Monthly_index_calc.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Monthly index calc.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "mount_file_id": "1Aq5Uv7eHhtTJMO1oAan1l6mn9Yejr5bS",
      "authorship_tag": "ABX9TyOeq+vaaHAyGdn/DyA06esH",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ADv0rnik/Data-analysis-for-JER/blob/main/Monthly_index_calc.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EyjhnPstWO71"
      },
      "source": [
        "# Calculating of monthly index for airborne activity of surface air"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d5R-tEnrtBty"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1nynfTY_05lA"
      },
      "source": [
        "import seaborn as sns\n",
        "import matplotlib.ticker as ticker"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fclYlkvi46gc"
      },
      "source": [
        "#Adding dictionary for manipulating month numbers\n",
        "m_dict = {1:'Jan', 2:'Feb', 3:'Mar', 4:'Apr', 5:'May', 6:'Jun', 7:'Jul', 8:'Aug', 9:'Sep', 10:'Oct', 11:'Nov', 12:'Dec'}"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vUePRSHS1Ayo",
        "outputId": "28791f29-9237-4105-f18d-5bde05088f59"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0E9kKkio3sKh",
        "outputId": "1cee7819-550d-4ac2-94cd-01f4273da733"
      },
      "source": [
        "path = '/content/drive/MyDrive/Colab Notebooks/Data for JER/Weekly_index03-20.csv'\n",
        "df = pd.read_csv(path, parse_dates=['Date'])\n",
        "df.head()\n",
        "df.info()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 932 entries, 0 to 931\n",
            "Data columns (total 3 columns):\n",
            " #   Column  Non-Null Count  Dtype         \n",
            "---  ------  --------------  -----         \n",
            " 0   Date    932 non-null    datetime64[ns]\n",
            " 1   Conc    929 non-null    float64       \n",
            " 2   w_i     929 non-null    float64       \n",
            "dtypes: datetime64[ns](1), float64(2)\n",
            "memory usage: 22.0 KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kj7FuLLfzcDZ"
      },
      "source": [
        "df1 = df.reset_index().drop('index', axis = 1)"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "id": "Xw0pCldxoOzb",
        "outputId": "2005a3c6-ecea-4b63-9782-7e92a886cca6"
      },
      "source": [
        "df1['Week'] = df1.Date.dt.isocalendar().week\n",
        "df1['Month'] = df1.Date.dt.month\n",
        "df1['Year'] = df1.Date.dt.year\n",
        "df_mod = df1.drop('Conc', axis =1)\n",
        "df_mod"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Date</th>\n",
              "      <th>w_i</th>\n",
              "      <th>Week</th>\n",
              "      <th>Month</th>\n",
              "      <th>Year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2003-01-05</td>\n",
              "      <td>1.837894</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2003-01-12</td>\n",
              "      <td>2.415117</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2003-01-19</td>\n",
              "      <td>0.661401</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>2003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2003-01-26</td>\n",
              "      <td>1.132399</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>2003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2003-02-02</td>\n",
              "      <td>0.479349</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>2003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>927</th>\n",
              "      <td>2020-11-29</td>\n",
              "      <td>0.849516</td>\n",
              "      <td>48</td>\n",
              "      <td>11</td>\n",
              "      <td>2020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>928</th>\n",
              "      <td>2020-12-06</td>\n",
              "      <td>2.487869</td>\n",
              "      <td>49</td>\n",
              "      <td>12</td>\n",
              "      <td>2020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>929</th>\n",
              "      <td>2020-12-13</td>\n",
              "      <td>2.510624</td>\n",
              "      <td>50</td>\n",
              "      <td>12</td>\n",
              "      <td>2020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>930</th>\n",
              "      <td>2020-12-20</td>\n",
              "      <td>1.145330</td>\n",
              "      <td>51</td>\n",
              "      <td>12</td>\n",
              "      <td>2020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>931</th>\n",
              "      <td>2020-12-27</td>\n",
              "      <td>0.720572</td>\n",
              "      <td>52</td>\n",
              "      <td>12</td>\n",
              "      <td>2020</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>932 rows × 5 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          Date       w_i  Week  Month  Year\n",
              "0   2003-01-05  1.837894     1      1  2003\n",
              "1   2003-01-12  2.415117     2      1  2003\n",
              "2   2003-01-19  0.661401     3      1  2003\n",
              "3   2003-01-26  1.132399     4      1  2003\n",
              "4   2003-02-02  0.479349     5      2  2003\n",
              "..         ...       ...   ...    ...   ...\n",
              "927 2020-11-29  0.849516    48     11  2020\n",
              "928 2020-12-06  2.487869    49     12  2020\n",
              "929 2020-12-13  2.510624    50     12  2020\n",
              "930 2020-12-20  1.145330    51     12  2020\n",
              "931 2020-12-27  0.720572    52     12  2020\n",
              "\n",
              "[932 rows x 5 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "id": "qEYz5I-h_N-j",
        "outputId": "86d01e9b-d9cd-4367-ff92-b1ee5f3dd694"
      },
      "source": [
        "def mi(my_df, year):\n",
        "  df_x = my_df[my_df['Year'] == year]\n",
        "  df_x_m = df_x.groupby(by = 'Month').mean()\n",
        "  df_x_m.reset_index(inplace = True)\n",
        "  df_x_m = df_x_m.drop(['Week'], axis = 1)\n",
        "  #df_x_m.columns = ['M_i', 'Year']\n",
        "  return df_x_m\n",
        "\n",
        "mi03 = mi(df_mod, 2003)\n",
        "mi1 = mi03.append(mi(df_mod, 2004))\n",
        "mi2 = mi1.append(mi(df_mod, 2005))\n",
        "mi3 = mi2.append(mi(df_mod, 2006))\n",
        "mi4 = mi3.append(mi(df_mod, 2007))\n",
        "mi5 = mi4.append(mi(df_mod, 2008))\n",
        "mi6 = mi5.append(mi(df_mod, 2009))\n",
        "mi7 = mi6.append(mi(df_mod, 2010))\n",
        "mi8 = mi7.append(mi(df_mod, 2011))\n",
        "mi9 = mi8.append(mi(df_mod, 2012))\n",
        "mi10 = mi9.append(mi(df_mod, 2013))\n",
        "mi11= mi10.append(mi(df_mod, 2014))\n",
        "mi12 = mi11.append(mi(df_mod, 2015))\n",
        "mi13 = mi12.append(mi(df_mod, 2016))\n",
        "mi14 = mi13.append(mi(df_mod, 2017))\n",
        "mi15 = mi14.append(mi(df_mod, 2018))\n",
        "mi16 = mi15.append(mi(df_mod, 2019))\n",
        "mi17 = mi16.append(mi(df_mod, 2020))\n",
        "mi17['Mon'] = mi17['Month'].replace(m_dict)\n",
        "mi_fin=mi17.drop(['Month'], axis = 1)\n",
        "mi_fin"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>w_i</th>\n",
              "      <th>Year</th>\n",
              "      <th>Mon</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1.511703</td>\n",
              "      <td>2003</td>\n",
              "      <td>Jan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.858903</td>\n",
              "      <td>2003</td>\n",
              "      <td>Feb</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.121710</td>\n",
              "      <td>2003</td>\n",
              "      <td>Mar</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.029055</td>\n",
              "      <td>2003</td>\n",
              "      <td>Apr</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1.219667</td>\n",
              "      <td>2003</td>\n",
              "      <td>May</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.885924</td>\n",
              "      <td>2020</td>\n",
              "      <td>Aug</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.984149</td>\n",
              "      <td>2020</td>\n",
              "      <td>Sep</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>1.213595</td>\n",
              "      <td>2020</td>\n",
              "      <td>Oct</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>1.139262</td>\n",
              "      <td>2020</td>\n",
              "      <td>Nov</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>1.716099</td>\n",
              "      <td>2020</td>\n",
              "      <td>Dec</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>216 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         w_i  Year  Mon\n",
              "0   1.511703  2003  Jan\n",
              "1   0.858903  2003  Feb\n",
              "2   1.121710  2003  Mar\n",
              "3   1.029055  2003  Apr\n",
              "4   1.219667  2003  May\n",
              "..       ...   ...  ...\n",
              "7   0.885924  2020  Aug\n",
              "8   0.984149  2020  Sep\n",
              "9   1.213595  2020  Oct\n",
              "10  1.139262  2020  Nov\n",
              "11  1.716099  2020  Dec\n",
              "\n",
              "[216 rows x 3 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 979
        },
        "id": "_ajwHhLv6B3O",
        "outputId": "1d926ca4-9396-4a65-e6c9-9c9c0a27be25"
      },
      "source": [
        "#adding seasons in front of Month\n",
        "mi_fin['season'] = np.where(mi_fin.Mon.isin(['Apr','May','Jun','Jul','Aug','Sep']), 'sum', 'win')\n",
        "mi_fin.columns = ('m_i','Year', 'Mon', 'season')\n",
        "mi_fin.head(30)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>m_i</th>\n",
              "      <th>Year</th>\n",
              "      <th>Mon</th>\n",
              "      <th>season</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1.511703</td>\n",
              "      <td>2003</td>\n",
              "      <td>Jan</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.858903</td>\n",
              "      <td>2003</td>\n",
              "      <td>Feb</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.121710</td>\n",
              "      <td>2003</td>\n",
              "      <td>Mar</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.029055</td>\n",
              "      <td>2003</td>\n",
              "      <td>Apr</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1.219667</td>\n",
              "      <td>2003</td>\n",
              "      <td>May</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.994440</td>\n",
              "      <td>2003</td>\n",
              "      <td>Jun</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.977070</td>\n",
              "      <td>2003</td>\n",
              "      <td>Jul</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.765622</td>\n",
              "      <td>2003</td>\n",
              "      <td>Aug</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.782491</td>\n",
              "      <td>2003</td>\n",
              "      <td>Sep</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.731550</td>\n",
              "      <td>2003</td>\n",
              "      <td>Oct</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>1.034191</td>\n",
              "      <td>2003</td>\n",
              "      <td>Nov</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>0.994607</td>\n",
              "      <td>2003</td>\n",
              "      <td>Dec</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1.206579</td>\n",
              "      <td>2004</td>\n",
              "      <td>Jan</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.899643</td>\n",
              "      <td>2004</td>\n",
              "      <td>Feb</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.751466</td>\n",
              "      <td>2004</td>\n",
              "      <td>Mar</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.103385</td>\n",
              "      <td>2004</td>\n",
              "      <td>Apr</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1.071104</td>\n",
              "      <td>2004</td>\n",
              "      <td>May</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.905596</td>\n",
              "      <td>2004</td>\n",
              "      <td>Jun</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>1.018536</td>\n",
              "      <td>2004</td>\n",
              "      <td>Jul</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>1.510553</td>\n",
              "      <td>2004</td>\n",
              "      <td>Aug</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1.666985</td>\n",
              "      <td>2004</td>\n",
              "      <td>Sep</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.989254</td>\n",
              "      <td>2004</td>\n",
              "      <td>Oct</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>0.820262</td>\n",
              "      <td>2004</td>\n",
              "      <td>Nov</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>0.439237</td>\n",
              "      <td>2004</td>\n",
              "      <td>Dec</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.623029</td>\n",
              "      <td>2005</td>\n",
              "      <td>Jan</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.980893</td>\n",
              "      <td>2005</td>\n",
              "      <td>Feb</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.661115</td>\n",
              "      <td>2005</td>\n",
              "      <td>Mar</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.419241</td>\n",
              "      <td>2005</td>\n",
              "      <td>Apr</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.892505</td>\n",
              "      <td>2005</td>\n",
              "      <td>May</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.797650</td>\n",
              "      <td>2005</td>\n",
              "      <td>Jun</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         m_i  Year  Mon season\n",
              "0   1.511703  2003  Jan    win\n",
              "1   0.858903  2003  Feb    win\n",
              "2   1.121710  2003  Mar    win\n",
              "3   1.029055  2003  Apr    sum\n",
              "4   1.219667  2003  May    sum\n",
              "5   0.994440  2003  Jun    sum\n",
              "6   0.977070  2003  Jul    sum\n",
              "7   0.765622  2003  Aug    sum\n",
              "8   0.782491  2003  Sep    sum\n",
              "9   0.731550  2003  Oct    win\n",
              "10  1.034191  2003  Nov    win\n",
              "11  0.994607  2003  Dec    win\n",
              "0   1.206579  2004  Jan    win\n",
              "1   0.899643  2004  Feb    win\n",
              "2   0.751466  2004  Mar    win\n",
              "3   1.103385  2004  Apr    sum\n",
              "4   1.071104  2004  May    sum\n",
              "5   0.905596  2004  Jun    sum\n",
              "6   1.018536  2004  Jul    sum\n",
              "7   1.510553  2004  Aug    sum\n",
              "8   1.666985  2004  Sep    sum\n",
              "9   0.989254  2004  Oct    win\n",
              "10  0.820262  2004  Nov    win\n",
              "11  0.439237  2004  Dec    win\n",
              "0   0.623029  2005  Jan    win\n",
              "1   0.980893  2005  Feb    win\n",
              "2   0.661115  2005  Mar    win\n",
              "3   1.419241  2005  Apr    sum\n",
              "4   0.892505  2005  May    sum\n",
              "5   0.797650  2005  Jun    sum"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "id": "6VUYsegRXPFg",
        "outputId": "4a4eacc2-cdb1-4f08-b9e7-74798084a07a"
      },
      "source": [
        "mi_sum = mi_fin.loc[mi_fin['Mon'].isin(['Apr','May','Jun','Jul','Aug','Sep'])]\n",
        "mi_sum"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>m_i</th>\n",
              "      <th>Year</th>\n",
              "      <th>Mon</th>\n",
              "      <th>season</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.029055</td>\n",
              "      <td>2003</td>\n",
              "      <td>Apr</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1.219667</td>\n",
              "      <td>2003</td>\n",
              "      <td>May</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.994440</td>\n",
              "      <td>2003</td>\n",
              "      <td>Jun</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.977070</td>\n",
              "      <td>2003</td>\n",
              "      <td>Jul</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.765622</td>\n",
              "      <td>2003</td>\n",
              "      <td>Aug</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1.142296</td>\n",
              "      <td>2020</td>\n",
              "      <td>May</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.764185</td>\n",
              "      <td>2020</td>\n",
              "      <td>Jun</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.684543</td>\n",
              "      <td>2020</td>\n",
              "      <td>Jul</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.885924</td>\n",
              "      <td>2020</td>\n",
              "      <td>Aug</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.984149</td>\n",
              "      <td>2020</td>\n",
              "      <td>Sep</td>\n",
              "      <td>sum</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>108 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         m_i  Year  Mon season\n",
              "3   1.029055  2003  Apr    sum\n",
              "4   1.219667  2003  May    sum\n",
              "5   0.994440  2003  Jun    sum\n",
              "6   0.977070  2003  Jul    sum\n",
              "7   0.765622  2003  Aug    sum\n",
              "..       ...   ...  ...    ...\n",
              "4   1.142296  2020  May    sum\n",
              "5   0.764185  2020  Jun    sum\n",
              "6   0.684543  2020  Jul    sum\n",
              "7   0.885924  2020  Aug    sum\n",
              "8   0.984149  2020  Sep    sum\n",
              "\n",
              "[108 rows x 4 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "id": "WT37ESpLaSfp",
        "outputId": "f0bab5c7-7895-4b88-c8d6-787a96af10c9"
      },
      "source": [
        "mi_win = mi_fin.loc[mi_fin['Mon'].isin(['Jan','Feb','Mar','Oct','Nov','Dec'])]\n",
        "mi_win"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>m_i</th>\n",
              "      <th>Year</th>\n",
              "      <th>Mon</th>\n",
              "      <th>season</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1.511703</td>\n",
              "      <td>2003</td>\n",
              "      <td>Jan</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.858903</td>\n",
              "      <td>2003</td>\n",
              "      <td>Feb</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.121710</td>\n",
              "      <td>2003</td>\n",
              "      <td>Mar</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.731550</td>\n",
              "      <td>2003</td>\n",
              "      <td>Oct</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>1.034191</td>\n",
              "      <td>2003</td>\n",
              "      <td>Nov</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.769874</td>\n",
              "      <td>2020</td>\n",
              "      <td>Feb</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.796421</td>\n",
              "      <td>2020</td>\n",
              "      <td>Mar</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>1.213595</td>\n",
              "      <td>2020</td>\n",
              "      <td>Oct</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>1.139262</td>\n",
              "      <td>2020</td>\n",
              "      <td>Nov</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>1.716099</td>\n",
              "      <td>2020</td>\n",
              "      <td>Dec</td>\n",
              "      <td>win</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>108 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         m_i  Year  Mon season\n",
              "0   1.511703  2003  Jan    win\n",
              "1   0.858903  2003  Feb    win\n",
              "2   1.121710  2003  Mar    win\n",
              "9   0.731550  2003  Oct    win\n",
              "10  1.034191  2003  Nov    win\n",
              "..       ...   ...  ...    ...\n",
              "1   0.769874  2020  Feb    win\n",
              "2   0.796421  2020  Mar    win\n",
              "9   1.213595  2020  Oct    win\n",
              "10  1.139262  2020  Nov    win\n",
              "11  1.716099  2020  Dec    win\n",
              "\n",
              "[108 rows x 4 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y_H3n4Ug_vWa"
      },
      "source": [
        "# *Building plots for overall data*"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JBfzSVnffuOL"
      },
      "source": [
        "mi_fin = mi_fin.reset_index(drop=True)\n",
        "mi_win = mi_win.reset_index(drop=True)\n",
        "mi_sum = mi_sum.reset_index(drop=True)"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "NXQC6UmE-M_D",
        "outputId": "1c03601f-736f-4d74-d9ad-e331b9f9d4a5"
      },
      "source": [
        "#Чтобы устанавливать параметры графика, нужно дать \"разрешение\" через установку стиля\n",
        "sns.set_style(\"ticks\", {\"xtick.major.size\": 10, \"ytick.major.size\": 10})\n",
        "sns.lineplot(data = mi_fin, x = 'Year', y = 'm_i')"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f169a55b090>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 562
        },
        "id": "3WYnWUdpoKtB",
        "outputId": "d25df1d6-c631-484a-9706-3f6207254294"
      },
      "source": [
        "f, ax = plt.subplots(figsize = (12, 8), dpi = 80)\n",
        "sns.lineplot(data = mi_win,\n",
        "             ax = ax,\n",
        "             x = mi_win['Year'],\n",
        "             y = mi_win['m_i'],\n",
        "             markers = True)             \n",
        "sns.lineplot(data = mi_sum,\n",
        "             ax = ax,\n",
        "             x = mi_sum['Year'],\n",
        "             y = mi_sum['m_i'],\n",
        "             markers = True)\n",
        "ax.set(xlim = (2002, 2021))\n",
        "ax.set_ylabel('Monthly index', fontsize = 18)\n",
        "ax.set_xlabel('Year', fontsize = 18)\n",
        "plt.xticks(np.arange(2002, 2022, 2),fontsize = 14)\n",
        "plt.yticks(fontsize = 14)\n",
        "plt.grid(alpha = 0.5)\n",
        "plt.savefig('/content/drive/MyDrive/Colab Notebooks/Data for JER/fig1.png')"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 960x640 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 565
        },
        "id": "xC4D2YxR7u6X",
        "outputId": "2ba90187-76bb-4385-afd6-f668ddb38feb"
      },
      "source": [
        "f, ax = plt.subplots(figsize = (12, 8), dpi = 80)\n",
        "sns.lineplot(data = mi_fin,            \n",
        "             x = 'Year',\n",
        "             y = 'm_i',\n",
        "             hue = 'season',\n",
        "             style = 'season',\n",
        "             markers = True)\n",
        "ax.set(xlim = (2002, 2021))\n",
        "ax.set_ylabel('Monthly index', fontsize = 18, fontstyle='oblique', fontweight = 'medium')\n",
        "ax.set_xlabel('Year', fontsize = 18, fontstyle='oblique', fontweight = 'medium')\n",
        "ax.spines['bottom'].set_linewidth(1)\n",
        "ax.spines['bottom'].set_color('black')\n",
        "ax.spines['left'].set_linewidth(1)\n",
        "ax.spines['left'].set_color('black')\n",
        "ax.spines['top'].set_visible(False)\n",
        "ax.spines['right'].set_visible(False)\n",
        "ax.xaxis.set_minor_locator(ticker.AutoLocator())\n",
        "#ax.minorticks_on()\n",
        "#ax.tick_params(direction='out', labelsize = 12, length = 6)\n",
        "plt.tick_params(axis = 'both', direction='out', length = 6)\n",
        "plt.xticks(np.arange(2002, 2022, 2), fontsize = 14)\n",
        "plt.yticks(fontsize = 14)\n",
        "plt.legend(labels=[\"Winter\",\"Summer\"], fontsize = 'large', loc = 1)\n",
        "plt.grid(alpha = 0.5)\n",
        "#plt.savefig('/content/drive/MyDrive/Colab Notebooks/Data for JER/fig2.png')    "
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 960x640 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uckA_TWxB3nw"
      },
      "source": [
        "# *Two graphs in a single image*"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "uYiRg_0hCz9_",
        "outputId": "e7ef0f9c-cd99-4d42-b80d-31318222cb71"
      },
      "source": [
        "def mi_calc(my_df, year):\n",
        "  df_x = my_df[my_df['Year'] == year]\n",
        "  df_x_m = df_x.groupby(by = 'Month').mean()\n",
        "  df_x_m.reset_index(inplace = True)\n",
        "  df_x_m = df_x_m.drop(['Week', 'Year'], axis = 1)\n",
        "  df_x_m.columns = ['Month', str(year)]\n",
        "  return df_x_m\n",
        "\n",
        "monthly_ind = mi_calc(df_mod, 2003)\n",
        "#monthly_ind = df03_m.merge(df04, on = 'Month')\n",
        "i = 2004\n",
        "while i < 2021:\n",
        "  monthly_ind = monthly_ind.merge(mi_calc(df_mod, i), on = 'Month')\n",
        "  i += 1\n",
        "monthly_ind.set_index('Month')"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>2003</th>\n",
              "      <th>2004</th>\n",
              "      <th>2005</th>\n",
              "      <th>2006</th>\n",
              "      <th>2007</th>\n",
              "      <th>2008</th>\n",
              "      <th>2009</th>\n",
              "      <th>2010</th>\n",
              "      <th>2011</th>\n",
              "      <th>2012</th>\n",
              "      <th>2013</th>\n",
              "      <th>2014</th>\n",
              "      <th>2015</th>\n",
              "      <th>2016</th>\n",
              "      <th>2017</th>\n",
              "      <th>2018</th>\n",
              "      <th>2019</th>\n",
              "      <th>2020</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Month</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1.511703</td>\n",
              "      <td>1.206579</td>\n",
              "      <td>0.623029</td>\n",
              "      <td>1.185612</td>\n",
              "      <td>0.504684</td>\n",
              "      <td>0.977553</td>\n",
              "      <td>1.538770</td>\n",
              "      <td>0.740858</td>\n",
              "      <td>0.772284</td>\n",
              "      <td>1.178590</td>\n",
              "      <td>0.844101</td>\n",
              "      <td>0.544557</td>\n",
              "      <td>0.735422</td>\n",
              "      <td>0.966598</td>\n",
              "      <td>0.829955</td>\n",
              "      <td>0.960212</td>\n",
              "      <td>1.070510</td>\n",
              "      <td>0.661788</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.858903</td>\n",
              "      <td>0.899643</td>\n",
              "      <td>0.980893</td>\n",
              "      <td>2.786187</td>\n",
              "      <td>0.656399</td>\n",
              "      <td>0.630303</td>\n",
              "      <td>1.685138</td>\n",
              "      <td>1.000158</td>\n",
              "      <td>0.868571</td>\n",
              "      <td>1.701646</td>\n",
              "      <td>1.198170</td>\n",
              "      <td>0.583828</td>\n",
              "      <td>0.745120</td>\n",
              "      <td>0.569976</td>\n",
              "      <td>1.069977</td>\n",
              "      <td>1.531004</td>\n",
              "      <td>0.837955</td>\n",
              "      <td>0.769874</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.121710</td>\n",
              "      <td>0.751466</td>\n",
              "      <td>0.661115</td>\n",
              "      <td>0.988800</td>\n",
              "      <td>0.949508</td>\n",
              "      <td>0.639641</td>\n",
              "      <td>1.602663</td>\n",
              "      <td>0.711224</td>\n",
              "      <td>0.702302</td>\n",
              "      <td>0.982158</td>\n",
              "      <td>0.876958</td>\n",
              "      <td>1.090162</td>\n",
              "      <td>1.068059</td>\n",
              "      <td>0.865082</td>\n",
              "      <td>1.194687</td>\n",
              "      <td>1.181890</td>\n",
              "      <td>0.820514</td>\n",
              "      <td>0.796421</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1.029055</td>\n",
              "      <td>1.103385</td>\n",
              "      <td>1.419241</td>\n",
              "      <td>0.976944</td>\n",
              "      <td>1.151794</td>\n",
              "      <td>1.219753</td>\n",
              "      <td>1.254944</td>\n",
              "      <td>1.032262</td>\n",
              "      <td>1.390376</td>\n",
              "      <td>1.597035</td>\n",
              "      <td>1.053710</td>\n",
              "      <td>0.901923</td>\n",
              "      <td>0.964938</td>\n",
              "      <td>1.104539</td>\n",
              "      <td>0.984668</td>\n",
              "      <td>0.863005</td>\n",
              "      <td>1.391537</td>\n",
              "      <td>1.250887</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>1.219667</td>\n",
              "      <td>1.071104</td>\n",
              "      <td>0.892505</td>\n",
              "      <td>1.083649</td>\n",
              "      <td>1.167275</td>\n",
              "      <td>1.251852</td>\n",
              "      <td>0.948972</td>\n",
              "      <td>1.051031</td>\n",
              "      <td>0.861623</td>\n",
              "      <td>1.146613</td>\n",
              "      <td>0.946073</td>\n",
              "      <td>1.119223</td>\n",
              "      <td>1.316325</td>\n",
              "      <td>1.138602</td>\n",
              "      <td>1.218183</td>\n",
              "      <td>1.149883</td>\n",
              "      <td>1.057871</td>\n",
              "      <td>1.142296</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.994440</td>\n",
              "      <td>0.905596</td>\n",
              "      <td>0.797650</td>\n",
              "      <td>0.704253</td>\n",
              "      <td>1.384011</td>\n",
              "      <td>1.034164</td>\n",
              "      <td>0.898571</td>\n",
              "      <td>1.037201</td>\n",
              "      <td>0.764343</td>\n",
              "      <td>0.797147</td>\n",
              "      <td>0.985728</td>\n",
              "      <td>0.799033</td>\n",
              "      <td>1.107174</td>\n",
              "      <td>1.091048</td>\n",
              "      <td>1.004911</td>\n",
              "      <td>0.911608</td>\n",
              "      <td>1.093513</td>\n",
              "      <td>0.764185</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.977070</td>\n",
              "      <td>1.018536</td>\n",
              "      <td>0.698482</td>\n",
              "      <td>1.130283</td>\n",
              "      <td>0.790156</td>\n",
              "      <td>1.059259</td>\n",
              "      <td>0.789113</td>\n",
              "      <td>1.328605</td>\n",
              "      <td>0.817946</td>\n",
              "      <td>0.785727</td>\n",
              "      <td>0.849766</td>\n",
              "      <td>0.998792</td>\n",
              "      <td>0.866343</td>\n",
              "      <td>1.057659</td>\n",
              "      <td>0.967317</td>\n",
              "      <td>0.801362</td>\n",
              "      <td>0.870184</td>\n",
              "      <td>0.684543</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.765622</td>\n",
              "      <td>1.510553</td>\n",
              "      <td>1.218032</td>\n",
              "      <td>0.751678</td>\n",
              "      <td>1.164179</td>\n",
              "      <td>1.218586</td>\n",
              "      <td>0.706638</td>\n",
              "      <td>1.715169</td>\n",
              "      <td>1.109290</td>\n",
              "      <td>0.794863</td>\n",
              "      <td>1.053710</td>\n",
              "      <td>1.057698</td>\n",
              "      <td>1.274947</td>\n",
              "      <td>1.227640</td>\n",
              "      <td>1.501944</td>\n",
              "      <td>0.902125</td>\n",
              "      <td>0.887247</td>\n",
              "      <td>0.885924</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.782491</td>\n",
              "      <td>1.666985</td>\n",
              "      <td>1.118326</td>\n",
              "      <td>0.661571</td>\n",
              "      <td>1.146840</td>\n",
              "      <td>1.205163</td>\n",
              "      <td>0.957118</td>\n",
              "      <td>0.730980</td>\n",
              "      <td>0.828865</td>\n",
              "      <td>0.688881</td>\n",
              "      <td>0.634492</td>\n",
              "      <td>1.149330</td>\n",
              "      <td>1.053836</td>\n",
              "      <td>1.123088</td>\n",
              "      <td>0.878393</td>\n",
              "      <td>1.264160</td>\n",
              "      <td>1.042705</td>\n",
              "      <td>0.984149</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>0.731550</td>\n",
              "      <td>0.989254</td>\n",
              "      <td>1.560806</td>\n",
              "      <td>0.753100</td>\n",
              "      <td>1.281836</td>\n",
              "      <td>0.992144</td>\n",
              "      <td>0.554925</td>\n",
              "      <td>0.847542</td>\n",
              "      <td>1.308317</td>\n",
              "      <td>0.520772</td>\n",
              "      <td>1.011221</td>\n",
              "      <td>1.030208</td>\n",
              "      <td>1.357702</td>\n",
              "      <td>0.930308</td>\n",
              "      <td>0.918156</td>\n",
              "      <td>0.892641</td>\n",
              "      <td>1.076830</td>\n",
              "      <td>1.213595</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>1.034191</td>\n",
              "      <td>0.820262</td>\n",
              "      <td>1.517151</td>\n",
              "      <td>0.571465</td>\n",
              "      <td>0.947444</td>\n",
              "      <td>0.714343</td>\n",
              "      <td>0.373683</td>\n",
              "      <td>0.802596</td>\n",
              "      <td>1.238335</td>\n",
              "      <td>0.548181</td>\n",
              "      <td>1.465846</td>\n",
              "      <td>1.690223</td>\n",
              "      <td>0.797812</td>\n",
              "      <td>1.148383</td>\n",
              "      <td>0.728379</td>\n",
              "      <td>1.228122</td>\n",
              "      <td>0.915684</td>\n",
              "      <td>1.139262</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>0.994607</td>\n",
              "      <td>0.439237</td>\n",
              "      <td>0.659543</td>\n",
              "      <td>0.515978</td>\n",
              "      <td>0.866942</td>\n",
              "      <td>1.155556</td>\n",
              "      <td>0.781476</td>\n",
              "      <td>0.913725</td>\n",
              "      <td>1.220963</td>\n",
              "      <td>1.156663</td>\n",
              "      <td>1.164746</td>\n",
              "      <td>0.875743</td>\n",
              "      <td>0.598036</td>\n",
              "      <td>0.753784</td>\n",
              "      <td>0.822725</td>\n",
              "      <td>0.465485</td>\n",
              "      <td>0.957013</td>\n",
              "      <td>1.716099</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           2003      2004      2005  ...      2018      2019      2020\n",
              "Month                                ...                              \n",
              "1      1.511703  1.206579  0.623029  ...  0.960212  1.070510  0.661788\n",
              "2      0.858903  0.899643  0.980893  ...  1.531004  0.837955  0.769874\n",
              "3      1.121710  0.751466  0.661115  ...  1.181890  0.820514  0.796421\n",
              "4      1.029055  1.103385  1.419241  ...  0.863005  1.391537  1.250887\n",
              "5      1.219667  1.071104  0.892505  ...  1.149883  1.057871  1.142296\n",
              "6      0.994440  0.905596  0.797650  ...  0.911608  1.093513  0.764185\n",
              "7      0.977070  1.018536  0.698482  ...  0.801362  0.870184  0.684543\n",
              "8      0.765622  1.510553  1.218032  ...  0.902125  0.887247  0.885924\n",
              "9      0.782491  1.666985  1.118326  ...  1.264160  1.042705  0.984149\n",
              "10     0.731550  0.989254  1.560806  ...  0.892641  1.076830  1.213595\n",
              "11     1.034191  0.820262  1.517151  ...  1.228122  0.915684  1.139262\n",
              "12     0.994607  0.439237  0.659543  ...  0.465485  0.957013  1.716099\n",
              "\n",
              "[12 rows x 18 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        },
        "id": "S9voToxcFimk",
        "outputId": "e3934154-23c8-4cc3-facb-6403096ffd8c"
      },
      "source": [
        "monthly_ind['Mean'] = monthly_ind.iloc[:, 1:19].mean(axis=1)\n",
        "monthly_ind['SEM'] = monthly_ind.iloc[:, 1:19].sem(axis=1)\n",
        "monthly_ind.to_csv('/content/drive/MyDrive/Colab Notebooks/Data for JER/Mon_index2003-2010.csv')\n",
        "monthly_ind"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Month</th>\n",
              "      <th>2003</th>\n",
              "      <th>2004</th>\n",
              "      <th>2005</th>\n",
              "      <th>2006</th>\n",
              "      <th>2007</th>\n",
              "      <th>2008</th>\n",
              "      <th>2009</th>\n",
              "      <th>2010</th>\n",
              "      <th>2011</th>\n",
              "      <th>2012</th>\n",
              "      <th>2013</th>\n",
              "      <th>2014</th>\n",
              "      <th>2015</th>\n",
              "      <th>2016</th>\n",
              "      <th>2017</th>\n",
              "      <th>2018</th>\n",
              "      <th>2019</th>\n",
              "      <th>2020</th>\n",
              "      <th>Mean</th>\n",
              "      <th>SEM</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>1.511703</td>\n",
              "      <td>1.206579</td>\n",
              "      <td>0.623029</td>\n",
              "      <td>1.185612</td>\n",
              "      <td>0.504684</td>\n",
              "      <td>0.977553</td>\n",
              "      <td>1.538770</td>\n",
              "      <td>0.740858</td>\n",
              "      <td>0.772284</td>\n",
              "      <td>1.178590</td>\n",
              "      <td>0.844101</td>\n",
              "      <td>0.544557</td>\n",
              "      <td>0.735422</td>\n",
              "      <td>0.966598</td>\n",
              "      <td>0.829955</td>\n",
              "      <td>0.960212</td>\n",
              "      <td>1.070510</td>\n",
              "      <td>0.661788</td>\n",
              "      <td>0.936267</td>\n",
              "      <td>0.071118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>0.858903</td>\n",
              "      <td>0.899643</td>\n",
              "      <td>0.980893</td>\n",
              "      <td>2.786187</td>\n",
              "      <td>0.656399</td>\n",
              "      <td>0.630303</td>\n",
              "      <td>1.685138</td>\n",
              "      <td>1.000158</td>\n",
              "      <td>0.868571</td>\n",
              "      <td>1.701646</td>\n",
              "      <td>1.198170</td>\n",
              "      <td>0.583828</td>\n",
              "      <td>0.745120</td>\n",
              "      <td>0.569976</td>\n",
              "      <td>1.069977</td>\n",
              "      <td>1.531004</td>\n",
              "      <td>0.837955</td>\n",
              "      <td>0.769874</td>\n",
              "      <td>1.076319</td>\n",
              "      <td>0.130085</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>1.121710</td>\n",
              "      <td>0.751466</td>\n",
              "      <td>0.661115</td>\n",
              "      <td>0.988800</td>\n",
              "      <td>0.949508</td>\n",
              "      <td>0.639641</td>\n",
              "      <td>1.602663</td>\n",
              "      <td>0.711224</td>\n",
              "      <td>0.702302</td>\n",
              "      <td>0.982158</td>\n",
              "      <td>0.876958</td>\n",
              "      <td>1.090162</td>\n",
              "      <td>1.068059</td>\n",
              "      <td>0.865082</td>\n",
              "      <td>1.194687</td>\n",
              "      <td>1.181890</td>\n",
              "      <td>0.820514</td>\n",
              "      <td>0.796421</td>\n",
              "      <td>0.944687</td>\n",
              "      <td>0.057028</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>1.029055</td>\n",
              "      <td>1.103385</td>\n",
              "      <td>1.419241</td>\n",
              "      <td>0.976944</td>\n",
              "      <td>1.151794</td>\n",
              "      <td>1.219753</td>\n",
              "      <td>1.254944</td>\n",
              "      <td>1.032262</td>\n",
              "      <td>1.390376</td>\n",
              "      <td>1.597035</td>\n",
              "      <td>1.053710</td>\n",
              "      <td>0.901923</td>\n",
              "      <td>0.964938</td>\n",
              "      <td>1.104539</td>\n",
              "      <td>0.984668</td>\n",
              "      <td>0.863005</td>\n",
              "      <td>1.391537</td>\n",
              "      <td>1.250887</td>\n",
              "      <td>1.149444</td>\n",
              "      <td>0.047553</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>1.219667</td>\n",
              "      <td>1.071104</td>\n",
              "      <td>0.892505</td>\n",
              "      <td>1.083649</td>\n",
              "      <td>1.167275</td>\n",
              "      <td>1.251852</td>\n",
              "      <td>0.948972</td>\n",
              "      <td>1.051031</td>\n",
              "      <td>0.861623</td>\n",
              "      <td>1.146613</td>\n",
              "      <td>0.946073</td>\n",
              "      <td>1.119223</td>\n",
              "      <td>1.316325</td>\n",
              "      <td>1.138602</td>\n",
              "      <td>1.218183</td>\n",
              "      <td>1.149883</td>\n",
              "      <td>1.057871</td>\n",
              "      <td>1.142296</td>\n",
              "      <td>1.099041</td>\n",
              "      <td>0.029296</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>6</td>\n",
              "      <td>0.994440</td>\n",
              "      <td>0.905596</td>\n",
              "      <td>0.797650</td>\n",
              "      <td>0.704253</td>\n",
              "      <td>1.384011</td>\n",
              "      <td>1.034164</td>\n",
              "      <td>0.898571</td>\n",
              "      <td>1.037201</td>\n",
              "      <td>0.764343</td>\n",
              "      <td>0.797147</td>\n",
              "      <td>0.985728</td>\n",
              "      <td>0.799033</td>\n",
              "      <td>1.107174</td>\n",
              "      <td>1.091048</td>\n",
              "      <td>1.004911</td>\n",
              "      <td>0.911608</td>\n",
              "      <td>1.093513</td>\n",
              "      <td>0.764185</td>\n",
              "      <td>0.948588</td>\n",
              "      <td>0.039578</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>7</td>\n",
              "      <td>0.977070</td>\n",
              "      <td>1.018536</td>\n",
              "      <td>0.698482</td>\n",
              "      <td>1.130283</td>\n",
              "      <td>0.790156</td>\n",
              "      <td>1.059259</td>\n",
              "      <td>0.789113</td>\n",
              "      <td>1.328605</td>\n",
              "      <td>0.817946</td>\n",
              "      <td>0.785727</td>\n",
              "      <td>0.849766</td>\n",
              "      <td>0.998792</td>\n",
              "      <td>0.866343</td>\n",
              "      <td>1.057659</td>\n",
              "      <td>0.967317</td>\n",
              "      <td>0.801362</td>\n",
              "      <td>0.870184</td>\n",
              "      <td>0.684543</td>\n",
              "      <td>0.916175</td>\n",
              "      <td>0.038856</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8</td>\n",
              "      <td>0.765622</td>\n",
              "      <td>1.510553</td>\n",
              "      <td>1.218032</td>\n",
              "      <td>0.751678</td>\n",
              "      <td>1.164179</td>\n",
              "      <td>1.218586</td>\n",
              "      <td>0.706638</td>\n",
              "      <td>1.715169</td>\n",
              "      <td>1.109290</td>\n",
              "      <td>0.794863</td>\n",
              "      <td>1.053710</td>\n",
              "      <td>1.057698</td>\n",
              "      <td>1.274947</td>\n",
              "      <td>1.227640</td>\n",
              "      <td>1.501944</td>\n",
              "      <td>0.902125</td>\n",
              "      <td>0.887247</td>\n",
              "      <td>0.885924</td>\n",
              "      <td>1.096991</td>\n",
              "      <td>0.067704</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>9</td>\n",
              "      <td>0.782491</td>\n",
              "      <td>1.666985</td>\n",
              "      <td>1.118326</td>\n",
              "      <td>0.661571</td>\n",
              "      <td>1.146840</td>\n",
              "      <td>1.205163</td>\n",
              "      <td>0.957118</td>\n",
              "      <td>0.730980</td>\n",
              "      <td>0.828865</td>\n",
              "      <td>0.688881</td>\n",
              "      <td>0.634492</td>\n",
              "      <td>1.149330</td>\n",
              "      <td>1.053836</td>\n",
              "      <td>1.123088</td>\n",
              "      <td>0.878393</td>\n",
              "      <td>1.264160</td>\n",
              "      <td>1.042705</td>\n",
              "      <td>0.984149</td>\n",
              "      <td>0.995410</td>\n",
              "      <td>0.061167</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>10</td>\n",
              "      <td>0.731550</td>\n",
              "      <td>0.989254</td>\n",
              "      <td>1.560806</td>\n",
              "      <td>0.753100</td>\n",
              "      <td>1.281836</td>\n",
              "      <td>0.992144</td>\n",
              "      <td>0.554925</td>\n",
              "      <td>0.847542</td>\n",
              "      <td>1.308317</td>\n",
              "      <td>0.520772</td>\n",
              "      <td>1.011221</td>\n",
              "      <td>1.030208</td>\n",
              "      <td>1.357702</td>\n",
              "      <td>0.930308</td>\n",
              "      <td>0.918156</td>\n",
              "      <td>0.892641</td>\n",
              "      <td>1.076830</td>\n",
              "      <td>1.213595</td>\n",
              "      <td>0.998384</td>\n",
              "      <td>0.064594</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>11</td>\n",
              "      <td>1.034191</td>\n",
              "      <td>0.820262</td>\n",
              "      <td>1.517151</td>\n",
              "      <td>0.571465</td>\n",
              "      <td>0.947444</td>\n",
              "      <td>0.714343</td>\n",
              "      <td>0.373683</td>\n",
              "      <td>0.802596</td>\n",
              "      <td>1.238335</td>\n",
              "      <td>0.548181</td>\n",
              "      <td>1.465846</td>\n",
              "      <td>1.690223</td>\n",
              "      <td>0.797812</td>\n",
              "      <td>1.148383</td>\n",
              "      <td>0.728379</td>\n",
              "      <td>1.228122</td>\n",
              "      <td>0.915684</td>\n",
              "      <td>1.139262</td>\n",
              "      <td>0.982298</td>\n",
              "      <td>0.084097</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>12</td>\n",
              "      <td>0.994607</td>\n",
              "      <td>0.439237</td>\n",
              "      <td>0.659543</td>\n",
              "      <td>0.515978</td>\n",
              "      <td>0.866942</td>\n",
              "      <td>1.155556</td>\n",
              "      <td>0.781476</td>\n",
              "      <td>0.913725</td>\n",
              "      <td>1.220963</td>\n",
              "      <td>1.156663</td>\n",
              "      <td>1.164746</td>\n",
              "      <td>0.875743</td>\n",
              "      <td>0.598036</td>\n",
              "      <td>0.753784</td>\n",
              "      <td>0.822725</td>\n",
              "      <td>0.465485</td>\n",
              "      <td>0.957013</td>\n",
              "      <td>1.716099</td>\n",
              "      <td>0.892129</td>\n",
              "      <td>0.075022</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Month      2003      2004      2005  ...      2019      2020      Mean       SEM\n",
              "0       1  1.511703  1.206579  0.623029  ...  1.070510  0.661788  0.936267  0.071118\n",
              "1       2  0.858903  0.899643  0.980893  ...  0.837955  0.769874  1.076319  0.130085\n",
              "2       3  1.121710  0.751466  0.661115  ...  0.820514  0.796421  0.944687  0.057028\n",
              "3       4  1.029055  1.103385  1.419241  ...  1.391537  1.250887  1.149444  0.047553\n",
              "4       5  1.219667  1.071104  0.892505  ...  1.057871  1.142296  1.099041  0.029296\n",
              "5       6  0.994440  0.905596  0.797650  ...  1.093513  0.764185  0.948588  0.039578\n",
              "6       7  0.977070  1.018536  0.698482  ...  0.870184  0.684543  0.916175  0.038856\n",
              "7       8  0.765622  1.510553  1.218032  ...  0.887247  0.885924  1.096991  0.067704\n",
              "8       9  0.782491  1.666985  1.118326  ...  1.042705  0.984149  0.995410  0.061167\n",
              "9      10  0.731550  0.989254  1.560806  ...  1.076830  1.213595  0.998384  0.064594\n",
              "10     11  1.034191  0.820262  1.517151  ...  0.915684  1.139262  0.982298  0.084097\n",
              "11     12  0.994607  0.439237  0.659543  ...  0.957013  1.716099  0.892129  0.075022\n",
              "\n",
              "[12 rows x 21 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 565
        },
        "id": "7a7apaexF9iJ",
        "outputId": "c625bfe1-90b7-4bbe-b4fb-6f5b8f8c0c17"
      },
      "source": [
        "f, ax = plt.subplots(figsize = (12, 8), dpi = 80)\n",
        "sns.lineplot(data=monthly_ind, x = 'Month', y = 'Mean')\n",
        "ax.set_ylabel('Monthly index', fontsize = 18,fontstyle='oblique', fontweight = 'medium')\n",
        "ax.set_xlabel('Month', fontsize = 18, fontstyle='oblique', fontweight = 'medium')\n",
        "ax.tick_params(axis = 'both', labelsize = 12, length = 6)\n",
        "ax.spines['bottom'].set_linewidth(1)\n",
        "ax.spines['bottom'].set_color('black')\n",
        "ax.spines['left'].set_linewidth(1)\n",
        "ax.spines['left'].set_color('black')\n",
        "ax.spines['top'].set_visible(False)\n",
        "ax.spines['right'].set_visible(False)\n",
        "plt.xticks(fontsize = 14)\n",
        "plt.yticks(fontsize = 14)\n",
        "plt.grid(alpha = 0.5)"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 960x640 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 562
        },
        "id": "Q5VsnaJxw9dN",
        "outputId": "3338a0e5-4266-40cb-ec64-3d1d0f2132dc"
      },
      "source": [
        "x = monthly_ind['Month']\n",
        "y = monthly_ind['Mean']\n",
        "err = monthly_ind['SEM']\n",
        "fig, ax = plt.subplots(1, figsize = (12,8), dpi = 80)\n",
        "#plt.figure(1, figsize = (12,8), dpi = 80)\n",
        "plt.plot(x, y, \n",
        "         color='blue',\n",
        "         marker='o',\n",
        "         linestyle='solid',\n",
        "         linewidth=1,\n",
        "         markersize = 6)\n",
        "plt.xlabel('Month', fontsize = 18, fontstyle='oblique', fontweight = 'medium')\n",
        "plt.ylabel('Monthly index', fontsize = 18, fontstyle='oblique', fontweight = 'medium')\n",
        "plt.xticks(fontsize = 14)\n",
        "plt.yticks(fontsize = 14)\n",
        "plt.fill_between(x, y1=y-err, y2=y+err, color = 'blue', alpha=0.2)\n",
        "#ax.errorbar(x, y, yerr=err, fmt='o', capsize=5, ecolor='black')\n",
        "ax.spines['top'].set_visible(False)\n",
        "ax.spines['right'].set_visible(False)\n",
        "plt.grid(alpha = 0.5)"
      ],
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 960x640 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 689
        },
        "id": "6yMLeMo6N1Re",
        "outputId": "d6f7097f-f43d-4e44-ca79-311282fc50a9"
      },
      "source": [
        "#использовать цикл для перебора столбцов\n",
        "#использовать метод loc[]\n",
        "#длина фрейма?\n",
        "#https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.iloc.html\n",
        "monthly_ind_mod = monthly_ind.T\n",
        "monthly_ind_mod.loc['Month'] = monthly_ind_mod.loc['Month'].apply(np.int64)\n",
        "monthly_ind_mod"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "      <th>8</th>\n",
              "      <th>9</th>\n",
              "      <th>10</th>\n",
              "      <th>11</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Month</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>11.000000</td>\n",
              "      <td>12.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2003</th>\n",
              "      <td>1.511703</td>\n",
              "      <td>0.858903</td>\n",
              "      <td>1.121710</td>\n",
              "      <td>1.029055</td>\n",
              "      <td>1.219667</td>\n",
              "      <td>0.994440</td>\n",
              "      <td>0.977070</td>\n",
              "      <td>0.765622</td>\n",
              "      <td>0.782491</td>\n",
              "      <td>0.731550</td>\n",
              "      <td>1.034191</td>\n",
              "      <td>0.994607</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2004</th>\n",
              "      <td>1.206579</td>\n",
              "      <td>0.899643</td>\n",
              "      <td>0.751466</td>\n",
              "      <td>1.103385</td>\n",
              "      <td>1.071104</td>\n",
              "      <td>0.905596</td>\n",
              "      <td>1.018536</td>\n",
              "      <td>1.510553</td>\n",
              "      <td>1.666985</td>\n",
              "      <td>0.989254</td>\n",
              "      <td>0.820262</td>\n",
              "      <td>0.439237</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2005</th>\n",
              "      <td>0.623029</td>\n",
              "      <td>0.980893</td>\n",
              "      <td>0.661115</td>\n",
              "      <td>1.419241</td>\n",
              "      <td>0.892505</td>\n",
              "      <td>0.797650</td>\n",
              "      <td>0.698482</td>\n",
              "      <td>1.218032</td>\n",
              "      <td>1.118326</td>\n",
              "      <td>1.560806</td>\n",
              "      <td>1.517151</td>\n",
              "      <td>0.659543</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2006</th>\n",
              "      <td>1.185612</td>\n",
              "      <td>2.786187</td>\n",
              "      <td>0.988800</td>\n",
              "      <td>0.976944</td>\n",
              "      <td>1.083649</td>\n",
              "      <td>0.704253</td>\n",
              "      <td>1.130283</td>\n",
              "      <td>0.751678</td>\n",
              "      <td>0.661571</td>\n",
              "      <td>0.753100</td>\n",
              "      <td>0.571465</td>\n",
              "      <td>0.515978</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007</th>\n",
              "      <td>0.504684</td>\n",
              "      <td>0.656399</td>\n",
              "      <td>0.949508</td>\n",
              "      <td>1.151794</td>\n",
              "      <td>1.167275</td>\n",
              "      <td>1.384011</td>\n",
              "      <td>0.790156</td>\n",
              "      <td>1.164179</td>\n",
              "      <td>1.146840</td>\n",
              "      <td>1.281836</td>\n",
              "      <td>0.947444</td>\n",
              "      <td>0.866942</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2008</th>\n",
              "      <td>0.977553</td>\n",
              "      <td>0.630303</td>\n",
              "      <td>0.639641</td>\n",
              "      <td>1.219753</td>\n",
              "      <td>1.251852</td>\n",
              "      <td>1.034164</td>\n",
              "      <td>1.059259</td>\n",
              "      <td>1.218586</td>\n",
              "      <td>1.205163</td>\n",
              "      <td>0.992144</td>\n",
              "      <td>0.714343</td>\n",
              "      <td>1.155556</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009</th>\n",
              "      <td>1.538770</td>\n",
              "      <td>1.685138</td>\n",
              "      <td>1.602663</td>\n",
              "      <td>1.254944</td>\n",
              "      <td>0.948972</td>\n",
              "      <td>0.898571</td>\n",
              "      <td>0.789113</td>\n",
              "      <td>0.706638</td>\n",
              "      <td>0.957118</td>\n",
              "      <td>0.554925</td>\n",
              "      <td>0.373683</td>\n",
              "      <td>0.781476</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010</th>\n",
              "      <td>0.740858</td>\n",
              "      <td>1.000158</td>\n",
              "      <td>0.711224</td>\n",
              "      <td>1.032262</td>\n",
              "      <td>1.051031</td>\n",
              "      <td>1.037201</td>\n",
              "      <td>1.328605</td>\n",
              "      <td>1.715169</td>\n",
              "      <td>0.730980</td>\n",
              "      <td>0.847542</td>\n",
              "      <td>0.802596</td>\n",
              "      <td>0.913725</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011</th>\n",
              "      <td>0.772284</td>\n",
              "      <td>0.868571</td>\n",
              "      <td>0.702302</td>\n",
              "      <td>1.390376</td>\n",
              "      <td>0.861623</td>\n",
              "      <td>0.764343</td>\n",
              "      <td>0.817946</td>\n",
              "      <td>1.109290</td>\n",
              "      <td>0.828865</td>\n",
              "      <td>1.308317</td>\n",
              "      <td>1.238335</td>\n",
              "      <td>1.220963</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012</th>\n",
              "      <td>1.178590</td>\n",
              "      <td>1.701646</td>\n",
              "      <td>0.982158</td>\n",
              "      <td>1.597035</td>\n",
              "      <td>1.146613</td>\n",
              "      <td>0.797147</td>\n",
              "      <td>0.785727</td>\n",
              "      <td>0.794863</td>\n",
              "      <td>0.688881</td>\n",
              "      <td>0.520772</td>\n",
              "      <td>0.548181</td>\n",
              "      <td>1.156663</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2013</th>\n",
              "      <td>0.844101</td>\n",
              "      <td>1.198170</td>\n",
              "      <td>0.876958</td>\n",
              "      <td>1.053710</td>\n",
              "      <td>0.946073</td>\n",
              "      <td>0.985728</td>\n",
              "      <td>0.849766</td>\n",
              "      <td>1.053710</td>\n",
              "      <td>0.634492</td>\n",
              "      <td>1.011221</td>\n",
              "      <td>1.465846</td>\n",
              "      <td>1.164746</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014</th>\n",
              "      <td>0.544557</td>\n",
              "      <td>0.583828</td>\n",
              "      <td>1.090162</td>\n",
              "      <td>0.901923</td>\n",
              "      <td>1.119223</td>\n",
              "      <td>0.799033</td>\n",
              "      <td>0.998792</td>\n",
              "      <td>1.057698</td>\n",
              "      <td>1.149330</td>\n",
              "      <td>1.030208</td>\n",
              "      <td>1.690223</td>\n",
              "      <td>0.875743</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015</th>\n",
              "      <td>0.735422</td>\n",
              "      <td>0.745120</td>\n",
              "      <td>1.068059</td>\n",
              "      <td>0.964938</td>\n",
              "      <td>1.316325</td>\n",
              "      <td>1.107174</td>\n",
              "      <td>0.866343</td>\n",
              "      <td>1.274947</td>\n",
              "      <td>1.053836</td>\n",
              "      <td>1.357702</td>\n",
              "      <td>0.797812</td>\n",
              "      <td>0.598036</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016</th>\n",
              "      <td>0.966598</td>\n",
              "      <td>0.569976</td>\n",
              "      <td>0.865082</td>\n",
              "      <td>1.104539</td>\n",
              "      <td>1.138602</td>\n",
              "      <td>1.091048</td>\n",
              "      <td>1.057659</td>\n",
              "      <td>1.227640</td>\n",
              "      <td>1.123088</td>\n",
              "      <td>0.930308</td>\n",
              "      <td>1.148383</td>\n",
              "      <td>0.753784</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017</th>\n",
              "      <td>0.829955</td>\n",
              "      <td>1.069977</td>\n",
              "      <td>1.194687</td>\n",
              "      <td>0.984668</td>\n",
              "      <td>1.218183</td>\n",
              "      <td>1.004911</td>\n",
              "      <td>0.967317</td>\n",
              "      <td>1.501944</td>\n",
              "      <td>0.878393</td>\n",
              "      <td>0.918156</td>\n",
              "      <td>0.728379</td>\n",
              "      <td>0.822725</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018</th>\n",
              "      <td>0.960212</td>\n",
              "      <td>1.531004</td>\n",
              "      <td>1.181890</td>\n",
              "      <td>0.863005</td>\n",
              "      <td>1.149883</td>\n",
              "      <td>0.911608</td>\n",
              "      <td>0.801362</td>\n",
              "      <td>0.902125</td>\n",
              "      <td>1.264160</td>\n",
              "      <td>0.892641</td>\n",
              "      <td>1.228122</td>\n",
              "      <td>0.465485</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019</th>\n",
              "      <td>1.070510</td>\n",
              "      <td>0.837955</td>\n",
              "      <td>0.820514</td>\n",
              "      <td>1.391537</td>\n",
              "      <td>1.057871</td>\n",
              "      <td>1.093513</td>\n",
              "      <td>0.870184</td>\n",
              "      <td>0.887247</td>\n",
              "      <td>1.042705</td>\n",
              "      <td>1.076830</td>\n",
              "      <td>0.915684</td>\n",
              "      <td>0.957013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020</th>\n",
              "      <td>0.661788</td>\n",
              "      <td>0.769874</td>\n",
              "      <td>0.796421</td>\n",
              "      <td>1.250887</td>\n",
              "      <td>1.142296</td>\n",
              "      <td>0.764185</td>\n",
              "      <td>0.684543</td>\n",
              "      <td>0.885924</td>\n",
              "      <td>0.984149</td>\n",
              "      <td>1.213595</td>\n",
              "      <td>1.139262</td>\n",
              "      <td>1.716099</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Mean</th>\n",
              "      <td>1.036099</td>\n",
              "      <td>1.187203</td>\n",
              "      <td>0.928266</td>\n",
              "      <td>1.148422</td>\n",
              "      <td>1.085757</td>\n",
              "      <td>0.969486</td>\n",
              "      <td>0.973938</td>\n",
              "      <td>1.131307</td>\n",
              "      <td>1.033684</td>\n",
              "      <td>0.963894</td>\n",
              "      <td>0.847642</td>\n",
              "      <td>0.790883</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             0         1         2   ...         9          10         11\n",
              "Month  1.000000  2.000000  3.000000  ...  10.000000  11.000000  12.000000\n",
              "2003   1.511703  0.858903  1.121710  ...   0.731550   1.034191   0.994607\n",
              "2004   1.206579  0.899643  0.751466  ...   0.989254   0.820262   0.439237\n",
              "2005   0.623029  0.980893  0.661115  ...   1.560806   1.517151   0.659543\n",
              "2006   1.185612  2.786187  0.988800  ...   0.753100   0.571465   0.515978\n",
              "2007   0.504684  0.656399  0.949508  ...   1.281836   0.947444   0.866942\n",
              "2008   0.977553  0.630303  0.639641  ...   0.992144   0.714343   1.155556\n",
              "2009   1.538770  1.685138  1.602663  ...   0.554925   0.373683   0.781476\n",
              "2010   0.740858  1.000158  0.711224  ...   0.847542   0.802596   0.913725\n",
              "2011   0.772284  0.868571  0.702302  ...   1.308317   1.238335   1.220963\n",
              "2012   1.178590  1.701646  0.982158  ...   0.520772   0.548181   1.156663\n",
              "2013   0.844101  1.198170  0.876958  ...   1.011221   1.465846   1.164746\n",
              "2014   0.544557  0.583828  1.090162  ...   1.030208   1.690223   0.875743\n",
              "2015   0.735422  0.745120  1.068059  ...   1.357702   0.797812   0.598036\n",
              "2016   0.966598  0.569976  0.865082  ...   0.930308   1.148383   0.753784\n",
              "2017   0.829955  1.069977  1.194687  ...   0.918156   0.728379   0.822725\n",
              "2018   0.960212  1.531004  1.181890  ...   0.892641   1.228122   0.465485\n",
              "2019   1.070510  0.837955  0.820514  ...   1.076830   0.915684   0.957013\n",
              "2020   0.661788  0.769874  0.796421  ...   1.213595   1.139262   1.716099\n",
              "Mean   1.036099  1.187203  0.928266  ...   0.963894   0.847642   0.790883\n",
              "\n",
              "[20 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ddRxGv6pCCGU",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 291
        },
        "outputId": "1310da56-fd0b-4fef-8cf2-74e0e336e26d"
      },
      "source": [
        "fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (18, 6), dpi = 180, sharey='row')\n",
        "sns.lineplot(data = mi_fin,\n",
        "             x = 'Year',\n",
        "             y = 'm_i',\n",
        "             hue = 'season',\n",
        "             style = 'season',\n",
        "             markers = True,\n",
        "             ax=ax1)\n",
        "sns.despine(ax=ax1, top=True, right=True)\n",
        "ax1.set_xticks(np.arange(2002, 2022, 2))\n",
        "ax1.tick_params(axis = 'x', \n",
        "                direction='out',\n",
        "                labelsize = 12,\n",
        "                length = 6,\n",
        "                rotation = 35)\n",
        "ax1.tick_params(axis = 'y', \n",
        "                direction='out',\n",
        "                labelsize = 12,\n",
        "                length = 6)\n",
        "ax1.set_ylabel('Monthly index',\n",
        "               fontsize = 14,\n",
        "               fontstyle='oblique',\n",
        "               fontweight = 'medium')\n",
        "ax1.set_xlabel('Year',\n",
        "               fontsize = 14,\n",
        "               fontstyle='oblique',\n",
        "               fontweight = 'medium')\n",
        "ax1.legend(labels=[\"Winter\",\"Summer\"], fontsize = 'large', loc = 1, ncol = 2)\n",
        "ax1.grid(axis='y', alpha = 0.5)\n",
        "\n",
        "x = monthly_ind['Month']\n",
        "y = monthly_ind['Mean']\n",
        "ax2.plot(x, y, \n",
        "         color='blue',\n",
        "         marker='o',\n",
        "         linestyle='solid',\n",
        "         linewidth=1,\n",
        "         markersize = 6)\n",
        "ax2.tick_params(axis = 'x', \n",
        "                direction='out',\n",
        "                labelsize = 12,\n",
        "                length = 6)\n",
        "ax2.spines['top'].set_visible(False)\n",
        "ax2.spines['right'].set_visible(False)\n",
        "ax2.set_xlabel('Month',\n",
        "               fontsize = 14,\n",
        "               fontstyle='oblique',\n",
        "               fontweight = 'medium')\n",
        "ax2.grid(axis='y',alpha=0.5)\n",
        "fig.tight_layout(pad=2.0)\n",
        "#plt.savefig('/content/drive/MyDrive/Colab Notebooks/Data for JER/fig3.png') \n"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 3240x1080 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4YyGBlJBhq5i"
      },
      "source": [
        "from scipy.stats import ttest_ind"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Pz8JVd3WjI6c",
        "outputId": "50aa82be-208a-4450-81c3-cc41381ad812"
      },
      "source": [
        "def t_test(dat1, dat2):\n",
        "  stat, p = ttest_ind(dat1, dat2)\n",
        "  alpha1 = 0.05\n",
        "  print('Statistics=%.3f, p=%.3f' % (stat, p))\n",
        "  if p > alpha1:\n",
        "      print('Same distributions (fail to reject H0)')\n",
        "  else:\n",
        "      print('Different distributions (reject H0)')\n",
        "  return stat, p\n",
        "\n",
        "\n",
        "data1 = mi_win.m_i\n",
        "data2 = mi_sum.m_i\n",
        "t_test(data1, data2)\n",
        "\n",
        "  "
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Statistics=-1.565, p=0.119\n",
            "Same distributions (fail to reject H0)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(-1.5650730723541513, 0.11904329860750582)"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KS6FcrfK5HO3"
      },
      "source": [
        "# **Gomel and Mazyr ROPs comparison**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 421
        },
        "id": "_IYJPDzj5Rbx",
        "outputId": "1ce4f9d4-1192-4a92-8d9a-0a5cb819cf4f"
      },
      "source": [
        "path_m = '/content/drive/MyDrive/Colab Notebooks/Data for JER/Mon_index2013-2018_Mazyr.csv'\n",
        "df_m = pd.read_csv(path_m)\n",
        "df_m_droped=df_m.drop('Unnamed: 0', axis=1)\n",
        "#df_m_droped=df_m.drop(['Unnamed: 0', 'Month'], axis=1)\n",
        "df_m_droped['SEM'] = df_m_droped.iloc[:,1:7].sem(axis=1)\n",
        "df_m_droped"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Month</th>\n",
              "      <th>2013</th>\n",
              "      <th>2014</th>\n",
              "      <th>2015</th>\n",
              "      <th>2016</th>\n",
              "      <th>2017</th>\n",
              "      <th>2018</th>\n",
              "      <th>Mean</th>\n",
              "      <th>SEM</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>0.947470</td>\n",
              "      <td>0.605810</td>\n",
              "      <td>1.145407</td>\n",
              "      <td>1.071196</td>\n",
              "      <td>0.924649</td>\n",
              "      <td>0.944242</td>\n",
              "      <td>0.939796</td>\n",
              "      <td>0.075586</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>1.018403</td>\n",
              "      <td>0.689370</td>\n",
              "      <td>0.809828</td>\n",
              "      <td>1.008519</td>\n",
              "      <td>0.984091</td>\n",
              "      <td>1.440934</td>\n",
              "      <td>0.991857</td>\n",
              "      <td>0.104458</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>0.971283</td>\n",
              "      <td>1.029716</td>\n",
              "      <td>1.114900</td>\n",
              "      <td>0.968634</td>\n",
              "      <td>1.571903</td>\n",
              "      <td>1.154854</td>\n",
              "      <td>1.135215</td>\n",
              "      <td>0.092601</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>0.990378</td>\n",
              "      <td>1.118418</td>\n",
              "      <td>0.574090</td>\n",
              "      <td>1.225038</td>\n",
              "      <td>0.969854</td>\n",
              "      <td>1.033401</td>\n",
              "      <td>0.985196</td>\n",
              "      <td>0.090713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>0.999403</td>\n",
              "      <td>1.001112</td>\n",
              "      <td>0.847546</td>\n",
              "      <td>0.949262</td>\n",
              "      <td>1.459624</td>\n",
              "      <td>0.888079</td>\n",
              "      <td>1.024171</td>\n",
              "      <td>0.090571</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>6</td>\n",
              "      <td>0.892243</td>\n",
              "      <td>0.870309</td>\n",
              "      <td>1.005351</td>\n",
              "      <td>1.143843</td>\n",
              "      <td>1.228462</td>\n",
              "      <td>0.868773</td>\n",
              "      <td>1.001497</td>\n",
              "      <td>0.062863</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>7</td>\n",
              "      <td>0.849303</td>\n",
              "      <td>0.901483</td>\n",
              "      <td>0.804281</td>\n",
              "      <td>1.119912</td>\n",
              "      <td>0.894414</td>\n",
              "      <td>0.753989</td>\n",
              "      <td>0.887231</td>\n",
              "      <td>0.051791</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8</td>\n",
              "      <td>1.062103</td>\n",
              "      <td>0.829172</td>\n",
              "      <td>1.280009</td>\n",
              "      <td>1.146692</td>\n",
              "      <td>0.964277</td>\n",
              "      <td>0.730120</td>\n",
              "      <td>1.002062</td>\n",
              "      <td>0.083076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>9</td>\n",
              "      <td>0.922643</td>\n",
              "      <td>1.118418</td>\n",
              "      <td>1.027538</td>\n",
              "      <td>0.807670</td>\n",
              "      <td>0.823378</td>\n",
              "      <td>0.939328</td>\n",
              "      <td>0.939829</td>\n",
              "      <td>0.048617</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>10</td>\n",
              "      <td>0.990853</td>\n",
              "      <td>1.033251</td>\n",
              "      <td>1.229995</td>\n",
              "      <td>1.079173</td>\n",
              "      <td>0.774944</td>\n",
              "      <td>1.110976</td>\n",
              "      <td>1.036532</td>\n",
              "      <td>0.061998</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>11</td>\n",
              "      <td>1.253371</td>\n",
              "      <td>1.613350</td>\n",
              "      <td>0.999527</td>\n",
              "      <td>0.872483</td>\n",
              "      <td>0.957672</td>\n",
              "      <td>1.419873</td>\n",
              "      <td>1.186046</td>\n",
              "      <td>0.119312</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>12</td>\n",
              "      <td>1.124804</td>\n",
              "      <td>1.103956</td>\n",
              "      <td>1.101033</td>\n",
              "      <td>0.552691</td>\n",
              "      <td>0.644612</td>\n",
              "      <td>0.827001</td>\n",
              "      <td>0.892350</td>\n",
              "      <td>0.103822</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Month      2013      2014      2015  ...      2017      2018      Mean       SEM\n",
              "0       1  0.947470  0.605810  1.145407  ...  0.924649  0.944242  0.939796  0.075586\n",
              "1       2  1.018403  0.689370  0.809828  ...  0.984091  1.440934  0.991857  0.104458\n",
              "2       3  0.971283  1.029716  1.114900  ...  1.571903  1.154854  1.135215  0.092601\n",
              "3       4  0.990378  1.118418  0.574090  ...  0.969854  1.033401  0.985196  0.090713\n",
              "4       5  0.999403  1.001112  0.847546  ...  1.459624  0.888079  1.024171  0.090571\n",
              "5       6  0.892243  0.870309  1.005351  ...  1.228462  0.868773  1.001497  0.062863\n",
              "6       7  0.849303  0.901483  0.804281  ...  0.894414  0.753989  0.887231  0.051791\n",
              "7       8  1.062103  0.829172  1.280009  ...  0.964277  0.730120  1.002062  0.083076\n",
              "8       9  0.922643  1.118418  1.027538  ...  0.823378  0.939328  0.939829  0.048617\n",
              "9      10  0.990853  1.033251  1.229995  ...  0.774944  1.110976  1.036532  0.061998\n",
              "10     11  1.253371  1.613350  0.999527  ...  0.957672  1.419873  1.186046  0.119312\n",
              "11     12  1.124804  1.103956  1.101033  ...  0.644612  0.827001  0.892350  0.103822\n",
              "\n",
              "[12 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 58
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 562
        },
        "id": "Ks1G975-Qgay",
        "outputId": "6676531f-0e9e-4fe3-f376-5d597dcc307e"
      },
      "source": [
        "x = monthly_ind['Month']\n",
        "y = monthly_ind['Mean']\n",
        "y1 = df_m_droped['Mean']\n",
        "err = monthly_ind['SEM']\n",
        "err1 = df_m_droped['SEM']\n",
        "fig, ax = plt.subplots(1, figsize = (12,8), dpi = 80)\n",
        "#plt.figure(1, figsize = (12,8), dpi = 80)\n",
        "plt.plot(x, y, \n",
        "         color='blue',\n",
        "         marker='o',\n",
        "         linestyle='solid',\n",
        "         linewidth=1,\n",
        "         markersize = 6,\n",
        "         label='ROP Gomel')\n",
        "plt.plot(x, y1, color = 'green',\n",
        "         marker='^',\n",
        "         linestyle='solid',\n",
        "         linewidth=1,\n",
        "         markersize = 6,\n",
        "         label='ROP Mazyr')\n",
        "plt.xlabel('Month', fontsize = 18, fontstyle='oblique', fontweight = 'medium')\n",
        "plt.ylabel('Monthly index', fontsize = 18, fontstyle='oblique', fontweight = 'medium')\n",
        "plt.xticks(fontsize = 14)\n",
        "plt.yticks(fontsize = 14)\n",
        "plt.fill_between(x, y1=y-err, y2=y+err, color = 'blue', alpha=0.2)\n",
        "plt.fill_between(x, y1=y1-err1, y2=y1+err1, color = 'green', alpha=0.2)\n",
        "#ax.errorbar(x, y, yerr=err, fmt='o', capsize=5, ecolor='black')\n",
        "ax.spines['top'].set_visible(False)\n",
        "ax.spines['right'].set_visible(False)\n",
        "plt.legend()\n",
        "plt.grid(alpha = 0.5)\n",
        "#plt.savefig('/content/drive/MyDrive/Colab Notebooks/Data for JER/fig3_m.png', dpi=300) "
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 960x640 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}