjhTcj57JhBoOgaiKg1oBVV9rAGhrAxoalNeqq3m9ltQoDoIgjw07d2Zh27ZsTJok5yn57DMLursFDBniD6opqSI0vkY7rsnt1t8uHE5ZWUCzxLo6UHz06NjPTEkJg9Pph8tlxd//nhUSHJ2TE5/rQI+2NgHl5ZGvR8uyapSsLOCWW7rwwgt5eOWVHPzkJ6HZjltaRHR1icjPjyzsdtFFARw4IM99EyakPhFfe7tg6n4zbTgcOXIEn376Kc6cOYOVK1ciL08/t7/FIsthNTVyIR+tSmx799qwaFEpHnroAr7+de2893r7aW+7rQu7d2chO1vCTTcZnxTU2/TU+cAlCVi0qBTNzcC770avY/HVrxbjgw+ysGVLY0S7TpywwuMRUFGR/IefW6JmlIzycgnNzfLKJnwgPHPGgl275Gt44409n+SHKw7LliUnARU3HK691pOUQDc+MScr6JWvNE6etGH27P4R72sbDpGKQzRp3WZTUvnGSmYzeHAAH30E3Hijx3Btk56ED7itrQIYix4c2a+fhJwcCe3toua1BiJfS5XiACiGw3e/WxTxXirdFBy9+BoOY8B115XhxAljLoO8PAnvvdcQUYyOB4qPHu0z/MyMG+eDy2XFnXf2i3jv179uwc03Jz5W7d9vw+LFpVi1Cnj44dD3kqE4APIc9cILefjzn3PwyCPtIb9ffY7wsS5W3ySTt97Kxpe/XII1a5qxaJHBxQKLk1dffZXV19fH/NzcuYwBjP3lL9rvP/KI/P6UKdrvu93y+1YrYz5f6HudnYwtXcrY//yPycYzxhwO+bgXLiivbdsmvwYw9txz+t89flz53COPRL7/+9/L791yi/l2xaKmhrF58xjbvdv4d3gfbN4c+d66dfJ7CxYkr42J8PLLjC1Zwlhra3KOt3+//PsPHEjO8draGJs/X+7jZHH//YyNHh353733MiZJkZ9/443IPvt//09+bcUK7XP8+c+MLVrEWHt79Lbs2CH/vhMn4v896eSWW+Tf/eqr8j0DMJaXp//5xx7TvtZa/113HWNdXalr+/79jE2aFHneK65gbOvW1J2X88or8vW6+Wbt92tq5PdtttjXql8/+bP/9V+Rx1mzRn7vrruMt+2dd+TroD5HRUX0ucIsK1fKx8vKYqy5OfS9FSvk99auTfw848fLx1q3LvT19evl1xcvjvzO00/L7913X+Lnj8Wdd8rnWr7c+HficlXs2LED5eXlKA/TeFwa1YH69y8EkItPPmnF+PGRUvjOnSUAsrF/v4TTp+sjtuqcOGEBUA6n04+GhsgSsL/6FT+3ud9QVFQOt9uCw4fPBaWwp58uAiDL9r/9rRcLFmiX7/6//8sHkA8AeP75AFavPhfS7vffLwCQhxEj2uFyJad6IMdmA9aulf/f6G8uLJR/19GjLbjiilBL/f335d8ycuQFuFwXktrWeJg1S/6vs9OYyygWpaXAiy/K/2/kejmdTs37WM0LLxg/nhEefjhyxcM5ezbyNYvFBqAMtbVeuFzyPfrpp3kACpCX1wGXK7IA3OTJ8n8XLsj/6TFsWPJ/Xyqx2+XxpaamFYcOdQMoR1GRHy6Xdrnoe++V/wtHr99bWuT/UkFpKfD66/rvp/r65+XJ99GxYz64XI0R72/blg2gBFOnevCnPzVHPda2bVm4++5+ePZZP+66qyFkBf3BB3IfDR/eBpfL2EM9diyweXPoa263gPHjy7Frl4iqqgZNBdsoHR0C1q0rByCXRPjtb1txzz3K/PTpp6UA7MjLOw+XK7FiW0uW5OKTTwrxm994MGOGch3375ef2dLSyGc2Pz8LQD8cPdoNl6spofPH4qOPygDY8NFHkfeB0+nU/I7p6MCdO3fivffeQ3t7OxobI2+2cGJlj+RBhG63iFOnIj+TDF+TFuFJoNraBGzeLIfwOxyyjzncDwrIpVZ5DvKcHNkfzxMycdIRFW0GpaKisSRDRGbD+1O9HTPVwXyZirpeRbTASCISLofr5bUwMzbMmtWNAQPkLfIffRS6DSFZgeIOB8OiRfLCJ7zkgFnefNMBt1tETo6kebxYWVbNsHhxF+x2hvfey0JdnTLlcjeE1jnMBPImgtstu9YB4NQpq+GtuaYNh6lTp+Lhhx/GwoULUVZWFvPz0TLjnT8vor5eeV1r+41ycZMb7R+eBEquYyBg+vRu3HGH/Jn16yP3Av7971mor7dg6FA/7r9fVhPU220YS35xq0RR6lWEdjdjZDj0RrR2yvC+TVUwX6bCgyNbW8WogZFEJCUlcsrztjYxJPsmx8zYYLXKOWCA0PEw2YHiPIB7wwYHfAkcjrfxkUfaUVgI7N9vx5Ej8gTq8ciLLKuVYcCAxA2HkhKG+fM9YEzJdgxEz0zJVfC6OktKd5YcPWpDICD3PWMCDh825oRI+SbRaFsyww0FLcOBfy/etMN6hCeBUu8s+NKX5M+8+mpOxM2pLrwkB/Ax/O1vSnawM2csaGsTUVoa0M3Ql26UCpmhfXDunIjz5y0oKJCSrugQqcNulwt4BQJCcLJMVSXHTIfXq2hvF0lxMIkgRF/Zmk1ix7fIv/lmdnDlygPFhwzxR+wciIcrr/Rh5Egfzp+3YPv2+IqInDhhwccf25GbK+HWW924/Xb5dT628wnd6QwkLRkezzG0bl1OsLBZtABMh4OhrEwuc2+0snE8hM+5RouLpdxwiFawgzeaGxfahkPkVsxkoFYcPv1UrmNQUCDh+uvdmDoVGDHCh8bG0JuzuVnA3/6WDUFgWLq0C4MGSZg1KzQ7mJGa8+lGT3FQDwyZ0lbCGOE7KxRXRd+aNNWuClIczKNUYgwdn5ubRZw9K2/LHT7c2NjLt8h3dYl46y15+0CyFU1BUFSHWHUg9OCu5ptuciM3lwUXihs3OuD1psY9PnOm7Mr57DMr/vEPOxgD6uqMVatNZbErI3OwFik3HEpLJWRnyxUAL1wInZ14I7k1ppVFLd7SprFQKw7c0rzpJjlToXxzyr40dU3111/PgdcrYPbsbjidUkjb161zhPymTJL+tfb9A+nJiU+khvDiZX1VceCuirY2xVVBioNx9JJA8bFBrlZp/Hjhk7pynOSNMUuWuGGxMGzdmm2o6q8av19WkgElS+7EifJ25eZmC7Zty9ZNypQIFouiyKxbl4OGBhEej4Di4kBI0js16ahZwRUG9RxshJQbDuoKgHppdefO9aC4OIDWVhEuV+hntLJGJgO+KmloELFhgzzpqxMgLVnSBYuFYcuW7GAqX/4wqFNb8+xgBw/acfCgNSMnY619/0B6cuITqUFd6MrtFnDhgoisLJYUObg3oVTIFKPmcCC00auSGe8C6IYbPMjJkbB7dxZOnrSkZCFVViZhzhwPAgEBr71mLif99u1ZaGiwYPhwPyZOlHdLCEJo4cRULVa54fDWW9nBSrXRlPRUVzD1+xFsx9KlshH16ac2Q7EjaUmErSW5dHQIqK62wmZjuOQSP8aNi5RKOjsFNDVZkJXFki7B8lXJX/7iQFOTBaNG+TB+vHLFysslXHNNN/x+ARs3OnDwoBWHDtlQVCRh3jwlSUZWFnDzzYolmYmGQ34+Q3a2hK4uMSRqNhPVEcIYPH6mocESUhWzr7mclMyR5KqIB716QjxFstlxLDeX4cYb5fFx/fqclAWKc7Vg3bocU4WguIIcnn5+yRI3rFaGd9/NCmZtTbbhMGxYAFOmdMPtFvH003LixGixe8mq9aTHqVNy/MngwX5cdFEAQ4f64fUKmrsJw0mz4aBYTtzSueQSP+x2dZlZpdHc0opW0S9euOHQ2iof+LbbIjMVcgVi3bqcoNpwyy1dEbUA+OfWr89Bfb0FubkShg3LHMlYEBTVgQfatLUJqK21IiuL9Xh9CsI86uJliuHQ9yZMreBIMhyMw10V4avaRNRIPh6++GIu2tpE9OsXiMgmmSiVlR6UlgZw7JgN+/YZk9ebmkS88042LBYW3AHC6ddPwty5HkiSgH/8Qx7gkx1XByjKxocfxj5Hqrdkhi8czRQXS4vhoOVH4xYtb7RWKdVUbcUEQgcXq1W7jsG113rQr18An35qw8sv5wLQrsA5bpwfY8f60NEhX84xY3xJN3QSJbwUM18JjB7tM1SKnMgsFEPQ0mfjGwBtVwXFOBiHr3hray3BlXtXl1xbwmqNrx7LpEleDBvmD46HqQgUt9mAW2+Vx2yjQZIbNzrg98sxalo73sLH9mS7xwHZlZObq5w72jmSVSRSj3B13Ew587RMb0rkbmTOhmjWDndtJHsrJhA6uMyZ40FpaeSNZLcjaFB0dwsYN84bdKmEo46PyETpX0kCJXc5uSl6N0oSKLHP5nAAgOxsBpuNweMRgjlhyHAwTlERQ0GB7Mbkrp7Dh61gTMDIkf4IddUI6p0PQOrGGD7Rv/GGA253dMuEsdjF/K65pjv4XKXCPQ7IRbp4EisgujvE6ZTL3J89a4E/BaJwuOHA/xrZkpnS6pgcrS2Z4ROXXO1RQl2dFc3NAkpKWFKzd4WjVhy0VAT1e88+K/ujolWPXLy4Cz/+cQG8/7+9e41tqvzjAP7tdSvu2m6BzSGwwSYMIYDoWBzrzDKMTESjW8QLZkhijInvNLzQYGJIBF8ZRyTKhD+JKGqITDFIAKMSwSk4FOeugBsb7MYuHay3c/4vjmc7HbQ927pu7fl+EkJgbfecPj1Pf8/t97h0M/LLeHRLpvSezsS1GKSecleFlkccdDppuqK72zAy7cipivGZO9eLixf1aG01wGYTQtKpeOqpm3j33XgIgm7K2pjsbA9WrnTh3Dkz7r9/Nkwm/4sdRBHo7jbAavWiuPjOBzkZjcDTT99EZWX8lEyPy8rLb46MYAf6bouJAebMkbITr1w5O2h5kpMF/O9/varWZoji7dNRo8sFTBAEBPx9YRpxGB1yEUXpSOr6et9tOgYDsHix9Dj5gkaTP4U+3Jo1S8SqVS4sXepCUdGdj5QFgHvv9aC4eBhpaV5s3Oj/RDarVcTzzw8hPl5AQYH/15suo1sypSrnjorIpqxPreZwkClPoLVYBFjGt9Be88Zu+wtF2zBnjoDy8ptITvYiP39yZz0EsnWrlL23r0+Pri6D3z/d3dK1VVQMwWz2/3rPPSeV+eGHp+5I+VWr3MjPdyIryx10Gt5ul8rR0+P/2uQ/DQ0mfPLJXarKcPWqFGhbrV6kpUntxuzZAlJTvRgc1AfdAhqWEYfkZBFxcQIcDj36+nS4etUAt1uH+fM9PntYly5149w5My5eNKGgwDWlIw46HXDkSDe8Xtx2sNZY+/b1QhQDR2AA8PbbA9i+fWDGrW8AfHuow8NAQ4MRer2IJUu4MDISJSSIiIkRMTSkx+XL0m2sxREHYHSBJMDRhokY3fYnfY5CNY25c2c/du3qn9KdPhs2DKOwsANOZ/BfYjQGn8a65x4vamuvB/1OmAydDvj88x7odAj63uza1Y833hgMunOkrs6ETZts+PJLC7ZtGwi6bs1fosKlS904dUraRjt/vv/2JCyBg5zLoa5Oj9ZW40hO8LEfzLGLM6Yqa6SSmg+Imgoez+Omg3JOvL5eyk++cKEbFou29v1HC2mnjBetrcaRHqJWRxyUgQPXN4yf8jwhtzt0Z0uEqwMlLZANXTs2lUGDTO17o9Op2y2VmupEdrYbDQ0mnDgRi0ceCTxi4i84zM1149SpWFy8aEJpqf/XCFvfWLlC1F+hlYFDf78O/f16WCwCG4MQUK7C58LI6CA3KAMDo3kctEg5VZGczEB4vOS2ua3NgMZGI1wuaTQ4Pp7vZaQYm8QqGDntQbDOuz9hDBxGd1b4++LKyXHDYBDR3GxEQ8PoaMNM7cVHEuWIAwOH6CAfXibTYh4HYDQJFABYrdoMniZDHtH999/RtjmUKaIpPORU3CdPxgRNxe1vcbxygWQgYQ8crlwx+l18ExsLLFrkgSDocPy4dEjKVGzF1KKUFAE6nYjubj0uXOCOimigDBSSk70BF31FM981Duwlj5dyjQM7FZFLmYr7q6/8rxDu7dWhvd0Ii+X2RIXz5nkRFyfg+nXDbYciKoUtcJCj2p9+isHQkB6zZ3vv2EOSv8yOHrX89zwu3gsFo1HKjiaKOtTWsnGIBsrFkDPlCPfpoDyfg9Oa43fXXSKsVi+cTh1OnpQ6bGwbIpPykDF/CyqVB5iNXc+h14+ONgWargj7GodLlwLnQJc/sPLjQp0vXMvkQE0UdUhP98BqZe8skikXQ2p1mgLgVEUoyO2s3O4ycIhMRUVOpKZ60dRkwu+/3/mLP9h2WzXrHMI+VSELVmh/z6OJU/ZQ2TBEPuViSK0ujAR8AwdOVUyMsp1NTfVqegQrkilTccsHeo0VbDpqRgUO8fEikpJGP4z+Cj12JIJTFaGj7KH6S51NkUPZuGu5oU9K4lTFZCnbWXYqIpsyFffNm7fvLAgWOKg57CqsqYqUB3r4K3RioujzIebiyNDhiEN04YiDxHfEgYHDRCjbWS6ajmyLFkmpuB0OPb79NtbnZ2oOMMvO9sBkEkcSy91JmAMH6cMZHy8ETOokf6klJAg+vQmaHN8RBzYOkU65rkHLIw6+axy0+z5MhrI9ZtsQ+eRFkvLBXjI1B5iZzQh6Kuq4M0e2tLTg119/hdPpRHl5OWJjY4M/6T9y4JCbG/iY1SVL3Dh61ML1DSEm90qTkgSkp/O9jXQmk7QYsLfXoOkRB2XngiMOE6NsazniEPk2bLiFt95KwC+/xODll5Oh10v3iJxWPFgd5+Z68Ndf/vd3jztwOH36NDZt2oT6+npcuHABDzzwwMjP0tPTAz63qAjYswdYty4m4GMffxx47z0gL88U9DWnynT93qmUny/9vXatHnffHX3XFyqRVPe5ucDp08CaNSmIoGKHVGoqkJQEWCxAVlbahBPGRVK9h5rVCths0nuYnx/8JMZoE411v2kTUFUFVFffntOhpGQW0tP9Z5h89VWgtNT/a+tEMdjxGb4OHDiAZ599Fv/88w+GhoawevXqkZ+1t7cHfK4oAr/9ZsayZa6g57zX1pqwYIHHJ51suKSnpwe9lkhVU2NCVpaXQ7p+RFrdd3bq0dFhwPLl2u4lNjVJ87aBDuYJJNLqfSpcvmyA0ai9dWXRWvcOhw4//BADj8c3ko6LE2C3O2FUMWzgL6Aad+AgT1W4XC6UlZX5TFVEy5sfrR8kCo51r02sd+1i3fvnL3AY91RFZmYmMjMzJ10gIiIiijwam8kiIiKiyWDgQERERKoxcCAiIiLVGDgQERGRauPeVUFERETaxREHIiIiUo2BAxEREanGwIGIiIhUY+BAREREqo07c2S0aG9vx+HDh7F69Wr09/fD4XDg2rVr2Lx5M37++We4XC78+eef2LZtGw4dOgSLxYLExESsXbt2uotOkxSo7o8cOYKEhAQIgoDS0lLs2LEDy5cvx7JlyzB37tzpLjpNgrLeh4aGMDg4iBs3buCFF17A999/j8HBQQiCgLKyMt7zUSZQ3QPSGUw2mw3r16/nPa+CZkcc0tPTYbfbAQBmsxk9PT3wer2wWCwoKSlBRkYG7HY7HA4H9Ho9HnvsMbS0tExvoSkkAtV9X18fHn30UZw/fx4AkJSUhMHBQRgMhmksMYWCst7r6+uxYcMG6PV6XLlyBevWrcPGjRvR19fHez4KBar7Y8eOIS8vb+SxvOeD02zgoNTT04OXXnoJ2dnZaG1tBQDU1NT4HBkOALqJntdLM9bYur/vvvvw9ddfw2QyAQBeeeUVlJWV4dixY9NcUgql4uJiHD58GF1dXTAajXC5XPj000/xxBNP+DyO93z0Uda90+lER0cHzp8/j7///htut5v3vAqanaro6+vDmTNn4HK5kJKSgkOHDqG3txcFBQXo7OyEzWaDwWBAXFwcBEFAdXU1FixYMN3FphAIVPdtbW3Q6XQoLCyEw+HA8ePHcevWLeTm5k53sWmSlPVeWFgIo9GIhQsXIiMjAzt37kRGRgZqa2tRXFzMez7K+Kv7nJwc5OTkoLOzEzU1NXA6nfjmm294zwfBBFBERESkGqcqiIiISDUGDkRERKQaAwciIiJSjYEDERERqcbAgYh8VFZW4rPPPpvuYhDRDMXAgYgmZPv27Thx4sR0F4OIwoyBAxEREamm2QRQRCS5dOkSPvzwQ3R0dGDFihUj2RIdDgc++OADNDY2QhAE5OTkYOvWrbDZbDh48CDq6urQ2NiIffv2wW63Y8uWLbh69SqqqqrQ0tKChIQElJeXIz8/f5qvkIhCiSMORBrm8Xiwa9cuFBQUoKqqCmvWrMHZs2cBAKIowm63Y/fu3di9ezfMZjP27t0LAHjmmWewePFiVFRU4MCBA9iyZQuGh4fxzjvv4KGHHsLHH3+M1157DXv37h1J405E0YGBA5GGNTQ0wOv1Yv369TAajcjLy0NWVhYAID4+Hnl5eYiJiYHFYsGTTz6Juro6v68LhpVpAAABo0lEQVR17tw5pKamoqioCAaDAZmZmXjwwQdx5syZcF0OEYUBpyqINOzGjRuwWq0+hzmlpKQAAJxOJ/bv348//vgDQ0NDAIBbt25BEATo9bf3Obq6utDY2IgXX3xx5P+8Xi+PpSaKMgwciDQsOTkZvb29EEVxJHjo6enBnDlzUF1djfb2duzYsQNJSUm4fPkyXn/9dcjH24w9OdJms2HJkiV48803w34dRBQ+nKog0rDs7Gzo9Xp899138Hq9OHv2LJqamgAAw8PDMJvNmDVrFhwOB7744guf5yYmJuL69esj/161ahU6Ojrw448/wuPxwOPxoKmpCW1tbWG9JiKaWjwdk0jjmpubsWfPHly7dg0rVqwAAKSlpaGkpATvv/8+mpubYbVaUVpaio8++ggHDx6EwWBAQ0MDKisrMTAwgIKCAlRUVKC9vR379+9HU1MTRFHEvHnzsHnzZsyfP396L5KIQoaBAxEREanGqQoiIiJSjYEDERERqcbAgYiIiFRj4EBERESqMXAgIiIi1Rg4EBERkWoMHIiIiEg1Bg5ERESk2v8BQFDxEByvnUcAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot a line chart of the discoveries DataFrame using the specified arguments\n", "ax = discoveries.plot(color='blue', figsize=(8, 3), linewidth=2, fontsize=6);\n", "\n", "# Specifiy the title in your plot\n", "ax.set_title('Number of great inventions and scientific discoveries from 1860 to 1959', \n", " fontsize=8);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Customize your time series plot\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Subset time series data\n", "When plotting time series data, you may occasionally want to visualize only a subset of the data. The pandas library provides powerful indexing and subsetting methods that allow you to extract specific portions of a DataFrame. For example, you can subset all the data between 1950 and 1960 in the ```discoveries``` DataFrame by specifying the following date range:\n", "```python\n", "subset_data = discoveries['1950-01-01':'1960-01-01']\n", "```\n", "Note: Subsetting your data this way is only possible if the index of your DataFrame contains dates of the ```datetime``` type. Failing that, the pandas library will return an error message." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Select the subset of data between 1945 and 1950\n", "discoveries_subset_1 = discoveries['1945':'1950']\n", "\n", "# Plot the time series in your DataFrame as a blue area chart\n", "ax = discoveries_subset_1.plot(color='blue', fontsize=15);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Select subset of data between 1939 and 1958\n", "discoveries_subset_2 = discoveries['1939':'1958']\n", "\n", "# Plot the time series in your DataFrame as a blue area chart\n", "ax = discoveries_subset_2.plot(color='blue', fontsize=15);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Add vertical and horizontal markers\n", "Additional annotations can help further emphasize specific observations or events. Here, you will learn how to highlight significant events by adding markers at specific timestamps of your time series plot. The matplotlib library makes it possible to draw vertical and horizontal lines to identify particular dates.\n", "\n", "Recall that the index of the ```discoveries``` DataFrame are of the datetime type, so the x-axis values of a plot will also contain dates, and it is possible to directly input a date when annotating your plots with vertical lines. For example, a vertical line at January 1, 1945 can be added to your plot by using the command:\n", "```python\n", "ax.axvline('1945-01-01', linestyle='--')\n", "```" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot your the discoveries time series\n", "ax = discoveries.plot(color='blue', fontsize=6);\n", "\n", "# Add a red vertical line\n", "ax.axvline('1939-01-01', color='red', linestyle='--');\n", "\n", "# Add a green horizontal line\n", "ax.axhline(4, color='green', linestyle='--');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Add shaded regions to your plot\n", "When plotting time series data in Python, it is also possible to highlight complete regions of your time series plot. In order to add a shaded region between January 1, 1936 and January 1, 1950, you can use the command:\n", "```python\n", "ax.axvspan('1936-01-01', '1950-01-01', color='red' , alpha=0.5)\n", "```\n", "Here we specified the overall transparency of the region by using the ```alpha``` argument (where 0 is completely transparent and 1 is full color)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot your the discoveries time series\n", "ax = discoveries.plot(color='blue', fontsize=6);\n", "\n", "# Add a vertical red shaded region\n", "ax.axvspan('1900-01-01', '1915-01-01', color='red', alpha=0.3);\n", "\n", "# Add a horizontal green shaded region\n", "ax.axhspan(6, 8, color='green', alpha=0.3);\n", "plt.savefig('../images/span_example.png')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }