diff --git a/module2/exo1/toy_notebook_fr.ipynb b/module2/exo1/toy_notebook_fr.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..150bbe93bffc5f3218a7ad472b7dcf4c74c1746e 100644
--- a/module2/exo1/toy_notebook_fr.ipynb
+++ b/module2/exo1/toy_notebook_fr.ipynb
@@ -1,5 +1,13 @@
{
- "cells": [],
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
@@ -7,19 +15,14 @@
"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": "3.6.3"
+ "codemirror_mode": "r",
+ "file_extension": ".r",
+ "mimetype": "text/x-r-source",
+ "name": "R",
+ "pygments_lexer": "r",
+ "version": "3.4.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
-
diff --git a/module3/exo3/example.csv b/module3/exo3/example.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cb473779e351b58f09c3fac76b0de541ed119527
--- /dev/null
+++ b/module3/exo3/example.csv
@@ -0,0 +1,3199 @@
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diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..9ced681c9b7fa6d6588a9c2c87cee571565002ee 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -1,5 +1,1502 @@
{
- "cells": [],
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# CO2 concentration in the atmosphere since 1958\n",
+ "## Author: Kumari Pooja"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Questions need to be addressed\n",
+ "1. Make a plot that shows the superposition of a periodic oscillation and a slower systematic evolution.\n",
+ "2. Separate these two phenomena. Characterize the periodic oscillation. Find a simple model for the slow contribution, estimate its parameters, and attempt an extrapolation until 2025 (for validating the model using future observations)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Importing the necessary libraries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Reading the weekly data and removing initial comments present in the data in order to use the actual numerical data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "url = \"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/weekly/weekly_in_situ_co2_mlo.csv\"\n",
+ "CO2_data = pd.read_csv(url, sep='[-,]', engine='python', skiprows=44)\n",
+ "#CO2_data = pd.read_csv(url, sep='[,]', engine='python', skiprows=44)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Seperating the year, months and dates from date that will help later to analyse the data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "CO2_data.columns = [\"Year\", \"Month\", \"Date\", \"Co2 per mole (ppm)\"]\n",
+ "#CO2_data.columns = [\"Date\", \"Co2 per mole (ppm)\"]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Checking the data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Year | \n",
+ " Month | \n",
+ " Date | \n",
+ " Co2 per mole (ppm) | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 1 | \n",
+ " 1958 | \n",
+ " 4 | \n",
+ " 12 | \n",
+ " 317.69 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1958 | \n",
+ " 4 | \n",
+ " 19 | \n",
+ " 317.58 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1958 | \n",
+ " 4 | \n",
+ " 26 | \n",
+ " 316.48 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1958 | \n",
+ " 5 | \n",
+ " 3 | \n",
+ " 316.95 | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " 1958 | \n",
+ " 5 | \n",
+ " 17 | \n",
+ " 317.56 | \n",
+ "
\n",
+ " \n",
+ " | 6 | \n",
+ " 1958 | \n",
+ " 5 | \n",
+ " 24 | \n",
+ " 317.99 | \n",
+ "
\n",
+ " \n",
+ " | 7 | \n",
+ " 1958 | \n",
+ " 7 | \n",
+ " 5 | \n",
+ " 315.85 | \n",
+ "
\n",
+ " \n",
+ " | 8 | \n",
+ " 1958 | \n",
+ " 7 | \n",
+ " 12 | \n",
+ " 315.85 | \n",
+ "
\n",
+ " \n",
+ " | 9 | \n",
+ " 1958 | \n",
+ " 7 | \n",
+ " 19 | \n",
+ " 315.46 | \n",
+ "
\n",
+ " \n",
+ " | 10 | \n",
+ " 1958 | \n",
+ " 7 | \n",
+ " 26 | \n",
+ " 315.59 | \n",
+ "
\n",
+ " \n",
+ " | 11 | \n",
+ " 1958 | \n",
+ " 8 | \n",
+ " 2 | \n",
+ " 315.64 | \n",
+ "
\n",
+ " \n",
+ " | 12 | \n",
+ " 1958 | \n",
+ " 8 | \n",
+ " 9 | \n",
+ " 315.10 | \n",
+ "
\n",
+ " \n",
+ " | 13 | \n",
+ " 1958 | \n",
+ " 8 | \n",
+ " 16 | \n",
+ " 315.09 | \n",
+ "
\n",
+ " \n",
+ " | 14 | \n",
+ " 1958 | \n",
+ " 8 | \n",
+ " 30 | \n",
+ " 314.14 | \n",
+ "
\n",
+ " \n",
+ " | 15 | \n",
+ " 1958 | \n",
+ " 9 | \n",
+ " 6 | \n",
+ " 313.54 | \n",
+ "
\n",
+ " \n",
+ " | 16 | \n",
+ " 1958 | \n",
+ " 11 | \n",
+ " 8 | \n",
+ " 313.05 | \n",
+ "
\n",
+ " \n",
+ " | 17 | \n",
+ " 1958 | \n",
+ " 11 | \n",
+ " 15 | \n",
+ " 313.26 | \n",
+ "
\n",
+ " \n",
+ " | 18 | \n",
+ " 1958 | \n",
+ " 11 | \n",
+ " 22 | \n",
+ " 313.57 | \n",
+ "
\n",
+ " \n",
+ " | 19 | \n",
+ " 1958 | \n",
+ " 11 | \n",
+ " 29 | \n",
+ " 314.01 | \n",
+ "
\n",
+ " \n",
+ " | 20 | \n",
+ " 1958 | \n",
+ " 12 | \n",
+ " 6 | \n",
+ " 314.56 | \n",
+ "
\n",
+ " \n",
+ " | 21 | \n",
+ " 1958 | \n",
+ " 12 | \n",
+ " 13 | \n",
+ " 314.41 | \n",
+ "
\n",
+ " \n",
+ " | 22 | \n",
+ " 1958 | \n",
+ " 12 | \n",
+ " 20 | \n",
+ " 314.77 | \n",
+ "
\n",
+ " \n",
+ " | 23 | \n",
+ " 1958 | \n",
+ " 12 | \n",
+ " 27 | \n",
+ " 315.21 | \n",
+ "
\n",
+ " \n",
+ " | 24 | \n",
+ " 1959 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 315.24 | \n",
+ "
\n",
+ " \n",
+ " | 25 | \n",
+ " 1959 | \n",
+ " 1 | \n",
+ " 10 | \n",
+ " 315.50 | \n",
+ "
\n",
+ " \n",
+ " | 26 | \n",
+ " 1959 | \n",
+ " 1 | \n",
+ " 17 | \n",
+ " 315.69 | \n",
+ "
\n",
+ " \n",
+ " | 27 | \n",
+ " 1959 | \n",
+ " 1 | \n",
+ " 24 | \n",
+ " 315.86 | \n",
+ "
\n",
+ " \n",
+ " | 28 | \n",
+ " 1959 | \n",
+ " 1 | \n",
+ " 31 | \n",
+ " 315.42 | \n",
+ "
\n",
+ " \n",
+ " | 29 | \n",
+ " 1959 | \n",
+ " 2 | \n",
+ " 14 | \n",
+ " 316.94 | \n",
+ "
\n",
+ " \n",
+ " | 30 | \n",
+ " 1959 | \n",
+ " 2 | \n",
+ " 21 | \n",
+ " 316.61 | \n",
+ "
\n",
+ " \n",
+ " | 31 | \n",
+ " 1959 | \n",
+ " 2 | \n",
+ " 28 | \n",
+ " 316.62 | \n",
+ "
\n",
+ " \n",
+ " | 32 | \n",
+ " 1959 | \n",
+ " 3 | \n",
+ " 7 | \n",
+ " 316.81 | \n",
+ "
\n",
+ " \n",
+ " | 33 | \n",
+ " 1959 | \n",
+ " 3 | \n",
+ " 21 | \n",
+ " 316.73 | \n",
+ "
\n",
+ " \n",
+ " | 34 | \n",
+ " 1959 | \n",
+ " 3 | \n",
+ " 28 | \n",
+ " 316.71 | \n",
+ "
\n",
+ " \n",
+ " | 35 | \n",
+ " 1959 | \n",
+ " 4 | \n",
+ " 4 | \n",
+ " 317.72 | \n",
+ "
\n",
+ " \n",
+ " | 36 | \n",
+ " 1959 | \n",
+ " 4 | \n",
+ " 11 | \n",
+ " 317.12 | \n",
+ "
\n",
+ " \n",
+ " | 37 | \n",
+ " 1959 | \n",
+ " 4 | \n",
+ " 18 | \n",
+ " 317.64 | \n",
+ "
\n",
+ " \n",
+ " | 38 | \n",
+ " 1959 | \n",
+ " 4 | \n",
+ " 25 | \n",
+ " 318.32 | \n",
+ "
\n",
+ " \n",
+ " | 39 | \n",
+ " 1959 | \n",
+ " 5 | \n",
+ " 2 | \n",
+ " 318.27 | \n",
+ "
\n",
+ " \n",
+ " | 40 | \n",
+ " 1959 | \n",
+ " 5 | \n",
+ " 9 | \n",
+ " 318.78 | \n",
+ "
\n",
+ " \n",
+ " | 41 | \n",
+ " 1959 | \n",
+ " 5 | \n",
+ " 16 | \n",
+ " 318.05 | \n",
+ "
\n",
+ " \n",
+ " | 42 | \n",
+ " 1959 | \n",
+ " 5 | \n",
+ " 23 | \n",
+ " 318.43 | \n",
+ "
\n",
+ " \n",
+ " | 43 | \n",
+ " 1959 | \n",
+ " 6 | \n",
+ " 6 | \n",
+ " 318.53 | \n",
+ "
\n",
+ " \n",
+ " | 44 | \n",
+ " 1959 | \n",
+ " 6 | \n",
+ " 13 | \n",
+ " 318.14 | \n",
+ "
\n",
+ " \n",
+ " | 45 | \n",
+ " 1959 | \n",
+ " 6 | \n",
+ " 20 | \n",
+ " 317.88 | \n",
+ "
\n",
+ " \n",
+ " | 46 | \n",
+ " 1959 | \n",
+ " 6 | \n",
+ " 27 | \n",
+ " 317.76 | \n",
+ "
\n",
+ " \n",
+ " | 47 | \n",
+ " 1959 | \n",
+ " 7 | \n",
+ " 4 | \n",
+ " 316.86 | \n",
+ "
\n",
+ " \n",
+ " | 48 | \n",
+ " 1959 | \n",
+ " 7 | \n",
+ " 11 | \n",
+ " 316.83 | \n",
+ "
\n",
+ " \n",
+ " | 49 | \n",
+ " 1959 | \n",
+ " 7 | \n",
+ " 18 | \n",
+ " 316.45 | \n",
+ "
\n",
+ " \n",
+ " | 50 | \n",
+ " 1959 | \n",
+ " 7 | \n",
+ " 25 | \n",
+ " 316.16 | \n",
+ "
\n",
+ " \n",
+ " | 51 | \n",
+ " 1959 | \n",
+ " 8 | \n",
+ " 1 | \n",
+ " 315.62 | \n",
+ "
\n",
+ " \n",
+ " | 52 | \n",
+ " 1959 | \n",
+ " 8 | \n",
+ " 8 | \n",
+ " 314.91 | \n",
+ "
\n",
+ " \n",
+ " | 53 | \n",
+ " 1959 | \n",
+ " 8 | \n",
+ " 22 | \n",
+ " 315.00 | \n",
+ "
\n",
+ " \n",
+ " | 54 | \n",
+ " 1959 | \n",
+ " 8 | \n",
+ " 29 | \n",
+ " 314.15 | \n",
+ "
\n",
+ " \n",
+ " | 55 | \n",
+ " 1959 | \n",
+ " 9 | \n",
+ " 5 | \n",
+ " 314.45 | \n",
+ "
\n",
+ " \n",
+ " | 56 | \n",
+ " 1959 | \n",
+ " 9 | \n",
+ " 12 | \n",
+ " 313.93 | \n",
+ "
\n",
+ " \n",
+ " | 57 | \n",
+ " 1959 | \n",
+ " 9 | \n",
+ " 19 | \n",
+ " 313.57 | \n",
+ "
\n",
+ " \n",
+ " | 58 | \n",
+ " 1959 | \n",
+ " 9 | \n",
+ " 26 | \n",
+ " 313.54 | \n",
+ "
\n",
+ " \n",
+ " | 59 | \n",
+ " 1959 | \n",
+ " 10 | \n",
+ " 3 | \n",
+ " 313.04 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Year | \n",
+ " Month | \n",
+ " Date | \n",
+ " Co2 per mole (ppm) | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1958 | \n",
+ " 4 | \n",
+ " 5 | \n",
+ " 317.31 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1958 | \n",
+ " 4 | \n",
+ " 12 | \n",
+ " 317.69 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1958 | \n",
+ " 4 | \n",
+ " 19 | \n",
+ " 317.58 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1958 | \n",
+ " 4 | \n",
+ " 26 | \n",
+ " 316.48 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1958 | \n",
+ " 5 | \n",
+ " 3 | \n",
+ " 316.95 | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " 1958 | \n",
+ " 5 | \n",
+ " 17 | \n",
+ " 317.56 | \n",
+ "
\n",
+ " \n",
+ " | 6 | \n",
+ " 1958 | \n",
+ " 5 | \n",
+ " 24 | \n",
+ " 317.99 | \n",
+ "
\n",
+ " \n",
+ " | 7 | \n",
+ " 1958 | \n",
+ " 7 | \n",
+ " 5 | \n",
+ " 315.85 | \n",
+ "
\n",
+ " \n",
+ " | 8 | \n",
+ " 1958 | \n",
+ " 7 | \n",
+ " 12 | \n",
+ " 315.85 | \n",
+ "
\n",
+ " \n",
+ " | 9 | \n",
+ " 1958 | \n",
+ " 7 | \n",
+ " 19 | \n",
+ " 315.46 | \n",
+ "
\n",
+ " \n",
+ " | 10 | \n",
+ " 1958 | \n",
+ " 7 | \n",
+ " 26 | \n",
+ " 315.59 | \n",
+ "
\n",
+ " \n",
+ " | 11 | \n",
+ " 1958 | \n",
+ " 8 | \n",
+ " 2 | \n",
+ " 315.64 | \n",
+ "
\n",
+ " \n",
+ " | 12 | \n",
+ " 1958 | \n",
+ " 8 | \n",
+ " 9 | \n",
+ " 315.10 | \n",
+ "
\n",
+ " \n",
+ " | 13 | \n",
+ " 1958 | \n",
+ " 8 | \n",
+ " 16 | \n",
+ " 315.09 | \n",
+ "
\n",
+ " \n",
+ " | 14 | \n",
+ " 1958 | \n",
+ " 8 | \n",
+ " 30 | \n",
+ " 314.14 | \n",
+ "
\n",
+ " \n",
+ " | 15 | \n",
+ " 1958 | \n",
+ " 9 | \n",
+ " 6 | \n",
+ " 313.54 | \n",
+ "
\n",
+ " \n",
+ " | 16 | \n",
+ " 1958 | \n",
+ " 11 | \n",
+ " 8 | \n",
+ " 313.05 | \n",
+ "
\n",
+ " \n",
+ " | 17 | \n",
+ " 1958 | \n",
+ " 11 | \n",
+ " 15 | \n",
+ " 313.26 | \n",
+ "
\n",
+ " \n",
+ " | 18 | \n",
+ " 1958 | \n",
+ " 11 | \n",
+ " 22 | \n",
+ " 313.57 | \n",
+ "
\n",
+ " \n",
+ " | 19 | \n",
+ " 1958 | \n",
+ " 11 | \n",
+ " 29 | \n",
+ " 314.01 | \n",
+ "
\n",
+ " \n",
+ " | 20 | \n",
+ " 1958 | \n",
+ " 12 | \n",
+ " 6 | \n",
+ " 314.56 | \n",
+ "
\n",
+ " \n",
+ " | 21 | \n",
+ " 1958 | \n",
+ " 12 | \n",
+ " 13 | \n",
+ " 314.41 | \n",
+ "
\n",
+ " \n",
+ " | 22 | \n",
+ " 1958 | \n",
+ " 12 | \n",
+ " 20 | \n",
+ " 314.77 | \n",
+ "
\n",
+ " \n",
+ " | 23 | \n",
+ " 1958 | \n",
+ " 12 | \n",
+ " 27 | \n",
+ " 315.21 | \n",
+ "
\n",
+ " \n",
+ " | 24 | \n",
+ " 1959 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 315.24 | \n",
+ "
\n",
+ " \n",
+ " | 25 | \n",
+ " 1959 | \n",
+ " 1 | \n",
+ " 10 | \n",
+ " 315.50 | \n",
+ "
\n",
+ " \n",
+ " | 26 | \n",
+ " 1959 | \n",
+ " 1 | \n",
+ " 17 | \n",
+ " 315.69 | \n",
+ "
\n",
+ " \n",
+ " | 27 | \n",
+ " 1959 | \n",
+ " 1 | \n",
+ " 24 | \n",
+ " 315.86 | \n",
+ "
\n",
+ " \n",
+ " | 28 | \n",
+ " 1959 | \n",
+ " 1 | \n",
+ " 31 | \n",
+ " 315.42 | \n",
+ "
\n",
+ " \n",
+ " | 29 | \n",
+ " 1959 | \n",
+ " 2 | \n",
+ " 14 | \n",
+ " 316.94 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 3168 | \n",
+ " 2020 | \n",
+ " 5 | \n",
+ " 9 | \n",
+ " 416.99 | \n",
+ "
\n",
+ " \n",
+ " | 3169 | \n",
+ " 2020 | \n",
+ " 5 | \n",
+ " 16 | \n",
+ " 416.54 | \n",
+ "
\n",
+ " \n",
+ " | 3170 | \n",
+ " 2020 | \n",
+ " 5 | \n",
+ " 23 | \n",
+ " 417.49 | \n",
+ "
\n",
+ " \n",
+ " | 3171 | \n",
+ " 2020 | \n",
+ " 5 | \n",
+ " 30 | \n",
+ " 417.19 | \n",
+ "
\n",
+ " \n",
+ " | 3172 | \n",
+ " 2020 | \n",
+ " 6 | \n",
+ " 6 | \n",
+ " 416.49 | \n",
+ "
\n",
+ " \n",
+ " | 3173 | \n",
+ " 2020 | \n",
+ " 6 | \n",
+ " 13 | \n",
+ " 416.50 | \n",
+ "
\n",
+ " \n",
+ " | 3174 | \n",
+ " 2020 | \n",
+ " 6 | \n",
+ " 20 | \n",
+ " 416.11 | \n",
+ "
\n",
+ " \n",
+ " | 3175 | \n",
+ " 2020 | \n",
+ " 6 | \n",
+ " 27 | \n",
+ " 415.75 | \n",
+ "
\n",
+ " \n",
+ " | 3176 | \n",
+ " 2020 | \n",
+ " 7 | \n",
+ " 4 | \n",
+ " 415.20 | \n",
+ "
\n",
+ " \n",
+ " | 3177 | \n",
+ " 2020 | \n",
+ " 7 | \n",
+ " 11 | \n",
+ " 414.91 | \n",
+ "
\n",
+ " \n",
+ " | 3178 | \n",
+ " 2020 | \n",
+ " 7 | \n",
+ " 18 | \n",
+ " 414.29 | \n",
+ "
\n",
+ " \n",
+ " | 3179 | \n",
+ " 2020 | \n",
+ " 7 | \n",
+ " 25 | \n",
+ " 413.63 | \n",
+ "
\n",
+ " \n",
+ " | 3180 | \n",
+ " 2020 | \n",
+ " 8 | \n",
+ " 1 | \n",
+ " 413.42 | \n",
+ "
\n",
+ " \n",
+ " | 3181 | \n",
+ " 2020 | \n",
+ " 8 | \n",
+ " 8 | \n",
+ " 412.85 | \n",
+ "
\n",
+ " \n",
+ " | 3182 | \n",
+ " 2020 | \n",
+ " 8 | \n",
+ " 15 | \n",
+ " 412.75 | \n",
+ "
\n",
+ " \n",
+ " | 3183 | \n",
+ " 2020 | \n",
+ " 8 | \n",
+ " 22 | \n",
+ " 412.25 | \n",
+ "
\n",
+ " \n",
+ " | 3184 | \n",
+ " 2020 | \n",
+ " 8 | \n",
+ " 29 | \n",
+ " 411.79 | \n",
+ "
\n",
+ " \n",
+ " | 3185 | \n",
+ " 2020 | \n",
+ " 9 | \n",
+ " 5 | \n",
+ " 411.55 | \n",
+ "
\n",
+ " \n",
+ " | 3186 | \n",
+ " 2020 | \n",
+ " 9 | \n",
+ " 12 | \n",
+ " 411.45 | \n",
+ "
\n",
+ " \n",
+ " | 3187 | \n",
+ " 2020 | \n",
+ " 9 | \n",
+ " 19 | \n",
+ " 411.17 | \n",
+ "
\n",
+ " \n",
+ " | 3188 | \n",
+ " 2020 | \n",
+ " 9 | \n",
+ " 26 | \n",
+ " 411.06 | \n",
+ "
\n",
+ " \n",
+ " | 3189 | \n",
+ " 2020 | \n",
+ " 10 | \n",
+ " 3 | \n",
+ " 411.08 | \n",
+ "
\n",
+ " \n",
+ " | 3190 | \n",
+ " 2020 | \n",
+ " 10 | \n",
+ " 10 | \n",
+ " 411.14 | \n",
+ "
\n",
+ " \n",
+ " | 3191 | \n",
+ " 2020 | \n",
+ " 10 | \n",
+ " 17 | \n",
+ " 411.16 | \n",
+ "
\n",
+ " \n",
+ " | 3192 | \n",
+ " 2020 | \n",
+ " 10 | \n",
+ " 24 | \n",
+ " 411.54 | \n",
+ "
\n",
+ " \n",
+ " | 3193 | \n",
+ " 2020 | \n",
+ " 10 | \n",
+ " 31 | \n",
+ " 411.92 | \n",
+ "
\n",
+ " \n",
+ " | 3194 | \n",
+ " 2020 | \n",
+ " 11 | \n",
+ " 7 | \n",
+ " 412.37 | \n",
+ "
\n",
+ " \n",
+ " | 3195 | \n",
+ " 2020 | \n",
+ " 11 | \n",
+ " 14 | \n",
+ " 412.67 | \n",
+ "
\n",
+ " \n",
+ " | 3196 | \n",
+ " 2020 | \n",
+ " 11 | \n",
+ " 21 | \n",
+ " 412.98 | \n",
+ "
\n",
+ " \n",
+ " | 3197 | \n",
+ " 2020 | \n",
+ " 11 | \n",
+ " 28 | \n",
+ " 414.32 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
3198 rows × 4 columns
\n",
+ "