From 48e5f03111b1713533f1adbb6df60579835fc4ef Mon Sep 17 00:00:00 2001 From: Gregory James Date: Sun, 18 Feb 2024 00:20:29 +0100 Subject: [PATCH] Updated Module 3 Computatoinal Document --- ...tration_in_the_Atmosphere_Since_1958.ipynb | 1513 +++++++++++++++++ ...entration_in_the_Atmosphere_Since_1958.pdf | Bin 0 -> 767958 bytes 2 files changed, 1513 insertions(+) create mode 100644 module3/Computational Document/20240115_CO2_concentration_in_the_Atmosphere_Since_1958.ipynb create mode 100644 module3/Computational Document/20240115_CO2_concentration_in_the_Atmosphere_Since_1958.pdf diff --git a/module3/Computational Document/20240115_CO2_concentration_in_the_Atmosphere_Since_1958.ipynb b/module3/Computational Document/20240115_CO2_concentration_in_the_Atmosphere_Since_1958.ipynb new file mode 100644 index 0000000..c0de66b --- /dev/null +++ b/module3/Computational Document/20240115_CO2_concentration_in_the_Atmosphere_Since_1958.ipynb @@ -0,0 +1,1513 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# CO2 concentration in the atmosphere since 1958" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "from scipy.optimize import curve_fit\n", + "import pandas as pd\n", + "import numpy as np\n", + "import datetime" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data has been loaded from the available from the Web site of the Scripps Institute. \\\n", + "The data selected contains the weekly frequency and has been downloaded from https://scrippsco2.ucsd.edu/data/atmospheric_co2/mlo.html on the 16th of January 2024." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "os.chdir(os.getcwd())\n", + "data_url = \"../Source/20240116_weekly_in_situ_co2_mlo.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When opening the CSV file the below message is dispalyed and we can see that the data is loaded from the line 45 without any header. \\\n", + "We therefore skip the first 44 rows using `skiprows=44`." + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "\"-------------------------------------------------------------------------------------------\"\n", + "\" Atmospheric CO2 concentrations (ppm) derived from in situ air measurements \"\n", + "\" at Mauna Loa, Observatory, Hawaii: Latitude 19.5°N Longitude 155.6°W Elevation 3397m \"\n", + "\" \"\n", + "\" Source: R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher \"\n", + "\" Scripps CO2 Program ( http://scrippsco2.ucsd.edu ) \"\n", + "\" Scripps Institution of Oceanography (SIO) \"\n", + "\" University of California \"\n", + "\" La Jolla, California USA 92093-0244 \"\n", + "\" \"\n", + "\" Status of data and correspondence: \"\n", + "\" \"\n", + "\" These data are subject to revision based on recalibration of standard gases. Questions \"\n", + "\" about the data should be directed to Dr. Ralph Keeling (rkeeling@ucsd.edu), Stephen Walker\"\n", + "\" (sjwalker@ucsd.edu) and Stephen Piper (scpiper@ucsd.edu), Scripps CO2 Program. \"\n", + "\" \"\n", + "\" Baseline data in this file through 07-Jan-2024 from archive dated 08-Jan-2024 14:25:05 \"\n", + "\" \"\n", + "\"-------------------------------------------------------------------------------------------\"\n", + "\" \"\n", + "\" Please cite as: \"\n", + "\" \"\n", + "\" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and \"\n", + "\" H. A. Meijer, Exchanges of atmospheric CO2 and 13CO2 with the terrestrial biosphere and \"\n", + "\" oceans from 1978 to 2000. I. Global aspects, SIO Reference Series, No. 01-06, Scripps \"\n", + "\" Institution of Oceanography, San Diego, 88 pages, 2001. \"\n", + "\" \"\n", + "\" If it is necessary to cite a peer-reviewed article, please cite as: \"\n", + "\" \"\n", + "\" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and \"\n", + "\" H. A. Meijer, Atmospheric CO2 and 13CO2 exchange with the terrestrial biosphere and \"\n", + "\" oceans from 1978 to 2000: observations and carbon cycle implications, pages 83-113, \"\n", + "\" in \"A History of Atmospheric CO2 and its effects on Plants, Animals, and Ecosystems\", \"\n", + "\" editors, Ehleringer, J.R., T. E. Cerling, M. D. Dearing, Springer Verlag, \"\n", + "\" New York, 2005. \"\n", + "\" \"\n", + "\"-------------------------------------------------------------------------------------------\"\n", + "\" \"\n", + "\" The data file below contains 2 columns indicaing the date and CO2 \"\n", + "\" concentrations in micro-mol CO2 per mole (ppm), reported on the 2012 \"\n", + "\" SIO manometric mole fraction scale. These weekly values have been \"\n", + "\" adjusted to 12:00 hours at middle day of each weekly period as \"\n", + "\" indicated by the date in the first column. \"\n", + "\"-------------------------------------------------------------------------------------------\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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01
01958-03-29316.19
11958-04-05317.31
21958-04-12317.69
31958-04-19317.58
41958-04-26316.48
.........
33532023-12-02420.28
33542023-12-09421.23
33552023-12-16422.57
33562023-12-23422.06
33572023-12-30421.76
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3358 rows × 2 columns

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" + ], + "text/plain": [ + " 0 1\n", + "0 1958-03-29 316.19\n", + "1 1958-04-05 317.31\n", + "2 1958-04-12 317.69\n", + "3 1958-04-19 317.58\n", + "4 1958-04-26 316.48\n", + "... ... ...\n", + "3353 2023-12-02 420.28\n", + "3354 2023-12-09 421.23\n", + "3355 2023-12-16 422.57\n", + "3356 2023-12-23 422.06\n", + "3357 2023-12-30 421.76\n", + "\n", + "[3358 rows x 2 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_url, skiprows=44,header = None)\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First we are checking if there are any data missing." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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dateco2_concentration
01958-03-29316.19
11958-04-05317.31
21958-04-12317.69
31958-04-19317.58
41958-04-26316.48
.........
33532023-12-02420.28
33542023-12-09421.23
33552023-12-16422.57
33562023-12-23422.06
33572023-12-30421.76
\n", + "

3358 rows × 2 columns

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" + ], + "text/plain": [ + " date co2_concentration\n", + "0 1958-03-29 316.19\n", + "1 1958-04-05 317.31\n", + "2 1958-04-12 317.69\n", + "3 1958-04-19 317.58\n", + "4 1958-04-26 316.48\n", + "... ... ...\n", + "3353 2023-12-02 420.28\n", + "3354 2023-12-09 421.23\n", + "3355 2023-12-16 422.57\n", + "3356 2023-12-23 422.06\n", + "3357 2023-12-30 421.76\n", + "\n", + "[3358 rows x 2 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data.columns = [\"date\",\"co2_concentration\"]\n", + "raw_data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "date object\n", + "co2_concentration float64\n", + "dtype: object" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that the data type of the column \"data\" is not defined as a period and we are updating it to be sure that it is going to be treated appropriately." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "date datetime64[ns]\n", + "co2_concentration float64\n", + "dtype: object" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data.date = pd.to_datetime(raw_data.date,format='%Y-%m-%d')\n", + "raw_data.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now change the index and sort by date to make sure that it is effectively ordered correctly." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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co2_concentration
date_index
1958-03-29316.19
1958-04-05317.31
1958-04-12317.69
1958-04-19317.58
1958-04-26316.48
......
2023-12-02420.28
2023-12-09421.23
2023-12-16422.57
2023-12-23422.06
2023-12-30421.76
\n", + "

3358 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " co2_concentration\n", + "date_index \n", + "1958-03-29 316.19\n", + "1958-04-05 317.31\n", + "1958-04-12 317.69\n", + "1958-04-19 317.58\n", + "1958-04-26 316.48\n", + "... ...\n", + "2023-12-02 420.28\n", + "2023-12-09 421.23\n", + "2023-12-16 422.57\n", + "2023-12-23 422.06\n", + "2023-12-30 421.76\n", + "\n", + "[3358 rows x 1 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[\"date_index\"] = pd.to_datetime(raw_data.date,format='%Y-%m-%d')\n", + "sorted_data = raw_data.set_index(\"date_index\").sort_index().drop(['date'],axis=1)\n", + "sorted_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are now plotting all the values into a graph." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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mO45UNGrOtbY55BmUpIggGPX+CDHqEaLaPhwWqN1Au/SmkfDTAU/PHtLrOhafCrcZExERnYUXvzkoH/v76eBwCmi1OeTqsuYgpcZJTJgRTdXiEk+oW4ASHWrE8SWzLsAd+xbOoBAREZ1Gk7UNS745qClnv+FIpXycFCEuzbTanXj44z0AgDaHssMnNkxZ0ultJevPFgMUIiKi0xj6zHf4+4bjuOHNzfK5igYl1yQmVMwzaW1Teu002dqU66o8lJRIJsKeCQYoREREp9BkVQINW5tSmE1dLXaAq1fO/3JK5HNv3TpGPlaXtB+eFH4+brPHYYBCRER0Cs2qDsSAErCozw9JNGvG+PvpMCRBqXVi8FeSZNNjWOvkTDBAISIiOoVWuzZAqWmyeYy5+aJkzevoUAP8VDtynIKSj5Jo5lbiM8EAhYiI6BQaVUs8ADSF2CQB/n6ICFaWcdRJsQBww+g+8nFCuPYatY8BChEREYA2hxMTl/yAm/6+RXNe6psjOVTWgJPVTfJrKfgIC1QHKNribP1dBd1CDP6ICjF06X33VNzrREREBGDl7mKUWlpRamnF4bIGZMSHAQBKLdoAJb+qCTtP1sqvfz05HQBgClL+So11a/oXbNBjx5PTEeCva7fTMXniDAoRERGAJ1fuk4/zVTMkT/9vv2ZcfnWTZjfPIFcgE2ZUF2bzXMaJCTMiPJizJ2eKAQoREfV6giDA5lCCjtp2EmElX+0tRR9XHsnUjBg5GTZONWvivsRDnXdOAcqSJUug0+mwaNEi+ZwgCHj22WeRmJiIoKAgTJ06Ffv3a6NPq9WKhQsXIjo6GiEhIZgzZw6KiorO5VaIiIjOWqvdqXl91K3Hjjtpi3H/GKVZYFQoA5SudNYByo4dO/D2229j+PDhmvMvv/wyXn31VfzlL3/Bjh07EB8fjyuuuAINDQ3ymEWLFmHlypXIysrCpk2b0NjYiNmzZ8PhcLj/GCIiovPuyz0lmtc1zR3PoADAu5tOAAACVMXaZmbGy8fuHYyp884qQGlsbMS8efPwzjvvICIiQj4vCAJee+01PPnkk7jhhhuQmZmJf/3rX2hubsZ//vMfAIDFYsHy5cvxyiuvYPr06Rg1ahRWrFiB3NxcrFmzpms+FRERUQc+2HoST32eC6dTqU3y4rcHNWOkJR51DZTXbx7p8V4ldUoC7djUCFw7MhFDE00YrCrSRmfnrAKUe++9F7NmzcL06dM150+cOIGysjLMmDFDPmc0GjFlyhRs3iz2L9i5cyfsdrtmTGJiIjIzM+Ux7qxWK+rr6zVfREREnWVtc+Dpz/dhxdYC7Cmqk8+7F2OrbRZrnQx6epV8bvrgOI/3WzC5r3ys0+nw+s2j8PX9lyAwwN9jLHVOp7cZZ2VlYdeuXdixY4fHtbKyMgBAXJz2P2JcXBxOnjwpjzEYDJqZF2mM9P3ulixZgueee66zt0pERKRxpFzJLVHnnVjbtDkote0s8QQbPIOOAbFhXXh3pNapGZTCwkL87ne/w4oVKxAY2HElPPc93oIgnHbf96nGLF68GBaLRf4qLCzszG0TEREBAA6UKjPw6oqw88anaMa5l7P/8M4J7f4dpW4YSF2rU092586dqKiowJgxY6DX66HX67F+/Xq88cYb0Ov18syJ+0xIRUWFfC0+Ph42mw21tbUdjnFnNBphMpk0X0RERJ1V2WCVj+tVAUqEqz7JnBGJAICG1jZNfkm/WM8Gf2GBek2/HepanQpQpk2bhtzcXOTk5MhfY8eOxbx585CTk4P09HTEx8dj9erV8vfYbDasX78ekyZNAgCMGTMGAQEBmjGlpaXYt2+fPIaIiOh8KKhulo8f/XSvfCwt8cSEGSHFHLsL6uTrMaGeu3IM/pw9OZ86lYMSFhaGzMxMzbmQkBBERUXJ5xctWoQXX3wRAwYMwIABA/Diiy8iODgYt9xyCwDAbDZjwYIFeOihhxAVFYXIyEg8/PDDGDZsmEfSLRERUVf6KNszRaDV7sDbG44DAPx0QHiwATVNNhwqE5eDxvWNbHd5p/oUxdzo3HV5L55HH30ULS0t+O1vf4va2lqMHz8e33//PcLClESipUuXQq/XY+7cuWhpacG0adPw3nvvwd+fWc9ERHR+CIKgeS3FHFe+tkE+t2JrARLDA1HTZMPhMrF+l7ro2h9/NgyPfZp7/m+Wzj1AWbdunea1TqfDs88+i2effbbD7wkMDMSyZcuwbNmyc/3xREREZ8R9p06YUfwr8KRq2WfB5L7YfqIGxyqbcLhcDFCi1RViTcoGkZdv1BYqpa7FBTQiIupRBEHAg//NwV0fZGtmTR5T5ZwAQH1rG+rcthM/NGMgElx9dqTARd2jJ0hV34Q5KOdXly/xEBERdaeaJhs+21UMACixtKJPeBAA4H85JR5jc4stCDb4o9nmwLqHp0Kn0yHRNV4SFaJ0IFZ3MR6fHnk+bp9cGP4REVGPoq4Qe6quxADw6c4iufFfZKgYiLgHKNeP6iMfj0gOBwCEGvVIMGvHUdfiDAoREfUof/4uTz6ubqenztSMGNS32LGroA7SApBB7yfnpPQJ1xYiVTf+MwcFYM//zYAxgP++P9/4hImIqEdRV4hdtU8sHCptIwaAt24dgwnpUQCA7SdqAAAZcWHyVuKUyGB5rFHvh1Cj9t/y5uAA9tq5ABigEBFRj5Ieo1R9za9qAgDsK7bI5wID/GEOCgAAlFpaAQDJkcpyjXrXjrXNedpWLXR+MEAhIiKf1Gp34FBZvUd9E3UF2L1FdRAEAZl9zJoxJleAItH7KX8dGlT9ddKjPUvc04XBAIWIiHzSne9nY+ZrG/HtPm3/t0Zrm3zcZHPA0mLHrgKx/9vtE1MBQJ5BkXyxR9nho94+PG9CapffN50ZBihEROSTNh6pAgAs33RCPuc+mwIAZfWtWHe4EgCw+Vg1AO3WYQDoHxsqH+tVAcrk/tFdd8PUKdzFQ0REPsfhVAKRFpuyQ6dFtVsnLSoY+dXNmkqxc8cmAwCiw7TN/34/Z6jm9cs/G47aZhsy4sNA3YMBChER+ZzfvJ8tHx8orVed3ykfD04wIb+6GccqG+Vzcy9yBSgh2gBlQJw2EJHGUffhEg8REXmt+lY7Vu4uQkOrXXP+h0MVmtetdgdsbU5sOloln4tz9c3JcSXNhhr1MAWK/y43BWn/fR7jNqNC3Y8zKERE5JUEQcDwZ78HAFw3MhGv3Tyqw7Ef7yyCv9t24GhXZdjvD5QDEJNnpS3D3Drs/TiDQkREXkm9dPN5O3103FU2WOVjg94PUaFnNivSJ5wl670RZ1CIiMgrWZrtpx/kEmLwhzNY2Tr86JUZiAjWbiW+e0o/zev1j0zFPzadwCMzB53bjdJ5wQCFiIi8knpHTrgq2FifV+kxttXuxLYT1fLrIIM/IoK1W4lDjdry9KlRIXju2syuul3qYlziISIir6QOUCwtdnlr8V0fKDt4RqWEAxCTZL/JVQq23TAqCZEh7gEK/03uSxigEBGRVyqsaZGPBQGoa7ZBEAS02p3y+QJXjZPff3VAPvfi9cMQZPBHuNsMSggDFJ/C/1pEROSV/rjqkOZ1TZMNe4ssmnPVTTb52Kj3g7XNiYv7i52K3avFJpiZDOtLOINCREReR91PR1LdZJO7DwPAY27JrWLnYSDeLNY/8fPTIUw1ayItB5FvYIBCRETdqqC6GTNf24CVu4vkcz/722aPcTVNNk1eyV2XpuP312pL1MeEGmHUK8mw145KBAD86uI0LvH4GP7XIiKibnXpn9YCAB74aA+uH5UEADhc3uAxrrrRKueVXJQWAT8/HS52a+aX6FbT5PlrM3HP1P5IcFWVJd/BGRQiIvIadoezw2vPfLEf+0rEHJRoVxE2963E7kXXdDod+oQHwc+PlWN9DQMUIiLqNm1uAUmtKunVnVMA/r7+OACgsFbcvWMOCoC6an1iOGdKegoGKERE1G2+21+uea2ufSJ5/eaRAKAJRPpGhwIA/P10CA9Sirhxp07PwQCFiIjOO6dTwOGyBjhdxdYkRa6ZEIkUoEzNiJHPDU4wARBroUj+oKoA2y8mVD52z0Eh38UAhYiIzrsv9pTgytc24IH/5mjOHyrTJsPuKawDAKw7LJazf/CKgR4VYYMN/jCrSt9fMkAJZgbEhYJ6BgYoRER03n27rxQA8D+3rsQrdxdrXj/2aS5aVcs8ESEGRAQbNMs75iBtE8BbJ6QAAMIC9UiPDunK26ZuxG3GRER03qlzTbYdr8b49KgOx361t1Q+vjozXs4zqXV1N3YPUKJCjch/aVYX3zF1N86gEBHReXXYbRnnpre3ysfSduHbJqYCAJIiglDTZJWvS8s76mWe/rFcxukNGKAQEdF5VVzX3O75hlY7qhrFYGRMagQAoM2hNAP8xbgU6FxrO1EhRvn7DP78q6s34H9lIiLqEscrG/HU57nIc6sC6157bURyOABgwb+y5XOZfcwAgOomK8rrxX47gQHKX1Em1bLO5YNju/K2yUsxB4WIiLrE5a+sBwCs2FqAw3+YKffEcbhtLY507cDZfqJGPidVgLU7BPx7WwEA4Hhlk3y90WqXj6VlIerZOINCRERdrrCmRT62tmmLr7XXqTgwwB8hBn/NuYvSIuTjh2dkyMejUyJAPR9nUIiIqMt9uacED1wxEIfLGvC7rBzNtR35tZrX140UOw432bSBzM/GJMnHY9MiceD3V8JPp4NBz39b9wYMUIiI6JxZmu2a11LdkldXH253fF2z0nPnmWuGelz30wExbks5wQb+ldWbMAwlIqJOWXuoAqv2lWnOFbqVrPdzRSihRm3NEkmOq2KsKVCP8GDPMXGmQOi5W6dX4399IiI6Y612B3713g7cvWKnZtakzS0Rttq1fTjEqOSV3DI+RT7eW2QBAKRFh8hbidXizexK3NsxQCEiojP24fYC+bjJpiS7NrZqE1//teUkAKBZlVeSYApEeoxYin5vUR0AIDVKKU1/6UClp05SRHDX3TT5JAYoRER0xpZ8c0g+rm9VZlBqVTklaurAZd6EVLlMfU6hawYlSglErsqMl4+TItiVuLdjgEJERGcsLFBJVP1G1TNn4Ye7AQApkUrAYWtzosQibjf+6y2jERliQGSwWLJeqiCrLlt/WYZSgM3InTq9Hv8EEBHRGVMHKOX1Vo/rBTVKsmyppQX7S+oBAKNSwgGI3YnVMuLD5GN13klggLYmCvU+DFCIiOiM2dqUuvXlDWJJeruqlv2VQ+MQ7Cq4tqfIAodTQGyYEYmuSrGRbgGKVEHWXRADlF6PAQoREZ0xmyoYkWZQ6lS7eR6dOUieZdlfLOaZqJd9/Nx27IQFarcYR4eKAcwUVcIs9U4MUIiIyIOtzYkyS6vmnNMpoKpRSYaVmvqdrBZ75oQZ9egXEyoHHf/8KR+ANuF1xtA4+bi9rsQ/PjwVGx65DGnRIR7XqHdhgEJERBp2hxMDn/oWE5b8gLWHKuTz37oVZ6tttkEQBNz41hYAQIOrx06oUZxBkWZb1Pkko1MiMCTBBACICfNs+mcKDEBKFLcYEwMUIiJyM+r3q+XjX723Qz7+ZGehZpwgiN2H3akTaQFg2uA4zeuXbxyO+6cNwKpFl3TF7VIPxcYGRESkoe42LM2GOJ0C1h6uBADMGBKH7w+UAwBqmjzrn4S49cyJCtUmxmb2MSOzj7lL75l6Hs6gEBFRh+TCaq7KrwDwi3FKyfrf/nunfHzlUO1MiURd64ToTHUqQHnzzTcxfPhwmEwmmEwmTJw4Ed9++618vbGxEffddx+SkpIQFBSEwYMH480339S8h9VqxcKFCxEdHY2QkBDMmTMHRUVFXfNpiIjojO0uqMUPB8tPOaaq0QpBELDONXsCAJcNUgqq7Sqok4//Pn8sAOCaEYnyucgQA0yB7TcMJDqVTgUoSUlJeOmll5CdnY3s7GxcfvnluPbaa7F//34AwAMPPIBVq1ZhxYoVOHjwIB544AEsXLgQ//vf/+T3WLRoEVauXImsrCxs2rQJjY2NmD17NhwOR0c/loiIzoPr/7YZC/6VjcNlDZrz0rIOAFjbnKhstMol6385Ka3d9xqkKrg2PElZvnHv0UN0pjoVoFxzzTW4+uqrMXDgQAwcOBAvvPACQkNDsXXrVgDAli1bcPvtt2Pq1KlIS0vDb37zG4wYMQLZ2dkAAIvFguXLl+OVV17B9OnTMWrUKKxYsQK5ublYs2ZN1386IiJq14+HlJmTO9/Plo9tbU74+2lrlRwtb0STKy9FqlPy9OwhmjGXDIiWj9XF2IYkmrrupqlXOescFIfDgaysLDQ1NWHixIkAgMmTJ+OLL75AcXExBEHA2rVrkZeXhyuvvBIAsHPnTtjtdsyYMUN+n8TERGRmZmLz5s3n+FGIiOhMfbVH6aOjLk//4fYCWFrsiAox4OL+UQCAY1VN2FVQC0DJSYl2S3w1qHrnhBj1eHv+GIxNjcArc0ect89APVund/Hk5uZi4sSJaG1tRWhoKFauXIkhQ8RI+o033sCdd96JpKQk6PV6+Pn54d1338XkyZMBAGVlZTAYDIiIiNC8Z1xcHMrKyjx+lsRqtcJqVXo+1NfXd/a2iYhIJU7V90Ytr1xc7vnFuBRUN9nwE6pRUN2Eo5WNAJQZkZhQbQ2TQL22NP2MofGYMTQeRGer0wFKRkYGcnJyUFdXh08//RS333471q9fjyFDhuCNN97A1q1b8cUXXyA1NRUbNmzAb3/7WyQkJGD69OkdvqcgCNC5lT9WW7JkCZ577rnO3ioREXXgu/3t/6Ow2SbmA5qClL8ejlc2QXCVOxmTGgkAiDVpAxxuG6au1uklHoPBgP79+2Ps2LFYsmQJRowYgddffx0tLS144okn8Oqrr+Kaa67B8OHDcd999+Gmm27Cn//8ZwBAfHw8bDYbamtrNe9ZUVGBuLj2t6cBwOLFi2GxWOSvwsLCDscSEdGpOZ0Cjlc2tXtNqoESbNDLuSQnqsSx6sqvyZHaJn+TXMtBRF3lnOugCIIAq9UKu90Ou90OPz/tW/r7+8PpFMsdjxkzBgEBAVi9WqlSWFpain379mHSpEkd/gyj0ShvbZa+iIjo9A6XNeCFrw9oCqqpG/5JWu3izElJXQsAIN4UKBdYO+4KUKT8EwAwui3puL8mOledWuJ54okncNVVVyE5ORkNDQ3IysrCunXrsGrVKphMJkyZMgWPPPIIgoKCkJqaivXr1+P999/Hq6++CgAwm81YsGABHnroIURFRSEyMhIPP/wwhg0bdsolICIiOjtXvrYBALBydzGyn7oCAGC1ewYoNU02JJgDsb9EzPFLjQpGWb22WWBsO71ziM6XTgUo5eXlmD9/PkpLS2E2mzF8+HCsWrUKV1wh/qHPysrC4sWLMW/ePNTU1CA1NRUvvPAC7r77bvk9li5dCr1ej7lz56KlpQXTpk3De++9B39/Rt9ERF3J0mKXj9VdiK1tnnWnqhqtKFV1L06KCPaYaRngVhG2T3gQiuta8PrNI7vojokUnQpQli9ffsrr8fHx+Oc//3nKMYGBgVi2bBmWLVvWmR9NRESdVOvWJ6fV7kBggD+abEqAktnHhH3F9ahqtCK/Stxu7KcDggz+iArRzpi47/zZ+OhlqGiwIr6DHUFE54K9eIiIeqiaZm2A8tVesfbJvzbnAxArxka6gpCjFY04WCou79x7WX8A2oJrABDtFrD4+ekYnNB5w27GREQ9lPsMSp0rYHnPFaA0WtuwIU/ssfPiN4fQNzoEADA6VaxVpS6+BgCmIPbUoQuHMyhERD3UjnxtSYd/bDoBQSpo0o6qBrEgZmpksHwuUTVDMiolvGtvkOgUGKAQEfVQ6w5XaF6XWFo1O3M+uXsinr1G6anT4KqBEh6sLO2UNyhVvONMXM6hC4dLPEREPdD+EgsOuXUpBoAZr26Qj8emRULv7/nvVFOg8leDw9nxjAvR+cQZFCIiH7f6QDnSHv8af117VD635Vi1fJweI+aWjEuLlGdJJKFGz3+nqoMWaYknxMBSEHRhMUAhIvJxd76fDQD403eH5RonYapZkBlDxKZ9jdY2pEaJ+SX3TxsAQFu+HgAGxYdpXr+/YDwmpEfiX3eMOz83T9QBBihERD3If7YVAAC+318un5sxVOx1Zmmx42S1WOtkSIIYiJiDAhCmmkVxb/rXPzYUWb+ZiLFpkef1voncMUAhIvJh7rtypJyRHw4pCbJSD51iV58dAFCnlgQbleUb99onRN2FAQoRkQ+rVO2yAYB9xRZUNCg7dYIC/DVN/iTVjcr3ldcrx/3dytkTdRcGKEREPsDa5sCfvjuEvHLtzpz9ruqvkq/2lmoSZL9/4NJ2A5TBCe13hU80B3XB3RKdOwYoREQ+4P8+34+/rj2GGUs3aLb+VtZrZ1CmZsSgxlVBNjrUgOTIYAS0s5W4o5ySWBM7FpN3YIBCROQDDpYpMyW1qh47b288DkDZLlzZYEW1q3PxrGEJ7b7X1IyYDn9O/xgu8ZB3YIBCROQDyixKXkmVK3+krtmGoxWNAJRE2PJ6q3w9KlSZDblxTJJ8PNxtp87eZ2fg7in9sHXxNPj56c7PByDqJAYoREQ+oEKVDPvpziIAwLgXf5DP/ennwwEAlY1WHHEFLVGhyo6cw6qqsuP6Rmne2xQYgMevGsTOxORVGKAQEXm5EtX2YACobbYDAGxtTvncRa6cEodTwM6TYpPA8CAlQBmtavQ3OlU5JvJW7MVDROQlLC12bDpShWmDYxEYoNQmuXvFTs24Zlub+7ciwN8PAf462B1KAu2AOCWf5JGZg2DQ+2FmZgKCDfzVT96Pf0qJiLzEtFfWy/kjWxZfjgTXlt+9RRbNOGmXjuTDOycAAIINelha7PL5tKgQ+TjUqMeTs4aAyFdwiYeI6AL6b3Yh5r61BXXNNo9rVariaX/4+iAAoMnqOVtS02STk2b9dMCIZDHpNShA29DPoOevePJd/NNLRHQBPfrJXmzPr8HI36/WnFfXNgEAf524m+az3cXyuYWX9wcgBig5hXUAgIx4k7xkU1bfCqKeggEKEVE3OVbZKB8fdKsIa3eICbBOVeDy8zHJAMQk2ZPVTQCAASxNTz0UAxQiogtECjokiz/LlY/X51VqrknF2JyuZoBXDo2TtwE7nIK8bZhbg6mnYoBCRHSBuDf2236ipsOxW4+L137/1QEAwPHKJhj0fggLFJdzfjpWBQBIZIBCPRQDFCKi88R9O3BtO4mxdocThTXN+NN3hwEAEcFKY79WuwOuCRSl+FqIWNtE6kA8IC5MHj+ur9Jf55eT0s79AxB1IwYoRETnwfNfHcCwZ7/HzpPKLEmr3eExrrG1DX9cdUh+PTUjVj5esfWkfJz1G3ErcWSIUnwNEKvASt66dYx8PCg+DES+jAEKEVEXEwQByzedgMMp4MPthfL5xz/N9Rjb0Nqm6bMzsV8UYsPEHjpvrjsmnx/vmh1JigjWfL8pSClnFRliwCNXZmBc30jMGZnYNR+GqJswQCEi6mLbVLkl0k6d8vpWeZlGrb7VjiCDUr/kxtFJcpM/dS8dnWvbcXpMiOb7w1QzKABw72X98d+7JrJaLPk8BihERF1sUVaOfFzhyhVRV3gFgP6u7cENrW3YeERMeO0bHQI/Px2iXYFJXrkY0ESrApXE8CDN+6hzVoh6EgYoRERdTF0wTQpMGlq1AUqIa9ZEnUj787FJAIBo1wyKpKpRSa5NUO3aGRQfJs+sEPU0DFCIiM4jHcSclBNVzfI5o94PRldZ+vxq5fycEWLeSJRbIuxrN42Uj/vFKIXZQo1cxqGeiwEKEdF51GBtQ155I77NLZXP/e++i+UaKMs3HpfP93Et30S5zaCotw9LCbQAkH2y9rzcM5E3YIBCRHQOnG49dPYW1XmM+XpvCWpcNVB+NjoJg+JN8rUS1w6eEcnh8nKNOjkWAGJUQYneX/m1/frNI8/p3om8GQMUIqKz9Ot/7UD6E9+gqFZZpnneVfkVUBJhDXo/FLiWcuZNSAEAzHXlm0hSIpXtw+YgJfE1PDgAAf7aX9V7npmBrxZOxrUj+3TRJyHyPgxQiIjOwtGKBqw5WAEAWLG1QD6vnlC5OjMeAFBc1yJXkU00i8s44/pGad4vJVLZnTMhXbnm104SrDkoAJl9zOf4CYi8GwMUIqKzkFtskY8DA5RfpWNTI+TjONeOm90FdXAKgMHfT16ucd8enKwqwGYKVJJfa5o8y+MT9QYMUIiITsO9pw4AVDUogUNJXYt8/PcNYtLrJQOiER4k5pIccnUeTooMgr+fOCPSJ0Jbz0RdIVan02GYa4bkn7+8qCs+ApHPYYBCRHQK//zpBDKf+Q5rD1dozlc1KZ2JC2qa3b8NG49UIcTorznXR1VkLcSt0mtypDZg+XLhZJxYcjUuGxQLot6IAQoR0Sk89+UBOAXgV//coTlfrSqelltkgSAIKLUoMymzhiV4FFxTz5K4J76qk2QlLMJGvRmr/BARdaDN4dS8brE55L451Y3KDEqTzYHqJhu+3FMin/vjjcM9vj9JtawT4K8NPhiMEGlxBoWIqAMvf3dY87pQtZ147eFKzbXi2haUWcSg5a5L0xFq1MOo1y7xqGdJ9P789Ut0Kvw/hIh6PUEQsPV4tUcy7Nsbjmtel7mKqqmrwkpJr0W1LahyzapISzsGvfZXbEZ8mHxsUAUolwyIPtePQNTjMEAhol7vgY9ycPPbW3HLO9vkc612h8c4qQngPf/eJZ8b49pWXFzXjC9cSzyxJjFAkYIXycA4VYCiV1eEHXWuH4Gox2EOChH1apuPVeHzHDGwyCmsk89vc/XKAcTdN8V1LahssLp/O8akRmD7iRoU1igJsunRoR7j3Pn76fDZbyfB3uZEpFtzQCLiDAoR9XLLN57QvLa2iTMnetXsx5SMGABAhWsGRfLLSWny1uFtJ6rl8+qlnFnDEgAAQxNNcDc6JQLj06M8zhMRZ1CIqJfrGx2ieV1maUVqVIhmR84AV0+digarJk9leJJZ3jqcV94IAAg2+GuWbxZfPQjpMSG44+K+5+0zEPVEnEEhol4tyq1WSXGtuFSj3rETGyaWrK9ssOK5L5RmgNeP6uNRYC08SFvCPikiGA/NyEAEl3GIOoUBChH1CmWWVnycXQhbm7Y2yfHKRs1rqSpsnCsoeeiKgQh19capabbho+xCeaxOp5PL2Uu4fZioa3CJh4h6hV+8sxUnqprw3f5yvHv7WPn8xzuLNONOVDcBAPa6mgGmRAXLW4KPVzYhxOCPJpsDj1yZAUBsFGjQ+8mBT3tl74mo8xjqE1GvcKJKDDzWHCw/5biTVc0or2/F0QpxZuXi/tFobVO2HEtbh6XtxeIsirKswx05RF2DAQoR9Vruyz2AOAMidR9Ojw5BdKgRF/dTCqnVt4pJsuHBSlCiPl54ef/zdbtEvUqnApQ333wTw4cPh8lkgslkwsSJE/Htt99qxhw8eBBz5syB2WxGWFgYJkyYgIKCAvm61WrFwoULER0djZCQEMyZMwdFRUXuP4qI6LyxNNsBAHnlDR7XappsaLKKQUhUqDgbYtD7eSTDqjsTq/NQ3JNuiejsdCpASUpKwksvvYTs7GxkZ2fj8ssvx7XXXov9+/cDAI4dO4bJkydj0KBBWLduHfbs2YOnn34agYGB8nssWrQIK1euRFZWFjZt2oTGxkbMnj0bDodn1UYios5wOAU8/9UBfLe/THN+fZ62b86W42LNkk9U+Se3T0wFICbC1rkCmFCjkqYXGawKQkIMCAtUZk3MqhkUaUsyEZ2bTgUo11xzDa6++moMHDgQAwcOxAsvvIDQ0FBs3boVAPDkk0/i6quvxssvv4xRo0YhPT0ds2bNQmxsLADAYrFg+fLleOWVVzB9+nSMGjUKK1asQG5uLtasWdP1n46IeqTKBit2nqzxOL/lWDWWbzqBuz7YCadTkM+vPqANWKSZE2mmBAAediW92tqcyC2uAwCkqWqk9FF1Io41Kf/ocn+fRLN2poWIzs5Z56A4HA5kZWWhqakJEydOhNPpxNdff42BAwfiyiuvRGxsLMaPH4/PP/9c/p6dO3fCbrdjxowZ8rnExERkZmZi8+bNHf4sq9WK+vp6zRcR9Wz/yynGK98fhiAIHtdu+vsW/OzNLdh8tEpzfstx5XVlo1KWPjJEu+xS7qoIK+3gCTb4I9Sol6vH7jxZCwDIUPXOiVEt3cSGad/PoQqG1LMpRHT2Oh2g5ObmIjQ0FEajEXfffTdWrlyJIUOGoKKiAo2NjXjppZcwc+ZMfP/997j++utxww03YP369QCAsrIyGAwGREREaN4zLi4OZWVl7f04AMCSJUtgNpvlr+Tk5M7eNhH5mN9l5WDZj0c1PXEA4IeD5Tju2pHz2e5izbW/rj0mH3+9V+k4vP5wBQAgzFXPpLzeqgl8bpuYBp1Oh2CDPwClKuwAVYCiXtKJcQtQRqaEd+7DEdFpdboOSkZGBnJyclBXV4dPP/0Ut99+O9avX4/w8HAAwLXXXosHHngAADBy5Ehs3rwZb731FqZMmdLhewqCAJ1O1+H1xYsX48EHH5Rf19fXM0gh6iXK3frfLPhXtnxsbWcXjqRKNYOyp0isadLg2oFT0dCK+hZlWUbaeSPt0JGkRgXLxymRyvFEt/45918+AIU1zbgqM+HUH4aIzlinAxSDwYD+/cX/mceOHYsdO3bg9ddfx7Jly6DX6zFkyBDN+MGDB2PTpk0AgPj4eNhsNtTW1mpmUSoqKjBp0qQOf6bRaITRyMx4ot5i9QGlVkmbw3OJR2JT1SdRL7MAQIix419v5fWt+Dyn+JRjDXo/RKlqmphUtU4uHRjj8bP+Nm9Mhz+PiDrvnOugCIIAq9UKg8GAiy66CIcPH9Zcz8vLQ2qqmB0/ZswYBAQEYPXq1fL10tJS7Nu375QBChH1LuqkVkc7OSgS9QyKesYEACwt4k6cPYV18rmBcUrTP6kQW0cSzYGamd1xfSMRHhyA4UlmjyUeIup6nZpBeeKJJ3DVVVchOTkZDQ0NyMrKwrp167Bq1SoAwCOPPIKbbroJl156KS677DKsWrUKX375JdatWwcAMJvNWLBgAR566CFERUUhMjISDz/8MIYNG4bp06d3+YcjIt+kLqBW22STj90TZtcdVrYPq7sPA0qtk2v/+pN87pWfj8Qt72xFg7UNRyrEnTz3TxvQ7j0kuO3GiQwxYMvj0xDg3/FyNBF1nU4FKOXl5Zg/fz5KS0thNpsxfPhwrFq1CldccQUA4Prrr8dbb72FJUuW4P7770dGRgY+/fRTTJ48WX6PpUuXQq/XY+7cuWhpacG0adPw3nvvwd/fv2s/GRH5rM9zlGBjf4mya69aFawA4jKM5A9fH9Rc+yi7EH+8cbjm3LAkM8zBAWiwtmF/sfi+SRHtbwtODPc8H2Tg7ymiC6VTAcry5ctPO+aOO+7AHXfc0eH1wMBALFu2DMuWLevMjyaiXupQmRKglFm0CbPqmZZxfSOx3W3Hj63Nib7RIThR1YQ3543WXGtw1S5JjghGe8xB3C5M1J3Yi4eIuk12fg22uqq6SvJdW4iV183y0s5PrroncSYlB8TuEIOUwABxdmPxVYPka9Y2B6oaxNyUgfHiluGi2hbN+6tnUAIDlF+JfTqYWSGiC4MBChF1izaHEze+tQU3v71VU5rePdnV5nCi2Sbu1lny7SEAYh0TSYvdAUuzHRtc5eyH9TGr3ssmz5RIFV7VPXX8/XRIMCtVYRdfNVg+njc+5dw+IBGdEwYoRNQtmqzKFuHnvzogH7dX26S22eZxzt9V9bXF5sDkl3+UzydHBsu5KccrxZ06kSEGOX/kupF95LHxpkDo/ZVfg7dNTMWGRy7DiSVXyzMyRNQ9GKAQUbf4z3aly3lalNLzZu2hCvlYKikvNe9TC3IFEC02h1yADQDiTIEIc9U1kQq0JYYrsyQGVUDi3qFYp9MhJSr4lIUjiejCYIBCROfVV3tLsOlIlcf5V1crNZOkmiUA8O6mE/KxVECt2ebA4bIG+fz7d4yTy9bXNtswNlUs/NgnPAgGvZ+8A0fKWenTzo4cAEjqIEGWiLofAxQiOm/K61tx339249bl2/DoJ3vk806nALuqQmxusUVOdlUzupZqrG0OvLPxuHx+Yr8oOQgpr29FqWt3zxu/GAkAOFgq7vyRmv6ptwxfN0pZ4uloizERdT8GKER03pTUKTtm/ptdJB//qFrGkewtqtO8npoRg1a7mKdS12xHqGs2JTUqGAH+fnJp+8NljShz9euRZkQGJ5g076WeQQlW1TJpr9YJEXkHBihEdN5UNXomtwJAjqr8vKTF5tRUir1xTJJcmG3toQqccG0/vmdKP817LF2TB4dTQIC/DjGhYs7Kz8cmad5bHYhEBBvkarDuTf+IyHt0ulkgEdGZct8yfLC0HoMTTPjL2qMeY3cV1GLtYWVmZURSOBLNQTjc2oAggz+OnxR35PSNDvH4XgCINwfCz7Wzx73ImjpA8fPT4fDzV8HmcHKnDpEX4wwKEZ2zI+UNmLF0vUc/nKLaZs3r+/6zCwDabbb36uo8LFclyCZHBuPGMeJMSG2zTS6w1jdGDFBe/pm2jL16J1Ckqgsx4Jkk6+enY3BC5OUYoBDRObti6QbklTdi4Ye7Ncs0+dXaAOWitEgAwIgksZjai9cPO+X7RoWKgcauk3UQBCDMqJeXcUamhGvGqgu0xYYFaq5FuQUsROT9GKAQUZeqVC3rNLuquIYHi0su0tLLSVfgoi5Zr3bJgGgAykyIlAQboPeTa5SEuy3jFKpK2IcGKqvXEcEB8tIPEfkOBihEdE7qW7VF1KpdibG2NifWHhbLz8e5ZjTqW+2oarTiSIWYTzIyORwvXJ8JQJs38rKrC3FUiDaAqVF1Mw4P1s6KXD8qUT4OVi3fLLx8wFl8KiLqbgxQiOic/C9Hm3dS6WrO99TnufK5wQlio74Ptxdi9YFyAGJeSFSoEcP7hANQirWZgwKQ4OqbExaozeNX98eRytlLpg6MlY+DVFuJrxgS1/kPRUTdjgEKEZ2Tv7ntyNldUAenU9DUPRmWFA5ALIzW4JpxuShNrP7qvsyj3qXjnkx7VWZCh/ehXsYJDPDHrRNS8LPRSSzGRuSjuM2YiM6Y0yl45HNIVVwlS9fk4eZxyZpzk/qJ9UZa7UrfHClPJCpUG4T0UQUUIUY9IkMM8tJObAc5K0PcCrMBwB+uO3UCLhF5N86gENEZWbWvFOlPfIPfvJ992rH1qt46b906BiZXfkl9S5tchl7aFuzvp5OrxAJAtNuOm3TVjEq6Ww0UaXfOrOEdz6wQkW/iDAoRnZG7V4g1TL4/UA5bmxMGvR8q6ls9xqVHh8iJs3EmI2ZmxsvLOjaHE2sOisXYRiSHy98TFqhHo2vHT6RbYqy1TenRo/fX/pvq83svxk9Hq/CzMdrKsUTk+ziDQkRnZEBsqHxcUCOWnX9ipZIIe/NF4rJObbMN/95WAAAorxcTZkMMerjv9E2NUjoJqy9JtU8kM1xJru0t4yRHBuPmcSkI8OevMqKehjMoRHRGpK3BAHCkvBH9Y8Owq6BOPnfvZf2RtaMQlhY7PttVrPlePz8dwgID5J06ABCp2iZcospjcU+M/c2UdAQb9bi4P/vmEPUm/GcHEZ3WvmKL5nVeuRisTBkYAwDQ++kQZxJrnTgF5fysYUpuiDo4GRQf5rFcI5ESaiVGvT8WTO6LQfGeMyhE1HMxQCEiWX5VE9Ie/xq//tcOzfkDJfWa1y12BwAxpwQAFl89WFOXZH2eWKBtsqsirLt+quUiQFumPiwwwH04EfVCXOIhItnUP68DAKw5WIGSuhalC7Bb/oi0E+frvaUAPLsHS+JNge2eH+AWoGT9ZgL2Flkwrm/kWd45EfU0nEEhonYdVeWcuM+grM+r1DQF7CgQmZCuLNc8eMVA+di9CmyIUY+J/aLgz545ROTCAIWol7G2OXDru9vw9Of7NOfVAQcA5BTWycfvbc73eB91X5yxrqqwd12aLp8z+PtpSs5HBCuzLEMTlSUdIqL2MEAh6mW2HKvGpqNV+GDrSXmpBlDyRiQldS3u36pxqKwBABBq1CPQ1ZxP3cBPyk+RRKgKsElJtEREHWGAQtTL5JU3yMevfJ8nHx8ua9CMk5r+qUWrytK/tf4YAG09k1ZX8iwAjx44M4fGY/6EVLzxi1FneedE1JswQCHqZV785pB8XNmg1B9JjdKWka9qFAOUV78/LJ/75O6J8vHGI1UAALtqpkQdoIzvq90urPf3w/PXZWLOiMRzuX0i6iUYoBD1UCt3F+G/Owo15xxObZ6JuhaJFGgEuZZrpBmUN35UuhUnRwbD3cyh8fLxL8alyMf3TO13trdORMQAhagnqmq04oGP9uDRT/dqklmrG7XLNpGqvBApQEkMF3fkVDZaPRJn/f10GJ6kTXC9VJVPkhgeJCbHBvijr1tjPyKizmAdFKIeKDu/Vj4+VtmIyBCxvsjhcm2eiToRduvxagBikHGyuhl2h4ASSytMgXrUt7bhn7+6CAAwNSMWe4uUyrJxqi3GBr0fdj49HX46HbcME9E54QwKUQ9UrAo83tlwXD6WmvfFuvrdFNUq4/6bXQRAzC1JcM2i5JU1oL5V7DI81NWsT523AgCxJm3vnLDAAIQY+W8fIjo3DFCIeqCi2mb5+GS1clzhCi5Gp4h1SywtdtS32tFobdN8f3iQuPTzyCd75HPSDp6v9pTK5xLNgTDq/UFE1NUYoBD1QMWqmZEqVd5JhWsGpW9MCEJdsxxVDVZkPvOdPOapWYMR7iqqZmsT81KMej/4uZZslt40Uh47IC7s/HwAIur1GKAQ+bC88ga8tf6YZnsvoF3iqW6yydelirCxYUZEhRrk62oLJveVC65Jyzv3TxsgX5+aoSTFdtSDh4joXHGhmMiHzVi6AQBwsroJS24YLp8vdqsCW9lg1ezYsbU5ERViwMnqZnlWBQB+dXEadDodzEHaXw3qomvqrclEROcLf9MQ+agyi5Ksqs4LabK2oa7ZDgDyUk1FQyuaVHkmk/pFI8aVKPvd/jL5/LzxYh0Te5t2e7F7VVhJZh/TuXwEIqIOMUAh8lG7CpStxIEGf7lmybFKsQuxKVCPdFctkop6q2ZWZViSWe5ArC5xLyW8Xj08QfOzEszaAOXzey/G76YNwO2T0rro0xARaXGJh8hHqWuYVDZYUVjTgpSoYNz3n90AAFNQgFyjpKLBio+yxaqy0wbFAgBipQBFVRtFqhQ7vm+k5mepe/AAwMjkcIxMDu/CT0NEpMUZFCIvJggC+j/xDdIe/xpHK7RF1kot2nokRyvF6wU14rbikroWORF26/Fq5Fc1AQAmpIs9cuJVBdYA4Jeq2RCpO7HEoOevCiK6sPhbh8iLFdW2oM3VP2f6qxs015ZvOqF53Wh1wNJil1+/PX8smqzi7p1v95Uh31UPZfYIcflmoNsW4Y7yTIiIugMDFCIvZm1znH6QS0V9K25+e6v8elL/KEzqF+UxLi5MnDkJMmj/93fvZnzzRckAgOhQA4iILjTmoBB5sdpmu+Z1q93hsfxy+aBY/HioAkW1LThYWi+fDzbo0S821OM9pYJr6dHaa32jtZ2KX7h+GOZPTEUGi7ERUTfgDAqRF/jDVweQ9vjX2OZq2Cc57tqRI5FqlkgVXgGlC/F7m/PlHjvS7EeoW0+cOSMS5WM/Px3SopSgREqQlfj76TA00cy6J0TULfibh6ibNVrb8K4rn+Qm1RINADz2aa7mdaWrbP2kl36Uz208UiUfBxvE2ZXrR/UBAI+mfVITQIm6iix76hCRN2GAQtTN9hbVaV5XNohBiHv5ekDpq6Pur3PjmCTVdTHgiHbNpIQYtEFHRLA2n6ShVdskkIjIWzBAIbqAWu0OtDmcmnMHSuo1r8vrxe3DO08qhdimDxZrl6w7XAkAGJygVHCVqr8CkLsSS3VL3GdQIoID2n0dGMBfBUTkXfhbiegCKa5rwaCnV+GyV9bJVV8Bz2Z9FQ1igDLv3W3yOangmjRzIiXD/vNXF6HVrg14DP5+MAWKgUmAW/6IOncFAN65bSxGp4Qj6zcTz/pzERGdDwxQiC6Qy/60DgBQWNOCk66aJIDY6E9NWqZRu3Sg2EG4osGKAtX3hhn1GJ0arhkbHWqATqdr9x7mjOijeT02LRKf/fZiVoUlIq/TqQDlzTffxPDhw2EymWAymTBx4kR8++237Y696667oNPp8Nprr2nOW61WLFy4ENHR0QgJCcGcOXNQVFR01h+AyBfUNNlgUy3tHKlQdud8k1umGVvfot1aDCi1SGqarCiqVQKUlKhgGPX+cs8dAHITwPaY3ZZ4iIi8VacClKSkJLz00kvIzs5GdnY2Lr/8clx77bXYv3+/Ztznn3+Obdu2ITEx0eM9Fi1ahJUrVyIrKwubNm1CY2MjZs+eDYfjzAtSEfmaN344onktLeNY2glG6txqnyyaPgCRIWLQUdNow7YTNQCARHMgYl1F19Sl6AfFs8MwEfm+TgUo11xzDa6++moMHDgQAwcOxAsvvIDQ0FBs3apsjSwuLsZ9992Hf//73wgI0P5rzWKxYPny5XjllVcwffp0jBo1CitWrEBubi7WrFnTNZ+IyAuVufXN+fv64wCAP313SD73i3Fi7ZLVB8rRZFV218yfkIrIEHEGpcnmwB7Xrp/fXJouj1HnmvSN0VaElXrsfHI380yIyHecdQ6Kw+FAVlYWmpqaMHGi+IvP6XRi/vz5eOSRRzB06FCP79m5cyfsdjtmzJghn0tMTERmZiY2b97c4c+yWq2or6/XfBF5q1//awd++c/tmkTY/m4VXRPM4szHftUOnuI6MYg5XN6ATUfF2iYxYUZEhhhgCtQjwF/MK5F28iSEK71zcost8rF6hw8APDtnKI69eDXGpmk7FBMRebNOByi5ubkIDQ2F0WjE3XffjZUrV2LIkCEAgD/+8Y/Q6/W4//772/3esrIyGAwGREREaM7HxcWhrKys3e8BgCVLlsBsNstfycnJnb1togvifznFWHOwAusOV2J3YZ18vrZZTHwd4ApUnK7g5eJ+0fIYp1MJaKRaKCOSwqHT6aDT6eRZFEmf8Pab+41IMnuc8/drP2mWiMhbdTpAycjIQE5ODrZu3Yp77rkHt99+Ow4cOICdO3fi9ddfx3vvvdfhDoKOCIJwyu9ZvHgxLBaL/FVYWNjZ2ya6IH6XlSMfq4ugVbt25kjl5JttYs7Vv7bkAwBunZCCp2cPkcd/kVMCAIg3KwmvYYHaJdOhicpMyabHLgMAzBqegPBgNvcjIt/X6WaBBoMB/fv3BwCMHTsWO3bswOuvv47BgwejoqICKSlK0SiHw4GHHnoIr732GvLz8xEfHw+bzYba2lrNLEpFRQUmTZrU4c80Go0wGjvemUDkDepbtcmtH+0owBTX9uC6FjFAiXdb2pH66CSYg5Cuyh3ZW1wHAJpGfXXNyvbjAbGhmqA+KSIY+S/N6qqPQkTU7c65DoogCLBarZg/fz727t2LnJwc+SsxMRGPPPIIvvvuOwDAmDFjEBAQgNWrV8vfX1pain379p0yQCHyNvWtduwuqNWcW72/XPN663Fxt43TKcjHRtVumzJLq1xk7ZZxKQjw95NL00vnrxwaL49X10dRb1MmIuqJOjWD8sQTT+Cqq65CcnIyGhoakJWVhXXr1mHVqlWIiopCVFSUZnxAQADi4+ORkZEBADCbzViwYAEeeughREVFITIyEg8//DCGDRuG6dOnd92nIjrPrv3LTzhR1YR3bxuL6UPiAAB6f+0ypVS7ZNFHOfI5c5CyTLPthNi5ODbMiAhXfok5KABNruWfAH+dXLKeiKi36dQMSnl5OebPn4+MjAxMmzYN27Ztw6pVq3DFFVec8XssXboU1113HebOnYuLL74YwcHB+PLLL+Hvz06q5Bse/WQPTlSJ1V//ve2kfF49OwIoeSZf7CmRz90wSmnst+WYGKBkxCvLOCZVAJNgDoJfB8mt4/tyRw4R9WydmkFZvnx5p948Pz/f41xgYCCWLVuGZcuWdeq9iLzFf7OVysdrXVt+AWD5phOacTVNniXrU6KCkRoVjJPVzcjaISZ7D1IFKIfKGuTjxPBAzfe+dtNIeTbGvccOEVFPw99yRJ3gUG0FdrcjX5uT0mxzoNWuVEj+2Whx9qTFpq2aPFCVCKuW6LaNWN1xeO5F3GpPRD0bAxSiDmTn12Dt4QrNueLalnbHWtuUoKOfajfOLlUi7T1T+wEAfjd9gOZ71Us8j1yZIR+71zmxOZTgaNawhNPePxGRL2OAQtSO45WNuPGtLfjVP3fIuSIA0KgqQQ8AOp0YnPx4UAlk1EHG7788AEDMT5ECl/Agg+b71VVmx6lyS9xnUAaoxrHwGhH1dJ2ug0LUG6hL0K/YehIT+4k71I5WKtt7AwP80Gp3oqi2BcV1yszKqJQIhBr1aLS2yRVjhyaa5Lol4aqOwimRwQg2KP8bxpuUvBP3AGVwggn/umNchxVkiYh6Es6gELVDXRRNKjsPAPd/uFs+loKJmiYbrG1i3ZJQox5xpkDccXEaACCvXAxo1MGGequxOiCRvl8SZ/LcYjxlYIxHXx8iop6IAQr1es22No9z207UyMd5FeLOmv0lSkO+UKMeUa4aJdWNVrmU/a0TUgEAQQbt5GSfDgKUZreE2dBA5fuSIoI790GIiHoQBijUq726Og9D/u87ZOfXaM4XqZJh65rtsLU5UaGaSXnkygy5EFtFgxW5rtL0Ua6Cawa3mihS92JAu8TzsCpfBRC3D695cApWP3CpZjaFiKi3YYBCvdobPxwBADz75X75nMMpIEfViRgADpc1oE21iyYxPAhxruWZ/KpmeYtxapQ46+EeoKiXeNSBR3udh/vHhmJAB1uPiYh6C/4TjXqt/2YrXbH3FStJseqcE0lxXQt+OKj02hmdEo68cnHpZ8txZZfPlAyxOaDRv+MARafTYc2DU9Bqd7DzMBFRBziDQr1CmaXVo8jao5/sbXdsVaMYoAQF+OMyV8BR32LHxzuVCrJRoUZ5BuVgqRjcjE4Jh1EvtmwINmpbN7jvyOkfG4rMPp6zJ0REJGKAQj3eH746gAlLfsBTn+ee0XgpQEmNCpZ741ha7PL1oAAx+HDfTZMWpRRo6xejvRahyjshIqLTY4BCPVqbw4l3XT1yPtxeeMqx9a1iECLtyIkJM8o7biwtdrk42r/vHA8ASIvS7rJJi1YCFHWwAkCugUJERGeGAQr1CEW1zViUtRulFm0p+h8PaUvVSyXppWBETSpj/9DHewCIyaxhrm2/JXUt8hKR1NzPfZfNMFXCa5CB3bmJiM4FAxTqESb/cS0+zynBxCU/as6r65kAQGFNMwDg2S/2w11xbQvyq5rk15cMiEFYoDiD8tnuYgDiUo1U+VXv7wejardO/5j2C6i996uLOvtxiIh6PQYo5DNa7Q7M/fuWdoOLjri3rJHqm6zer+zImTYo1nWtGYddO3MA4JbxKR5Bh3uyq1RBFtDWOgGADY9chrfnj8GUgTFnfL9ERCTiNmPyGd/klmL7iRpsP1GDWyekykmq+4otmnGCIMg5H6WWVs01Kb+kQdX0L9WVL1JqacWKbQWa8Ze5ghdJgrnjPjh6t63FKVHBSIliNVgiorPBGRTyGd/klsrHRbXN8vHsZZs049YeVvJOvtpbqrnW1E5Z+8RwceajuK4Fka5KsFKVWPeuwY1Wz9wVIiLqegxQyGdUNSoN/MrcZkbUNuRVucYrBdekHTcHS+vlRFkA+GrhZHnZpqSuRc4pefyqwe2+t/sMyiOuUvVPzWp/PBERnR0u8ZDPUJef/+OqQ7h5XEq74/xcyztSGXsAyK8WZ1w+3F6ICelR8vmhiSa5YV9Nkw11rnoniW75JJJ7L+vv8dr9HBERnTvOoJBPqG2yaV83K0stJtdWYGlZ5h8/iXVP3t9yst33KqlTZl90Oh2CXVuCm20OlLquuSfDSvrFhLR7noiIuhYDFPIJK13bfCUD48QE2dwiC+pbxbwSqcx8ex68YqB8LNVK+e3UfgCUmiUVDVa02MXZlHjVDIpUCwVgwTUioguFAQp5nbzyBhxRbfcFgK2qhnwAUN8iBiWf7Vb64wxXFUprcziR7qrs+s9fXoQ7JveVrx0qFd87KULMS4kONWreu094EAIDlGDnkgHRZ/1ZiIjo7DBAIa/y6veHMWPpBlyxdANa7Uoyq9EVMFw5NA4AUFbfiiZrG8KDxGWdEcnheG7OUHl8XYsdx11F12JNRrEqrKvy686CWgBAcqS4jCOVs5eMTo3QvH70ykFIjgzSvD8REZ1fDFDIq7zx41H5WF3DZNORSgDArOGJ8rkDpfWobBTHTBkQjVhToNyUT50gG+OaIZEa/0kl66UZFHfhbgFLWnQINj56OW6flHZWn4mIiDqPAQp1i893F2PTkapTjimvF4OPygarnBQ7NjUCw/qISznVjVZU1ItbiWPCxCAkIlicUdlyTFkSkq4V12n79Ej1T9wVqmqsEBFR92CAQhdcYU0zFn2Ug1uXb0Obw6m5FqTK/ZAClENl9QDE3JDE8CC5pPxHOwrx/QGxZL3USTjcNYNypKIRAPD8tUM7TGxVJ9Xee1k/+fhUNVaIiOjCYIBC54UgCNiRXwNLSztdg1UzGX/fcFw+brE55F00ALD5qDgLcrhMTGqVkmCjXEs2aw9XymMHxokdhqVKsJIIt9eSVLcS9I2tSoXZ300b0NHHIiKiC4QBCp0Xn+wsws/f2oIRz33vMUvy5Mpc+fhP3x2Wj6ubrJpxH2UXAgB2F9QBADLixSBEqneiJuWZhAdrrw2IDZOPbxyTJB8/MH2gZpxUrA0AZmbGd/CpiIjoQmGAQuekzeFEczv9bR75ZK98/N/sIs21Y5VN7b7X1259cwDA2ubAzpPirpsRSeEAgPR2iqX5uXrmuM+gSEENIC4RSaS8FMldU/ohMMAPd17Sl7VOiIi8AAMUOic/e3MzRj+/GvWtHTfRe0I1YwJ41hVxOAW0OZxY8u0hj+/dmV+LMlcuyugUcftvUIC2Q8Nbt46Wj/tGK8FLZh+TZtyckcoOIKkTsvr1nmdm4MlZQzr8HEREdOGwFw+dNUEQsKfIAgB45bvDeO7aTACA07WNtz2tdgc2uu3eKatvhV8HkxYHSsUE2agQA8yuBFj3uiUzMxPk41jVzEhGnDZA6RcTis2PXw6dDogzee7gOVUlWiIiurA4g0JnbX2ekqT6L1Xfm8Z2lnykomvPfbnf41qTtQ3l9dr8E6kK7LYTNQDE4EIyIT2yw3sKNigxd2GN53ZhcRdQ+312iIjIezBAobN25/vZ7Z4/WFLvca7R2gZrmwMfbi/0uJZX3iAXYgOAd28bi0EJYu7INleJe3XeiTpHxH02RZ2D8ujMjDP5GERE5IUYoNBZU/erAQBbm7hbR6pBotZkbUOOazcOAPzfbCXX47FP9mLTUXHZZ2J6FKYPiZOXYKRGgO0lxgLwKD+fER+Gx2YOwlOzBmNsWsczLURE5N0YoNBpCYKA/KomuUS8JMGszeM4UiHWK2lvGWdXQS3qVDVRfjZa2fLbZHNg63FxKecBV9fhlEhtnZIQozZd6pO7J2LxVYMwZ0Qi3N0ztR9+fUn6aT8XERF5LwYodFpPrNyHqX9eh8l//FFzPq9cO1OSU1gHAEiNEmc71Lt1rHan3JF4cv9omIMD5B03I5LDAQAhBn+M6yvOegT4a/9ozhqWoHk9Ni0Sd03pJ28vJiKinoUBCgEAKhpa8d3+Mo9ZEgD4cHsBALF5nyCI16salaRWqcNwflUTappsOOpa4rnzknT83FUcrbLBisoG8XuSIsQk1TsuTgMA7HEFNk2qYmmlFm3fHPcCbERE1LNxmzEBAMa98AMAYGBcKL5/YIp83r0IW4O1DabAABTXigFEnMmIUSkR+G5/OaqbbHh3o1K6Ps4UKBdE219SjzzXEtDVrtmQjsrQA0Bdc8d1VYiIqOfjDAppuC/bvLnumOb1cVcVWKl4WrwpEMEGMVm2tK4VjVYloIkNM2JwgliLZNX+Mvl7pXPuVV/vvKSvfDxruHZJh4iIehcGKL3MRzsKsPmYtlCatPtGou6d4172/cdDFQCAF74+CECcJZGWhbYcr0aoKpk1PDgAQxK1xdIMej95ViUqRFtuXspdAYBJ/ZT8lcn9tZVniYio5+MSTy+yfNMJPP/VAQDA8RevlhNM1d2FAaC1zYlQV5LqyWpt3xwdxC3DBa4iaGX1rZodN3nl4jLOM9cMgU6nQ7xbxdbxfZWtv+4zKOnR7W8lHulKoiUiot6DMyi9hCAIcnACAMcqlaWcumabZqzVriSr/i+nBACQFiUGIbXNNjnZFRBnPdJdVV5DjXocLBUDlCGuZZwgt1op6oZ94cHaImvj06M0r9+/YxyuHhaPeRNSzuQjEhFRD8IZlF6ipkkbhBworceAOLFa615XPx3J0YpGRIUaUVCtlIqf2C8a+dUFqGq04lCZUin26VmDIe37abS2yTkog11LO+7bgFOilNkW963E/m5jLx0Yg0sHxpzpRyQioh6EMyi9hPsyjhR8lFpa8MwX2sJqP7mqur66+rB8blRKOACgqsGG5786KJ+PNQUiyKCdJYkzGWEK1M6OSNKjQ9s9T0REpMYApZcocQtQXlmdBwC45I9rPcZKMxufu5Z3ACA5Qpz5qGq0IixQnHib6FqSCXZbxkmNbD+XBFCWfiTD+pjP6P6JiKh3YYDixbLza/Damjy0qAqYnc5/thUg7fGv8Zcfj2jOF9e1tju+rZ3CbHkVjahWFWIb1zcSMWFiQmtlo1XeVnz7pFQAgN5tqUa9jAMAn94zESmRwXhuzlCPax/dNQG/ndoPXy2cfCYfj4iIegkGKF6qssGKG9/agtfWHMG/t530uP7h9gIseG8Hyuu1gccTK3MBAH/+Pg+7Cmrl83llYvLqpH7irIe01Vft9ZtHAgD2F1tw89tb5fPv3DYWMaHibpyG1jacdC0Pxbrt0JG499EZkxqJDY9ehtsnpXmMDTbo8ejMQcjkTAoREakwQPFSr63Jk4+z82s11xqtbVj8WS5+OFSBD7YowYv7TMsNf9sMQNzB81F2IQBgiivptKrRCruq3smjMzMwOiUCAFBU26LpSGwOCoApSA+Ta2mn2pVwG6cKUG6bmCofR4WyLD0REZ0bBiheSr09t9muDTy+2VsqH+8uVIIXS4tneXi7wyn3xgHECq0B/joIgrbGyS8npSHBHAh/Px1sqsDlhtF9AIgF2/rFKgmufjqxUqzkiiFx8vE17XQYJiIi6oxOBShvvvkmhg8fDpPJBJPJhIkTJ+Lbb78FANjtdjz22GMYNmwYQkJCkJiYiNtuuw0lJSWa97BarVi4cCGio6MREhKCOXPmoKioqOs+kQ+pbbIh7fGvkfb419h5UjtLot6e6x54fLyzUD4uqlWSX6VuwWqtdgfyVduFkyKCERsmznxIVWFDjXoEBfhD7+/nUVjtmuFKsFFRr+SlxIQZNduEL0qLxIDYUNwwuk+HO3iIiIjOVKcClKSkJLz00kvIzs5GdnY2Lr/8clx77bXYv38/mpubsWvXLjz99NPYtWsXPvvsM+Tl5WHOnDma91i0aBFWrlyJrKwsbNq0CY2NjZg9ezYcjjNPBPU1G49UYv7ybZoS8gDw0reH5ONHPtmjudak6mnToApQTlQ1YUd++7Mmiz7KkY+lCvUtdgf2l4h1TqTZkHizGIR87ZqJmZAeKZe0Nwdpg4tLBihl5tVblePNQZpxgQH+WP3gFLw6dySIiIjOVacKtV1zzTWa1y+88ALefPNNbN26FQsWLMDq1as115ctW4Zx48ahoKAAKSkpsFgsWL58OT744ANMnz4dALBixQokJydjzZo1uPLKK8/x43in+cu3AwDmvbsNH901UT6/+mC5fFzdqC2k9tmuYvlYHYR8ulOcbeofG4qjFY0ddv0NCvBHs82BVpsTx1xN+gbFi4XZpCBkj6tA2yhX7gkAmIKUPxJxJqPHDh2JIHju/iEiIuoqZ52D4nA4kJWVhaamJkycOLHdMRaLBTqdDuHh4QCAnTt3wm63Y8aMGfKYxMREZGZmYvPmzR3+LKvVivr6es2XtzlYWo+0x7/G1D951hWRbDtRo3mtru5qabHLr51OAS2qvJOaZhvsDiccTgGf7hIDlPkTlKTUvPIG1Krea9qgWDmHpcXuQIVrp0+Ca9YjwF9bsTUxXFnWUXcjdl/uGZ6k7LQ5Uant0UNERNSVOh2g5ObmIjQ0FEajEXfffTdWrlyJIUOGeIxrbW3F448/jltuuQUmk1icq6ysDAaDAREREZqxcXFxKCsr6/BnLlmyBGazWf5KTk7u7G2fd1e9vhEAkF/drKkhop5pCDOeesJqk6uCa32rdlZEEMRtxzvya1BqaYU5KABzVImoOQV1yC1WytX/7dbRCFQFKFJgFB0qJrV+t78cauouws2qnUDq/BYAuFUVFLl3KSYiIupKnQ5QMjIykJOTg61bt+Kee+7B7bffjgMHDmjG2O123HzzzXA6nfjb3/522vcUBEHOgWjP4sWLYbFY5K/CwsIOx3YH9+UO9SzEf7YXyMcN1jY4XIXR1EFIvxgxQJCa8B0oFWeI4kxGubleqUXZ+ntRWiQiVJ2ADXo/VLmCoov7R8Go95fLz3+hqgbrXiRNot4urE6KrXbr3zO5v5KP8vKNw9t9LyIioq7Q6QDFYDCgf//+GDt2LJYsWYIRI0bg9ddfl6/b7XbMnTsXJ06cwOrVq+XZEwCIj4+HzWZDba12x0pFRQXi4uLQEaPRKO8ckr68yeZj2t0z6ryQJ1fu01wrds1KfLRdCbImuoqnSV2FpaBifN8oefml1NKKAte24ORIMWiZ4dra22htwyvfi3VTYlyzJFIg9I+fTsg/R91JWC0yWAl2Rrp67gDAtSO124UTw4OQ++wM5P3hKs2sCxERUVc75zoogiDAahX/9S4FJ0eOHMGaNWsQFRWlGTtmzBgEBARokmlLS0uxb98+TJo06Vxv5bzLKazD7GUbscUtIKlo0FZzLaxtRkeOVIgVXaVaI4EBfnKAUNVoQ0V9K7J2iMHLxH5R8m6ZMksrjrvyPvrFiPVIpGqwhbXN8g4bqYqrUd/xf9qbxmqXyNTN/kYmhcvH6tkUSVhgAAyneG8iIqKu0Km/aZ544gls3LgR+fn5yM3NxZNPPol169Zh3rx5aGtrw4033ojs7Gz8+9//hsPhQFlZGcrKymCziTMDZrMZCxYswEMPPYQffvgBu3fvxq233ophw4bJu3q82XV//Qn7iuvxi3e2wtqm5GoEuO10ue8/uzt8j7xycZlGWs755aS+csn4E1WNch4KIFZ9TTArMyjHq8QAJd21JDTAVThtraueCQD89rL+AIBDrtL2km/uv0Q+vnFsUof3FxFiwNjUCCSYAzEmNaLDcUREROdTp7YZl5eXY/78+SgtLYXZbMbw4cOxatUqXHHFFcjPz8cXX3wBABg5cqTm+9auXYupU6cCAJYuXQq9Xo+5c+eipaUF06ZNw3vvvQd/f394ix8PlSPUGIBxfSM7HHOyuhkD48Rtu+0VSAO0uSnTB8dhzcFy7Cu2wOEU8N7mfADiDhppGafJ6sCOfDGh9bqRiUgMD5IDlJPVzSioEWdmpBkU6edLQU9mH5OcHOsuOkxZxlHXWGnPx3dPhM3hhFHvPf9NiIiod+lUgLJ8+fIOr6WlpZ1RbYzAwEAsW7YMy5Yt68yPvmC+2FOC+z8UZ0COvXg1/F0VXd0/2/HKRjlAWLG1AO2RCqoZ9H5otIp5KV/nluJe1ywHIG4pDnQFAtY2h9yIb0qG2DNHClC2naiGwykgxOAvl5hPi9bmgagruE5Mj8IWVeAUZlRd66csvU0bFOtx3zqdjsEJERF1KyYTuJGCE0CbW/LTUe0siTRr0V5QlhQh5o0cq5R23UTI+SMAUFCjHE8fEocAV05HXnkjSi3iz5S6B0vLPw2t4qxHekyovOPJ5Fb1NVtVLv/NW0drrgUGKP+pjXp/vHj9MIxKCcf/XeO5RZyIiKi7MUA5hWJVHZDtJ7QBSpNNDBjUPXQWXzUIAGBx7eL5JlcsJZ8cEYxQVQ2U/7h28IxNjUBSRDCsdqUE/glXnslQV52RiGBtZ2Ap/wQAgt2Wc168fph8HO72fe7buG8Zn4KVv72Yu3GIiMgrMUBRkbbmSqSdMZZmO9748ajmWoFrKUZd56S/K2m1wdqGZlubvP04OTIYf/r5CHnchrxKAOK2XQAYn67NdRkQGyrXOXHvjSPlnwDahoIAcMOoPu1+rohgNu8jIiLfwgBFpbFVmzwqVVItrW/xGCsFL+qeOVMGxsjHK7aelAOeBZP7YkxqhFzJVSJVgw3w98NtE5UqreogxBSoTRNSz6C4cw9YJANiwzr8HiIiIm/EAEXFvcS8FKC0qpZglv1iFADIuSKSX05K0zTWk5Z+LhkQLe+sCTVql2TUyarq4CUqVFmecW/W1zf6zJdkPrl7Iq4cGodX5o44/WAiIiIvwgBFpcnWBnWqxoeu5ZvPdyuzJFJQUdVoxdEKpdbI3VP6ARATYgFgT6HYG0fqIAzAY2dMiCov5airjD0Aj5kWteTI9svVTx/suRtnbFok/j5/bIffQ0RE5K0YoKgMijfh2AtX44MF4+RzO0/WyjVLALEsfIC/DoIAfJxdJJ+XZj2CDGLQUebqIDwgTglQGk9Rf0Sv6jA8OEFbyv/ey/rJx+qtxGpRIR0HNURERL6mU3VQegM/Px0mpCtLL1/vLfW4Lvn7huMAxJLzUjXZEIN2lmSgKkCR8lYA4HfTBmjGzRufKuezDE8ya649PCMDwQa9JjdF8tato/Hh9kI8MjPj9B+OiIjIRzBAaUeAvx/GpkYg+2QtGlR5KWsenAIAsDu0u32uGKI0OgzyCFA8gwoAmJkZr3mdrsotkYqzSXQ6naa4m/Z9EjAzM6Gjj0JEROSTuMTTgRlDxaDj453KMk4/1w4af7fdMvdfrsyGJEUo+R6BAX4INigx4KWqXT7uyzgRIQb8+NAUbH9imkfNEiIiot6GAUoHElxdhNWkwMFfFUAY9X6IMyn5H5NUO3NGp2ib7f3f7MGIDDHIBd3cpceEypVjiYiIejMGKB1Qb/UFgBvHKB2AH1Xle8SEGTUzHlEhyve5Byj9Y8Ow86npuGtKPxAREVHHGKB0wH1XjHpJ5mejlWDFqNc+wmDV1mG7wwl3XL4hIiI6PQYoHUiLDtYs3UgNAAEgXFU63tqmDULUu3giQ7SzMERERHRmGKB0wKj3x9/miR2BdTpgiGoGRafTyQXYfjEuRfN94cEGXDk0DuagAPzq4r4X7oaJiIh6EJ0gCMLph3mX+vp6mM1mWCwWmEym03/DOdhVUIvaJhumDY7TnD9e2YhdBXW4YVSfDnvgEBERkaIzf3+zDsppuCe6StJjQpHeTuE0IiIiOndc4iEiIiKvwwCFiIiIvA4DFCIiIvI6DFCIiIjI6zBAISIiIq/DAIWIiIi8DgMUIiIi8joMUIiIiMjrMEAhIiIir8MAhYiIiLwOAxQiIiLyOgxQiIiIyOswQCEiIiKv45PdjAVBACC2bSYiIiLfIP29Lf09fio+GaA0NDQAAJKTk7v5ToiIiKizGhoaYDabTzlGJ5xJGONlnE4nSkpKEBYWBp1O1633Ul9fj+TkZBQWFsJkMnXrvXgLPhMtPg9PfCZafB6e+Ey0esrzEAQBDQ0NSExMhJ/fqbNMfHIGxc/PD0lJSd19Gxomk8mn/9CcD3wmWnwenvhMtPg8PPGZaPWE53G6mRMJk2SJiIjI6zBAISIiIq/DAOUcGY1GPPPMMzAajd19K16Dz0SLz8MTn4kWn4cnPhOt3vg8fDJJloiIiHo2zqAQERGR12GAQkRERF6HAQoRERF5HQYoRERE5HUYoADYsGEDrrnmGiQmJkKn0+Hzzz/XXC8vL8cvf/lLJCYmIjg4GDNnzsSRI0c83mfLli24/PLLERISgvDwcEydOhUtLS3y9draWsyfPx9msxlmsxnz589HXV3def50nXeuzyM/Px86na7dr48//lge5yvPA+iaPyNlZWWYP38+4uPjERISgtGjR+OTTz7RjOltz+TYsWO4/vrrERMTA5PJhLlz56K8vFwzxleeyZIlS3DRRRchLCwMsbGxuO6663D48GHNGEEQ8OyzzyIxMRFBQUGYOnUq9u/frxljtVqxcOFCREdHIyQkBHPmzEFRUZFmjC88k656Hm+//TamTp0Kk8kEnU7X7uf0hecBdM0zqampwcKFC5GRkYHg4GCkpKTg/vvvh8Vi0byPrzyTU2GAAqCpqQkjRozAX/7yF49rgiDguuuuw/Hjx/G///0Pu3fvRmpqKqZPn46mpiZ53JYtWzBz5kzMmDED27dvx44dO3DfffdpSvnecsstyMnJwapVq7Bq1Srk5ORg/vz5F+Qzdsa5Po/k5GSUlpZqvp577jmEhITgqquukt/LV54H0DV/RubPn4/Dhw/jiy++QG5uLm644QbcdNNN2L17tzymNz2TpqYmzJgxAzqdDj/++CN++ukn2Gw2XHPNNXA6nfJ7+cozWb9+Pe69915s3boVq1evRltbG2bMmKH5M/Dyyy/j1VdfxV/+8hfs2LED8fHxuOKKK+T+YgCwaNEirFy5EllZWdi0aRMaGxsxe/ZsOBwOeYwvPJOueh7Nzc2YOXMmnnjiiQ5/li88D6BrnklJSQlKSkrw5z//Gbm5uXjvvfewatUqLFiwQPOzfOWZnJJAGgCElStXyq8PHz4sABD27dsnn2traxMiIyOFd955Rz43fvx44amnnurwfQ8cOCAAELZu3Sqf27JliwBAOHToUNd+iC50ts/D3ciRI4U77rhDfu2rz0MQzv6ZhISECO+//77mvSIjI4V3331XEITe90y+++47wc/PT7BYLPKYmpoaAYCwevVqQRB8+5lUVFQIAIT169cLgiAITqdTiI+PF1566SV5TGtrq2A2m4W33npLEARBqKurEwICAoSsrCx5THFxseDn5yesWrVKEATffSZn8zzU1q5dKwAQamtrNed99XkIwrk/E8l///tfwWAwCHa7XRAE334mapxBOQ2r1QoACAwMlM/5+/vDYDBg06ZNAICKigps27YNsbGxmDRpEuLi4jBlyhT5OiDOsJjNZowfP14+N2HCBJjNZmzevPkCfZpzdybPw93OnTuRk5OjifB7yvMAzvyZTJ48GR999BFqamrgdDqRlZUFq9WKqVOnAuh9z8RqtUKn02kKTwUGBsLPz08e48vPRJpyj4yMBACcOHECZWVlmDFjhjzGaDRiypQp8mfZuXMn7Ha7ZkxiYiIyMzPlMb76TM7meZwJX30eQNc9E4vFApPJBL1ebK/ny89EjQHKaQwaNAipqalYvHgxamtrYbPZ8NJLL6GsrAylpaUAgOPHjwMAnn32Wdx5551YtWoVRo8ejWnTpslr7mVlZYiNjfV4/9jYWJSVlV24D3SOzuR5uFu+fDkGDx6MSZMmyed6yvMAzvyZfPTRR2hra0NUVBSMRiPuuusurFy5Ev369QPQ+57JhAkTEBISgsceewzNzc1oamrCI488AqfTKY/x1WciCAIefPBBTJ48GZmZmQAg329cXJxmbFxcnHytrKwMBoMBERERpxzja8/kbJ/HmfDF5wF03TOprq7G888/j7vuuks+56vPxB0DlNMICAjAp59+iry8PERGRiI4OBjr1q3DVVddBX9/fwCQ18vvuusu/OpXv8KoUaOwdOlSZGRk4B//+If8XjqdzuP9BUFo97y3OpPnodbS0oL//Oc/HuujQM94HsCZP5OnnnoKtbW1WLNmDbKzs/Hggw/i5z//OXJzc+UxvemZxMTE4OOPP8aXX36J0NBQmM1mWCwWjB49WvPcfPGZ3Hfffdi7dy8+/PBDj2vu930mn8V9jK89k65+Hqd7j7N9nwupK55JfX09Zs2ahSFDhuCZZ5455Xuc6n28lb67b8AXjBkzBjk5ObBYLLDZbIiJicH48eMxduxYAEBCQgIAYMiQIZrvGzx4MAoKCgAA8fHxHrsTAKCystIjWvZ2p3seap988gmam5tx2223ac73pOcBnP6ZHDt2DH/5y1+wb98+DB06FAAwYsQIbNy4EX/961/x1ltv9bpnAgAzZszAsWPHUFVVBb1ej/DwcMTHx6Nv374AfPPPycKFC/HFF19gw4YNSEpKks/Hx8cDEP91K/3OAMQlYumzxMfHw2azoba2VjOLUlFRIc9A+tozOZfncSZ87XkAXfNMGhoaMHPmTISGhmLlypUICAjQvI+vPZP2cAalE8xmM2JiYnDkyBFkZ2fj2muvBQCkpaUhMTHRY7tYXl4eUlNTAQATJ06ExWLB9u3b5evbtm2DxWLRLH34ko6eh9ry5csxZ84cxMTEaM73xOcBdPxMmpubAUCzqwsQ8zKkGbje9kzUoqOjER4ejh9//BEVFRWYM2cOAN96JoIg4L777sNnn32GH3/8UQ6yJH379kV8fDxWr14tn7PZbFi/fr38WcaMGYOAgADNmNLSUuzbt08e4yvPpCuex5nwlecBdN0zqa+vx4wZM2AwGPDFF19ocr0A33omp3TB03K9UENDg7B7925h9+7dAgDh1VdfFXbv3i2cPHlSEAQxQ3rt2rXCsWPHhM8//1xITU0VbrjhBs17LF26VDCZTMLHH38sHDlyRHjqqaeEwMBA4ejRo/KYmTNnCsOHDxe2bNkibNmyRRg2bJgwe/bsC/pZz0RXPA9BEIQjR44IOp1O+Pbbb9v9Ob7yPATh3J+JzWYT+vfvL1xyySXCtm3bhKNHjwp//vOfBZ1OJ3z99dfyuN70TARBEP7xj38IW7ZsEY4ePSp88MEHQmRkpPDggw9qxvjKM7nnnnsEs9ksrFu3TigtLZW/mpub5TEvvfSSYDabhc8++0zIzc0VfvGLXwgJCQlCfX29PObuu+8WkpKShDVr1gi7du0SLr/8cmHEiBFCW1ubPMYXnklXPY/S0lJh9+7dwjvvvCMAEDZs2CDs3r1bqK6ulsf4wvMQhK55JvX19cL48eOFYcOGCUePHtW8j6/9GTkdBiiCsn3N/ev2228XBEEQXn/9dSEpKUkICAgQUlJShKeeekqwWq0e77NkyRIhKSlJCA4OFiZOnChs3LhRc726ulqYN2+eEBYWJoSFhQnz5s3z2DLnDbrqeSxevFhISkoSHA5Huz/HV56HIHTNM8nLyxNuuOEGITY2VggODhaGDx/use24tz2Txx57TIiLixMCAgKEAQMGCK+88orgdDo1Y3zlmbT3LAAI//znP+UxTqdTeOaZZ4T4+HjBaDQKl156qZCbm6t5n5aWFuG+++4TIiMjhaCgIGH27NlCQUGBZowvPJOueh7PPPPMad/HF56HIHTNM+no/zsAwokTJ+RxvvJMTkUnCILQlTMyREREROeKOShERETkdRigEBERkddhgEJERERehwEKEREReR0GKEREROR1GKAQERGR12GAQkRERF6HAQoRERF5HQYoRERE5HUYoBAREZHXYYBCREREXocBChEREXmd/wdyvIBIap0C4gAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(sorted_data.index,sorted_data[\"co2_concentration\"])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are creating 2 new dataframes taking the average per month and average per year. We are plotting also those 2 new dataframes." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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co2_concentration
date_index
1958-03-31316.1900
1958-04-30317.2650
1958-05-31317.5000
1958-06-30NaN
1958-07-31315.6875
......
2023-08-31419.6225
2023-09-30418.1920
2023-10-31418.5975
2023-11-30420.2200
2023-12-31421.5800
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790 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " co2_concentration\n", + "date_index \n", + "1958-03-31 316.1900\n", + "1958-04-30 317.2650\n", + "1958-05-31 317.5000\n", + "1958-06-30 NaN\n", + "1958-07-31 315.6875\n", + "... ...\n", + "2023-08-31 419.6225\n", + "2023-09-30 418.1920\n", + "2023-10-31 418.5975\n", + "2023-11-30 420.2200\n", + "2023-12-31 421.5800\n", + "\n", + "[790 rows x 1 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sorted_data_bymonth = sorted_data.resample(\"M\").mean()\n", + "sorted_data_bymonth" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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co2_concentration
date_index
1958-12-31315.474000
1959-12-31315.945417
1960-12-31316.898868
1961-12-31317.634038
1962-12-31318.597708
......
2019-12-31411.417500
2020-12-31413.964902
2021-12-31416.086346
2022-12-31418.211569
2023-12-31420.831346
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\n", + "
" + ], + "text/plain": [ + " co2_concentration\n", + "date_index \n", + "1958-12-31 315.474000\n", + "1959-12-31 315.945417\n", + "1960-12-31 316.898868\n", + "1961-12-31 317.634038\n", + "1962-12-31 318.597708\n", + "... ...\n", + "2019-12-31 411.417500\n", + "2020-12-31 413.964902\n", + "2021-12-31 416.086346\n", + "2022-12-31 418.211569\n", + "2023-12-31 420.831346\n", + "\n", + "[66 rows x 1 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sorted_data_byyear = sorted_data.resample(\"Y\").mean()\n", + "sorted_data_byyear" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(sorted_data_byyear.index,sorted_data_byyear[\"co2_concentration\"])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that the result per month is very close to the curve obtained per week but also that when we look at the year we are leaving the frequency model and are approaching to a line.\n", + "We are now comparing the result for multiple cases to see how the plots are evovling with different grouping. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3,2,figsize=(10.0, 8.0),sharex=False,sharey=False)\n", + "axs[0,0].plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.3,label=\"Per week\")\n", + "axs[0,0].plot(sorted_data.resample(\"M\").mean().index,sorted_data.resample(\"M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Per month\")\n", + "axs[0,0].set_title(\"Co2 Concentration over time: Per Week vs Per Month\")\n", + "\n", + "axs[0,1].plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.3,label=\"Per week\")\n", + "axs[0,1].plot(sorted_data.resample(\"3M\").mean().index,sorted_data.resample(\"3M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Per quarter\")\n", + "axs[0,1].set_title(\"Co2 Concentration over time: Per Week vs Per Quarter\")\n", + "\n", + "axs[1,0].plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.3,label=\"Per week\")\n", + "axs[1,0].plot(sorted_data.resample(\"6M\").mean().index,sorted_data.resample(\"6M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Per semester\")\n", + "axs[1,0].set_title(\"Co2 Concentration over time: Per Week vs Per Semester\")\n", + "\n", + "axs[1,1].plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.3,label=\"Per week\")\n", + "axs[1,1].plot(sorted_data.resample(\"Y\").mean().index,sorted_data.resample(\"Y\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Per year\")\n", + "axs[1,1].set_title(\"Co2 Concentration over time: Per Week vs Per Year\")\n", + "\n", + "axs[2,0].plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.3,label=\"Per week\")\n", + "axs[2,0].plot(sorted_data.resample(\"5Y\").mean().index,sorted_data.resample(\"5Y\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Per 5 years\")\n", + "axs[2,0].set_title(\"Co2 Concentration over time: Per Week vs Per 5 Years\")\n", + "\n", + "axs[2,1].plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.3,label=\"Per week\")\n", + "axs[2,1].plot(sorted_data.resample(\"10Y\").mean().index,sorted_data.resample(\"10Y\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Per 10 years\")\n", + "axs[2,1].set_title(\"Co2 Concentration over time: Per Week vs Per 10 Years\")\n", + "\n", + "axs[0,0].legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", + "axs[0,1].legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", + "axs[1,0].legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", + "axs[1,1].legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", + "axs[2,0].legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", + "axs[2,1].legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", + "\n", + "fig.tight_layout()\n", + "fig.autofmt_xdate()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Viewing all those results and comparisons are telling us that if we want to build the best model that would fit best the CO2 Concentration evolution we have to look closer into how the frequency is build and avoid using grouping over per quarter. \\\n", + "We are therefore creating a graph for a shorter period of 5 years to understand better how the values are evolving over time." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10.0, 8.0),sharex=False)\n", + "ax.plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.5)\n", + "ax.plot(sorted_data.resample(\"M\").mean().index,sorted_data.resample(\"M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5)\n", + "ax.plot(sorted_data.resample(\"3M\").mean().index,sorted_data.resample(\"3M\").mean()[\"co2_concentration\"],color='g',linewidth=0.5)\n", + "ax.set_xlim([datetime.date(1995, 1, 1), datetime.date(2000, 1, 1)])\n", + "ax.set_ylim([340,400])\n", + "\n", + "ax.set_title(\"Co2 Concentration over time between 1995 and 2000\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see first that there is monthly frequency that exist with a curve is at its top in the summer and bottom in September.\n", + "We are looking deeper into one month starting in February to be neither in a top or bottom position." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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co2_concentration
date_index
1996-02-29363.0725
1996-03-31363.9600
1996-04-30364.6175
1996-05-31365.2350
1996-06-30364.7940
1996-07-31363.4100
1996-08-31361.2380
1996-09-30359.3250
1996-10-31359.5475
1996-11-30360.6560
1996-12-31362.3150
1997-01-31363.0350
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" + ], + "text/plain": [ + " co2_concentration\n", + "date_index \n", + "1996-02-29 363.0725\n", + "1996-03-31 363.9600\n", + "1996-04-30 364.6175\n", + "1996-05-31 365.2350\n", + "1996-06-30 364.7940\n", + "1996-07-31 363.4100\n", + "1996-08-31 361.2380\n", + "1996-09-30 359.3250\n", + "1996-10-31 359.5475\n", + "1996-11-30 360.6560\n", + "1996-12-31 362.3150\n", + "1997-01-31 363.0350" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 2, 1): datetime.date(1997, 2, 1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are now exploring and trying to find manually a model that could be close to the real frequency.\n", + "We can see from the previous graph that the curve is a sinusoid and inspired by https://mathbitsnotebook.com/Algebra2/TrigGraphs/TGsinusoidal.html and https://math.libretexts.org/Bookshelves/Precalculus/Book%3A_Precalculus__An_Investigation_of_Functions_%28Lippman_and_Rasmussen%29/07%3A_Trigonometric_Equations_and_Identities/7.04%3A_Modeling_Changing_Amplitude_and_Midline we have been exploring the data." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10.0, 8.0),sharex=False)\n", + "ax.plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.5,label=\"Without Resample\")\n", + "ax.plot(sorted_data.resample(\"M\").mean().index,sorted_data.resample(\"M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Resampled by Month\")\n", + "\n", + "# First we are calculating an amplitude over a month period: Average between the min and max / 2\n", + "amplitude = ((sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 2, 1): datetime.date(1997, 2, 1)].max()-\\\n", + "sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 9, 1): datetime.date(1997, 9, 1)].min())/2).iloc[0]\n", + "\n", + "# We define the initial offset that will be where the curve will begin \n", + "offset = sorted_data.resample(\"M\").mean().min().iloc[0] + amplitude\n", + "\n", + "# We are creating the frequency based on the period\n", + "f = len(sorted_data.resample(\"Y\").mean().index)\n", + "sample = len(sorted_data.index)\n", + "x = np.arange(sample)\n", + "\n", + "# Playing manually with the numbers we can find a line following the same frequency having the same gradient.\n", + "y = amplitude*np.sin((2 * np.pi * f * x / sample)) + offset + x/32\n", + "ax.plot(sorted_data.index, y, linewidth=0.5,color='g',label=\"Simulation\")\n", + "\n", + "ax.set_title(\"Co2 Concentration over time: raw data vs simulated sinusoid\")\n", + "\n", + "ax.legend(loc='upper left')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The model that we have looked at is telling us that we are heading in the right direction exploring a sinusoidal curve.\n", + "Using the curve_fit function from the scipy package we can work in finding the best parameters to best fit the evolution of the CO2 concentration." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# We are defining the model using a com function considering that there is a polynomial element as the values are increasing \"exponentially\"\n", + "# We define p as the \"polynomaial\" variable. Other variables are the other variables to take into account in a sinusoidal function.\n", + "def func_sin(x, a, b, offset, c, p):\n", + " return a * np.sin(2 * np.pi * b * x) + offset + c*x**p\n", + "\n", + "sample = len(sorted_data.index)\n", + "x = np.arange(sample)\n", + "y = sorted_data[\"co2_concentration\"]\n", + "plt.plot(x, y, 'b-', label='data')\n", + "\n", + "popt, pcov = curve_fit(func_sin, x, y)\n", + "popt\n", + "\n", + "# We are ploting in red the fitted curve calculated\n", + "plt.plot(x, func_sin(x, *popt), 'r-',\n", + " label='fit: a=%5.3f, b=%5.3f, offset=%5.3f, c=%5.3f, p=%5.3f' % tuple(popt))\n", + "\n", + "plt.title(\"Co2 Concentration over time: raw data vs fitted curve\")\n", + "\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.legend(loc='upper left')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are then taking the calculated variables and compare them with the initial data raw to identify if the prediction is close to the real values." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10.0, 8.0),sharex=False)\n", + "ax.plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.5,label=\"Without Resample\")\n", + "ax.plot(sorted_data.resample(\"M\").mean().index,sorted_data.resample(\"M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Resampled by Month\")\n", + "\n", + "# We are calculating an amplitude over a month period: Average between the min and max / 2\n", + "amplitude = ((sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 2, 1): datetime.date(1997, 2, 1)].max()-\\\n", + "sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 9, 1): datetime.date(1997, 9, 1)].min())/2).iloc[0]\n", + "\n", + "# We define the initial offset that will be where the curve will begin \n", + "offset = sorted_data.resample(\"M\").mean().min().iloc[0] + amplitude/2\n", + "\n", + "# We are creating the frequency based on the period\n", + "f = len(sorted_data.resample(\"Y\").mean().index)\n", + "sample = len(sorted_data.index)\n", + "x = np.arange(sample)\n", + "\n", + "# Playing with the numbers we can find a line following the same frequency having the same gradient.\n", + "y = popt[0]*np.sin((2 * np.pi * popt[1] * x/sample)) + popt[2] + popt[3] *x**popt[4]\n", + "ax.plot(sorted_data.index, y, 'g', linewidth=0.5,label=\"Simulation\")\n", + "\n", + "ax.set_title(\"Co2 Concentration over time: raw data vs simulation\")\n", + "\n", + "ax.legend(loc='upper left')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The result is displaying a line that is closed to the initial values.\n", + "We are expecting to get a preidction with a sinusoid to get also into the fact that the values are fluctuating.\n", + "To change from a line to a sinusoid only the last 3 variables of the func_sin are used and for the others we are using the original values." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10.0, 8.0),sharex=False)\n", + "ax.plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.5,label=\"Without Resample\")\n", + "ax.plot(sorted_data.resample(\"M\").mean().index,sorted_data.resample(\"M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Resampled by Month\")\n", + "\n", + "# We are calculating an amplitude over a month period: Average between the min and max / 2\n", + "amplitude = ((sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 2, 1): datetime.date(1997, 2, 1)].max()-\\\n", + "sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 9, 1): datetime.date(1997, 9, 1)].min())/2).iloc[0]\n", + "\n", + "# We define the initial offset that will be where the curve will begin \n", + "offset = sorted_data.resample(\"M\").mean().min().iloc[0] + amplitude/2\n", + "\n", + "# We are creating the frequency based on the period\n", + "f = len(sorted_data.resample(\"Y\").mean().index)\n", + "sample = len(sorted_data.index)\n", + "x = np.arange(sample)\n", + "\n", + "# Only the last 3 variables of the func_sin are used and for the others we are using the original values.\n", + "y = amplitude*np.sin((2 * np.pi * f * x/sample)) + popt[2] + popt[3] *x**popt[4]\n", + "ax.plot(sorted_data.index, y, 'g', linewidth=0.5,label=\"Simulation\")\n", + "\n", + "ax.set_title(\"Co2 Concentration over time: raw data vs simulated sinusoid with fitted values\")\n", + "\n", + "ax.legend(loc='upper left')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is really close but there is a need to investigate closer and we ar elooking in more details for data in between 1996 and 1997." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10.0, 8.0),sharex=False)\n", + "ax.plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.5,label=\"Without Resample\")\n", + "ax.plot(sorted_data.resample(\"M\").mean().index,sorted_data.resample(\"M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Resampled by Month\")\n", + "\n", + "# First we are calculating an amplitude over a month period: Average between the min and max / 2\n", + "amplitude = ((sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 2, 1): datetime.date(1997, 2, 1)].max()-\\\n", + "sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 9, 1): datetime.date(1997, 9, 1)].min())/2).iloc[0]\n", + "\n", + "# We define the initial offset that will be where the curve will begin \n", + "offset = sorted_data.resample(\"M\").mean().min().iloc[0] + amplitude/2\n", + "\n", + "# We are creating the frequency based on the period\n", + "f = len(sorted_data.resample(\"Y\").mean().index)\n", + "sample = len(sorted_data.index)\n", + "x = np.arange(sample)\n", + "\n", + "# Playing with the numbers we can find a line following the same frequency having the same gradient.\n", + "y = amplitude*np.sin((2 * np.pi * f * x/sample)) + popt[2] + popt[3] *x**popt[4]\n", + "ax.plot(sorted_data.index, y, 'g', linewidth=0.5,label=\"Simulation\")\n", + "ax.set_xlim([datetime.date(1995, 1, 1), datetime.date(2000, 1, 1)])\n", + "ax.set_ylim([340,400])\n", + "\n", + "ax.set_title(\"Co2 Concentration over time: raw data vs simulated sinusoid with fitted values \\n from 1995 to 2000\")\n", + "\n", + "ax.legend(loc='upper left')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The pick and lowest values are not fitting well and we are now looking into a selection of dates (beginning, middle and end) to see how it is fitting together." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2,2,figsize=(10.0, 8.0))\n", + "axs[0,0].plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.5,label=\"Without Resample\")\n", + "axs[0,0].plot(sorted_data.resample(\"M\").mean().index,sorted_data.resample(\"M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Resampled by Month\")\n", + "axs[0,0].set_xlim([datetime.date(1975, 1, 1), datetime.date(1980, 1, 1)])\n", + "axs[0,0].set_ylim([310,370])\n", + "axs[0,0].set_title(\"Co2 Concentration over time: \\n Prediction vs True Values - 1975-1980\")\n", + "\n", + "axs[0,1].plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.5,label=\"Without Resample\")\n", + "axs[0,1].plot(sorted_data.resample(\"M\").mean().index,sorted_data.resample(\"M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Resampled by Month\")\n", + "axs[0,1].set_xlim([datetime.date(1985, 1, 1), datetime.date(1990, 1, 1)])\n", + "axs[0,1].set_ylim([320,380])\n", + "axs[0,1].set_title(\"Co2 Concentration over time: \\n Prediction vs True Values - 1985-1990\")\n", + "\n", + "axs[1,0].plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.5,label=\"Without Resample\")\n", + "axs[1,0].plot(sorted_data.resample(\"M\").mean().index,sorted_data.resample(\"M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Resampled by Month\")\n", + "axs[1,0].set_xlim([datetime.date(2000, 1, 1), datetime.date(2005, 1, 1)])\n", + "axs[1,0].set_ylim([350,410])\n", + "axs[1,0].set_title(\"Co2 Concentration over time: \\n Prediction vs True Values - 2000-2005\")\n", + "\n", + "axs[1,1].plot(sorted_data.index,sorted_data[\"co2_concentration\"],color='b',linewidth=0.5,label=\"Without Resample\")\n", + "axs[1,1].plot(sorted_data.resample(\"M\").mean().index,sorted_data.resample(\"M\").mean()[\"co2_concentration\"],color='r',linewidth=0.5,label=\"Resampled by Month\")\n", + "axs[1,1].set_xlim([datetime.date(2015, 1, 1), datetime.date(2020, 1, 1)])\n", + "axs[1,1].set_ylim([380,440])\n", + "axs[1,1].set_title(\"Co2 Concentration over time: \\n Prediction vs True Values - 2015-2020\")\n", + "\n", + "# First we are calculating an amplitude over a month period: Average between the min and max / 2\n", + "amplitude = ((sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 2, 1): datetime.date(1997, 2, 1)].max()-\\\n", + "sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 9, 1): datetime.date(1997, 9, 1)].min())/2).iloc[0]\n", + "\n", + "# We define the initial offset that will be where the curve will begin \n", + "offset = sorted_data.resample(\"M\").mean().min().iloc[0] + amplitude/2\n", + "\n", + "# We are creating the frequency based on the period\n", + "f = len(sorted_data.resample(\"Y\").mean().index)\n", + "sample = len(sorted_data.index)\n", + "x = np.arange(sample)\n", + "\n", + "# Playing with the numbers we can find a line following the same frequency having the same gradient.\n", + "y = amplitude*np.sin((2 * np.pi * f * x/sample)) + popt[2] + popt[3] *x**popt[4]\n", + "\n", + "axs[0,0].plot(sorted_data.index, y, 'g', linewidth=0.5, label=\"Predicted Curve\")\n", + "axs[0,1].plot(sorted_data.index, y, 'g', linewidth=0.5, label=\"Predicted Curve\")\n", + "axs[1,0].plot(sorted_data.index, y, 'g', linewidth=0.5, label=\"Predicted Curve\")\n", + "axs[1,1].plot(sorted_data.index, y, 'g', linewidth=0.5, label=\"Predicted Curve\")\n", + "\n", + "axs[0,0].legend(loc='upper left')\n", + "axs[0,1].legend(loc='upper left')\n", + "axs[1,0].legend(loc='upper left')\n", + "axs[1,1].legend(loc='upper left')\n", + "\n", + "fig.tight_layout()\n", + "fig.autofmt_xdate()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are few fluctuations but the end values are fitting better.\n", + "The explanation might come from the fact that the fitted curve is a \"polynomial\". \n", + "More investigation are to be made to explain those differences. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now look for a prediction with more values to be added.\n", + "Unfortunately changing the Index into datetime has been challenging and is left to be done." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10.0, 8.0),sharex=False)\n", + "\n", + "# First we are calculating an amplitude over a month period: Average between the min and max / 2\n", + "amplitude = ((sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 2, 1): datetime.date(1997, 2, 1)].max()-\\\n", + "sorted_data.resample(\"M\").mean().loc[datetime.date(1996, 9, 1): datetime.date(1997, 9, 1)].min())/2).iloc[0]\n", + "\n", + "# We define the initial offset that will be where the curve will begin \n", + "offset = sorted_data.resample(\"M\").mean().min().iloc[0] + amplitude/2\n", + "\n", + "# We are creating the frequency based on the period\n", + "f = len(sorted_data.resample(\"Y\").mean().index)\n", + "sample = len(sorted_data.index)+(52*3)\n", + "x = np.arange(sample)\n", + "\n", + "# Playing with the numbers we can find a line following the same frequency having the same gradient.\n", + "y = amplitude*np.sin((2 * np.pi * f * x/sample)) + popt[2] + popt[3] *x**popt[4]\n", + "ax.plot(x, y, 'g', linewidth=0.5, label=\"Preducted Sinusoid\")\n", + "\n", + "ax.set_title(\"Co2 Concentration over time: raw data and prediction\")\n", + "\n", + "ax.legend(loc='upper left')\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/module3/Computational Document/20240115_CO2_concentration_in_the_Atmosphere_Since_1958.pdf b/module3/Computational Document/20240115_CO2_concentration_in_the_Atmosphere_Since_1958.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5ec805471deef428eef5650f05630dbbebf94ed6 GIT binary patch literal 767958 zcmce+V|Zo3x-OdTq@(V*V;ddYwr$(C*|C$3ZQHhO+qRQ4(`%i(*13D{`|PuS+&oWe zd~=Q(UyZ6y?_0A7rTGOZXeb#V33o5g9wBL%aj0>ubWI`I*{K9g%<#!0 z^sMv^sKgB{jqHta=;)akIXNNi>}?HnEFhhi*U(2I2pZ1PD+;j_tNGiCz58*%qfjm_ z{Mt}C#igXIpigidp`YG@a!F*0i<8pR*ZiQYS_td;WpW?m44*BkV~0MLNO|6k@(;A^ zE(TtoY;PVmIHkB=dn6ghwEZ$TwF;;M=cHh!#yQJp4n`)3^|qH1Yp)yBnlQb&EQcdR}$jv-`u9fI{faUe{I&=Fl(Qq{)F+Xkw?)_RVmYl#K4m01`s;Z^DzrFL7 zSQ8o}_9vCWNK@MOjvu}uEW!ki>L=VJ;rQ_rNj1-s@z@S|976sl&Qs38SCmyjjc&Rr%pcUpP7@jq7h zr*W^u4IKwVJ|sZWkyVh1N=8vN&|`udGg6?^}3`fqc^G65_G`Ot@x_raL_D+dX>-<2%guEBO< z)L3gYFLbExWvO-8R>nfk7`vmvevJ;9lp5tH7z<=nomUcuX4o9`QyONR30guOUg!={ zjFc?}86sXJd>`Q`EVW_F#cv{w(BE*=o|IYn_M0Jy!5VpN>h!E*(v>UCm{vR$SLF2o z9vc!8Z2Tb#as)#I<4PCYyL`j1@)>It7p%hN0r>nSf@gKRN<77%zkM?0kLKOF%THTy zWOo$g772ugdAxyhw^xC6-AR!z1tGyQ>5XxM9xqdsOX5aKcWvfEk=R$+zop}xJp|M& z@w{kCz2DFt%ra3jDaNedg6>(ET5d5_R(CosNuwDY>n@3=V>3L!@!w%87yih#WidTQ zRyOqVZG^XBzPp+(WP1-souWp)w+I*w;HqG6dysu>b$CgwI&-`=;Ctac7m*0M%DAN4 z^+cT3aBIv+q8?yjYm42l@wByZoq1rPn=^ zrDn6d`QZ$ORQ`FxPC*4jj_ zkB3D8jD+t^1l{v%z*ZbYpWA@=72cw)sQhKC)BSKzu!!7s z=dixCO6u>%vTU=Ue;DkG`nNTZ~cJUYp?_Zieak zBKf^mSD>y3^M8Nnw?#Qwlr}TBQ8&6wmD;uG(EBp@!lL4h^9=|4+Fn>OUUfgtMgBmf zDvjcP5uJZ{VIK9a;I8gyjvk_O+=tu+PA{p1XS5g@Cw?^znXebCO%8GDMZ9y4s4*c&Tk0yAwHn88vEmtbeS#Bt9nOxan^46tM1d?z z@#qQ#mbDC3xwc4Y6+fx#HMwXcEj=mSvc-ejT=mYLag`Nf4-^fmWfiP>o1}rn~`EBcAjxZuz}IBNWntxw_h34L@V@ zDUu16!tN+8Di$Gr8}(?yaP-j8qaovw@|Hd6rZ!S(V!6f3LOFO(;Q@z$SD7(GWD| zzn`!Eh_J%E&tV%P;TihV z-)yfa&48Tn42{1ZY5Z|HJLse-AbZ&`G=YjK-d@z2Cs_;P0E@lIkE<8OH>H%Qd~se; 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-- 2.18.1