diff --git a/Ahmedabad_AQI_Analysis.ipynb b/Ahmedabad_AQI_Analysis.ipynb new file mode 100644 index 00000000..2a5158d2 --- /dev/null +++ b/Ahmedabad_AQI_Analysis.ipynb @@ -0,0 +1,2800 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Ahmedabad AQI Analysis.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "code", + "metadata": { + "id": "o8tsNlzB1sO4" + }, + "source": [ + "# import the necessary libraries\n", + "import numpy as np \n", + "import pandas as pd \n", + "import os\n", + "\n", + "# Visualisation libraries\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "import seaborn as sns\n", + "sns.set()" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ylrSUpTDXknc", + "outputId": "61b227ec-32fa-4291-9cb3-2500de941093" + }, + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "6zXp9EhIY5U1" + }, + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "4QvQlC-jY7WR" + }, + "source": [ + "iiitdDataset = pd.read_csv('/content/drive/My Drive/BTP AQI/Ahmedabad AQI.csv')\n", + "iiitdDataset.columns = ['Date', 'PM2.5','PM10', 'O3', 'NO2', 'SO2','CO']\n", + "maxPM = iiitdDataset[['PM2.5','PM10']].max(axis=1)\n", + "aqiColumn = maxPM + iiitdDataset['O3'] + iiitdDataset['NO2'] + iiitdDataset['SO2'] + iiitdDataset['CO']\n", + "iiitdDataset['AQI'] = aqiColumn\n", + "iiitdDataset['AQI'].values[iiitdDataset['AQI'] > 999] = 999" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 402 + }, + "id": "2U8E3kHSnBDw", + "outputId": "39577712-883a-43ea-d461-c72d798f40e4" + }, + "source": [ + "iiitdDataset" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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DatePM2.5PM10O3NO2SO2COAQI
001-01-20181681687735468334
102-01-20181621627832337312
203-01-2018149149138464816397
304-01-201816316329805012334
405-01-201816016038655213328
...........................
80901-12-202014812543511214268
81002-12-20201571213558914273
81103-12-202015618639571718317
81204-12-202017131124731726451
81305-12-20201971704761119325
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814 rows × 8 columns

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" + ], + "text/plain": [ + " Date PM2.5 PM10 O3 NO2 SO2 CO AQI\n", + "0 01-01-2018 168 168 77 35 46 8 334\n", + "1 02-01-2018 162 162 78 32 33 7 312\n", + "2 03-01-2018 149 149 138 46 48 16 397\n", + "3 04-01-2018 163 163 29 80 50 12 334\n", + "4 05-01-2018 160 160 38 65 52 13 328\n", + ".. ... ... ... ... ... ... .. ...\n", + "809 01-12-2020 148 125 43 51 12 14 268\n", + "810 02-12-2020 157 121 35 58 9 14 273\n", + "811 03-12-2020 156 186 39 57 17 18 317\n", + "812 04-12-2020 171 311 24 73 17 26 451\n", + "813 05-12-2020 197 170 47 61 11 9 325\n", + "\n", + "[814 rows x 8 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 284 + }, + "id": "2VxpvUYlfVO6", + "outputId": "2b5a3ea0-0baa-4bef-851b-ae4a64bb6c50" + }, + "source": [ + "iiitdDataset.describe()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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PM2.5PM10O3NO2SO2COAQI
count814.000000814.000000814.000000814.000000814.000000814.000000814.000000
mean131.443489104.07125342.42014732.43857526.9557748.936118243.875921
std39.70836050.94260248.91446820.93040223.1438736.89979979.748224
min32.0000007.0000001.0000004.0000002.0000001.00000099.000000
25%101.00000067.00000024.00000015.00000010.0000005.000000187.000000
50%130.00000086.00000034.00000028.00000021.0000007.000000238.000000
75%158.000000142.00000043.00000045.75000039.00000011.750000283.000000
max298.000000385.000000500.000000101.000000206.00000050.000000613.000000
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" + ], + "text/plain": [ + " PM2.5 PM10 O3 ... SO2 CO AQI\n", + "count 814.000000 814.000000 814.000000 ... 814.000000 814.000000 814.000000\n", + "mean 131.443489 104.071253 42.420147 ... 26.955774 8.936118 243.875921\n", + "std 39.708360 50.942602 48.914468 ... 23.143873 6.899799 79.748224\n", + "min 32.000000 7.000000 1.000000 ... 2.000000 1.000000 99.000000\n", + "25% 101.000000 67.000000 24.000000 ... 10.000000 5.000000 187.000000\n", + "50% 130.000000 86.000000 34.000000 ... 21.000000 7.000000 238.000000\n", + "75% 158.000000 142.000000 43.000000 ... 39.000000 11.750000 283.000000\n", + "max 298.000000 385.000000 500.000000 ... 206.000000 50.000000 613.000000\n", + "\n", + "[8 rows x 7 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "D69urRHtxwOt" + }, + "source": [ + "iiitdDataset['Date'] = pd.to_datetime(iiitdDataset['Date'])" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "upRVlQzIxix_" + }, + "source": [ + "# We divided that data for analysis into 3 specific groups - Yearly (2018, 2019, 2020), Monthly (Jan to Dec) and then before, during and after the Lockdown (2020). Our analysis is as follows and is presented in the plots below:\n", + "\n", + "# \tPM2.5 and PM10 values show a seasonal effect, with pollution being higher in winter as compared to summer.There is a clear trend that pollution level in Delhi and Ahmedabad falls in the month of July and August. This might be majorly because monsoon season sets in during these months leading to wet deposition and air scrubbing by rainfall.\n", + "\n", + "# \tThe pollution level then start rising and reach highest levels in winter months. The months of April-May is considered as the peak crop harvesting month (leading to increase in NO2 levels due to higher fertiliser use) and during the winter months like November-December a lot of the crop residue burning takes place, especially in northern parts of India (leading to higher PM2.5 and PM10 levels).\n", + "\n", + "# \tThe median values of 2020 are generally less as compared to other years giving us a sense that there might be a reduction on pollution lately due to the pandemic and hopefully due to public awareness as well.\n", + "\n", + "# \tThe Sulphur Dioxide (SO2) Levels is constantly increasing in Delhi. This can take place due to SO2 emission hotspots being created from increasing number of thermal power stations.\n", + "\n", + "# \tThere is an yearly reduction in Nitrogen Dioxide (NO2) and Sulphur Dioxide (SO2) at Ahmedabad. This may be due to the vehicle emission standards introduced by the government, the increasing use of LPG as domestic fuel instead of coal or fuelwood and also the use of CNG instead of diesel in certain vehicles.\n", + "\n", + "# \tDuring the lockdown a clear decrease in Pollutants was observed at both Ahmedabad and Delhi. In 2020, The mean value of AQI at IIIT Delhi was 238.35 before the Lockdown, 177.13 during the lockdown and 218.11 after the lockdown. Similarly for Ahmedabad the mean AQI was 211.48 before the lockdown, 175.23 during the lockdown and 219.66 after the lockdown." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "o54vBgt81INO" + }, + "source": [ + "def trend_plot(dataframe,value):\n", + " # Prepare data\n", + " df['year'] = [d.year for d in df.Date]\n", + " df['month'] = [d.strftime('%b') for d in df.Date]\n", + " years = df['year'].unique()\n", + "\n", + " # Draw Plot\n", + " fig, axes = plt.subplots(1, 2, figsize=(14,6), dpi= 80)\n", + " sns.boxplot(x='year', y=value, data=df, ax=axes[0])\n", + " sns.pointplot(x='month', y=value, data=df.loc[~df.year.isin([2018, 2020]), :])\n", + "\n", + " # Set Title\n", + " axes[0].set_title('Yearly Box Plot\\n(Trend)', fontsize=13); \n", + " axes[1].set_title('Monthly Seasonality Plot', fontsize=13)\n", + " plt.show()" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "O40mQKD3MS4X" + }, + "source": [ + "iiitdDataset.reset_index(inplace=True)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 470 + }, + "id": "_VqPlfCj1UbZ", + "outputId": "7884763a-20f6-4e7d-9d41-d75183ff77fd" + }, + "source": [ + "df = iiitdDataset.copy()\n", + "value='PM2.5'\n", + "trend_plot(df,value)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 470 + }, + "id": "8AKh6Fx42R8M", + "outputId": "ddb52776-c765-44f8-df92-577b4ae240f0" + }, + "source": [ + "df = iiitdDataset.copy()\n", + "value='PM10'\n", + "trend_plot(df,value)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 470 + }, + "id": "MpfR9TBP1afe", + "outputId": "8182aea6-5f39-4cc3-9aec-f2a0a4a12278" + }, + "source": [ + "df = iiitdDataset.copy()\n", + "value='O3'\n", + "trend_plot(df,value)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 470 + }, + "id": "X-gNswgG2Whf", + "outputId": "7399161b-87a2-4371-f9eb-857c5194c19e" + }, + "source": [ + "df = iiitdDataset.copy()\n", + "value='NO2'\n", + "trend_plot(df,value)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 470 + }, + "id": "l4o1qBgq2Z7m", + "outputId": "a07bb763-cf91-4a6d-f4c4-15aea91243cd" + }, + "source": [ + "df = iiitdDataset.copy()\n", + "value='SO2'\n", + "trend_plot(df,value)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 470 + }, + "id": "_d8HZhmg2bQl", + "outputId": "bcb8d09b-25d4-4139-8c85-58bd57d8be5d" + }, + "source": [ + "df = iiitdDataset.copy()\n", + "value='CO'\n", + "trend_plot(df,value)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 470 + }, + "id": "Y3iyQV8ELGQF", + "outputId": "57da2ce0-528e-47e8-c602-3726fc72dec6" + }, + "source": [ + "df = iiitdDataset.copy()\n", + "value='AQI'\n", + "trend_plot(df,value)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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indexDatePM2.5PM10O3NO2SO2COAQI
4744742020-01-011628796117195
5055052020-01-02136701017166185
5345342020-01-03128982328359223
5655652020-01-047967321282133
5955952020-01-058553546124161
..............................
6676672020-12-0782622961195403
6986982020-12-088245138968243
7297292020-12-098245231365129
7597592020-12-10151913650118256
7907902020-12-1119210744371012295
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340 rows × 9 columns

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" + ], + "text/plain": [ + " index Date PM2.5 PM10 O3 NO2 SO2 CO AQI\n", + "474 474 2020-01-01 162 87 9 6 11 7 195\n", + "505 505 2020-01-02 136 70 10 17 16 6 185\n", + "534 534 2020-01-03 128 98 23 28 35 9 223\n", + "565 565 2020-01-04 79 67 32 12 8 2 133\n", + "595 595 2020-01-05 85 53 54 6 12 4 161\n", + ".. ... ... ... ... ... ... ... .. ...\n", + "667 667 2020-12-07 82 62 296 11 9 5 403\n", + "698 698 2020-12-08 82 45 138 9 6 8 243\n", + "729 729 2020-12-09 82 45 23 13 6 5 129\n", + "759 759 2020-12-10 151 91 36 50 11 8 256\n", + "790 790 2020-12-11 192 107 44 37 10 12 295\n", + "\n", + "[340 rows x 9 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 20 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "VxYCUEarAPNv" + }, + "source": [ + "iiitdDataset2.set_index('Date',inplace=True)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 239 + }, + "id": "cCvw39QNpgQn", + "outputId": "10685e9b-56e1-477f-9caf-648c9e2f6810" + }, + "source": [ + "import datetime as dt\n", + "\n", + "axes = iiitdDataset2['PM2.5'].plot(marker = \"o\", linestyle='None', alpha = 0.8, figsize = (7, 3), color='orange', subplots=True)\n", + "for ax in axes:\n", + " ax.set_xlabel('Date')\n", + " ax.set_ylabel('PM 2.5 (ug / m3)') #Micrograms per Cubic Meter of Air\n", + " ax.axvline(dt.datetime(2020, 3, 25))\n", + " ax.axvline(dt.datetime(2020, 5, 31))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 238 + }, + "id": "7sq2rWBRsDpk", + "outputId": "8c568790-a978-449d-bdb3-8d2ef4bbff7f" + }, + "source": [ + "axes = iiitdDataset2['PM10'].plot(marker = \"o\", linestyle='None', alpha = 0.7, figsize = (7, 3), subplots = True, color='r')\n", + "for ax in axes:\n", + " ax.set_xlabel('Date')\n", + " ax.set_ylabel('PM 10 (ug / m3)')\n", + " ax.axvline(dt.datetime(2020, 3, 25))\n", + " ax.axvline(dt.datetime(2020, 5, 31))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 236 + }, + "id": "XWmMCBeMsxIi", + "outputId": "bbdfc84d-44d9-44b7-ead4-981e2a9782f4" + }, + "source": [ + "axes = iiitdDataset2['O3'].plot(marker = \"o\", linestyle='None', alpha = 0.8, figsize = (7, 3), subplots=True, color='m')\n", + "for ax in axes:\n", + " ax.set_xlabel('Date')\n", + " ax.set_ylabel('O3 (ug / m3)')\n", + " ax.axvline(dt.datetime(2020, 3, 25))\n", + " ax.axvline(dt.datetime(2020, 5, 31))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 236 + }, + "id": "62vrFVjZsfao", + "outputId": "a5c200b3-4829-47ea-a845-542d4daee37f" + }, + "source": [ + "axes = iiitdDataset2['NO2'].plot(marker = \"o\", linestyle='None', alpha = 0.8, figsize = (7, 3), color='g', subplots=True)\n", + "for ax in axes:\n", + " ax.set_xlabel('Date')\n", + " ax.set_ylabel('NO2 (ug / m3)')\n", + " ax.axvline(dt.datetime(2020, 3, 25))\n", + " ax.axvline(dt.datetime(2020, 5, 31))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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A/5JSvhV4DDgTsIH/6n8vgbfXOf4g8FTgISklwFnAV4D/CYQ9IaWcApwmtTyNRqPZkqzXJlYtoYLjOlTu5LWaWqxRer7NkNih2dybd0spzwOeB+wGTgDfVUqV/O+/BXyrzvHvxbP5ARDZ3vwJ8DtSyot9u94bgc9sSBKNRqMZIKJaV9bKYbsOo4lVDccQBojyY5r1xqym0TWTaaUVD9Bu2QKbTkPmT3A1J7aNoJRypJSvAW6QUqbwQxbaeQ2NRqPZalRqXZZjs1jwtj5H4kMUnRIpM4kQgoLteWMWrEJT3pi1NLqCXWQ8We62UanFbdQDtJtJ3puN0/sZUNVoppTas96LKqWeHPn/O4Cnr/ccGo1GM6hUal1jyREACnYBUxhMpraF1dLLvDfPqe29WevcgUZnWRZFp7RGi0saSa67+4ZQQ7to14XcP//gujS2bubrbFbTq9S+dgNvBv65ra3RaDQaTUOq2c5GE8NkrRzvev7byj4PJo1mHXhq2eVM4VVtiWpx2VIOIQQ2dqih3XnyrnVnMOqmLbBZm96a5GtSym/ixeVd1+Y2aTQajaYOjWxn1exjl2yvX1Wl0bnPGNoV2vaC88ZEDMu1WtbQupmNp5XcmwW8OAiNRqPRdJF6+S1rVV5oVFWlmXNXJqDP2/lNl69zo7k3M3iV07/U9hZp2kK1lR5Q9tkVz3hx12JnNBpN+6iXPeW6u2+oah+77djX+N3z39DSuSup1NCypRwLxSVc1+W6u29o2gOzm9l4mrXpPani7xXgb4Cb2tscTTuo5gl1009vQQhBOpYKP/v4D2/mlXtf3lcpgjQaTXPUiuWrZR9bT1WVZuMEo96atm0zV5wHFyZS4+v2wOxWvs5mbXqv63RD+p1+zycXpZon1Gx+HiB0OU6aCWysvqlmrFllM401TX/QKGav6JTYMTxZ5wwbY6PVIXpJTZuelPKZzZyg2d9tZvqhovN6qFYXy3EdbMcu+yxhJvoqU4Jm8401Te+pHDMJI8FiYYnF4nKZfaxTVVUCO99YYoRdme3hhAf9l40F6mt610spF/G2MI8opR4PvpBS7sZLLfZaYAT4hY62ssd0M4ZkIxydPsatD9zOqfw0uF4mhqayM9jFvqlmrPHo97Gm6T+aidnrRlWVfqiH2Aw1Jz2l1MVSypfipQb7uJTSBpbwJjkBHAY+qJS6vSst7SH9nE/u6PQxbvrpLWStLMGsVnKKLBRKQO3sDEWnhCtcDp3TH9WMNR79PNY0/cl6YvY6Sb/UQ2xEXZueUuqLwBellHHgPGAcmAMeCPJuDgL9vII5fPwIebuAQHjaHCCEwHGcutkZtPdmf9LPY03TfxydPkbWyjGXXyBuxhlNDJOOpapmSun0875Z6iE268hSwksOPZD08wpmJj+L4zoYkb1L4f9/JpaumZ0B+r/EyiDSz2NN018EtryEkaAoSliOxWxujpHkCLZjr8mU0g1v7X6umB7QdMLpQabTK5j1eutVemoJwMUNJzsXF9MwtXawCdksq2VN7wlseZl4mrgRY6m0TMmxKNgFtiUn1mRKWa+39lb1ItaTXpN0agWz3uzi1bKr56w8BmI1I7jrkkkMae1gk7IZVsua3hO15WXiaTLxNK7rkrVy5O38WtvwOry1u1n1oNvoSa/HrNdbL/i97dicKixgOTYGBgKBEAJc2Dm0g8v2XrrpB2ev2KorXE136Nb4aWT/XfPdOry1t7IXsZ70esx6vfVm8rMIVzBXXEAABgJHgOu6XH3+b2z6AdlrtvIKV9N5ujl+Gtl/K79bj7f2VvYibjjpSSmvBH4eOArcGPXalFJ+SCn1ux1sX9fo1eq+WW+9oH0LxSVsx8ZAYBgm4AUqGMLYEquwXrOVV7iaztPN8dPI/lv53Xq8N6u9lxaLyxSdItfcce2aa22m3ZG6k56U8i3A7wFfwIvXe5OU8iVKqRP+T64CNv2k96MT9/Zsdd+Mt1509TgeH2W6MIuNi3AFCAGuy1hydEuswnrNVl7hajpPt8dPPftv5Xfr8daufC8tFpdZKi4zmhxZ844ENtXuSCNN703Ai5RS9wFIKd8JfEdK+QKl1COsyfGxObnt2Nd6trpvxluvbPVoQrwUo+RYWK5N0kgymhzGEAZjidGOtrWd9OvKUMfJaVphq4yfyvdS0SkymhwJszzZjs1CcYmP/vgfiZsxkmaSjOlN9v2+O9Jo0tsOPBD8oZT6cynlaeDbUsoXwqrD4Gbm1MoMKSNZ9lk3V/eNvPUqV49jiVHmCgu4rsuO9OSmi+XqZ7uZjpPTtMJWGj/R99I1d1wbvoOypRxzhQWAMLdn0SoSN2Jh3s1+3h1pNOk9AjwD+LfgA6XUB6WUWeCbQLLGcZuKHUOTTC/P9e3qLLp6zJZyLJWWsV0bQxiczs4gDEFMxDh83Ctw30yM3+MrJ3FxMDDZPbSzq5pWP9vNdJycphW26viJvoOWSsveFp8QxIwY4GI5NovF5XDS66f3ZyWNJr1/AA4RmfQAlFJ/L6UsAH/RqYZ1k5fvfyEf+/6n+3Z1FqweF6wllksrAJgYJM0UeSvPaHyEkfhQ0zF+JcciZ+W9D12XU7nprmpa/W4303FymlbYiuMnqsFafrUW4bqMJodxXZe5wgIlu4Trun33/qykUe7Nv67z3T8B/9T2FvWAZ+0+nyv39e/qLFg93viTT+G6bphjb7G4hBCCnJVnNDHcdIxfsFIzDBPHdchZecaTo13TtHpt9zg6fYwj936Hk4un++5ed4JK+6nOudp9WrFh99L+Hb120vCS1gshEAjGk6t180qORdbKcSJ7yosVzmzvSvs2QlNxelLKS4AXAlPANHBYKfWNDrar6/T76uzA1H4ysTRTqW1eEDowm59HILAcK/xdoxi/IItLkKszOL6bmlYv7R6BtpuMx/vOntgJqtlPu5GDUbNKKzbsXtq/K69ddErYts0v7XkBd568C0MYoWbnuA7pWIp0LBU+0/36XDUKWUgAtwAvBr4HnAAk8EdSyq8Cr1RKFTveyi1GZf27nZntTWVQqdSQYoaJ5dj+vrrHYnGZrJXjzd/80zXnDo6P+RldgpydMSPWVU2rl3aP0J4YS2JZdk/siSulbFn2+07KXs1+ut4cjJrWaMWG3S7790Z2N2pd+/75B9fsjMVEbE2uz36x01fSSNN7B7AbeIpS6tHgQynlk4DPAu8EulewaQtQrf7dyZUn+OSxz3DV/l+pO0AqNaSUmWLJ9ozHruuyWFxmobjoJSXzywxFzx0cnzJTLDsrXiV11yWdHOr6HnyvNOte2xNXSllO56aJVVRG79SKuKq868jBqGmdVsZcO8brRnc36l278vmNendutJ3dotGk92rg0uiEB6CU+pmU8vXA7ehJb11Uq3/nCJeclW+4KqrUkHZmtnPxGc/l/vkHmcnPhs4pDi7CdTCFAYYRnvvNF1wdHm+v2KH35o701Ja3awUE2m48MvS7qeXOFeYB0bUVceXuQLaUYzG7hOO4XHf3DU3d936NqdwI3bLnVlZCsV0njHGD5sZctFaeIQyEAMd1MYTB9tRk023Z6O5GLdt7ZZ2+Q3sO9txOvx6aidNTNb77KZ6NT7MOatW/sx27qVVRdQ3pEEenj/GRez4RfuLiYrk2MUxs1wnPHT1+EOvphdqyVcBwza57mpUcy1uMROjkiji6O2DbNnNFb9KdSI41teLv55jK9dIte261SiiLBe85G4kPNTXmorXy8hSwXAtcMDBwXJtla4Wj08eaavdGtcVqtvdsKbemTt8t993KRbsu5M6Td/WtB3wUo8H3jwEX1vjuOcDj7W3O1mcytc0zAEfi+ttR/y5YzQVTaVBbz3adTVlb7+j0Ma67+wauueNarrv7Bo5OH2vLeQ9M7efKfZcznh4ja+UYS4xy5b7uvcDjRgzHLc/p0MkVcSDvWGKU+dIihjAZSQyxVFpmOjfLQnGJWx+4vebxUbuOEJ6GahpmGBO6mYhqPJ2UpawSSm46DDPKlnJNj7ngHGPJEWJ+jl0ABwdXQM7K171vUSZT2yg6pbLPmhlzwdgxMXls+SSnstMslZZZKWVxXKesDwM731hitCfP1XpopOl9DLhJSvlqpdQPgw+llBcC/wh8tJON24oc2nMwtOnZruN92Ib6dzP5WcbiI8wU5vCmUe/F6uKSjqX6csVVi05rFwem9nPJU5/TEy13IjnO6dw0Bbt7K+JAu7/mjmsRrmC+tOBrDQLHdTiZPVVTa+i1DbSddEuWWpVQLMfiVftesW7tzHFdT8PDe1+YGA3vW5RWdzeWSssIAQID27WxXZuZ/ByTqYnQW7Oana9faRSn934p5R7gTinlz/C8N3cDTwJuUEq9vwtt3FIcmNrPa556Zei96TgOMSOG67o1M6o0Y1MJ9tQnUxPMFxawXC+ANGEkGjrIVKOXdpx+ztjSKkPxDDDFWOKJjvZttfs3mdrGQ4vHAYEhgpCV+hU6NpOtphGt2nNrPROV3tiG8LYgg76F9VdCifZ7zDAp2kX/PF6cnOs4uLh89Mf/yLljZ9cdQ4EvwJGT67dlVvogOK533cBxLh1LNezDfrMJN4zTU0r9vpTyfwIvYDVO7+tKqfubvYiUchK4CdgLFIH7gauVUqellM8FbgDSwMPAVUqpU+sVZDMRrIiiGk3CiFfVaJrVeoLVnGl4acWC1dxGthh6bcfZStpFNYbiGd58wdUdO3+t+3fRrgt5YP4hDCFwhfB2AxpU6NhKuSRb0Xhq9unihXzrsTvKvLFLThEXz/7m1XVu3M8120qRkdgw07Z3nCkMLMfGwQk1vmaez43ublT6IBgIbH8nqWSXKNjFun3Y63dJNZoKTvcnuKYnuSq4wF8ppb4JIKV8P/BeKeVvA58EflMp9R0p5Z8B7wVe38K1Ng3NaDT1fhN8H6ygLtp1YejJ2cqKqtea1lbSLnpBvfiq3UM7OZ2fxvZ3GBpV6Gg2prKeFtTsKr/abwN52qEltKrxVOvTrx3/JiWnhIuLQGAKA9OIYTkWDg7CFU31c622BrInjAS2a+Pi+wBgIAyDmDA7+nxOpraxWFzGdR1PPsPEdbw2BPLU68Nev0uq0Sg4/RvUr6TgKqX+S6OLKKVm8RJUB3wPr2zRs4G8Uuo7/ucfwdP2BmLSa0ajqfWbx1dOrllB3XnyrrYYj3utaW0l7aIX1Lt/r9r3Cj774G0IVzTdt41sNfW0oDtP3tXUKr/aOW766S0IIUjHUm3TElrReCr71LZtis5qbo6oxzR4mt5UetuGx3C036P9M53zn0M/9yV07vms5oMggOHEcFNmk16/S6rRSNP7ZI3PzwT+XyCz3gtKKQ28Ce82YA9eJQcAlFLTUkpDSrnNnyh7Qrf2oJuJg6kV42O7dsdWUM1oWhvNKtMM9bSLfrMP9CP17t+Bqf2Mjaf53D1fblsf1lrNf/3RbzGaGGlqjFY7x2x+HvBekqcKC176PGFw6wO3d/2eV+vThdKS7yXtuY0JvC1j23WIG/Ewlq4d+SiDZ+LWB24P7WpxIx5+36mdkEofBFzYObSj6We9H3dtGjmyfDz6t2+bexvw28DNwLs2cM2/A5aBDwKv2MDxa5icHG78owZs3z4CeFXUP/vgbcQNk9HUMCv2Mp998DbGxtM8a/f5LV8nyhXPeDEf/+HN2FgkzARFu0jeznsJXW2X0dQwbt5hvrCEaQhGkyMU7SKucEmYcTKJVJiHE8A0U8yV5kNZ1iN3o3a5wuWKZ7yY7dtH+NGJe/kn9RmWi1mCy5/MnuJT932WN42/JuyneMKseY1GXLL9OVzy1OeUfdbue7ORdrVKK33SLI3u33bOb+tYnivNM5zIrBmLp3MzTY/RaudwXQfbtZkvLoDvSOHicDJ3iketR1qSYb39X61PbddmNDnMUmHZt3KtekwPJdJcfO6FfPOh77FzaDI8ppXxOmalsYTFRGqUxeIyjuswm59nPDWCacTC+9tOuaH6s9gsjcZiL2g24fQo8MfA7wFfBC5QSj243otJKf8aOA94mVLKkVIeB86OfD8FOOvV8mZmlnGcjdezjQZpf+6eLyNcgUkM23YwiWG5Dp+758ttz0x/VuxsXrn35WF9O9u1KdolDGEQF3vo03wAACAASURBVHFMYgzHh7Edl2wpD67wVubnHOTw8SNrVlAFu8hEYrzprZtawenRdoXawDkHOSt2NqdPL/G5e75MtpT33bENEF4WmJVirqyfSkXPg7Ree9ajubXz3kRl76b2GPTJN3/6g3Vfs9l2Nrp/7U5KMBEfrzoWk2aCbDFfrh0Vlig6Rd70hT8tk6HaOYQw8A1IuK6D5bvsA3zgOx/jDedftaH7tBH5q/Xp7oyB5VrEU/Eyj2mApcIKt/7kq2TiaVKJ5IbHa2Vml6SZZDQxjIFXLaXkWGRLeV73tFeH97edcrdKo7HYCQxD1FWEGtn00sAfAH+EZ5O7WCl1dCMNkVK+B8+G98tKqYL/8Q+BtJTyYt+u90bgMxs5f7vo9h508NBG9+sd12EuPw+pcdKxFKOJYbJWjnc9vzzjWyftXvXsOK1mlQlYr2dXJ+5NL7zLVkpZbrnvq+u65nrb2c2YqVo22Bec9Z/LsnQsFpdZKi4zmhxZI0O1c6TMJMuOhe1v50UpOsWm8tW2k8o+jd6T8cQYM4VZXLw4uqCNpUJpwxXFK+/5XGEhrFCeiafJxNO4rkvWyvX1Fn+/xe810vQexsva8lfAXcBOKeXO6A+UUl9vdBEp5QG8bdH7gDuklAAPKaVeIaV8DXCDlDLlX++qdcrQEpW5+FKmF3fSzT3oqD0jqICAEHXjYNpVqWAjHnOVHl2wsawy6/Xs6oR9oBfeZXOFebav85r96AUXUDkWk0aSmBnjeyd/QNJIkrcLzOTnsH2bXNyIhdk8AhkO7TlIwkiU2Yhf89Qr+cKDX+LxlZNrrikQTeWrbZaNavtBm23HDic808+gEtjeNlpRvPKex43YpqpQ3q80mvRyeN6bb6rxvQuc2+givnYoanx3B/D0RufoBNVy8QW55YCueQ5GNZiR+DBzhQVwXUpO/TiYVldQPzpxb7iSFK7gocXjfOiev8cUJiOJ4ZrV2M8b38sD8w95GSJc24tHgjCrTPACeWhxJwYG77nT24q1XZuYiLF7aCeH9hys65larfROJ7w6o23IlnIslZaxHC/jRLO5DddLya9fGKWRBtCNHYhWtnmrxZ5mYuky7W6puAxQtotR6Ym8O7ODolOiYHubQZftvZSP3POJNZqeKYxwZ6HV7emgzSXHIm/nmSss8NC9j/CiPS/gJeceqtpHj6+cJG8XGI4PsTuzg8dWTuJWpJcLHFs2WlG88p4H74ZOVCgfJAexRo4sT+5SO3pCtezjACYmw4mhrg2AqAaTiXuDfKG4hIvbMA6mFW479rUwR2CQMgnAdm2Wi8vhtkxUozg6fYw7T97FSGKYldIKlusFyk6mJnjVPs8vKZxI2UnRKfL4ygkEBkIIim6RU7npsMRRpVa9WFwmbxdYqFF6p911+IK+tx2bucJqHwhEx7Y54379wvVorJ32gmvXNm+ldhI4ZuWsfM1djHqeyG++4Gp2D+3k8ZWTZbFwCO+/SSPZcrsPHz9CybFYLq0gCNJ8uXzl+Nc5e/SsqmEDJcebeILnJG7EvAUqDmYQsmAY4EAyliBr5dY9XivveSaepuRYFJ3ihs5Xi34MIO8kTTmybFVqrZ6zVo7/ccF/Cz8Lkh93ahKs1GBMw2QsMdLxhK2nVmZIGUlO+S97QxgQGOMjL6ao9vXgwkPYruNvU8WZSIyHQaoHpvZz3d03hC8wy0/FBAIHh4SIh2WUxpOjuK6L7djlWdytLMPxoZrbeO22DwR9v1BcCuUWrst4crTptFHrXSVPJMfXyN1oxR6201oKFxvg5XNsRiONtnHX6HYO7rq47JhG26e1tsErw1YWi0uMJ1cDsC3HRiCwHIuJ5FjVXYyYiFXVfIMxt1Bc9NJv4Tm3uACOQyYxRMEphJ6MMSPGaGI4TCIdnayibb/iGS8ucySZyc96kzOracMM30Z96wO3r3EkwfEcdQKmc7Ne9QS7FIYsAOC6DCeG1tgdmx0v1XY24kaMX9//yrY+A/28dd4JGlVZ2NI0k308WAVVah7tyvoP5Znwu5mhfMfQJEWnFL6YgLL/Wo4FrGpfT2RPhw+04zpYjsVcfr7MgcXLHuG9wLztHlG2NRWcN2HEKTiFNXKnzBQj8aGydnbakejKfZfjul4+QVOYTES23hpddyPjYyieWff9PjC1n4t2XchScTmc8AwM5vMLfPLYZ+per7KN87mFNW2M3reAQP5qMt7001u48eineCJ3yus7XE6uPEHWyrHkVxUAiBkmLi4x3/liIjmGIYxwoXTlvsvDtHlRohr/RHKMkcQwRMbmrqGd/MIZz2Muv+A5VQkvGXLleKzW9o//8OYy2SdT2yg5Vjj2gVCrPJk9FR5bsIssFBaYrhgTLi7LVpZ0LE3ciHshR34bq014zY6Xbr0X6t37rchAa3rN5OLr1iqolgbTyb32l+9/IR/7/qfDRLIC/H/e36YwKdjFUPtaibzMAD+prsFMfg5TmPzl9/6GpeIKc/kF4mYcwVngvzyiMUwxf3svCJaOahJZK8tSaTnUJEcTXvqmThrrD0zt59yxs8NtzsXiErP5+aaKdW50fFRm2zh8/Ag33/f5qvc4+P4/Fh8JU1CFzhI0LkC8po2xJJbtlB1Tbft0sbhM1srx4XtuDIOhx5OjpGMpZvPzWH5tQNd1cYI4NReWisskzQQJI07KTLFkL2MKkyeyp8N6gr90drm9bE3dtgqNfyw5QiqWLDM9fP3Rb5UlzhZ+NYOF4hLnjO6peX9srDLZD+05yEP3PuJXM1jNSeoKF8d1OJWdXmNTrMRxHYpOkd85/7V173u19ixYS3zs3pvC/osmeuiG52M/BpB3koHW9IKVVL3aar1cBXVay3zW7vO5ct/lbE9N4rre5LQtNcFIYhjD964LtK8YJiVf8wtw8et7+eWLnsidouSnZbIcqyxc18DwXM8dh3QsVba4COR8Ins6rDXnuA4lu8Rsbo6cle94CrJDew6SLeWYK8xjOZ4m5TirxTpr0er4aHSPo98HGpWNgxOmhGocKtJMGw/tOehtudpFXNdlobDkLwKs8C6WnBIzee9+BJ6Jjuu1JzopBA5LWSvHzsx2nr3jmZ77vm0REzGG4kPcefKuUMZqGk01jd+27TWal+3aOK43OQXaenRsVZXdTJTJfmBqPy/a8wKvOKrjOWYlzGTYx40mvICUmWwqLVe0PdlSjsXiUmgjDDTmRtp7O6m8942SSG92BlrTg8a5+NqxCtqItnZ0+hg3/uRTFKwicdPTeCqdSlrlRyfu5fDxIxScArsyOxBCkLfz7MxsL2vjdXffwEOLx/2ES2sxMFgurYRbQkBY+FIgOGNod5n35o70VNn5g9XvUmm5THNw8NI5DceG2r7a/dGJe9ek4hpNjJC3C2X2oUZ2vVbHR+XK33ZsFopLYcmYlVK2LJzFsT3X+MCuWi1UpHK8NRuGEw0ZMISXzBi8wPBw+eKXlFktM7M6+Qb3P2bEGIpn+NOL/hDwxs9kaiK8fraUK5PxvPG9axKlV0u+sFBaCh2vTvjxrIA3UiIDM2GsHlP1/tjFNf11//yDpMwktuGNUcu1iAkzTPJci5gwPTswgjOGdtX5ZfX2LJWWw741fXtiYPdu925StTEfaJLtdhBrll54jQ78pNeIVt3kN+IZFRxTsItltgpS46TMZFu0zKPTx8LEw5lY2pPLtqsWuTy05yAfuecTUHPaW10NB+mYRhMjFMwEtuuEL79aBA5FlmNjIDAMAwNP29uV2U7WyrUsb5RK2YN7UrCL7Mpsr0iF5dbt71bHR2XIxFxhIbzuQnGR09kZtqXGwfRc1mfs1SLBtuusKUBcbbxVhuEUrEJVTTsaMnA6OwN4L+KgnAz+lUt2iaF4BkuY5Ox8+DmAEIKxxEjNpOmVMj6RPc0D8w8xmhwpC5G5aNeFZYHtQb8OxTPM5Odqal8CQSaerhv07gqXQ+eslX0iORZeBxuGEhmmC/WftahTTTP3vLI9we6JGdl020iih0bUGvPBe6gXAeS98hrVk16EWquOZldB1Y5vtJKvdq7gmLgRC7dbHOHZWIxke+xbh48fIW6YmP4QCGwLN/7kU2Ri6TUrwd1DOzmVmw6dW4QQ4XaMIQSuu2q3Ewjfo84lbsQaruZSZoqT2dNeVWbwstQLUWb7ayeB7IVSqSyRsUCsO5Sg1VVydOUfaMPg26dcByEE0/lZzIJJzIgxEh9iuZQNtapo8t9auwNQHoaza3Q7B8+5uO4xpmGGW9SmYYJDaLfzxmaclVK2TJbA5mcIAxOzatL0pdKytxfg399oSMNoYrisDNKV+8r7NSZinMpNU6/wS8wwGU0MU7DLg95PZk8RlMM5a3QXjyw+GtpJBYLx5GhZwLxlWWTMNHEjVratH9q8cXyPUrGuBMzR8RINurf9MkS1tPdWqfa8Fyhy6wO3dyxxfC2iNupqfd9pr1E96fk0WnU0sx1Z7fiCXQxduKut5KutbIKVcRCM6m3jCEptDEadyc8ymhrGtp2wbculFVzXZcp/EUfbdtneS8sK3had0uoxrG5vgefuXbJLgEs6lq7br0enj7FYXPKdYrxzWK6NcAXDyaGO2BZm8rPEDDOMyzP8CcZ2bXKWp7msR2trZZUcDUWIvlwNYTCTm8WJvOAtx8KySzXd4OvtDkTDcIIcjPWOGYuPMF2YXdUohcBwIWEmAVgoLnheiu7qtuZYYgRDGKFmaWOHGvxiYcmXwZ/U/bI4s/n5Mk/hoO9n8rNV0355geq1CWzC0aD3kmOFHpW4LjPZOb60cJjR5Ei4cKsMmDeFt42aiWVY9GNmwZvwBDCaGNlwCrTgmFvuuxVTmOH5LdfGcN2yRA/tovJ5B89G+kThtL+t6u0EBPbETqV3i74na/V9p/0l9KTns16vqoBaq5ZAo7Mci7xdYDw5umaVW2tlE6z+g0D1ILFsMpZom8vyZGobK/ZyuPJbKnnZMuJmvOqqq5pGc8VTXsYXHvwSp3LTODjEiCGEZ29Kmgkm0lPMFeYZruPdePj4ETLxNEkzwVJpmaLtua4bQqyx/VX2+UYLk06mtvHw0vGyuCwBxIVnP2yUmCB6zqSRDG2hG7FJBP16408+FX4WEyaGMCj5NquYiGEaXsVswzCr2jhr7Q7M5RdCrfy6u2/g0J6DXLL9OXWPWSwuM54c5YyMZ6OKlpQBOJWbRvhVD4JK3i4us/l5krFEmDQd12XeWQgnumAyDJ6TdCxFzDCxHJuYsfoqqqVdBzsOQaB6NWzX5vjSY+HfXsC5N1WZhokjvFyVQhh1A+bPGNoV7tTYrufk4fhp99qhDQV9D341dF/Dd3A4c2h327Wt4HkvlEph1qGoM5TRYXtiUIrsRPYJT+PGCE0hAsF8YaFmysV2oyc9n8pA9cCrysWL3YK1q6Baq5ZCLM2Kb4fyPNxsZnNznkbkBz/XK/4Y3fcPtppsx25rjM6hPQf57IO3YblOaFsQLmV1+yrbVkujqdQAg7Z+8WdZTuWm63oOBv0uItlogiS6b77g6jXXWo8doGZx010X8sDCQ75mSeiiPpYcpeAUyhIT1Lu+cAVP5LxaaROp8Q3bJA5M7ScTSzNkZpgrru4EBC/2idRYuE0Z9E0l1XYHHNdzBjJdo6x9Y+Npzoqd3XBH4Yp9L1sjxzV3XLsm2XiQoUQgGE2MMJ2bxXIsFp0SJl5MniM8TfXSJx/izpN3edt4rhuGNKRjqaZSa12291Ju+uktLJeWm/SpxPd4dRGuQAgv20pM1A+Yj27td4KZ/CzCFWEmpLiIedvHrtuR7cVDew765cBWCLS6qHNScDs7ZU8MCtEG13QiFTNcXEqOxWJxmZgwO+41qic9n414VVVLFO24Lou+1gSBbWbVCSAuVmOdoPqqthveVAemyouJJs0ESTMZtqtW26qdp1qy4X/86c3MLTwdx3U4mT1dVeaj08fIWrkwri+wJ1VLEFCZFSNjehNkvcwh0QwaUdvdj07dw5NGd/P40qlVT83kcBgwXY/oPX+icNrbMjMES6UVdmam6tokjk4f45HFRyk5Jd78jc+WaQzB+JtIjoUr8WAFno6lwrygJcciaSbWZGEJjgfv/RUtc+MKWCqthNlKbjv2NX73/DfUPCZh1N5RSJkpHHc+nESClGDC16SCZ6FoB5qLiylEqFUHtjpv1X8Kx/G0p6XiMsvFFXZmtledbKPjLShqGrXTCQSWa1U9JsB2HUwhPBs0qwHz0J20f1EmU9tCj+jobkMzWYA24vF4YGo/44+Mki3lwzFvuIKSY5WlTuuUPTFvF0IbaKWWHnxWsAu8+mmv1t6b3WIjXlWViaKreZUFwcQIge3apGOpcJVbb1XbDW+qZ+0+P0zHFLXvrNcLMRpgHthQglguANuxmM3NMZEaD7XW88b3cst9t5IwEhRFCcv/zUhypGy1V6+8SmW5lmq/zVt5BAaGEKHt7mT2FK88/yV8/YE71miojeSN3vPA25SITaqWTSJY7RadpwHeuIjuHATjzzRMdqSnQpupEIKFwhLLfmIA4ULSTK7RKA/tORiupql4uRiI0F43nhzj1MpM1WNMYYLrkoolq8oe2F8DR5Ko/RVgLOEVBR2JDzNtz4a/cSKadNA3RafIUCwTyoXrMpwcDhNN16Pas3HNHdcyX1h1BKqGi4vrOGTiabKlfKhddivtX5TAI1qItbsN9bSsVjwes1a+zDs5W8qF76xo6rRO2BOD3YGoJ3CAKQzGk2O4uF3pfz3p+VRqLDERo+h6CWQdx11NchtZBUWTFUc1w0q81a6B4Xp2hKyVC22E9Va1nSJYKc6V5pmIj5d5qQYr8KB96yEabxdkyAAwhIkQgtn8vGdXcR1uf/hrGMJgW2qcCWMs1GIqV3vrKa9S7bcFu4iLQ0x4W6zBavroqfvKvAMDDfXm+z7P5PHaq+fA09TbPnS8B9i/7SdWngjtmbf/x+Gy2LOVUtZf7XqtMIWBI1yWiyuhx2xgHwySCV/xlJcBcONPPoXrumXa8EJhradtNM4wiu063vaZn61k39Q5gDfm1xObGLW/Roumxo0429OToaaViaeJF1e9Hk1hlmnSlePE8PsiyMm6EXtSUO7KqRNXZwiDTCzDnokzeHLmydw//2BYvDkmYhw+fiTsl04R1dJiRswPrm9+t2EjGYCCa87nvAr00V2XYHEUpHLbNbSzI/bEoBSZt+gtH58OLgvFpYbZj9rFQGdkqeTA1H7efMHVvGrfK0iaidBqEaxobcfT1IJVULUsHtVwcXH8723HZndmB5PpiaZWte0mmuFjOJ5ZkwGk6BSZTE2we2gHlmutKwNMkG0imssTPPnH4iM4ODj+i9JbXXolfITwnAPOHNpFJpaumxFnJO7ZHIPyKlEbTK3fetdjVeNIjHBqZabsfhedIpZr1c18E/U0DTKSRCk5lp/ZxuBLDx/mVG46PN+JlSc8h4lIvziOg4NDwSqSiaWxsSnYBV617xW8+YKrQ40mE0tz5vAudmamwq3O5dJKeFzQ3sXiErsy2zlzeJeX39J/vF3fVhRkK3n5/heGbcjb+fCY4Py1tNWgfzPxNGcM72LPyJk8afgMRhJDXLb30rKsHplYBgNvBb8jPel5h1bcp8qcr0FO1o3Ykw7tOUjKrK6hBrbGNz79N3nvL1zDn//iH/KScw+Fx4wmRhhPjnYkr26Uyuw7gaY5khhe00e1WG8GoOg1t6XGQ/+CufwCc4V5BDCV2saOzBQTybGO2RNTZjLUKKPvBhNva7qZ7EftQmt6Vai3oo268laulAMvMWEYflHJ1bg14buEA5zKzVTNBl9JJ7IVRFeKlV6aQEt5RgPNN7BvBvLbrs1MYS7si9VsHm6Y4SMdS7FYXKboFLnmjmvLPC2j2rTl2GHKtEqNtFr2jYCSUyJuxD0tyd+iu+7uGzhvfC9ff/RbNTPfAKH9KGp8r4aXjcSk5BRxcJgvLDDvh6gERLPWBP1Ty2O2sl+j9uZqx1mWFcYZhl6JrhFuMRrCYHt6kmftPj/MQLSejDJRLTeqFQY5VKM7JTsz27n4jOeuybRyYGo/k8fLx0mgbbQSl1lp6wvulSlMdmWqx9F1u7pA5fXGkt52cMEuYPr92OgZX28GoDK/g5inZS0Uve3ymBFjPLWq9XVC9uAd5tlezTCnL6yO/2azH7ULPelVoZ5HYeUNCVbKQogwDi/wvDOFAS5k4pnwRRWkNgrsK41WaO3OVtCoGGkrhUoDu1TKTLFor6Z1M/xgXlj1FAv29oMMHwuFpbDYaKWn5bceuyO0OwH+K1wwFh/1Sro4pTVZPGzbZq44TxBMLITAckos+9n0p4a2hdlAAg/dyti2x1dONvQUjAkTy7WJixj4HoGNcjUGK95gAqznMRvt16i9uZqnbRBbVqDISGw4lH9baiK0pV7+lJfUPXct22ZUyw1smLO5OYYSQ+E2bHU79CEqiY6TZWclzCyTbjEuc7128G4U5m10vdHEMFkrx7ue/7amzrHeDECV18zEPQ3zseWTa7IPdaIocbVsN1fuu5yb7/u8945dR/ajdqEnvSrUW00F8San8tM4jvfimmUeU5gIQdm2l+t6q5islQu1wNV4GMK4pqhmU8uW1a5VaKOV4kbzSAYrurxdwA7r6HnEzTiOa5d5ipmGiesQet8VnSKjyZHwRR7NzFFpd3JczyM2yOJhOzaz+Xluf/hrBLkfbdfGECbbUhO4rst8YSF0GIgbsTC2LohhC5JiRzPf2K5dd9saCLdrvC3stVuetRAIYiJGEN/m7QasxjhGvTPXeMhGPG0rvTov2nVhqF3tTK/mUx1LjHLe+F4OHz/CZx78whpbbqMdhcp4ynoxg42I2o+XisvhGBiKZTqeDQRWc1AuFJfCmMR63tTtoh15fNfr2V2regYCHls+WddrulVqxT7f+JNPhSEK3er7KHrSq0Kt1dR543tDbzcnEkcFeEb8yPvOq1jgeSuezs4wHB8ia+XCbVAvka3rud9X0eQ6tQqNymaaqTUZ1TeSR7Laiu6072FpCIOdmamqnmICGE4Mc9X+XwlXfrXkja5KH1s+GdqAoucFfLuIhYPLRHIsnBiiU5GLy3R2zvcoC+xerIlT85yZSnWnMReXkfjwuuLGAH7p7BeEGmw4llxv3FTzzoxqMaGdpopX550n76rqhRi9R8OJzJrx1miiqbf7sVGKTpHtmclwrHXDxh3NQTkeH2WuOL/Gs7hTcWKt5mkNWI9GW/m8BzsqqViKgl2o6TXdDqrFPgdZn7Ylx7va91EGetKr5sUIq3EltuW9+HYP7QyzMwTxJm4d+46JgTCMMHbLNEzydqEsBgt8r7aIZhPNfRnNVxjQjpVQdKU4V5pnIjEeagDRDCOBB2EzdsRqKzrTMMk7NgnTm1Qy8TQlx/Lk8u19hjBCZ5P1aKBBFg+BYCY/WzbZRL335goLZOLpMm9SLxuEWHXuEC4JM8FIfGhN5pvDx4/w0OLxuh6BCSNBwowTtxNe7tA6LvNRvnb8m0ykxkiaCWbyq/bOytyR1fo+msUl8OpMGnFyVo6SY3HjTz7F6yrinSptuYF2/OF7bsQUZsMsI+2uNtIo3rJTRHNQZh1vB8bCC0M6Y2h3R7ypq2XwmSssdMVrtPJ5j+6oRHcJOhEjV88WnUmkwfcmni8s1sxD3AkG1nuzmhfjTT+9hU8e+0wYJDyaGCFpJsKbEcSbBMHmlQSlWMJgWd9leyw+gu3YYQzWVHobAsFEciw8ttIjL2EkWCws+a6+7a1xFXgtXv/Sd3Noz0HuPHlX6FFWzYOwEdU8ysbiI74rtBu2P27EeNGeX2RbapwdmSnOGNoZeoieN763Zk2vynpfKTPlbT261prJKPq37XqhDV6aLD9cwS+Q6/3Wa1s6liIdSzGeHGNbcjycMJrxCHzD+Vfxrue/jZHEEBOJsTLPtHoUHU++TDztFcwVMX/rdjV3ZD2tPurVORIfYsVfTBgYFKxi3croK8UsM/m5sBZiNGawlvdcqzXXKj0XC3aRpcJSmOu0GZnbwUx+loSZKMuDGxMxBEZHNM1KuW28IsWGMLrmNRp93r0MPF6dwkw8XdNruh1UjpmSY4Hrhgv5TDzNrsx2xpIjTb9r2sHATnrVvBjzdoGclS/7LPCwBG/l4mVBr67lRe07gTdatpRjoeQ5dSz6q5qxxCi7h3aGufdgrUfeWHKEkYQXrFurwG2n+iEqczNMprZRdEpln5mmScLwvAij7b9//sGq1wsydUQLiQbyHpgqLzK6M7OdydREUxPMvL+iBhiOD2EIgeXbFxNGgkuffIgd6amqfRx4BO7O7Aq3QcHT0M8Y2lXmyTuZ2ubVexNG6IZdiZ/yOMxM4XmRepprdMxAc1pU4E05nZ9d1TCFN4Yq72H0Hi0UVgPMhR8zKAwjzDZUjcp7sN7xWDnO4kYszHcZ0GmbTpAB6PjCY5527Xq7DbX6rB1s5D3TSao9q53q98oxkzQTjCRH1p31qd0M7PZmNZtZUH05SnT1GWSwWKoYNAGBfSdrZcFxScRTzBXmwSW079Wyn1XzyFuvZ9dGaIftsJatYiq9jaF4hrc+/6Xhb+vZ7urZKiq/u+aOa8PMNo1DCTytb7m0ghBG6DKdiiU5e/QsXnLuWg/DWtetRTTDhmGYCD8mMB1L+8VxvSTSXni6y3B8iJVSloK96mmJ4zKSGm1Kiyr3pvSwXE/Tm0iOVa2MHtwjy17VkIMUe83kXGwlS1DlOAvyfQbxlhu1bzVLoHEljIRfpTxILOAtREaTwx3RNDfynukk7bIrNks1W/RGsj61k4HV9KqteAxhlGlfUL4SCVb+0crMQdyZgRHad3amd7BraCc5O+95EKYnQs+3aGxeP6yC2rHyq6UFDMUzHblecB5DeOnFzDrD2MsJ6a3tgjI9MSPG9qFtpGOptq2uD0x5FQCCGERTmEykxsnEva3q4HMEa6MpjAAADtJJREFUYc7HXZkdjCVGcYUbjpkg/2MjLSrwppxIjpcFeJt+rs7KPo3eo6DSQZAMGjqTczFK5X3PxNMMx4dIxhId3ckICDSuseQIk+nVXQLHdZjwy9p04nnbyHumk7SqsW/Wa0cZWE2vmhdjyvSMzPVWIgem9vOG86+qWVmgUhupjEWJruj6YRXUSY+yL3J3x65XljcyUtetElOsbjUaGJw57JXLicVMSiWrravrajUHbcfmhXsu4c6Td2EaJk8YcRw/M0orThNRb0ogtE/ZjlNTUwzu0aPWI3zwu/9A1sp2NOdilGr3PW7E+PX9r+zKSy+qcQ0lMkzaThhTmzKTbbWZR6kmdzPvmU7Sjby+/XjtAPMd73hHTxvQIuPAH+RyRWr4ltRkR2aKHekpHl8+yWJpifHEGK94yi/zjKkD3mfFJSaS47zs3BevuUllx9b53T2nf0LWyhGLrOqKTomJ5DjP3X3hhs7ZToaGkgwx2rHr/p8fnwDg4mfsDj9rl5w7MlPsHtrJo0uPk7VzYcor2y8GC6t16QKHlZgRYyThGfENwyBvFarei41SS7afP/Pnws9PPTpE3IjxG7/w/Jb6ODq24macmDAp+uV9dg/trNune3c+iTEmwr4TCHYN7eDKfZd1bLz1YnxHifaXYXhb3K7rEqxHO9WeanI3+55pN0NDSbLZYkev0Q8IIchkEgDXAfNrvq/cW95kPBl4aGZmGcfZuBxBJel2E42NqqcR9opOyR3wvn/yNL23/voFHbtGJdHaXWGeS9cLS4ib8TC3pCNsCqVS1+9Fu/qklbHV6fvej5RlOEqkyBbzffUsdoNBue+GIZicHAY4B3h4zffdbtAg0S972INEYHcNspF4WsxOXnfg1Vy1/1fCezGeHtvU90KPrfUR7a/lUlb31wAzsDa9btEPe9iDRiMvUNgaq149ttZH0F9b4d5rNo7W9DQajUYzMGx2Tc8Ebw+3Vdpxjs1IJ+WeGE12/Bqt0It29Uuf9Pr6vWZQ5R8EuSMymtW+3+yOLBcD3+51IzQajUbTd/wC8J3KDzf7pJcEngOcAJrL9KvRaDSarYwJ7AZ+AKxJqLrZJz2NRqPRaJpGO7JoNBqNZmDQk55Go9FoBgY96Wk0Go1mYNCTnkaj0WgGBj3paTQajWZg0JOeRqPRaAYGPelpNBqNZmAYqElPSjlo8o71ug29Qkp5Vq/b0CuklPullL/V63b0CinlcK/b0EsG7T23XrZ8cLqUcgR4K/ABpdSclNJQSjm9blcn8R/6vwCeBnwV+Fel1L9JKYVSakvfcCnlEJ7sLwZ+SSn1sx43qWv4sr8beB1wB/ArSqmV3raqe/jj/j3A2cDnge8qpdSAPPMD957bKFt6RSClfBFwD/AW4Hr/463+0v9V4PtAEe8F+FzgcoABmPCuAu4HZoGfH7AJ73V4930G+H1gYsAmvDOBzwErwEeAC4AbALb6y38Q33OtsKUnPbwXwLvwKqxfIqW8SCnlSimrZt/eIjwBvFYp9Val1LeBeeDfgi+llFs5zfoEkFBKvdtf7T5NSrmt143qNFLKXXh5aK9USr0b+AwwJqV8bm9b1lWeBAwrpd6mlPoS8FngIinl22FrbvlFnuVpBu89t2G21PamlPIc4HnA7cCCf+OHlVLLUsq/BF6glHpeb1vZXiIy/wuwGGhzUsqdeC+/PcBdwMPA+5RSp7fKNmc12aWU/wdv1RsD9uIlIv8K8FGl1GLPGttmfNmfD3xRKbVQ8d1TgP8PeIdS6q5etK/TRJ91pdS8lPI/Adfg3ecvSykPAv8PcBB4plLqZA+b21aklFNKqenocyylTCulclv1PddOtszqR0r5F8C/Ar8GfBhvwIO33QHwfmCblPL1PWheR6iQ+SOsygze6u/TSqkn4+31TwJ/Bltjm7OK7L/nf/Ue4DeBnyqlXgB8AjgAXNb9VnaGiOy/CnxYSvn7/udxAKXUA3iaz4X+51vmOYe1915K+Qbg3/1/fyulvB74O+BG4BvAz/eqre1EShmTUl4HnJJSvjiqzSmlcv7Pttx7rt1siYfB12qeDpyvlHoZ3ovuT6SUz/QHRkwpNQ9cizcBIKX8ZSnl2T1rdIvUk9n/iauU+jCAUupB4CHg8V60td3Ukf0/KaX+BXiqUupvAJRS/wRMAcu9am87qSL7PwBv9cd6SUqZ9H/6v4BnwNayadW49+8EnqaUeifwu3g7G5f425xns0XGPfA7wLl477H3ASilykqqbbX3XCfYEpMe4OBt9UwAKKW+AnwKT+NDKWX5//0EIKSUWTxjv9WLxraJRjKHLzop5bOAFwFHu9/MjlBL9g/5fz8c/FBK+WxgFDje9VZ2hkb3fU39sC2m6VXK/2U8+f9//+9vKKVuVErNSimfByyxdSa9m4A/xNuxcaWU/w2g0na3xd5zbWdTPQzVnDD8zwrArfheij7vxFPzX+T/bkhKeQsggNcppV6slHqsC81uiRZlPuDL/GHgg0qpL3ahyW1jnbK/g3LZz5NS/jOeN9uHlVI/7HyL20cr993nPuA/w+bU9DZw7yci936nlPIr+FucSqlHOt/i9lHL2UwptaSUesA3T1wDvMX3WbD940wpZXozvue6yaaa9KK2qGBg+J/lgXuBZ0oppf+TEvA1vO0AfPftLyqlzlNK3dzVhrfABmU+x/97GDiilHquUuqfu9fq9tCi7GfjxWkNkuznRo7/tFLq/O61uL20+Kw/AfyzUupCpdSnu9rwNlBN9iq/uQ1vG/dv/N8ZSinbt+39y2Z7z3WTTeG96ccgvQbvJn/D36sP1HqhlLJ8W9brAFMpFRj2Pw98SCn1tR41fcO0KPNH/G2vTUk7ZN+sHqqDONajDLL8DWR3Ksez9GITfwB8DHgO8PbNtqPRC/p+0pNSvhL4E+C/43mjvRRvq+6WyG+ejuelOYRn2L4Xz119BfhtpdSmsucMoswBWvbBlB0GW/4mZX8msOw7pgX26n8FHgDeopT6ZrfbvRmJ9boBTfDLePvyX5dSHgEexYtBusVfAf0N8HLgNUqp70gpLwWeDUwppW7qWatbYxBlDtCyD6bsMNjyNyP7S4HfAB70vVg/Brwt8NLWNEffaXpSysuBY8DjSqlFKeVbgGcopV4b+c238fbwPwS8Fvg7pVSpJw1uA4Moc4CWfTBlh8GWvxXZg617qfNrboi+mfSklJcBbwdO47kl/xQv1uQQcBXw90qpb/i/PQT8KfAy30EFKaWpKmJW+p1BlDlAyz6YssNgyz/IsvcLPfXeDDyTpJQ/B/wRniH2UryVzZl4e/X34Kn6r5BSZvxDXeARwJZSGv7KZ1MMhEGUOUDLPpiyw2DLP8iy9yM9m/SklImIN9IDwO8F3kp42eKfBZSUUifwcidOANdLL+PEq/DaXlBKrfFq6lcGUeYALftgyg6DLf8gy96v9GTSk1L+AXCHlPL9UspXK6Vm8bOF+EbbMeAEfiYB3yvpj/E8tg4DceBNm2kQDKLMAVr2wZQdBlv+QZa9n+m696aU8rXAFXjJkfcCH5BSTiulviqljPuG2mcCS8qvhyalHFNKnZRevbS0qsgq3+8MoswBWvbBlB0GW/5Blr3f6cqkJ6UcUUot+X/+F7y0UHcCd0qv3tn1UkoZ8cp6HnCz9KoBX4+XPf0DSqkiXnHUvmcQZQ7Qsg+m7DDY8g+y7JuJjnpvSiljeHkBnw98B7gZuASv3tN/jfzuKF6Myl9LKYfxcuulgRRws1LqrzrWyDYziDIHaNkHU3YYbPkHWfbNSMdsetLLcH4XXob7t+ElQP0AnotuTHpFHgPeCvyG7+UkgKfg7X0f2kwDYRBlDtCyD6bsMNjyD7Lsm5VObm8W8dT7GyA03O4DFoC78epeHfF/ewr4HpDALx2ilNqM5UAGUeYALftgyg6DLf8gy74p6eSkdw9wTK4m/l0Cngz8EG9AfFhK+UG89Dr/HZhVXi2wAqvVzjcbgyhzgJZ9MGWHwZZ/kGXflHRs0vONtdF0QRcC9/kD434p5W8BbwE+CXxLKfUnnWpLtxhEmQO07IMpOwy2/IMs+2al43F6crWq77Px1XzpZRQfVl5ZkENbbSAMoswBWnZgAGWHwZZ/kGXfbHQl96ZvuL0Fz7PpImAH8IdKqR93/OI9YhBlDtCyD6bsMNjyD7Lsm4luBadLvEDNJwEfU0p9vEvX7SWDKHOAln0wZYfBln+QZd80dGvSexwvW/jf+kbcQWAQZQ7Qsg+m7DDY8g+y7JuGviktpNFoNBpNp+lpaSGNRqPRaLqJnvQ0Go1GMzDoSU+j0Wg0A4Oe9DQajUYzMOhJT6PRaDQDg570NBqNRjMwdL1yukajaYyU8mFgJ2ABNvAT4B+BjyqlnAbHPhl4CIgrpayONlSj2WRoTU+j6V9eppQaAc4G3otXj01n+dBoWkBrehpNn6OUWgBuk1KeBL4npfwA3kT4bmAvXgmbjyul3uEf8i3/v/NSSoAXKqW+K6V8PfDHwC7g+8DvKKUe6Z4kGk3v0ZqeRrNJUEr93/buXjWLIAzD8J1GG3+CaGURsHkKLWyiNmodFBTBxkKwU89AhBRCDDZBwcIDUAxYKHgCgtpYqiBvbbARQoggVsFiR0ghKZf9mPtqFnZ+mKkeZgZmPgEbwHmGt9huAvPAJeBOkqut6oX2na+qAy3wrjBckXUNOAa8B16OOX5pCgw9abb8AI5U1buq+lJVO1X1mSHALu7R7jawWlXf2jnfQ+B0koURxixNhtub0mw5DmwmOctwzncK2AfsB17t0W4BeNK2Rv+Za/25xaluGHrSjEiyyBBSH4A3wFNgqar+JHkMHG1V/3eL/HdgpapejDJYaaLc3pQmLsmhJJeBdeB5e5T0ILDZAu8McGNXk5/ADnBi179nwL0kJ1ufh5NcH2cG0nQYetJ0vU3yi2GVdh9YA261srvAg1a+zPBiNwBV9RtYAT4m2UpyrqpeA4+A9STbwFdgabypSNPge3qSpG640pMkdcPQkyR1w9CTJHXD0JMkdcPQkyR1w9CTJHXD0JMkdcPQkyR1w9CTJHXjL3c0ybLJ7PVlAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 236 + }, + "id": "S0Esm61xs94z", + "outputId": "15c97dd0-495b-464f-db4a-405cbfdc7259" + }, + "source": [ + "axes = iiitdDataset2['SO2'].plot(marker = \"o\", linestyle='None', alpha = 0.7, figsize = (7, 3), color='purple', subplots=True)\n", + "for ax in axes:\n", + " ax.set_xlabel('Date')\n", + " ax.set_ylabel('SO2 (ug / m3)')\n", + " ax.axvline(dt.datetime(2020, 3, 25))\n", + " ax.axvline(dt.datetime(2020, 5, 31))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 236 + }, + "id": "CTa2hrTUtFkP", + "outputId": "be8c9066-e7e6-44d9-efee-2ac1b6ed1b32" + }, + "source": [ + "axes = iiitdDataset2['CO'].plot(marker = \"o\", linestyle='None', alpha = 0.7, figsize = (7, 3), color='black', subplots=True)\n", + "for ax in axes:\n", + " ax.set_xlabel('Date')\n", + " ax.set_ylabel('CO (ug / m3)')\n", + " ax.axvline(dt.datetime(2020, 3, 25))\n", + " ax.axvline(dt.datetime(2020, 5, 31))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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ocVZfpOuvlpYWWltPoa2tjWg0SjA4Rzgcob29veR9WY/jxeqiNwS8J+WzdwPH9X83AOFSGVWr+P1+9u7dw9NP/w6Hw1FRcUMmcQWglHaKkmFnEU+9YFbX7tx5Dx/84IeS+uv22+/gttu+ybp1G2hvb6epqZnly5dz6qmn5uzLfJW72cZLraqArQpZ3oH2EvoeYADoAjYBF0spH9a/3yKl/Hw5jU1DDxUQshiKNr/fn5SluNqTQbF2KSGLErLYkXr2v5hrvpLzXDXnzFxCFkt3elLKh4F1wN1o+3jfBtbqnyOlfLgKC17FqNWwVLVql0KhKA/lvOZLWXYtz02WI7JIKUeA75fRlpqlVhVKtWqXQqEoD+W85ktZdi3PTZYWPSHE40Da54dSyvNKalEN0t3dM+9dlFpQKNWqXQqFojyU85ovZdm1PDdZFbL8I1pOPePnIWAF8EiZ7KopyqFQKsUmrxW7jHrM4YhqaVNZkZ5aFQFUAjv7not8rvl8289c9sjICM888zS7dz/LiRMjefdBIXNmpfrdkpAlHUKI9cA/SSnfVlqT8qKHCkVk6evbxc6d93DoUD+rV/fQ23tZwRuypd4wzmSXUU8kEmZgYACIE4/D6tXduN1uvvnNr7NxY/kEFbUg2shELQtZyi0CqGUhRyUEELXsvxWsXPPp2u+iiy6wNM/deuuX2L37WRobG1mzZh1er7egPshnzixlv+cSshSz6DUCx6SUSwoqoDT0UKFFr5RUKnSPUc/+/a8mhSPyer2sXbueVatW8q1vfbdk9aWiFr35WGmTco+PWp70K3Ft1LL/xZKt/R588KeW/K5GaLFS1lmSMGRpYm8uAv4M+G1e1iiAym3yGvXMzs4mhSOanZ3F7/dz4MCBktanKA21LAIoN3b2vRSUov2q0QeVrNPqnt5HUn7+FOhDi9SiyJNKhe4x6kkNR9TY2EggEGDNmjUlrU9RGuoxtFOpsLPvpaAU7VeNPqhknVbf0/vjlJ8LpZSfk1KeKLlFNqBSoXuMelLDES1dqoUjuuKKK0pan6I01GNop1JhZ99LQSnarxp9UMk6My56QojlVgqwepziJKmhewCamprYvv2GkqqWjHqMcEQej4d4PMaRIwM0NWXOLFwshgrr+Rd2I+XLSn2XJ3YOBVaPYa1qjXThEgEuvvhiS21X7Pjr69vFRRddwIYNXWzY0MW2be8qa97PfMkoZNGTvD6G9kL6U1LKmOk7J/BmtJRD50kpN5XcMmv0UIdCFjOVCteTrp5QaI4bb/xC2eppPeMSotEoR5/+bs1N2rUsZCk39SjkKOV1Uo/+WyFTG33wgx/i/vvvo6VlMV5vQ1lDgvX17eKqq65kaOgYHo8HgFAozMqVK7nttm9WZA4oJgzZOcBe4DvAlBDiRSFEnxDiRWASLSTZi0DtSfPqiEqF66lGPTgcuNzumgk/pKhfajmsVa2QqY3uvPMb+P1+Fi9eXPa227nzHsbHx/F4vLjdHtxuDz6fl7Gx0Zrpq4zqTSllCC2d0A4hRBdwBtACjAEvSCmPVMbEhU2llZxmmpqaKlKPUt8pikWNq9xkaqPx8TH8/k3zPi9H2x082E84HMLr9SU+c7lcBIPBmukrS68sSCkH0LIrKEpMpcL1pKtnenq6IvUo9Z2iWNS4yk2mNmppaSUQCNDQ4E36vBxt193dw+HDA0SjUdxubXmJRqN4PJ6a6SurrywUhRDi74UQB4QQcSHEJtPnpwohnhRC7NN/b6iEPbVEpZWclayHeJxoJKLUd4qiUarO3GRqo8sv/xsCgQCTk5Nlb7ve3stoaWkhHA4RiYSJRMIEgyFaW0+pmb6qyKIH/Aw4DziY8vndwJ1SylOBO9FSFtmKYlRL+ajZjHoAnn76Kfbu3VMWBafZn1A4jMfjrTkRS7WZmJxQKkSLGGP8qquu5PDhQ7zwwu6qJHGuBzLNJZdd9gluvvkWli1bVnZl5Nat53L77Xdw5plnE49rYQ/PPvucJBFLtVW4BYchKwQhRD9woZRyjxBiGbAPWCqljAohXMAJYIOUcthikT3UuXqzUApRs6WeEwrNMT4+WbYLoBaUipmoVp/fcNev6e8/QODlH1ctIXG9jPdcsWMLbbN68b/U1ILflVCrlySJLIAQwieEWCmEaCiJZVr29SNSyiiA/ntQ/1yRg0LUbKnnLF68WCngKsyxo0dx6f2lVIjZMcbryMgILpcLn68Bj8fNiRPDqs3qlFpQ4eYUsgghNgO3Am9FWyRjQogngWullDURe1Nf1Yuivb0590E1xODgAMuXL8fpPPl3S2vrEgYHBzL6Usg5xeDxuoDabdtq2BUMzeH1enF4T1565eyDTNRqn5gxxmswqLeZw4HT6WFubq7oNqsH/8tBtf2u9ByUjqyLnhBiC/Aw2gvqNwFHgZXAnwO/FEK8Q0r5ZIF1DwCrhBAu0+PNDgpQidrx8WZHR1faqOQdHV0ZfUk9x+t1MzY2kfWcYgiHtHiftdi21epzn7eBcDhEPBRJfJar30pNvYx3Y7z6fA1JWUIaGhqKGrf14n+pqQW/C5m38sX0eDMtue70vgjcIKW8w/SZBH4jhNgLfAn4k0IMk1IeF0LsBj4E3Kv/fi6P/bySYuR+Oniwn+7u4vLlVYLe3svYvv0GgKRn49dd93eJY1J92rx5C/fff1/inMnJyXnn1ALl7Auj7MHBATo6unLm+Cq1HStWrtT29KamLPdbrY/FcmGM8ba2NgYGBohGI8TjsHLlqrKN21pre7M9fr8fh8PB9PR00r9z2ZnPmM9Ud6nawsq8VW6yClmEEBNAh5QykOa7JmBQSrk4VyVCiG+ipSJaAYwAJ6SUpwshTgP+BWhFe+n9UimlzMP+HkogZNm791k+9alPlz0UWKkpJJnkBz/4IZ566kkOHepnw4b1fPjDHyubj4UIWcq50Z0UIq11CWNjExnLLpcdt/7gWSYmJxh65p/yTgJqxySqxhh/6aUXmZ2dZdGiRWzcuKmoCTiT/5UKCWgVsz3BYBAp/0A8DqtWdTI4eJh4HF73uo1Zk7zmM+YznVeO67BUCbnTUVQSWSHEONAjpRxP810r0L8Qksh+8pMf48iRoxVNmlhurCRlLPfkV8iiV84EluayvV43oVAkY9nlsiNXm6gkquUnk//VSJ6aDbM9u3c/RygUwuGAmZkZGhsX4XCA1+vlrLPOsTSOc435TOcZ1MucWKx68zHgqgzfXQX8TzHG1QoHDhzA7/cnfVbvIY6MxyFm6sGnctqdT9nVar967beFQK21vdme2dlZXC4XLpeLcDic+Pfs7GxWOwv1qdbaopTk2tO7HtglhHg98GNOClkuBrYCtfvsLw/WrFkz706v3kMc1WvYpnLanU/Z1Wq/eu23hUCttb3ZnsbGxsSdnsfjIRqN4nBAY2NjVjsL9anW2qKUZL3Tk1LuBd6Ett/2FeAh/fcY8Gb9+7rniiuuWHAhjuo1bFM57c6n7Gq1X73220Kg1trebE9nZxfhcIhgMMTq1T2Jf3d2ri7LOK61tiglFY3IUgZ6KFFElgce+O95m6tAyTfRoTyb89nqSd0wLlTNlS+FRmQp50Z3IerNUtqRrU36+nZx661f4vnntf0bn8/HWWedw7XX3lDS/skm5CiHcrHQcstlT7Y9zUL7vJxtd+utX2Lv3j2Jx5qxWIx4PE5jYyMtLa055w6rYz6d2tsQvaWbP8y+Qv5zZSZlarHtV6yQ5a3Ae6WU16X57ivAz6r8gnoPZQpDVq4QSOUqN9/681VzFYIKQzafTG1SyeSb2cZ7qdV6hZZbTvVgqfu+Uopjs4Izl2ozHbkWeys+pDtuaOgYDocDn89neU4rpV+pFCtkuYHMYpXfALX1glcJKVcIpGqHVqqFMECK+VQ7+Wa5xkWh5dbTOC2nreayDx8ewOPx4vN5OXz4UNnqyeZDuuPGx8cZGxvNa06rlF/pyLXonQ38PMN3jwBvKK05tYNxy22opoCEWqoYFVO5ys23fjMLRZVVzxjJN40xASSUepXom3KNCzuoByulODYrOHOpNoupxyBd2emOC4dDhMPhvOa0SvmVjlyL3mLAm+E7D7BgA9h1d/cQCARobGwkGtXCaUWjURobG4tSMZWr3HzrN7NQVFn1THd3Dx6PNzEmoLLJN8s1Lgott57GaTltNZdtzBnGfFGuegzSlZ3uOI/Hi8fjyWtOq5Rf6cj1ysLLwDuAB9J89w79+7ol2wavES6nsbGB0dETxGIxHA4HnZ2rE2FzMm38ZtrM7uvbxf79r/Dyy38gHo/jdDpxuVxEozE8Hjd79+7hmmtumGdfann51mvG8GtiYpzR0RNMTU3hdrv5wAf+nN7eS3nppRcZHx8jEAgQjUbLJqaw6lslw0AVKzCysjE/MTnBsaNHOf/8TyeJAEZGhnWlnHbhu91uQqEwS5Ys4bXXXqWnZ0XR4pZM472vbxcjI8M899yzLFrUyJo16xL7KunGebr2SPV9cnKCAwdeY25ujng8TkNDA06ni7m5WeLxOK973emJPGqZwmwdPz4ElC5cVTr/jfoz9Xm6MbFs2fIkOycnJ9i/f3+i7WZnZzhy5DBtbe309l7K5s1beOihB9m7dw8Ap59+Rtr+S9fO5us1GJxjcnISp9PJunUbEorKQtsktc8ytbe5DY4fHyIQCCQebXZ0dNLS0pK0p2cOF2fs951//nlJY8ccjqyzsyuxp7d27fqi/cpFLiHLJcDtwCfRRCsxIYQT2IaW9PUqKeV9ZbHMGj0UKGSxIui45567+NrXbmFubg4g0bHXXHMDmzadkbShOzh4hNdee421a9fR0dExbyPYLFQACIW0RwKg/aXU2tpCW9uyxMYvkDGM2P3332e53nQYfkWjURYtWkRj4yKGhoZYvnw5x48PJR4xOJ1O4nHw+bysWtWZt6Aim2jDim/lDAOVuqlfrMDIysb8Bz/4IX6z34fL6SR68D+TRADLli0nGAyyb59kZkZ7EtDTs4bR0VFGR08QiWgBqmOxeEH9kWm8m9s8GAzS33+A2dkZzjnnDVx7rTYp5RI4pPr+0ksvEgwGcTqdOByOpLtXl8tFQ0Mj8XicJUuWJBaRdG02NHSMFStWEghMF62eTed/LgGG0TbmMREOR4A4TqcrKRzYqlWdnDgxwvT0FB6Ph+7uNXR0dDA4eIRXXnkFl8tJQ4OWlS2dQCmbkGTPnhf52tduIRKJ4Ha7icXiRCLhRB9ZbRPzmM8kSEltb6P/I5EwBw68RjAYJBaL6SrSOIsWNXL99dvZtOmMtH8cHD8+xLJly9OOHbNSdtEi7Q+eUvR1UepNACHEVcDnAR9a3Mw2IAj8Pynl7QVZVTp6KHDRsxKeJ1soHiDpu927n2N2doZFixZx1lnnJB27c+f36O29lCeeeJxYLIbbrd1gT0yME4/HWbp06bxzUss3vuvvP0BPzxrL9WbzfenSVkKhSKKMUChELBYjEokQj8dxOBwJW5ubm3nrW8/LKwRRpkUvU7um+mbFl0JJXfQMm/bvfzUpor/X62Xt2vV5hW0yh4wyh4nq7z/Ame/6LC63m8iBBwF45pmngThvfOOb5/kM8MQTjzM1Nan3hxPQxnm+/ZFpvOdqcyvhqFJ9HxsbTYwhj8dLJBLGmGe8Xi+LFy8hGo0wPT1Nc3Mzb3zjmzO2Wan6Pp3/Rtu73Z60fW60jXlMGNdsc3Nz2nBgqf25e/dzjI6eAKClpRWAaDSCw+FI6r985pp0fWAF85i3GmbMfF2MjY0m5gWHw5G4M880DqsVyqzoJLL6wrYKeA/wGf33qhpY8IrCysZttmNSv5udncXr9SbuklLLSydUiMVixGKxtOdkqnt8fCyveq34bpQRDocT7wCZicViJRVUWPXN+LySQo5CBUZWNubHx8eS+h9OigDMmMdAOKz9IQKOxPeF9EehbZ7vdTI7OztvDJn/rfmC/lg/mvC93GKGQgQYRtuYvzd8yxQOLLU/Z2e1x7nmNkgnUMpnrjF/V8r2yCZcMfrVGIfG3V62cVirYiRLmdOllJNSyl9IKf9V/z1ZbsPKjZWN22zHpH5nhAkyNmJTy0snVHA6nTidzrTnZKq7paU1r3qt+G6U4fF4Eo+kzG5mx/oAACAASURBVDidzpIKKqz6ZnxeSSFHoQIjKxvzLS2tSf0PJ0UAZsxjwOPx6gk3T06ahfRHoW2e73XS2Ng4bwyZ/20kD41Go7hcroTv5RYzFCLAMNrG/L35ka0RDsxsc2p/NjY2Ju6MDNIJlPKZa8zflbI9sglXjH41xqHT6cwptKpVMZKlRW8hYiXMTrZjUr9ra2sjHI6wdGl72vJ6ey+jpaWFcDhEJBImEgnjcGhClnTnZKr78sv/Jq96s/k+OTmZVMaKFStxu92Jv0odDgeRiDY5tbaeUrIQRFZ9q2ToI8OmtrY2otEoweBcol3zDdtkDhllDhN1+eV/QzQWIxqJJPxraWmhtfWUjGOspaVF31uNE4tFC+6PQts83+uks7MrYa/T6SQWiyaNJ69Xe9wZDIZoa2tP+J6pzco55oy2z9TnRtuYv3e53Ljd7ozhwFL7s62tDYfDidvtTlz3wWBoXv/lM9eUom2slmm+LrT9xJi+2HnT+lFIHZXGddNNN1XVgCJpAT49Oxsi32hqXV2rWb9+A0888TjPPfcsw8PH6ezs4q1vfRtdXasTm6xHjgwwMjJMIDBNd/ca3vnOC/iP/3iAe+/9Z44fH+LQoYPs37+f4eHjRKMRRkdPcPjwAFNTk7hcLg4fHqC9vZ2tW89l48ZNvPrqKwwPHwccnH32OfzVX32cmZkZ9u17mZGRYSDO4cMDvP71b+CP//h/IeXLHD16hJUrV3H11deybNlyfve73/L888+xf/9+pqenWLt2LQ4HvPzy3nl+ZPP9ySd38eyzv2d09IS+XzFBKKQ9mnE4HIm70HPOecM84cIVV/w127dfzx13/AOPPvoIk5OTfOtbd3DHHf/AY4/9mvb2dg6Na3/xnnvmyqT6BwYO8bvf/Za9e/cwODjIsmXL+dznbmLbtvezfv0GpHx5Xnu0t7dn9KcQ/H4fMzOheW3S399PIDCN0+mktbUVIU7j6quvTfL9pps+l+RnV9fqxPlSvsz4+CidnatZuXIlweBcou+2bXs/v391nNmZWY7Kx1i5chXXX38j73znBfP6eevWc+nqWs3GjZt47bX9jIwME4lEcTod+mIS4+c//y/uvnsH3/ved3nyyScYGjo2rw8yjeXVq3sSNhl2Hz16RH9J2McvfvHfPPbYrxPj8IknHuf5559jePg4zc3N/P73T/OP//jtecfs2/dyQq0JEI3GcDqdeL1eGhsb9cXQxZlnnsWXv/y1hO9Gmy1a1Eh//4GkcTwwcChtm1vBGKvf+c5djIwMMzIyzMGDBzlxYoSlS5fidrs5cuRwom3j8RiBwDSdnV1s2CDo7z+AlH9gdnaWSCSM06kt3BBncnISl0u7+xkfH8fn89HW1s709BRHjgzw6quvcPz4ELFYNPEo1+l0cvbZ5yTEajfd9Dm+/OWb+dGP/pWjRwc5fHiAo0cH9baK8b3vfZef/ewnNDc309DQyPj4WNIYKXTMm8frvn0vc+TIAMPDx3nwwZ/y6KOPsHp1N11dqxPX6muvvaqLqHz6H8bQ2NhAQ0NjxuvTXEfq2C4nDoeDRYu8AN8A5qXFs3XsTUPB1NKyGK+3IaeKMFXNFYmEk/bSjMnIUISdfvoZlkLq5BsCKFVhuHTpUoaGhvJScPb17eILX7iR2dm5hC/BYBCfrwGXy5VRtZguXNbMzCwOB6xbtyGp/je///MsWbwkSchixddaTaRaCruKiUdq7vvU/so0BtKN5VBojhtv/ILlxLmpCs9MytTUeszKVCvtlS3EldUyUsszj9VwOMzMzAwNDQ10dq5OSsQ6OzuTpII2VNHLly9ndHSUbMrN1PMbGhrmKVhTVbcwXxUJ0Ni4SN9bj+J2u7MqPvMlU/i5TOHvPvrR/5t1HqyEyroQihayLGSMUDiLFy9OCr1z553fmBdqx/y5EW5HS+9x8lm9oWyKx+NEo1HLIXXyDQGUGu7n2LGjibA/VsMgpZYVjUb15/SRrCGE0oXLise1Rx6p9R87erQgX2s1BFU17crVX5nGQKaxnCs0VKYyMoWMSlePEZ7KantlC3FVSJunjlVDeBKJRDh0qD/Jj5GRkaT2M/5/7NjRxLUWjUaIRCL4fN6s5x8+PJD44zcWi+F0unC7tT4zwsqZ+zMSiSTe2Q2HQ4nrSXtFobwh6bKFv8s1D9ba9WkVWy96+SraUtVc0Wh0ntLR+L9ZlZmvmjLTOZkUhuFwuCAFZ1NTU5Ivht3ZVIv5qFDngnMF+Vqrqq9q2pXa96n9lWkMpBvLTU1NeSUcNZeRTZmaSR2ZWl4+ar98y0gtzzxWjTaLx+PzlJepKmizotmKctN8fjoFq3G+oXbMpoo0zs2l+CwF2cLf5ZoHUz+v9vVpFVsvevkq2lLVXC6Xa57S0fi/WZWZr5oy0zmZFIYej6cgBef09HSSL4bd2VSL+ahQG3wNBflaq6qvatqV2vep/ZVpDKQby9PT0zlDQ2UqI5syNZM6MrW8fNR++ZaRWp55rBpt5nA45ikvU1XQZkWzFeWm+fx0ClbjfEPtmE0VaZybS/FZCrKFv8s1D6Z+Xu3r0yq5wpBVBCFEPzCn/wBcJ6X8RbnrNULheDyupD29yy//G+6/Xws0Y35mbXxuhCYzomQYGI8zAMLhMCMjIzzyyMMAdHV1s23bu9LmizKHGtKEBgHcbnciJJk5DNCJEyO0tLQyOzubCPezYsVKhoaGWLq0nZGREfbtk0xPT+FyuVizZmXasFW9vZfxhS/cSFtbGwMDA4nHPh6Pl3A4wsqVqwgE5ocC6u29jJdeelGPLGPc1WrKwomJCXbvfjYRWeb0lckCFrOvqW377ne/l97eS3OGRCqEdGHbdu9+mn37XsXvPxkyKxTS/uJtampKm6ds8+YtfO1rtxAOR2hq8tPYuIjx8TEWLfJz2mk9BIPBpDxn5nBVRr3y8BLmgnP0Pvr1pLJzhfoy2i1TfxljoKGhkaeeepLp6Wni8Thtbct44YXdhMMRHA5tjLpcLnp61nL++efh92svGB87djQRfs7v9yfCafX3HyAajTI0dAyfz0csFieo38H7fA08+WQfweAcPp+PZ599JnGu1+tNhKeampqat0dnDksFJPIIzs3N4ff7OfXU07KWMTk5wYYNXcDJsF5wMqSY4Yuxr7Zo0SI8Hk/aPb22tmUcPTpIIDANwIkTJ2hra+O1115jxYqVjI6OEo1GAAexWJTx8XG8Xi+TkxPE43EWLVpELBZLRG5asaIj8RK7oWA19vQMtaMRZWV6OqCXrdHQ0EAspt1NGopPOLnPVmrl4+bNW/jVrx5O3MH7fA3E4/GkPT0gKVrP2rXr0l6f5ms4V2hBc1+VM6doOmpCvbljx45PA9uklDdfeeWVd1955ZX7LZ5asHoTTqqL9u/fx8DAQJLKLp3qaNu29zM3N8ejj/4yEVnFeO/IUDSBFp3B/JjC7XYzNjbK8PBxVqxYSTAY5OGHf8769RsSyr+5uTl+/vOHCAaD+P1+Vqzo4A9/2Mvc3Bw7dnyDSCTM8uXaJDo8fBy/vwmv10drayubNp3JJZd8hEOHDiYmDuOvxVAozPDwEE8++QQbN56eUFh1da3m9a8/k5dffoVAYBq3201TUxMNDQ1pVYvmNjOrUMNhbU9p5coOXC6nfgFMc9llnyTevA5IVm+mU3S9850XJARCra2thMPhRLSOYtRqkCwAaW1t5dChfh544Kd6n3l44YXdHD16lGg0mohGMzc3p79UDI899mvWr9/AwMAhduz4Bk1NTUQiYSYmJhgbG2Px4hYmJ8d1gUiISCTK7Owc09NTDA0d08O7reD48SEeeOCnrDzt7fi8Xkb7n0qMgYGBQ0k2TkyMJ40Pc7sZ6tLU/tq06Uy2bNnKU089SSCgxUZ0uz1MTU3oj+FP7hM5HA4mJiZobFzEq6/u4/Dhw8zMBPTXIuKAg8HBI4yNjQHaXY8xqRvRRLTXWSKEQkHcbnciLBU4GBo6xsqVHdx885eTlKkej5eZGW1RNfz893//MT/72b9z6NBBvF7tncSZmVlGRo6zalVn2jJGRoYZGjqWeNJy5MgRHnnkYX7960eYnJxgYOAQgUCAWCyG1+sjEokQDofxeDxs2HAqGzZsIBqNJtSiBw/209Dgo7NzNcFgkKNHj7BmzVp6e/+aSCRCIDCdeNWooaEBj8ebWOB8Ph9zc3PEYjE6OlYRi8UYHR1h3br1LFu2jOnpKWKxOI2NDQkVNMCOHd/A4SAh54eTfzQL8TquvPJvmZqaSii9zzzzrKKFIqmK5b6+XezY8Q0WL15MKBRMhEbcsEFw6623J+bBJ554nD17XsDjcXPqqaexaJF/3vWZeg0bY9g8f5n7/OGHf87k5ARHjx4lFAoyPa31l3G9FaPUrgv1pn6nd6GUck+ep/ZQpiSymbASLig1ZE8kEklcoKecckraEEulCM1lhDqzGraqFMk0s7XHqX/yaSC3UrGc4YpSyzZCrjU1NRGNxpJCZhkiJCP82imnnJIIQQbpw84ZodsM8ZIWesuT6HMt7JWXeBwtpuV7P0dTUzORAw+WPMxUaqi7ycmJxHtVLpeLlhZt0gFtX88IoxUIaHeF2svzEX0vK8LU1CR+f1OirHBYCyemSfaZV3ausG3p+vmZZ55OqgfSh+nK5KNxvDEJu92enOGyignHlRpmLl0oMqthAAsNeVcomULv5eN7puPymb9yhX8r1v9c6s2aeLyp8wMhhAPYBdwgpZy3QmdCd7Ao2tutZUkaHBxg+fLliTs8gNbWJQwODgCwfPlygsE5XbXlTJpI4/E4c3NzeL3uxDlGvZnKff75cVpbl6StL9XmwUFNyn6ybtAeyWh3MOnOsep3Ie1xutdlqY5sZZTavmBwjoaGBmZmZoCT4gRIDpdl9FVq36aWEwgEEu80ml/CNoQIHo8ncVegPbqK4XQ4ksZAatmF+m/0v8/nS9w1mG3R3kM7aVc4HGbxYnfS906nJ5EZQdvbcSfKMou0Uv00n5ttfKb6GYmEk+oBEuVkG+OGj8bxxl2sccd+8lWBWKIPzOXluu5S6zYfFwzO4fV6cTgciTZ0OBwZr+10/WTME0Y5udquVGTyyarvmY7LZ/4yHtlGo9GK+w+1s+i9TUo5IITwAV8HdgAftnpyJe/0Ojq60v5F09Gh7S+MjAzj82mTauok6HA4aGhoSAT77ejoStSbqdwlS1oYG5tIW1+qzR0dXRw40G+agB3AyTuX1HNKcaeXrT3CIW1zPFcd2cootX0+X0PSnd7MzExiQjf6CUj01djYRFLfppbj8XjmnW++ywiHtUdixp2e0+kkFo8TMY2B1LIL9d/o/3A4knj0bix8xrtiZru0hS+SWDxisTjRaISGhgbC4Yiu4jtZluGfMYGllm2ca7RZuvGZ6qfb7UmqB7Q7t3TjNZ2PxvHGHpjb7Um69pxOJ+FwOKk887i3OvbMx/l8DYk7vZNtSMZrO10/GfOE+U4nW9uVgtTrvRDfMx2Xz/zldntId6dXKv9Nd3rpvy+45BIipRzQfweBbwFvra5FmbESLig1ZI/X60s8BsoUYqkUoblKGbaqFO1RyTKslm2EXGtvb58XMsuM2+1OCkGWqRwjdNvJhc9JJKKp34xwVZ2dqxPHezxeiMfLEmYqNdSdoTB0u914vd5EGC2Xy5UURsvhcCa+N8JwtbS00NbWnlSWsZh7vd60ZecK25YpFJi5nkxhujL5mBrSLN9wWfmG40oNmZYuFFmuvis25F2pKMT3fEM2ppu/coV/K7f/Vd/TE0L4AbeUckJ/vPlFYKOU8n0WTu+hxHt6+STMPHSof17uJ7PScnx8TFf0gcvl1PchPJx++qasSSTN+aUMVV0wGMx6rnH+SRVcMPHXZ6ako8Xe6eVKsLl668dZsXIlt3zij3OefzJxbQyfz5vR5kKSzKbaCRAKBROP8VwuF6FQiGg0hsvlnKfeBOadbxAMzhEIBAiHw4k7akPIZJRt7D91dnbRueWviUajBF7+8Txl51NPPZl2TOXyJZWTNkWIx2O6qEUTvni9PpPvJ8elEVYq1e9bb/2SnvzUQWdnJwCHDw/od4JOXfwQyTnWzPYbZYbDYRobG/F6fQSDc3mP8VAojMulLdiGCMM8nzmdzoRN73rXexKJlk89dT0f/vDH5l2zVts+Nf9bun+nU2ln68dKqBeN6z1dsuNceeystFGmY9J9DuVTbxadT6/cCCHWAj8BXPrPXuBTUsr54Tzm00MJF71yhL8qpMxCEpoWUk8xi56VkFGu7guJxmJccdGpGe3NFFYrna/F9E9qotN9+14mFosnhdKy0q7mpL0NDQ1pE5+ak8Kmfu8/7WLa25fx0s+/mrcfmdpMk7ZHkkKSDQ4Okpq41EjaumpVB9PTM2nDieXTloUk3C3Fuea+eOWVV4B4klraeDS9Zs26pGSwxnmh0Bzj45MlD5tVifB5xdDe3swDD/x3TdtYCmo+DJmU8jUp5TlSyjOllKdLKS+2uOCVnHKEmSqkzEzhxjKFBiuX7fn6lRoyyuV243I6s9qbTxi0Ynw0n3v48ABe7/xQWlbaNTXcVGpILnMbpPve5XQyeORwQX5kajMjkLE5JFk8HpsXxmpkZJixsVEWL16cMZxYPm2Zz/gs5bnmvjD8TH0RPBKJJMpMDZu1ePHislwbtRo+z0w92Fhuqr7o1RLVTNaY7px8EppWOkSW1ZBRLpcrq735hEErxkcrSV6ttGtquKlsSUTTfW+8VF6IH5nazKyqNEJIpQtjVaqkrcUk3C3FuQbJCVpPipC0/ezYvGSwZspxbdRq+Dwz9WBjuVGLnolqJmtMd04+CU0rHSLLasioaDSa1d58wqAV46OVJK9W2jU13FS2JKLpvjfEH4X4kanNzKHvjBBS6cJYlSppazEJd0txrkFygtZ4wl9zWqxKhs2q1fB5ZurBxnKjFj0T1UzWmO6cfNRNlU7YmC0pp/FZNBIhGotltdfw0RB8uFzujL4W42Oq+i4Usqa4y5YsOF3iU3MbpPs+GovRsaqzID8ytZnx2oTRditWrEybuNRQOE5OThaVtLUY9WEpzk2XoDVVm2BW36YqCCcnJ8tybdRq0lQz9WBjuam6kKVIeiiDevOkYu1kXL9iNnmtqsPMx59UuEXmqeqybfTnU4+xsW1FDZlJqTk5OcHhw9oL1p2d2jtn2v8dvPF9/w+3280rj349rbrT77ce9zKTajGbHQcOvMbc3Nw8VaXb7aG7ezVNTYstqdbMakGfz0tPzxqWLGmZp9xLVaYZKj+zj5s/cDNNTc28rWeGhx56UC83hM/ny6l8zNYO5vbYuHETmzdv4aGHHkwoLw1FJMC9936XV155Na3tVsd5MerDUpyb2raGWtlQqaaOIfN5S5Ys5sSJ0cR4KcU1ns6+XCrHfBTIpSBVvWl1nigV5Zhb01Hz6s0i6aEMi1411U2VrH/v3mf51Kc+nbMuK8lrU5WMs7MztJ7xl3i8Xn7/s5tJTcKZLnFnrvozKShfeulFQqEQfr+feDw+7/GNgVnV19joS5tI1UwxSkNzGeYknWdc8Fli8RivPbYDgMnJiXnJO4tJFGqFUgQlqDaFXid9fbu45pq/YXBwsOLtXozdpaCa/Z4tWW2p273m1Zu1RrXVTZWsf8eOHZbqspK8NlUNODIyoge8DibOMSfhTJe4M1f9mRSUhoDDeFcrVclnxqzqy1ctmY/S0FyGOUmnw+HA6XAyMjLMyMhw2uSddlLSFUqh18nOnfcwNjZWtXav9vxSLbIlq62072rRS6Ha6qZK1n/gwAFLdVlJXpuqBpydncWhx3pMl4QzXeLOXPUbpEvYaZSfLrGvgVnVlymRqhW/rSgNzWWkJuk0crKZxSjmNrWTkq5QCr1ODh7sTzxKN6hku1d7fqkW2ZLVVtp3teilUG11UyXrX7NmjaW6rCSvTVUDNjY2EtdjPaZLwpkucWeu+g3SJew0yk+X2NfArOrLlEjVit9WlIbmMlKTdBoLv/m1A3Ob2klJVyiFXifd3T14vemTplYyGbAZO6gnsyWrrbTvatEz0de3i5GRYZ577lmeeeZ3nDhxouLqpkqqq6644gpLdRk2NTY2MD09xejoCSYnJ1mypDWjkrGxsYFoTLvrMpLjhsNhIpEIY2NjTE9ri4lxfrb6N2/ewt69e9i163F2734W0CaK0dHRpHJDoRChUCjjnR4kq/o2b95Cb++lnH/+efT2Xkpf3660fhcTIzA1VmQ8HicWj9HW1p5XzMlS09e3K6vvtV5/oddJb+9les7G6rR76lg+fPhwxeaXxx57jIsuuoANG7rYsKGLbdveVbF+37x5C3Nzs0xMjDM+Psbs7GxF291MTSSRLYKiksga+P0+HnnkUbZvvwGv18spp5zC+Pi4nuS0g8997qaKhehJl2S10ASqudi48VQ6Orpz1mUkuTWS5xp3KRDnL/7iEnw+H+Pjo3R2rmblypWJyB8dr/sj4rE4Ay/9Kqk8I4pIOBzikks+jM/ny1i/kejSnLx1enqK5uYlzM2dfLSZivluz+nU4jMuWbKE9vZlCHEa27ZdxL333ptX4lan05k1wW46UpPuLtvwNpqamrjpqv/DhRe+N/F5qRKFWuGZZ37Ltddek9X3cpKa2LeQ+gu9Trq6VrNly5vYs2dvxds9dSxrIhYt4fK2be8ve91XXvlJXn31lcTTkCNHjtDXtyspuXS56s6WrLbU7V4XSWSLoIcSqTff+973lS2Raa1SquS5mZKFeta+l3gszlM/2Z6IEmK8OO33Jyf2tFpvuuStRqJeIJHkdPHiJVmTkX7ykx/jyJGjFe/vW3+g3anmSqxbTqrlu0E5kwZboVoqxmr63dt7KU8+uYtIJGopWW+p666k30q9aRG7bjBbJZ/2MY6NRWOg7+GZ/7gyh8uyKiYxMEQs4XBYv8vT7ujMYbeMu79sdVgV8SxEqu27Xa+1avpdTQFPrfW3WvR07LrBbJV82sc41ulygi7aSH3caHUTO5OIxePx6AKWk0lfzeG4IPtGuVURz0Kk2r7b9Vqrpt/VFPDUWn+rRU9HhefJTj7tYxxrJB51uVyJx5BWEntmqzdd8lYjUa85yWkugYJVEc9CpNq+2/Vaq6bf1RTw1Fp/KyELmpBl6dIVFROQ1Ap+v4+ZmZClY/MRDhjHvtg/QzQWZXpwN83NzYn9PLfbY1k8kFrvmjXruOSSjxCJRBLv92kLnY/169fT3r6M6ekpcgkUrIp4Ss0TL2pZs849c2VZ68lGtXw3qKRYKx35jPtSUk2/qyngqbTfSshigYUQlqkQyu13LYg2MlGtPq+FNrHreDewq/928VsJWRQKhUKh0HFX24AicYG2shdLKcqoR8rpd+tiX9nrKIZq2FUrbVLt+quNXf23g98mH13pvq/3x5vnAo9X2wiFQqFQ1BxvA+aFnKn3Rc8HvAk4CkRzHKtQKBSKhY8LWAk8DQRTv6z3RU+hUCgUCssoIYtCoVAobINa9BQKhUJhG9Sip1AoFArboBY9hUKhUNgGtegpFAqFwjaoRU+hUCgUtkEtegqFQqGwDbZa9IQQdvN3SbVtqBZCiM5q21AthBCnCSF6q21HtRBCNFXbhmpit3kuXxb8y+lCiGbgOuA2KeWYEMIppYxV265yol/0XwA2Ag8Dv5JS7hZCOKSUC7rDhRB+NN//FHinlHKgyiZVDN33LwIfBfqAi6WUgexnLRz0cX8L0A38FHhSSiltcs3bbp4rlAX9F4EQ4h3AC8BngDv1jxf6pP8XwO+AENoE+BZgG4ANFrwPA68Ao8BbbbbgfRSt308AVwKtNlvwVgE/AQLA3cDrgW8DLPTJ347zXDEs6EUPbQK4GS3v3h8JITZLKeNCiLTRtxcIQ8ClUsrrpJSPoyVR3G18KYRYyGHWWwGvlPKL+l+7G4UQp1TbqHIjhFiBFof2g1LKLwI/BpYIId5SXcsqShfQJKW8Xkr538C/AZuFEDfCwnzkZ7qWR7DfPFcwC+rxphBiDbAF+C9gQu/4JinltBDiS8CfSCm3VNfK0mLy+SFg0ribE0IsR5v8VgPPoCVTvFVKObxQHnOm810I8QTaX71uYB1aIPJfAPdIKSerZmyJ0X3fCvynlHIi5bv1wNeBm6SUz1TDvnJjvtallONCiLOB7Wj9/HMhxNuBy4G3A2dJKY9V0dySIoRok1KOmK9jIUSjlHJ2oc5zpWTB/PUjhPgC8CvgQ8BdaAMetMcdAF8DThFCfKwK5pWFFJ/v5qTPoP31d5+UsgftWf9S4HOwMB5zpvH9Cv2rW4D/A/xBSvknwD8DpwMXVd7K8mDy/S+Au4QQV+qfewCklK+i3fm8Uf98wVznML/vhRB/BTyv//yDEOJO4A7gn4BfA2+tlq2lRAjhFkJ8AzguhPhT892clHJWP2zBzXOlZkFcDPpdzRnAJinle9Amus8KIc7SB4ZbSjkOfBltAUAI8W4hRHfVjC6SbD7rh8SllHcBSCn3AweAwWrYWmqy+H62lPIh4HVSytsBpJQ/ANqA6WrZW0rS+P4vwHX6WA8LIXz6of8OnAkLa08rQ99/Htgopfw88Em0Jxt/pD/m7GaBjHvgMmAt2jx2K4CUMiml2kKb58rBglj0gBjao55WACnlL4B/RbvjQ0oZ0X//M+AQQsygbfZHqmFsicjlc2KiE0KcA7wDeKnyZpaFTL5/S/9/v3GgEOINwGLgUMWtLA+5+n1e/rAFdqeX6v/P0fz/R/3/v5ZS/pOUclQIsQWYYuEset8H/hbtiU1cCHEVQOre3QKb50pOXV0M6UQY+mdB4GfoKkWdz6Pd5r9DP84vhLgfcAAflVL+qZTySAXMLooifT5d9/kuYIeU8j8rYHLJyNP3m0j2fYMQ4odoara7pJS/L7/FpaOYftfZB5wH9XmnV0Dft5r6frkQ4hfojzillAfLC0wY4wAABy1JREFUb3HpyCQ2k1JOSSlf1bcntgOf0TULUf08lxCisR7nuUpSV4ueeS/KGBj6Z3PAHuAsIYTQDwkDv0R7HIAu3/5PKeUGKeWPKmp4ERTo8xr9/03AY1LKt0gpf1g5q0tDkb53o72nZSff15rOv09KualyFpeWIq/1IeCHUso3Sinvq6jhJSCd72mOeRDtMe7t+nFOKWVU39t7qN7muUpSF+pN/R2kj6B18q/1Z/XGbb1DShnR97I+CriklMbG/k+Bb0kpf1kl0wumSJ/v1h971SWl8L1eFap2HOtm7Ox/Dt9jqeNZaO8mPg18B3gTcGO9PdGoBjW/6AkhPgB8FrgWTY12IdqjuvtNx5yBptL0o21s70GTqweA/yulrKv9HDv6bKB8t6fvYG//Lfp+FjCtC9OM/epfAa8Cn5FS/qbSdtcj7mobYIF3oz2Xf1QI8RhwGO0dpPv1v4BuB94LfERKuUsIcQHwBqBNSvn9qlldHHb02UD5bk/fwd7+W/H9QuB/A/t1Fet3gOsNlbbCGjV3pyeE2Aa8DAxKKSeFEJ8BzpRSXmo65nG0Z/jfAi4F7pBShqticAmwo88Gynd7+g729r8Y341H90LF1yyImln0hBAXATcCw2iy5D+gvWtyPvBh4LtSyl/rx54P3AC8RxeoIIRwyZR3VmodO/psoHy3p+9gb//t7HutUFX1pqFMEkK8GbgabSP2ArS/bFahPat/Ae1W/31CiEX6qXHgIBAVQjj1v3zqYiDY0WcD5bs9fQd7+29n32uRqi16QgivSY30KnCFoVZCixZ/DhCWUh5Fi53YCtwptIgTf45me1BKOU/VVKvY0WcD5bs9fQd7+29n32uVqix6QohPA31CiK8JIS6RUo6iRwvRN22XAEfRIwnoqqRr0BRbjwAe4BP1NAjs6LOB8t2evoO9/bez77VMxdWbQohLgfejBUdeB9wmhBiRUj4shPDoG7VnAVNSz4cmhFgipTwmtHxpjTIlqnytY0efDZTv9vQd7O2/nX2vdSqy6AkhmqWUU/p//xdaWKingKeElu/sTiGEMKmytgA/Elo24DvRoqffJqUMoSVHrXns6LOB8t2evoO9/bez7/VEWdWbQgg3WlzArcAu4EfAH6Hle/oz03Evob2j8vdCiCa02HqNQAPwIynlV8tmZImxo88Gynd7+g729t/OvtcjZdvTE1qE82fQItxfjxYA9TY0ia5baEkeDa4D/reucnIA69GefZ9fTwPBjj4bKN/t6TvY2387+16vlPPxZgjt9v7bkNi4PRWYAJ5Fy3v1mH7sceC3gBc9dYiUsh7TgdjRZwPluz19B3v7b2ff65JyLnovAC+Lk4F/p4Ae4PdoA+IuIcQOtPA61wKjUssFFuRktvN6w44+Gyjf7ek72Nt/O/tel5Rt0dM3a83hgt4I7NMHxitCiF7gM8C9wP9IKT9bLlsqhR19NlC+29N3sLf/dva9Xin7e3riZFbfN6Df5gstoniT1NKCnL/QBoIdfTZQvgM29B3s7b+dfa83KhJ7U9+4vR9N2bQZWAb8rZTyxbJXXiXs6LOB8t2evoO9/bez7/VEpV5OF2gvanYB35FS7qxQvdXEjj4bKN/t6TvY2387+143VGrRG0SLFv4P+iauHbCjzwbKd3v6Dvb2386+1w01k1pIoVAoFIpyU9XUQgqFQqFQVBK16CkUCoXCNqhFT6FQKBS2QS16CoVCobANatFTKBQKhW1Qi55CoVAobEPFM6crFIrcCCH6geVABIgCe4HvAfdIKWM5zu0BDgAeKWWkrIYqFHWGutNTKGqX90gpm4Fu4Cto+dhUlA+FogjUnZ5CUeNIKSeAB4UQx4DfCiFuQ1sIvwisQ0ths1NKeZN+yv/ov8eFEAD/n5TySSHEx4BrgBXA74DLpJQHK+eJQlF91J2eQlEnSCl/BxwG3oaWi+1SoAV4N/AJIcQ2/dDz9N8tUsomfcG7CC1E1p8B7cDjwH2VtF+hqAXUoqdQ1BeDwClSyt9IKV+UUsaklC+gLWBvz3Lex4EvSyn/oO/z3QKcLYToroDNCkXNoB5vKhT1xSpgVAixGW2fbxPgBXzAj7Oc1w18Q380auDQy1OPOBW2QS16CkWdIIR4E9oitQv4GbADuEBKOSeE+DrQph+aLor8APAlKeUPKmKsQlGjqMebCkWNI4RYLIS4EPghcK+elLQZGNUXvDcDl5hOGQZiwFrTZ3cD1wshTtfLXCKEuLgyHigUtYNa9BSK2uU/hBBTaHdpfwfcDnxU/+6TwM3699vRMnYDIKWcAb4EPCGEGBdCvEVK+VPgVuCHQohJYA9wQeVcUShqA5VPT6FQKBS2Qd3pKRQKhcI2qEVPoVAoFLZBLXoKhUKhsA1q0VMoFAqFbVCLnkKhUChsg1r0FAqFQmEb1KKnUCgUCtugFj2FQqFQ2Aa16CkUCoXCNvz/HhXqV6fqhFUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 236 + }, + "id": "w9o8uOCrG2bK", + "outputId": "f381d6a6-bdb0-4ac8-8a8b-394ad1daf277" + }, + "source": [ + "axes = iiitdDataset2['AQI'].plot(marker = \"o\", linestyle='None', alpha = 0.7, figsize = (7, 3), color='red', subplots=True)\n", + "for ax in axes:\n", + " ax.set_xlabel('Date')\n", + " ax.set_ylabel('AQI Value')\n", + " ax.axvline(dt.datetime(2020, 3, 25))\n", + " ax.axvline(dt.datetime(2020, 5, 31))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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66 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " PM2.5 PM10 O3 NO2 SO2 CO AQI\n", + "Date \n", + "2019-03-25 148 148 40 40 30 5 263\n", + "2019-03-26 154 154 53 40 33 4 284\n", + "2019-03-27 152 152 37 41 40 4 274\n", + "2019-03-28 190 190 20 28 21 3 262\n", + "2019-03-29 204 204 15 31 4 5 259\n", + "... ... ... .. ... ... .. ...\n", + "2019-05-27 137 101 37 47 51 15 287\n", + "2019-05-28 123 93 34 32 38 13 240\n", + "2019-05-29 107 100 39 41 55 13 255\n", + "2019-05-30 122 91 30 38 54 16 260\n", + "2019-05-31 124 94 31 31 56 17 259\n", + "\n", + "[66 rows x 7 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 39 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "9-rOm84JT1iv" + }, + "source": [ + "iiitdDataset2['Month'] = iiitdDataset2.index.to_series().dt.strftime('%b')\n", + "iiitdDataset3['Month'] = iiitdDataset3.index.to_series().dt.strftime('%b')" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 301 + }, + "id": "YtRvM6ZDWJfm", + "outputId": "8ade7a11-0fa6-459f-ce5d-4c8629a55dda" + }, + "source": [ + "ax = iiitdDataset2.plot(x='Month', y='PM2.5', label='2020')\n", + "ax = iiitdDataset3.plot(x='Month', y='PM2.5', label='2019', ax=ax)\n", + "ax.set_ylabel('PM2.5 (ug / m3)')\n", + "ax.set_xlabel('Month')\n", + "ax.set_title('PM2.5 Comparison')\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 301 + }, + "id": "dRspAWOuadr1", + "outputId": "b9f28d36-f271-48e4-e7be-f35d7669dd5b" + }, + "source": [ + "ax = iiitdDataset2.plot(x='Month', y='PM10', label='2020')\n", + "ax = iiitdDataset3.plot(x='Month', y='PM10', label='2019', ax=ax)\n", + "ax.set_ylabel('PM10 (ug / m3)')\n", + "ax.set_xlabel('Month')\n", + "ax.set_title('PM10 Comparison')\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 301 + }, + "id": "tfAs1WKudp9D", + "outputId": "6f971c83-e190-4ce0-e281-1623afe87ce9" + }, + "source": [ + "ax = iiitdDataset2.plot(x='Month', y='O3', label='2020')\n", + "ax = iiitdDataset3.plot(x='Month', y='O3', label='2019', ax=ax)\n", + "ax.set_ylabel('O3 (ug / m3)')\n", + "ax.set_xlabel('Month')\n", + "ax.set_title('O3 Comparison')\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 301 + }, + "id": "jBIq4TlgdzrB", + "outputId": "bbb581ca-b112-4b99-c213-ce4f970deaa1" + }, + "source": [ + "ax = iiitdDataset2.plot(x='Month', y='NO2', label='2020')\n", + "ax = iiitdDataset3.plot(x='Month', y='NO2', label='2019', ax=ax)\n", + "ax.set_ylabel('NO2 (ug / m3)')\n", + "ax.set_xlabel('Month')\n", + "ax.set_title('NO2 Comparison')\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 301 + }, + "id": "jyGUgeCOeF36", + "outputId": "970bd8e8-5c61-4435-e275-3795d269081f" + }, + "source": [ + "ax = iiitdDataset2.plot(x='Month', y='SO2', label='2020')\n", + "ax = iiitdDataset3.plot(x='Month', y='SO2', label='2019', ax=ax)\n", + "ax.set_ylabel('SO2 (ug / m3)')\n", + "ax.set_xlabel('Month')\n", + "ax.set_title('SO2 Comparison')\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 301 + }, + "id": "Bk7pNN0ueQjh", + "outputId": "2ddebaf9-2f17-4dda-adf6-d4f89c88cdf0" + }, + "source": [ + "ax = iiitdDataset2.plot(x='Month', y='CO', label='2020')\n", + "ax = iiitdDataset3.plot(x='Month', y='CO', label='2019', ax=ax)\n", + "ax.set_ylabel('CO (ug / m3)')\n", + "ax.set_xlabel('Month')\n", + "ax.set_title('CO Comparison')\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 301 + }, + "id": "TH_SS498eahG", + "outputId": "41710a94-16c8-48e5-bfd9-ab662732660b" + }, + "source": [ + "ax = iiitdDataset2.plot(x='Month', y='AQI', label='2020')\n", + "ax = iiitdDataset3.plot(x='Month', y='AQI', label='2019', ax=ax)\n", + "ax.set_ylabel('Air Quality Index')\n", + "ax.set_xlabel('Month')\n", + "ax.set_title('AQI Comparison')\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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