diff --git "a/Inflation.ipynb" "b/Inflation.ipynb"
new file mode 100644--- /dev/null
+++ "b/Inflation.ipynb"
@@ -0,0 +1,2380 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "8d7051b2",
+   "metadata": {},
+   "source": [
+    "# Inflation, consumer prices (annual %)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "81cde157",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "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>Country Name</th>\n",
+       "      <th>Country Code</th>\n",
+       "      <th>1960</th>\n",
+       "      <th>1961</th>\n",
+       "      <th>1962</th>\n",
+       "      <th>1963</th>\n",
+       "      <th>1964</th>\n",
+       "      <th>1965</th>\n",
+       "      <th>1966</th>\n",
+       "      <th>1967</th>\n",
+       "      <th>...</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>2021</th>\n",
+       "      <th>2022</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Aruba</td>\n",
+       "      <td>ABW</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-2.372065</td>\n",
+       "      <td>0.421441</td>\n",
+       "      <td>0.474764</td>\n",
+       "      <td>-0.931196</td>\n",
+       "      <td>-1.028282</td>\n",
+       "      <td>3.626041</td>\n",
+       "      <td>4.257462</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Africa Eastern and Southern</td>\n",
+       "      <td>AFE</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.750981</td>\n",
+       "      <td>5.370290</td>\n",
+       "      <td>5.245878</td>\n",
+       "      <td>6.571396</td>\n",
+       "      <td>6.399343</td>\n",
+       "      <td>4.720811</td>\n",
+       "      <td>4.653665</td>\n",
+       "      <td>7.321106</td>\n",
+       "      <td>6.824727</td>\n",
+       "      <td>10.773751</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.385772</td>\n",
+       "      <td>4.673996</td>\n",
+       "      <td>-0.661709</td>\n",
+       "      <td>4.383892</td>\n",
+       "      <td>4.975952</td>\n",
+       "      <td>0.626149</td>\n",
+       "      <td>2.302373</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Africa Western and Central</td>\n",
+       "      <td>AFW</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.439201</td>\n",
+       "      <td>1.768436</td>\n",
+       "      <td>2.130817</td>\n",
+       "      <td>1.487416</td>\n",
+       "      <td>1.764635</td>\n",
+       "      <td>1.784050</td>\n",
+       "      <td>1.760112</td>\n",
+       "      <td>2.437609</td>\n",
+       "      <td>3.653533</td>\n",
+       "      <td>7.967574</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8.777814</td>\n",
+       "      <td>7.280387</td>\n",
+       "      <td>9.353840</td>\n",
+       "      <td>30.698958</td>\n",
+       "      <td>29.842578</td>\n",
+       "      <td>19.630594</td>\n",
+       "      <td>17.079704</td>\n",
+       "      <td>22.271564</td>\n",
+       "      <td>25.754266</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>261</th>\n",
+       "      <td>Kosovo</td>\n",
+       "      <td>XKX</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.767324</td>\n",
+       "      <td>0.428958</td>\n",
+       "      <td>-0.536929</td>\n",
+       "      <td>0.273169</td>\n",
+       "      <td>1.488234</td>\n",
+       "      <td>1.053798</td>\n",
+       "      <td>2.675992</td>\n",
+       "      <td>0.198228</td>\n",
+       "      <td>3.353691</td>\n",
+       "      <td>11.580510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>262</th>\n",
+       "      <td>Yemen, Rep.</td>\n",
+       "      <td>YEM</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.968442</td>\n",
+       "      <td>8.104726</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>263</th>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>ZAF</td>\n",
+       "      <td>1.288859</td>\n",
+       "      <td>2.102374</td>\n",
+       "      <td>1.246285</td>\n",
+       "      <td>1.33797</td>\n",
+       "      <td>2.534973</td>\n",
+       "      <td>4.069029</td>\n",
+       "      <td>3.489234</td>\n",
+       "      <td>3.538992</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.784469</td>\n",
+       "      <td>6.129838</td>\n",
+       "      <td>4.540642</td>\n",
+       "      <td>6.571396</td>\n",
+       "      <td>5.184247</td>\n",
+       "      <td>4.517165</td>\n",
+       "      <td>4.120246</td>\n",
+       "      <td>3.210036</td>\n",
+       "      <td>4.611672</td>\n",
+       "      <td>7.039727</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>264</th>\n",
+       "      <td>Zambia</td>\n",
+       "      <td>ZMB</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.977676</td>\n",
+       "      <td>7.806876</td>\n",
+       "      <td>10.110593</td>\n",
+       "      <td>17.869730</td>\n",
+       "      <td>6.577312</td>\n",
+       "      <td>7.494572</td>\n",
+       "      <td>9.150316</td>\n",
+       "      <td>15.733060</td>\n",
+       "      <td>22.020768</td>\n",
+       "      <td>10.993204</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>265</th>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>ZWE</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.634950</td>\n",
+       "      <td>-0.197785</td>\n",
+       "      <td>-2.430968</td>\n",
+       "      <td>-1.543670</td>\n",
+       "      <td>0.893962</td>\n",
+       "      <td>10.618866</td>\n",
+       "      <td>255.304991</td>\n",
+       "      <td>557.201817</td>\n",
+       "      <td>98.546105</td>\n",
+       "      <td>104.705171</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>266 rows × 65 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    Country Name Country Code      1960      1961      1962  \\\n",
+       "0                          Aruba          ABW       NaN       NaN       NaN   \n",
+       "1    Africa Eastern and Southern          AFE       NaN       NaN       NaN   \n",
+       "2                    Afghanistan          AFG       NaN       NaN       NaN   \n",
+       "3     Africa Western and Central          AFW       NaN       NaN       NaN   \n",
+       "4                         Angola          AGO       NaN       NaN       NaN   \n",
+       "..                           ...          ...       ...       ...       ...   \n",
+       "261                       Kosovo          XKX       NaN       NaN       NaN   \n",
+       "262                  Yemen, Rep.          YEM       NaN       NaN       NaN   \n",
+       "263                 South Africa          ZAF  1.288859  2.102374  1.246285   \n",
+       "264                       Zambia          ZMB       NaN       NaN       NaN   \n",
+       "265                     Zimbabwe          ZWE       NaN       NaN       NaN   \n",
+       "\n",
+       "        1963      1964      1965      1966      1967  ...       2013  \\\n",
+       "0        NaN       NaN       NaN       NaN       NaN  ...  -2.372065   \n",
+       "1        NaN       NaN       NaN       NaN       NaN  ...   5.750981   \n",
+       "2        NaN       NaN       NaN       NaN       NaN  ...   7.385772   \n",
+       "3        NaN       NaN       NaN       NaN       NaN  ...   2.439201   \n",
+       "4        NaN       NaN       NaN       NaN       NaN  ...   8.777814   \n",
+       "..       ...       ...       ...       ...       ...  ...        ...   \n",
+       "261      NaN       NaN       NaN       NaN       NaN  ...   1.767324   \n",
+       "262      NaN       NaN       NaN       NaN       NaN  ...  10.968442   \n",
+       "263  1.33797  2.534973  4.069029  3.489234  3.538992  ...   5.784469   \n",
+       "264      NaN       NaN       NaN       NaN       NaN  ...   6.977676   \n",
+       "265      NaN       NaN       NaN       NaN       NaN  ...   1.634950   \n",
+       "\n",
+       "         2014       2015       2016       2017       2018        2019  \\\n",
+       "0    0.421441   0.474764  -0.931196  -1.028282   3.626041    4.257462   \n",
+       "1    5.370290   5.245878   6.571396   6.399343   4.720811    4.653665   \n",
+       "2    4.673996  -0.661709   4.383892   4.975952   0.626149    2.302373   \n",
+       "3    1.768436   2.130817   1.487416   1.764635   1.784050    1.760112   \n",
+       "4    7.280387   9.353840  30.698958  29.842578  19.630594   17.079704   \n",
+       "..        ...        ...        ...        ...        ...         ...   \n",
+       "261  0.428958  -0.536929   0.273169   1.488234   1.053798    2.675992   \n",
+       "262  8.104726        NaN        NaN        NaN        NaN         NaN   \n",
+       "263  6.129838   4.540642   6.571396   5.184247   4.517165    4.120246   \n",
+       "264  7.806876  10.110593  17.869730   6.577312   7.494572    9.150316   \n",
+       "265 -0.197785  -2.430968  -1.543670   0.893962  10.618866  255.304991   \n",
+       "\n",
+       "           2020       2021        2022  \n",
+       "0           NaN        NaN         NaN  \n",
+       "1      7.321106   6.824727   10.773751  \n",
+       "2           NaN        NaN         NaN  \n",
+       "3      2.437609   3.653533    7.967574  \n",
+       "4     22.271564  25.754266         NaN  \n",
+       "..          ...        ...         ...  \n",
+       "261    0.198228   3.353691   11.580510  \n",
+       "262         NaN        NaN         NaN  \n",
+       "263    3.210036   4.611672    7.039727  \n",
+       "264   15.733060  22.020768   10.993204  \n",
+       "265  557.201817  98.546105  104.705171  \n",
+       "\n",
+       "[266 rows x 65 columns]"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "inflation = pd.read_excel('Inflation.xlsx')\n",
+    "inflation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b450a0de",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 266 entries, 0 to 265\n",
+      "Data columns (total 65 columns):\n",
+      " #   Column        Non-Null Count  Dtype  \n",
+      "---  ------        --------------  -----  \n",
+      " 0   Country Name  266 non-null    object \n",
+      " 1   Country Code  266 non-null    object \n",
+      " 2   1960          70 non-null     float64\n",
+      " 3   1961          72 non-null     float64\n",
+      " 4   1962          74 non-null     float64\n",
+      " 5   1963          74 non-null     float64\n",
+      " 6   1964          79 non-null     float64\n",
+      " 7   1965          86 non-null     float64\n",
+      " 8   1966          93 non-null     float64\n",
+      " 9   1967          100 non-null    float64\n",
+      " 10  1968          101 non-null    float64\n",
+      " 11  1969          102 non-null    float64\n",
+      " 12  1970          107 non-null    float64\n",
+      " 13  1971          111 non-null    float64\n",
+      " 14  1972          114 non-null    float64\n",
+      " 15  1973          117 non-null    float64\n",
+      " 16  1974          119 non-null    float64\n",
+      " 17  1975          123 non-null    float64\n",
+      " 18  1976          124 non-null    float64\n",
+      " 19  1977          130 non-null    float64\n",
+      " 20  1978          130 non-null    float64\n",
+      " 21  1979          124 non-null    float64\n",
+      " 22  1980          131 non-null    float64\n",
+      " 23  1981          149 non-null    float64\n",
+      " 24  1982          150 non-null    float64\n",
+      " 25  1983          150 non-null    float64\n",
+      " 26  1984          154 non-null    float64\n",
+      " 27  1985          155 non-null    float64\n",
+      " 28  1986          163 non-null    float64\n",
+      " 29  1987          170 non-null    float64\n",
+      " 30  1988          170 non-null    float64\n",
+      " 31  1989          173 non-null    float64\n",
+      " 32  1990          173 non-null    float64\n",
+      " 33  1991          179 non-null    float64\n",
+      " 34  1992          187 non-null    float64\n",
+      " 35  1993          193 non-null    float64\n",
+      " 36  1994          198 non-null    float64\n",
+      " 37  1995          202 non-null    float64\n",
+      " 38  1996          205 non-null    float64\n",
+      " 39  1997          205 non-null    float64\n",
+      " 40  1998          205 non-null    float64\n",
+      " 41  1999          207 non-null    float64\n",
+      " 42  2000          211 non-null    float64\n",
+      " 43  2001          216 non-null    float64\n",
+      " 44  2002          218 non-null    float64\n",
+      " 45  2003          221 non-null    float64\n",
+      " 46  2004          222 non-null    float64\n",
+      " 47  2005          225 non-null    float64\n",
+      " 48  2006          228 non-null    float64\n",
+      " 49  2007          230 non-null    float64\n",
+      " 50  2008          231 non-null    float64\n",
+      " 51  2009          234 non-null    float64\n",
+      " 52  2010          236 non-null    float64\n",
+      " 53  2011          240 non-null    float64\n",
+      " 54  2012          239 non-null    float64\n",
+      " 55  2013          236 non-null    float64\n",
+      " 56  2014          235 non-null    float64\n",
+      " 57  2015          234 non-null    float64\n",
+      " 58  2016          234 non-null    float64\n",
+      " 59  2017          229 non-null    float64\n",
+      " 60  2018          226 non-null    float64\n",
+      " 61  2019          225 non-null    float64\n",
+      " 62  2020          219 non-null    float64\n",
+      " 63  2021          217 non-null    float64\n",
+      " 64  2022          213 non-null    float64\n",
+      "dtypes: float64(63), object(2)\n",
+      "memory usage: 135.2+ KB\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "((266, 65),\n",
+       " Index(['Country Name', 'Country Code', '1960', '1961', '1962', '1963', '1964',\n",
+       "        '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973',\n",
+       "        '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982',\n",
+       "        '1983', '1984', '1985', '1986', '1987', '1988', '1989', '1990', '1991',\n",
+       "        '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999', '2000',\n",
+       "        '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009',\n",
+       "        '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018',\n",
+       "        '2019', '2020', '2021', '2022'],\n",
+       "       dtype='object'),\n",
+       " Country Name     object\n",
+       " Country Code     object\n",
+       " 1960            float64\n",
+       " 1961            float64\n",
+       " 1962            float64\n",
+       "                  ...   \n",
+       " 2018            float64\n",
+       " 2019            float64\n",
+       " 2020            float64\n",
+       " 2021            float64\n",
+       " 2022            float64\n",
+       " Length: 65, dtype: object,\n",
+       " None,\n",
+       "             1960       1961        1962        1963        1964        1965  \\\n",
+       " count  70.000000  72.000000   74.000000   74.000000   79.000000   86.000000   \n",
+       " mean    3.554980   3.491289    4.630783    5.846612    6.263870    8.192841   \n",
+       " std     6.795697   4.508248   15.209955   17.152509   13.749261   33.376181   \n",
+       " min    -5.030042  -3.900000   -3.846154   -2.694655   -4.535654   -3.878976   \n",
+       " 25%     0.871370   1.468978    1.147323    1.790965    1.870349    1.940405   \n",
+       " 50%     1.945749   2.102977    2.669962    2.898982    3.328408    3.410026   \n",
+       " 75%     4.037155   3.601606    4.614353    4.998460    4.822426    4.938170   \n",
+       " max    39.590444  22.747264  131.397849  145.910781  108.994709  306.763110   \n",
+       " \n",
+       "               1966        1967        1968        1969  ...        2013  \\\n",
+       " count    93.000000  100.000000  101.000000  102.000000  ...  236.000000   \n",
+       " mean     17.765764    5.469524    6.309715    4.446334  ...    4.087093   \n",
+       " std     117.536433   14.150802   18.309690    4.140570  ...    5.071277   \n",
+       " min      -1.361868   -8.422486  -10.033895   -4.339051  ...   -4.294873   \n",
+       " 25%       2.479008    1.564937    1.588785    2.347005  ...    1.463358   \n",
+       " 50%       3.815659    3.020244    3.161937    3.388412  ...    2.774232   \n",
+       " 75%       6.951872    4.500319    4.697428    5.811237  ...    5.363191   \n",
+       " max    1136.254112  106.000000  128.843042   21.763295  ...   40.639428   \n",
+       " \n",
+       "              2014        2015        2016        2017        2018        2019  \\\n",
+       " count  235.000000  234.000000  234.000000  229.000000  226.000000  225.000000   \n",
+       " mean     3.641227    3.580789    6.037178    4.745088    4.073728    4.625074   \n",
+       " std      5.580485    9.636531   30.096995   13.085162    7.532605   18.422995   \n",
+       " min     -1.509245   -3.749145   -3.078218   -1.537100   -2.814698   -3.233389   \n",
+       " 25%      0.926777    0.309365    0.455380    1.429107    1.627863    1.108255   \n",
+       " 50%      2.626684    1.557907    1.675408    2.450534    2.597456    2.206073   \n",
+       " 75%      4.632431    4.055194    4.330767    4.520229    4.039775    3.322559   \n",
+       " max     62.168650  121.738085  379.999586  187.851630   83.501529  255.304991   \n",
+       " \n",
+       "              2020        2021        2022  \n",
+       " count  219.000000  217.000000  213.000000  \n",
+       " mean     6.807404    7.536486   11.577459  \n",
+       " std     39.599591   27.451909   17.605291  \n",
+       " min     -2.595243   -0.772844   -6.687321  \n",
+       " 25%      0.602391    2.343284    5.821158  \n",
+       " 50%      2.002412    3.653533    8.160590  \n",
+       " 75%      3.723892    5.214049   10.773751  \n",
+       " max    557.201817  359.093041  171.205491  \n",
+       " \n",
+       " [8 rows x 63 columns])"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "inflation.shape, inflation.columns, inflation.dtypes, inflation.info(), inflation.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b929bfda",
+   "metadata": {},
+   "source": [
+    "### Nombres de las hojas Excel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "ea237b90",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['Data', 'Metadata - Countries', 'Metadata - Indicators'])"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "file_path = 'Inflation.xlsx'\n",
+    "data = pd.read_excel(file_path, sheet_name=None)  \n",
+    "\n",
+    "sheet_names = data.keys()\n",
+    "sheet_names"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5cf6f308",
+   "metadata": {},
+   "source": [
+    "### Imputación con Mediana a valores NaN"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "b2207262",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Country Name      0\n",
+      "Country Code      0\n",
+      "1960            196\n",
+      "1961            194\n",
+      "1962            192\n",
+      "               ... \n",
+      "2018             40\n",
+      "2019             41\n",
+      "2020             47\n",
+      "2021             49\n",
+      "2022             53\n",
+      "Length: 65, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(inflation.isna().sum())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "893edd8b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Crear una copia para trabajar con la imputación\n",
+    "inflation_imputed = inflation.copy()\n",
+    "\n",
+    "# Identificar las columnas problemáticas\n",
+    "non_positive_columns = inflation_imputed.loc[:, inflation_imputed.columns[2:]].apply(lambda x: (x <= 0).any())\n",
+    "problematic_columns = non_positive_columns[non_positive_columns].index.tolist()\n",
+    "\n",
+    "# Establecer un valor positivo mínimo para imputar\n",
+    "min_positive_value = 0.01\n",
+    "\n",
+    "# Imputar valores no positivos\n",
+    "for column in problematic_columns:\n",
+    "    inflation_imputed[column] = inflation_imputed[column].apply(lambda x: min_positive_value if x <= 0 else x)\n",
+    "\n",
+    "# Comprobación que no hay valores no positivos en las columnas problemáticas\n",
+    "assert all(inflation_imputed[problematic_columns].min() > 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "20c75b01",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(                  Country Name Country Code      1960      1961      1962  \\\n",
+       " 0                        Aruba          ABW -0.137047 -0.172253 -0.073786   \n",
+       " 1  Africa Eastern and Southern          AFE -0.137047 -0.172253 -0.073786   \n",
+       " 2                  Afghanistan          AFG -0.137047 -0.172253 -0.073786   \n",
+       " 3   Africa Western and Central          AFW -0.137047 -0.172253 -0.073786   \n",
+       " 4                       Angola          AGO -0.137047 -0.172253 -0.073786   \n",
+       " \n",
+       "        1963     1964      1965      1966      1967  ...      2013      2014  \\\n",
+       " 0 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ... -0.838328 -0.605012   \n",
+       " 1 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ...  0.373381  0.345457   \n",
+       " 2 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ...  0.718425  0.211728   \n",
+       " 3 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ... -0.325614 -0.346310   \n",
+       " 4 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ...  1.012234  0.712308   \n",
+       " \n",
+       "        2015      2016      2017      2018      2019      2020      2021  \\\n",
+       " 0 -0.335730 -0.199353 -0.365765 -0.035131 -0.004350 -0.113314 -0.128176   \n",
+       " 1  0.195933  0.033496  0.160902  0.122722  0.019088  0.034941 -0.000207   \n",
+       " 2 -0.387521 -0.044134  0.043573 -0.467679 -0.120006 -0.113314 -0.128176   \n",
+       " 3 -0.151190 -0.146923 -0.221133 -0.300723 -0.152084 -0.101183 -0.128176   \n",
+       " 4  0.653699  0.889729  2.093307  2.272532  0.754171  0.451674  0.763668   \n",
+       " \n",
+       "        2022  \n",
+       " 0 -0.175279  \n",
+       " 1 -0.009400  \n",
+       " 2 -0.175279  \n",
+       " 3 -0.187531  \n",
+       " 4 -0.175279  \n",
+       " \n",
+       " [5 rows x 65 columns],\n",
+       " (-14.788756107337168,\n",
+       "  2.187749182327035e-27,\n",
+       "  0,\n",
+       "  265,\n",
+       "  {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  726.0200966131579))"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from statsmodels.tsa.stattools import adfuller\n",
+    "\n",
+    "# Imputación con Medianas\n",
+    "for column in inflation_imputed.columns[2:]:\n",
+    "    median_value = inflation_imputed[column].median()\n",
+    "    inflation_imputed[column] = inflation_imputed[column].fillna(median_value)\n",
+    "\n",
+    "# Estandarización\n",
+    "scaler = StandardScaler()\n",
+    "inflation_imputed.iloc[:, 2:] = scaler.fit_transform(inflation_imputed.iloc[:, 2:])\n",
+    "\n",
+    "# Estacionaridad año 2022\n",
+    "adf_result = adfuller(inflation_imputed['2022'].dropna())\n",
+    "adf_result\n",
+    "\n",
+    "inflation_imputed.head(), adf_result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "0fbbf1df",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'1960': {'ADF Statistic': -16.561879845209727,\n",
+       "  'p-value': 1.9039955232125e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1961': {'ADF Statistic': -17.08286394348471,\n",
+       "  'p-value': 7.685186221218232e-30,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1962': {'ADF Statistic': -16.221460811308305,\n",
+       "  'p-value': 3.893941858006242e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1963': {'ADF Statistic': -16.32643033993515,\n",
+       "  'p-value': 3.0912967888245425e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1964': {'ADF Statistic': -16.51036672525898,\n",
+       "  'p-value': 2.108656808532059e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1965': {'ADF Statistic': -16.361848532575053,\n",
+       "  'p-value': 2.865528406643489e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1966': {'ADF Statistic': -16.299805562432127,\n",
+       "  'p-value': 3.274880159793727e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1967': {'ADF Statistic': -16.48458878585416,\n",
+       "  'p-value': 2.2210308924998992e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1968': {'ADF Statistic': -16.374825059085243,\n",
+       "  'p-value': 2.787727076593123e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1969': {'ADF Statistic': -16.180101625979585,\n",
+       "  'p-value': 4.2753093419972246e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1970': {'ADF Statistic': -7.464263557919528,\n",
+       "  'p-value': 5.254887484198605e-11,\n",
+       "  'Critical Values': {'1%': -3.4554613060274972,\n",
+       "   '5%': -2.8725931472675046,\n",
+       "   '10%': -2.5726600403359887},\n",
+       "  '1%': -3.4554613060274972,\n",
+       "  '5%': -2.8725931472675046,\n",
+       "  '10%': -2.5726600403359887},\n",
+       " '1971': {'ADF Statistic': -4.994899669419086,\n",
+       "  'p-value': 2.2714800240675204e-05,\n",
+       "  'Critical Values': {'1%': -3.4558530692911504,\n",
+       "   '5%': -2.872764881778665,\n",
+       "   '10%': -2.572751643088207},\n",
+       "  '1%': -3.4558530692911504,\n",
+       "  '5%': -2.872764881778665,\n",
+       "  '10%': -2.572751643088207},\n",
+       " '1972': {'ADF Statistic': -16.736192322864053,\n",
+       "  'p-value': 1.3701655632929363e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1973': {'ADF Statistic': -16.402137820004523,\n",
+       "  'p-value': 2.63200266935777e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1974': {'ADF Statistic': -16.33505055301089,\n",
+       "  'p-value': 3.0344725792922094e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1975': {'ADF Statistic': -16.34288118163558,\n",
+       "  'p-value': 2.9839177807536584e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1976': {'ADF Statistic': -6.374196000252904,\n",
+       "  'p-value': 2.305320845352544e-08,\n",
+       "  'Critical Values': {'1%': -3.455558114028747,\n",
+       "   '5%': -2.872635586277424,\n",
+       "   '10%': -2.572682677000175},\n",
+       "  '1%': -3.455558114028747,\n",
+       "  '5%': -2.872635586277424,\n",
+       "  '10%': -2.572682677000175},\n",
+       " '1977': {'ADF Statistic': -10.330841861826329,\n",
+       "  'p-value': 2.8452828214258223e-18,\n",
+       "  'Critical Values': {'1%': -3.455365238788105,\n",
+       "   '5%': -2.8725510317187024,\n",
+       "   '10%': -2.5726375763314966},\n",
+       "  '1%': -3.455365238788105,\n",
+       "  '5%': -2.8725510317187024,\n",
+       "  '10%': -2.5726375763314966},\n",
+       " '1978': {'ADF Statistic': -15.738108643474378,\n",
+       "  'p-value': 1.2655208418815288e-28,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1979': {'ADF Statistic': -15.306574721050085,\n",
+       "  'p-value': 4.241990809413822e-28,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1980': {'ADF Statistic': -13.957800766357051,\n",
+       "  'p-value': 4.5776640309107405e-26,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1981': {'ADF Statistic': -14.356212648681561,\n",
+       "  'p-value': 1.0023968480552248e-26,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1982': {'ADF Statistic': -13.052001200406185,\n",
+       "  'p-value': 2.132496310980607e-24,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1983': {'ADF Statistic': -11.072887957884408,\n",
+       "  'p-value': 4.507114270266454e-20,\n",
+       "  'Critical Values': {'1%': -3.455365238788105,\n",
+       "   '5%': -2.8725510317187024,\n",
+       "   '10%': -2.5726375763314966},\n",
+       "  '1%': -3.455365238788105,\n",
+       "  '5%': -2.8725510317187024,\n",
+       "  '10%': -2.5726375763314966},\n",
+       " '1984': {'ADF Statistic': -14.29116709770967,\n",
+       "  'p-value': 1.2748721779998471e-26,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1985': {'ADF Statistic': -15.988842165169272,\n",
+       "  'p-value': 6.70650496252454e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1986': {'ADF Statistic': -11.086777349067471,\n",
+       "  'p-value': 4.177712886273715e-20,\n",
+       "  'Critical Values': {'1%': -3.455365238788105,\n",
+       "   '5%': -2.8725510317187024,\n",
+       "   '10%': -2.5726375763314966},\n",
+       "  '1%': -3.455365238788105,\n",
+       "  '5%': -2.8725510317187024,\n",
+       "  '10%': -2.5726375763314966},\n",
+       " '1987': {'ADF Statistic': -17.050028025288196,\n",
+       "  'p-value': 8.082404872641124e-30,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1988': {'ADF Statistic': -16.595085837481196,\n",
+       "  'p-value': 1.7848160300492385e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1989': {'ADF Statistic': -16.48187871436308,\n",
+       "  'p-value': 2.233259136184471e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1990': {'ADF Statistic': -16.374399872965665,\n",
+       "  'p-value': 2.790236354088407e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1991': {'ADF Statistic': -16.62734498857959,\n",
+       "  'p-value': 1.6776630492223644e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1992': {'ADF Statistic': -16.556277326657714,\n",
+       "  'p-value': 1.925048737995589e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1993': {'ADF Statistic': -16.623316945940946,\n",
+       "  'p-value': 1.6906026446076304e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1994': {'ADF Statistic': -16.348280054070734,\n",
+       "  'p-value': 2.949640805246965e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1995': {'ADF Statistic': -16.548360581562534,\n",
+       "  'p-value': 1.9552831704223722e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1996': {'ADF Statistic': -16.321597679782645,\n",
+       "  'p-value': 3.123701530649341e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1997': {'ADF Statistic': -16.423309965657825,\n",
+       "  'p-value': 2.5183696468028545e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1998': {'ADF Statistic': -16.121507393530393,\n",
+       "  'p-value': 4.892099890657972e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '1999': {'ADF Statistic': -16.594482819346908,\n",
+       "  'p-value': 1.7868976809283985e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2000': {'ADF Statistic': -16.719671148310947,\n",
+       "  'p-value': 1.412022090399162e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2001': {'ADF Statistic': -16.654227885628206,\n",
+       "  'p-value': 1.594359356628338e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2002': {'ADF Statistic': -16.28359769314797,\n",
+       "  'p-value': 3.39290478799536e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2003': {'ADF Statistic': -17.170557316398565,\n",
+       "  'p-value': 6.747802662365729e-30,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2004': {'ADF Statistic': -16.849389078572607,\n",
+       "  'p-value': 1.1218086174694089e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2005': {'ADF Statistic': -15.72469912635325,\n",
+       "  'p-value': 1.3110927913494982e-28,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2006': {'ADF Statistic': -15.420107459480043,\n",
+       "  'p-value': 3.0425490294431915e-28,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2007': {'ADF Statistic': -16.904483241143566,\n",
+       "  'p-value': 1.0217532614308852e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2008': {'ADF Statistic': -15.908256208542031,\n",
+       "  'p-value': 8.179710051210137e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2009': {'ADF Statistic': -16.585954138858384,\n",
+       "  'p-value': 1.8166595879779965e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2010': {'ADF Statistic': -17.648430931536318,\n",
+       "  'p-value': 3.730096901392275e-30,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2011': {'ADF Statistic': -17.054153400890982,\n",
+       "  'p-value': 8.030988221744877e-30,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2012': {'ADF Statistic': -17.215469638122105,\n",
+       "  'p-value': 6.329006220300376e-30,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2013': {'ADF Statistic': -17.671748730791403,\n",
+       "  'p-value': 3.642086195933934e-30,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2014': {'ADF Statistic': -17.368902882611234,\n",
+       "  'p-value': 5.151558669736277e-30,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2015': {'ADF Statistic': -5.11182570923261,\n",
+       "  'p-value': 1.3271379205319513e-05,\n",
+       "  'Critical Values': {'1%': -3.4557539868570775,\n",
+       "   '5%': -2.8727214497041422,\n",
+       "   '10%': -2.572728476331361},\n",
+       "  '1%': -3.4557539868570775,\n",
+       "  '5%': -2.8727214497041422,\n",
+       "  '10%': -2.572728476331361},\n",
+       " '2016': {'ADF Statistic': -16.318552340008786,\n",
+       "  'p-value': 3.144326986957438e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2017': {'ADF Statistic': -16.095486770964694,\n",
+       "  'p-value': 5.198481634434111e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2018': {'ADF Statistic': -3.4775173981887857,\n",
+       "  'p-value': 0.00858362079101299,\n",
+       "  'Critical Values': {'1%': -3.4561550092339512,\n",
+       "   '5%': -2.8728972266578676,\n",
+       "   '10%': -2.5728222369384763},\n",
+       "  '1%': -3.4561550092339512,\n",
+       "  '5%': -2.8728972266578676,\n",
+       "  '10%': -2.5728222369384763},\n",
+       " '2019': {'ADF Statistic': -6.178785210601108,\n",
+       "  'p-value': 6.53168255712498e-08,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2020': {'ADF Statistic': -4.458795721908584,\n",
+       "  'p-value': 0.00023324438861709374,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2021': {'ADF Statistic': -15.896638099336487,\n",
+       "  'p-value': 8.42090787410305e-29,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678},\n",
+       " '2022': {'ADF Statistic': -14.788756107337168,\n",
+       "  'p-value': 2.187749182327035e-27,\n",
+       "  'Critical Values': {'1%': -3.4552699038400827,\n",
+       "   '5%': -2.8725092359464526,\n",
+       "   '10%': -2.5726152830188678},\n",
+       "  '1%': -3.4552699038400827,\n",
+       "  '5%': -2.8725092359464526,\n",
+       "  '10%': -2.5726152830188678}}"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "years_columns = inflation_imputed.columns[2:]\n",
+    "adf_results = {}\n",
+    "\n",
+    "# ADF por año\n",
+    "for column in years_columns:\n",
+    "    adf_result = adfuller(inflation_imputed[column].dropna())\n",
+    "    adf_results[column] = {\n",
+    "        'ADF Statistic': adf_result[0],\n",
+    "        'p-value': adf_result[1],\n",
+    "        'Critical Values': adf_result[4],\n",
+    "        '1%': adf_result[4]['1%'],  # Critical value for a 99% confidence level\n",
+    "        '5%': adf_result[4]['5%'],  # Critical value for a 95% confidence level\n",
+    "        '10%': adf_result[4]['10%']  # Critical value for a 90% confidence level\n",
+    "    }\n",
+    "\n",
+    "{year: adf_results[year] for year in list(years_columns)[:63]}  # Ver los primeros 5 años."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "e30859b6",
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Country Name</th>\n",
+       "      <th>Country Code</th>\n",
+       "      <th>1960</th>\n",
+       "      <th>1961</th>\n",
+       "      <th>1962</th>\n",
+       "      <th>1963</th>\n",
+       "      <th>1964</th>\n",
+       "      <th>1965</th>\n",
+       "      <th>1966</th>\n",
+       "      <th>1967</th>\n",
+       "      <th>...</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>2021</th>\n",
+       "      <th>2022</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Aruba</td>\n",
+       "      <td>ABW</td>\n",
+       "      <td>-0.137047</td>\n",
+       "      <td>-0.172253</td>\n",
+       "      <td>-0.073786</td>\n",
+       "      <td>-0.092948</td>\n",
+       "      <td>-0.119010</td>\n",
+       "      <td>-0.084192</td>\n",
+       "      <td>-0.070462</td>\n",
+       "      <td>-0.118318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.838328</td>\n",
+       "      <td>-0.605012</td>\n",
+       "      <td>-0.335730</td>\n",
+       "      <td>-0.199353</td>\n",
+       "      <td>-0.365765</td>\n",
+       "      <td>-0.035131</td>\n",
+       "      <td>-0.004350</td>\n",
+       "      <td>-0.113314</td>\n",
+       "      <td>-0.128176</td>\n",
+       "      <td>-0.175279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Africa Eastern and Southern</td>\n",
+       "      <td>AFE</td>\n",
+       "      <td>-0.137047</td>\n",
+       "      <td>-0.172253</td>\n",
+       "      <td>-0.073786</td>\n",
+       "      <td>-0.092948</td>\n",
+       "      <td>-0.119010</td>\n",
+       "      <td>-0.084192</td>\n",
+       "      <td>-0.070462</td>\n",
+       "      <td>-0.118318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.373381</td>\n",
+       "      <td>0.345457</td>\n",
+       "      <td>0.195933</td>\n",
+       "      <td>0.033496</td>\n",
+       "      <td>0.160902</td>\n",
+       "      <td>0.122722</td>\n",
+       "      <td>0.019088</td>\n",
+       "      <td>0.034941</td>\n",
+       "      <td>-0.000207</td>\n",
+       "      <td>-0.009400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>-0.137047</td>\n",
+       "      <td>-0.172253</td>\n",
+       "      <td>-0.073786</td>\n",
+       "      <td>-0.092948</td>\n",
+       "      <td>-0.119010</td>\n",
+       "      <td>-0.084192</td>\n",
+       "      <td>-0.070462</td>\n",
+       "      <td>-0.118318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.718425</td>\n",
+       "      <td>0.211728</td>\n",
+       "      <td>-0.387521</td>\n",
+       "      <td>-0.044134</td>\n",
+       "      <td>0.043573</td>\n",
+       "      <td>-0.467679</td>\n",
+       "      <td>-0.120006</td>\n",
+       "      <td>-0.113314</td>\n",
+       "      <td>-0.128176</td>\n",
+       "      <td>-0.175279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Africa Western and Central</td>\n",
+       "      <td>AFW</td>\n",
+       "      <td>-0.137047</td>\n",
+       "      <td>-0.172253</td>\n",
+       "      <td>-0.073786</td>\n",
+       "      <td>-0.092948</td>\n",
+       "      <td>-0.119010</td>\n",
+       "      <td>-0.084192</td>\n",
+       "      <td>-0.070462</td>\n",
+       "      <td>-0.118318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.325614</td>\n",
+       "      <td>-0.346310</td>\n",
+       "      <td>-0.151190</td>\n",
+       "      <td>-0.146923</td>\n",
+       "      <td>-0.221133</td>\n",
+       "      <td>-0.300723</td>\n",
+       "      <td>-0.152084</td>\n",
+       "      <td>-0.101183</td>\n",
+       "      <td>-0.128176</td>\n",
+       "      <td>-0.187531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>-0.137047</td>\n",
+       "      <td>-0.172253</td>\n",
+       "      <td>-0.073786</td>\n",
+       "      <td>-0.092948</td>\n",
+       "      <td>-0.119010</td>\n",
+       "      <td>-0.084192</td>\n",
+       "      <td>-0.070462</td>\n",
+       "      <td>-0.118318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.012234</td>\n",
+       "      <td>0.712308</td>\n",
+       "      <td>0.653699</td>\n",
+       "      <td>0.889729</td>\n",
+       "      <td>2.093307</td>\n",
+       "      <td>2.272532</td>\n",
+       "      <td>0.754171</td>\n",
+       "      <td>0.451674</td>\n",
+       "      <td>0.763668</td>\n",
+       "      <td>-0.175279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>261</th>\n",
+       "      <td>Kosovo</td>\n",
+       "      <td>XKX</td>\n",
+       "      <td>-0.137047</td>\n",
+       "      <td>-0.172253</td>\n",
+       "      <td>-0.073786</td>\n",
+       "      <td>-0.092948</td>\n",
+       "      <td>-0.119010</td>\n",
+       "      <td>-0.084192</td>\n",
+       "      <td>-0.070462</td>\n",
+       "      <td>-0.118318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.467422</td>\n",
+       "      <td>-0.603569</td>\n",
+       "      <td>-0.387521</td>\n",
+       "      <td>-0.190014</td>\n",
+       "      <td>-0.243916</td>\n",
+       "      <td>-0.406017</td>\n",
+       "      <td>-0.097904</td>\n",
+       "      <td>-0.163604</td>\n",
+       "      <td>-0.140276</td>\n",
+       "      <td>0.041812</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>262</th>\n",
+       "      <td>Yemen, Rep.</td>\n",
+       "      <td>YEM</td>\n",
+       "      <td>-0.137047</td>\n",
+       "      <td>-0.172253</td>\n",
+       "      <td>-0.073786</td>\n",
+       "      <td>-0.092948</td>\n",
+       "      <td>-0.119010</td>\n",
+       "      <td>-0.084192</td>\n",
+       "      <td>-0.070462</td>\n",
+       "      <td>-0.118318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.474595</td>\n",
+       "      <td>0.870629</td>\n",
+       "      <td>-0.215031</td>\n",
+       "      <td>-0.140252</td>\n",
+       "      <td>-0.164594</td>\n",
+       "      <td>-0.183440</td>\n",
+       "      <td>-0.125703</td>\n",
+       "      <td>-0.113314</td>\n",
+       "      <td>-0.128176</td>\n",
+       "      <td>-0.175279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>263</th>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>ZAF</td>\n",
+       "      <td>-0.326206</td>\n",
+       "      <td>-0.172508</td>\n",
+       "      <td>-0.251933</td>\n",
+       "      <td>-0.265061</td>\n",
+       "      <td>-0.224168</td>\n",
+       "      <td>-0.049476</td>\n",
+       "      <td>-0.075163</td>\n",
+       "      <td>-0.058277</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.380449</td>\n",
+       "      <td>0.491335</td>\n",
+       "      <td>0.117346</td>\n",
+       "      <td>0.033496</td>\n",
+       "      <td>0.060743</td>\n",
+       "      <td>0.093359</td>\n",
+       "      <td>-0.012467</td>\n",
+       "      <td>-0.079652</td>\n",
+       "      <td>-0.089512</td>\n",
+       "      <td>-0.246429</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>264</th>\n",
+       "      <td>Zambia</td>\n",
+       "      <td>ZMB</td>\n",
+       "      <td>-0.137047</td>\n",
+       "      <td>-0.172253</td>\n",
+       "      <td>-0.073786</td>\n",
+       "      <td>-0.092948</td>\n",
+       "      <td>-0.119010</td>\n",
+       "      <td>-0.084192</td>\n",
+       "      <td>-0.070462</td>\n",
+       "      <td>-0.118318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.632291</td>\n",
+       "      <td>0.813425</td>\n",
+       "      <td>0.738027</td>\n",
+       "      <td>0.434448</td>\n",
+       "      <td>0.175572</td>\n",
+       "      <td>0.522665</td>\n",
+       "      <td>0.285095</td>\n",
+       "      <td>0.269418</td>\n",
+       "      <td>0.613008</td>\n",
+       "      <td>0.004531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>265</th>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>ZWE</td>\n",
+       "      <td>-0.137047</td>\n",
+       "      <td>-0.172253</td>\n",
+       "      <td>-0.073786</td>\n",
+       "      <td>-0.092948</td>\n",
+       "      <td>-0.119010</td>\n",
+       "      <td>-0.084192</td>\n",
+       "      <td>-0.070462</td>\n",
+       "      <td>-0.118318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.495361</td>\n",
+       "      <td>-0.684033</td>\n",
+       "      <td>-0.387521</td>\n",
+       "      <td>-0.199353</td>\n",
+       "      <td>-0.292901</td>\n",
+       "      <td>0.973150</td>\n",
+       "      <td>14.846775</td>\n",
+       "      <td>15.362467</td>\n",
+       "      <td>3.701080</td>\n",
+       "      <td>5.953207</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>266 rows × 65 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    Country Name Country Code      1960      1961      1962  \\\n",
+       "0                          Aruba          ABW -0.137047 -0.172253 -0.073786   \n",
+       "1    Africa Eastern and Southern          AFE -0.137047 -0.172253 -0.073786   \n",
+       "2                    Afghanistan          AFG -0.137047 -0.172253 -0.073786   \n",
+       "3     Africa Western and Central          AFW -0.137047 -0.172253 -0.073786   \n",
+       "4                         Angola          AGO -0.137047 -0.172253 -0.073786   \n",
+       "..                           ...          ...       ...       ...       ...   \n",
+       "261                       Kosovo          XKX -0.137047 -0.172253 -0.073786   \n",
+       "262                  Yemen, Rep.          YEM -0.137047 -0.172253 -0.073786   \n",
+       "263                 South Africa          ZAF -0.326206 -0.172508 -0.251933   \n",
+       "264                       Zambia          ZMB -0.137047 -0.172253 -0.073786   \n",
+       "265                     Zimbabwe          ZWE -0.137047 -0.172253 -0.073786   \n",
+       "\n",
+       "         1963      1964      1965      1966      1967  ...      2013  \\\n",
+       "0   -0.092948 -0.119010 -0.084192 -0.070462 -0.118318  ... -0.838328   \n",
+       "1   -0.092948 -0.119010 -0.084192 -0.070462 -0.118318  ...  0.373381   \n",
+       "2   -0.092948 -0.119010 -0.084192 -0.070462 -0.118318  ...  0.718425   \n",
+       "3   -0.092948 -0.119010 -0.084192 -0.070462 -0.118318  ... -0.325614   \n",
+       "4   -0.092948 -0.119010 -0.084192 -0.070462 -0.118318  ...  1.012234   \n",
+       "..        ...       ...       ...       ...       ...  ...       ...   \n",
+       "261 -0.092948 -0.119010 -0.084192 -0.070462 -0.118318  ... -0.467422   \n",
+       "262 -0.092948 -0.119010 -0.084192 -0.070462 -0.118318  ...  1.474595   \n",
+       "263 -0.265061 -0.224168 -0.049476 -0.075163 -0.058277  ...  0.380449   \n",
+       "264 -0.092948 -0.119010 -0.084192 -0.070462 -0.118318  ...  0.632291   \n",
+       "265 -0.092948 -0.119010 -0.084192 -0.070462 -0.118318  ... -0.495361   \n",
+       "\n",
+       "         2014      2015      2016      2017      2018       2019       2020  \\\n",
+       "0   -0.605012 -0.335730 -0.199353 -0.365765 -0.035131  -0.004350  -0.113314   \n",
+       "1    0.345457  0.195933  0.033496  0.160902  0.122722   0.019088   0.034941   \n",
+       "2    0.211728 -0.387521 -0.044134  0.043573 -0.467679  -0.120006  -0.113314   \n",
+       "3   -0.346310 -0.151190 -0.146923 -0.221133 -0.300723  -0.152084  -0.101183   \n",
+       "4    0.712308  0.653699  0.889729  2.093307  2.272532   0.754171   0.451674   \n",
+       "..        ...       ...       ...       ...       ...        ...        ...   \n",
+       "261 -0.603569 -0.387521 -0.190014 -0.243916 -0.406017  -0.097904  -0.163604   \n",
+       "262  0.870629 -0.215031 -0.140252 -0.164594 -0.183440  -0.125703  -0.113314   \n",
+       "263  0.491335  0.117346  0.033496  0.060743  0.093359  -0.012467  -0.079652   \n",
+       "264  0.813425  0.738027  0.434448  0.175572  0.522665   0.285095   0.269418   \n",
+       "265 -0.684033 -0.387521 -0.199353 -0.292901  0.973150  14.846775  15.362467   \n",
+       "\n",
+       "         2021      2022  \n",
+       "0   -0.128176 -0.175279  \n",
+       "1   -0.000207 -0.009400  \n",
+       "2   -0.128176 -0.175279  \n",
+       "3   -0.128176 -0.187531  \n",
+       "4    0.763668 -0.175279  \n",
+       "..        ...       ...  \n",
+       "261 -0.140276  0.041812  \n",
+       "262 -0.128176 -0.175279  \n",
+       "263 -0.089512 -0.246429  \n",
+       "264  0.613008  0.004531  \n",
+       "265  3.701080  5.953207  \n",
+       "\n",
+       "[266 rows x 65 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "inflation_imputed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f421abf9",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7b1c0eae",
+   "metadata": {},
+   "source": [
+    "### Remove rows\n",
+    "Indicadores que no se usarán"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "72f60c11",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                  Country Name Country Code      1960      1961      1962  \\\n",
+      "0                        Aruba          ABW -0.137047 -0.172253 -0.073786   \n",
+      "1  Africa Eastern and Southern          AFE -0.137047 -0.172253 -0.073786   \n",
+      "2                  Afghanistan          AFG -0.137047 -0.172253 -0.073786   \n",
+      "3   Africa Western and Central          AFW -0.137047 -0.172253 -0.073786   \n",
+      "4                       Angola          AGO -0.137047 -0.172253 -0.073786   \n",
+      "\n",
+      "       1963     1964      1965      1966      1967  ...      2013      2014  \\\n",
+      "0 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ... -0.838328 -0.605012   \n",
+      "1 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ...  0.373381  0.345457   \n",
+      "2 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ...  0.718425  0.211728   \n",
+      "3 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ... -0.325614 -0.346310   \n",
+      "4 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ...  1.012234  0.712308   \n",
+      "\n",
+      "       2015      2016      2017      2018      2019      2020      2021  \\\n",
+      "0 -0.335730 -0.199353 -0.365765 -0.035131 -0.004350 -0.113314 -0.128176   \n",
+      "1  0.195933  0.033496  0.160902  0.122722  0.019088  0.034941 -0.000207   \n",
+      "2 -0.387521 -0.044134  0.043573 -0.467679 -0.120006 -0.113314 -0.128176   \n",
+      "3 -0.151190 -0.146923 -0.221133 -0.300723 -0.152084 -0.101183 -0.128176   \n",
+      "4  0.653699  0.889729  2.093307  2.272532  0.754171  0.451674  0.763668   \n",
+      "\n",
+      "       2022  \n",
+      "0 -0.175279  \n",
+      "1 -0.009400  \n",
+      "2 -0.175279  \n",
+      "3 -0.187531  \n",
+      "4 -0.175279  \n",
+      "\n",
+      "[5 rows x 65 columns]\n",
+      "['Aruba' 'Africa Eastern and Southern' 'Afghanistan'\n",
+      " 'Africa Western and Central' 'Angola' 'Albania' 'Andorra' 'Arab World'\n",
+      " 'United Arab Emirates' 'Argentina' 'Armenia' 'American Samoa'\n",
+      " 'Antigua and Barbuda' 'Australia' 'Austria' 'Azerbaijan' 'Burundi'\n",
+      " 'Belgium' 'Benin' 'Burkina Faso' 'Bangladesh' 'Bulgaria' 'Bahrain'\n",
+      " 'Bahamas, The' 'Bosnia and Herzegovina' 'Belarus' 'Belize' 'Bermuda'\n",
+      " 'Bolivia' 'Brazil' 'Barbados' 'Brunei Darussalam' 'Bhutan' 'Botswana'\n",
+      " 'Central African Republic' 'Canada' 'Central Europe and the Baltics'\n",
+      " 'Switzerland' 'Channel Islands' 'Chile' 'China' \"Cote d'Ivoire\"\n",
+      " 'Cameroon' 'Congo, Dem. Rep.' 'Congo, Rep.' 'Colombia' 'Comoros'\n",
+      " 'Cabo Verde' 'Costa Rica' 'Caribbean small states' 'Cuba' 'Curacao'\n",
+      " 'Cayman Islands' 'Cyprus' 'Czechia' 'Germany' 'Djibouti' 'Dominica'\n",
+      " 'Denmark' 'Dominican Republic' 'Algeria' 'East Asia & Pacific'\n",
+      " 'Europe & Central Asia' 'Ecuador' 'Egypt, Arab Rep.' 'Euro area'\n",
+      " 'Eritrea' 'Spain' 'Estonia' 'Ethiopia' 'European Union' 'Finland' 'Fiji'\n",
+      " 'France' 'Faroe Islands' 'Micronesia, Fed. Sts.' 'Gabon' 'United Kingdom'\n",
+      " 'Georgia' 'Ghana' 'Gibraltar' 'Guinea' 'Gambia, The' 'Guinea-Bissau'\n",
+      " 'Equatorial Guinea' 'Greece' 'Grenada' 'Greenland' 'Guatemala' 'Guam'\n",
+      " 'Guyana' 'Hong Kong SAR, China' 'Honduras' 'Croatia' 'Haiti' 'Hungary'\n",
+      " 'Indonesia' 'Isle of Man' 'India' 'Ireland' 'Iran, Islamic Rep.' 'Iraq'\n",
+      " 'Iceland' 'Israel' 'Italy' 'Jamaica' 'Jordan' 'Japan' 'Kazakhstan'\n",
+      " 'Kenya' 'Kyrgyz Republic' 'Cambodia' 'Kiribati' 'St. Kitts and Nevis'\n",
+      " 'Korea, Rep.' 'Kuwait' 'Lao PDR' 'Lebanon' 'Liberia' 'Libya' 'St. Lucia'\n",
+      " 'Latin America & Caribbean' 'Liechtenstein' 'Sri Lanka' 'Lesotho'\n",
+      " 'Lithuania' 'Luxembourg' 'Latvia' 'Macao SAR, China'\n",
+      " 'St. Martin (French part)' 'Morocco' 'Monaco' 'Moldova' 'Madagascar'\n",
+      " 'Maldives' 'Middle East & North Africa' 'Mexico' 'Marshall Islands'\n",
+      " 'Middle income' 'North Macedonia' 'Mali' 'Malta' 'Myanmar' 'Montenegro'\n",
+      " 'Mongolia' 'Northern Mariana Islands' 'Mozambique' 'Mauritania'\n",
+      " 'Mauritius' 'Malawi' 'Malaysia' 'North America' 'Namibia' 'New Caledonia'\n",
+      " 'Niger' 'Nigeria' 'Nicaragua' 'Netherlands' 'Norway' 'Nepal' 'Nauru'\n",
+      " 'New Zealand' 'OECD members' 'Oman' 'Other small states' 'Pakistan'\n",
+      " 'Panama' 'Peru' 'Philippines' 'Palau' 'Papua New Guinea' 'Poland'\n",
+      " 'Puerto Rico' \"Korea, Dem. People's Rep.\" 'Portugal' 'Paraguay'\n",
+      " 'West Bank and Gaza' 'Pacific island small states' 'French Polynesia'\n",
+      " 'Qatar' 'Romania' 'Russian Federation' 'Rwanda' 'South Asia'\n",
+      " 'Saudi Arabia' 'Sudan' 'Senegal' 'Singapore' 'Solomon Islands'\n",
+      " 'Sierra Leone' 'El Salvador' 'San Marino' 'Somalia' 'Serbia'\n",
+      " 'Sub-Saharan Africa (excluding high income)' 'South Sudan'\n",
+      " 'Sub-Saharan Africa' 'Small states' 'Sao Tome and Principe' 'Suriname'\n",
+      " 'Slovak Republic' 'Slovenia' 'Sweden' 'Eswatini'\n",
+      " 'Sint Maarten (Dutch part)' 'Seychelles' 'Syrian Arab Republic'\n",
+      " 'Turks and Caicos Islands' 'Chad' 'Togo' 'Thailand' 'Tajikistan'\n",
+      " 'Turkmenistan' 'Timor-Leste' 'Tonga' 'South Asia (IDA & IBRD)'\n",
+      " 'Trinidad and Tobago' 'Tunisia' 'Turkiye' 'Tuvalu' 'Tanzania' 'Uganda'\n",
+      " 'Ukraine' 'Uruguay' 'United States' 'Uzbekistan'\n",
+      " 'St. Vincent and the Grenadines' 'Venezuela, RB' 'British Virgin Islands'\n",
+      " 'Virgin Islands (U.S.)' 'Viet Nam' 'Vanuatu' 'World' 'Samoa' 'Kosovo'\n",
+      " 'Yemen, Rep.' 'South Africa' 'Zambia' 'Zimbabwe']\n",
+      "Original size: (266, 65)\n",
+      "Filtered size: (239, 65)\n"
+     ]
+    }
+   ],
+   "source": [
+    "rows_to_remove = [\n",
+    "    \"East Asia & Pacific (excluding high income)\", \n",
+    "    \"Early-demographic dividend\", \n",
+    "    \"Europe & Central Asia (excluding high income)\", \n",
+    "    \"Fragile and conflict affected situations\", \n",
+    "    \"High income\", \n",
+    "    \"Heavily indebted poor countries (HIPC)\", \n",
+    "    \"IBRD only\", \n",
+    "    \"IDA & IBRD total\", \n",
+    "    \"IDA total\", \n",
+    "    \"IDA blend\", \n",
+    "    \"IDA only\", \n",
+    "    \"Not classified\", \n",
+    "    \"Latin America & Caribbean (excluding high income)\", \n",
+    "    \"Least developed countries: UN classification\", \n",
+    "    \"Low income\", \n",
+    "    \"Lower middle income\", \n",
+    "    \"Low & middle income\", \n",
+    "    \"Late-demographic dividend\", \n",
+    "    \"Middle East & North Africa (excluding high income)\", \n",
+    "    \"Pre-demographic dividend\", \n",
+    "    \"Post-demographic dividend\", \n",
+    "    \"East Asia & Pacific (IDA & IBRD countries)\", \n",
+    "    \"Europe & Central Asia (IDA & IBRD countries)\", \n",
+    "    \"Latin America & the Caribbean (IDA & IBRD countries)\", \n",
+    "    \"Middle East & North Africa (IDA & IBRD countries)\", \n",
+    "    \"Sub-Saharan Africa (IDA & IBRD countries)\", \n",
+    "    \"Upper middle income\"\n",
+    "]\n",
+    "\n",
+    "inflation_filtered = inflation_imputed[~inflation_imputed['Country Name'].isin(rows_to_remove)]\n",
+    "\n",
+    "print(inflation_filtered.head())\n",
+    "print(inflation_filtered['Country Name'].unique())  \n",
+    "print(\"Original size:\", inflation_imputed.shape)\n",
+    "print(\"Filtered size:\", inflation_filtered.shape)\n",
+    "\n",
+    "inflation_filtered.to_csv('main_inflation.csv', index=False) # DataFrame principal"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d0680e68",
+   "metadata": {},
+   "source": [
+    "### World | Regions | Countries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "1d9edee7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  Country Name Country Code      1960      1961      1962      1963     1964  \\\n",
+      "0        Aruba          ABW -0.137047 -0.172253 -0.073786 -0.092948 -0.11901   \n",
+      "2  Afghanistan          AFG -0.137047 -0.172253 -0.073786 -0.092948 -0.11901   \n",
+      "4       Angola          AGO -0.137047 -0.172253 -0.073786 -0.092948 -0.11901   \n",
+      "5      Albania          ALB -0.137047 -0.172253 -0.073786 -0.092948 -0.11901   \n",
+      "6      Andorra          AND -0.137047 -0.172253 -0.073786 -0.092948 -0.11901   \n",
+      "\n",
+      "       1965      1966      1967  ...      2013      2014      2015      2016  \\\n",
+      "0 -0.084192 -0.070462 -0.118318  ... -0.838328 -0.605012 -0.335730 -0.199353   \n",
+      "2 -0.084192 -0.070462 -0.118318  ...  0.718425  0.211728 -0.387521 -0.044134   \n",
+      "4 -0.084192 -0.070462 -0.118318  ...  1.012234  0.712308  0.653699  0.889729   \n",
+      "5 -0.084192 -0.070462 -0.118318  ... -0.431479 -0.373692 -0.177337 -0.154446   \n",
+      "6 -0.084192 -0.070462 -0.118318  ... -0.254901 -0.181476 -0.215031 -0.140252   \n",
+      "\n",
+      "       2017      2018      2019      2020      2021      2022  \n",
+      "0 -0.365765 -0.035131 -0.004350 -0.113314 -0.128176 -0.175279  \n",
+      "2  0.043573 -0.467679 -0.120006 -0.113314 -0.128176 -0.175279  \n",
+      "4  2.093307  2.272532  0.754171  0.451674  0.763668 -0.175279  \n",
+      "5 -0.202831 -0.265540 -0.172731 -0.123948 -0.193228 -0.266395  \n",
+      "6 -0.164594 -0.183440 -0.125703 -0.113314 -0.128176 -0.175279  \n",
+      "\n",
+      "[5 rows x 65 columns]\n",
+      "                      Country Name Country Code      1960      1961      1962  \\\n",
+      "1      Africa Eastern and Southern          AFE -0.137047 -0.172253 -0.073786   \n",
+      "3       Africa Western and Central          AFW -0.137047 -0.172253 -0.073786   \n",
+      "36  Central Europe and the Baltics          CEB -0.137047 -0.172253 -0.073786   \n",
+      "61             East Asia & Pacific          EAS -0.137047 -0.172253 -0.073786   \n",
+      "62           Europe & Central Asia          ECS -0.137047 -0.172253 -0.073786   \n",
+      "\n",
+      "        1963     1964      1965      1966      1967  ...      2013      2014  \\\n",
+      "1  -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ...  0.373381  0.345457   \n",
+      "3  -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ... -0.325614 -0.346310   \n",
+      "36 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ... -0.536867 -0.675617   \n",
+      "61 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ... -0.295329 -0.203718   \n",
+      "62 -0.092948 -0.11901 -0.084192 -0.070462 -0.118318  ... -0.470935 -0.566010   \n",
+      "\n",
+      "        2015      2016      2017      2018      2019      2020      2021  \\\n",
+      "1   0.195933  0.033496  0.160902  0.122722  0.019088  0.034941 -0.000207   \n",
+      "3  -0.151190 -0.146923 -0.221133 -0.300723 -0.152084 -0.101183 -0.128176   \n",
+      "36 -0.387521 -0.199353 -0.195472 -0.192524 -0.098580 -0.122511 -0.120658   \n",
+      "61 -0.300014 -0.154391 -0.218189 -0.224512 -0.155405 -0.133430 -0.178349   \n",
+      "62 -0.342943 -0.185804 -0.205352 -0.263730 -0.148737 -0.135520 -0.144327   \n",
+      "\n",
+      "        2022  \n",
+      "1  -0.009400  \n",
+      "3  -0.187531  \n",
+      "36  0.234001  \n",
+      "61 -0.349961  \n",
+      "62 -0.033703  \n",
+      "\n",
+      "[5 rows x 65 columns]\n",
+      "    Country Name Country Code      1960      1961      1962      1963  \\\n",
+      "232        World          WLD -0.137047 -0.172253 -0.073786 -0.092948   \n",
+      "\n",
+      "        1964      1965      1966      1967  ...      2013      2014     2015  \\\n",
+      "232 -0.11901 -0.084192 -0.070462 -0.118318  ... -0.280768 -0.233753 -0.22774   \n",
+      "\n",
+      "         2016      2017      2018      2019      2020      2021      2022  \n",
+      "232 -0.142731 -0.180772 -0.204649 -0.125703 -0.115139 -0.135706 -0.187531  \n",
+      "\n",
+      "[1 rows x 65 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Cargar el DataFrame principal\n",
+    "main_inflation = pd.read_csv('main_inflation.csv')\n",
+    "\n",
+    "regions_list = [\n",
+    "    \"Africa Eastern and Southern\", \"Africa Western and Central\",\n",
+    "    \"Central Europe and the Baltics\", \"East Asia & Pacific\",\n",
+    "    \"Europe & Central Asia\", \"European Union\", \"Latin America & Caribbean\",\n",
+    "    \"Middle East & North Africa\", \"North America\", \"OECD members\",\n",
+    "    \"Sub-Saharan Africa (excluding high income)\", \"South Asia (IDA & IBRD)\"\n",
+    "]\n",
+    "\n",
+    "# 1) DataFrame por países\n",
+    "inflation_countries = main_inflation[~main_inflation['Country Name'].isin(regions_list + ['World'])]\n",
+    "\n",
+    "# 2) DataFrame por regiones\n",
+    "inflation_regions = main_inflation[main_inflation['Country Name'].isin(regions_list)]\n",
+    "\n",
+    "# 3) DataFrame global\n",
+    "inflation_world = main_inflation[main_inflation['Country Name'] == 'World']\n",
+    "\n",
+    "print(inflation_countries.head())\n",
+    "print(inflation_regions.head())\n",
+    "print(inflation_world.head())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a8c92df2",
+   "metadata": {},
+   "source": [
+    "### Visualización de Tendencias Temporales | Countries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "ea1c9d7d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x864 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "countries_to_plot = ['United States', 'Germany', 'Brazil']\n",
+    "data_to_plot = inflation_countries[inflation_countries['Country Name'].isin(countries_to_plot)]\n",
+    "\n",
+    "plt.figure(figsize=(20, 12))\n",
+    "for country in countries_to_plot:\n",
+    "    subset = data_to_plot[data_to_plot['Country Name'] == country]\n",
+    "    plt.plot(subset.columns[2:], subset.iloc[0, 2:], label=country)  \n",
+    "\n",
+    "plt.title('Final Inflation, consumer prices (annual %) Over Time')\n",
+    "plt.xlabel('Year')\n",
+    "plt.ylabel('Standardized Inflation (%)')\n",
+    "plt.legend()\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1d968e07",
+   "metadata": {},
+   "source": [
+    "### Comparación entre Regiones"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "93a20a68",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "regions_data_2021 = inflation_regions[['Country Name', '2021']] \n",
+    "\n",
+    "plt.figure(figsize=(12, 8))\n",
+    "sns.barplot(x='2021', y='Country Name', data=regions_data_2021)\n",
+    "plt.title('Inflation, consumer prices (annual %) by Region in 2021')\n",
+    "plt.xlabel('Standardized Inflation (%)')\n",
+    "plt.ylabel('Region')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60f787d1",
+   "metadata": {},
+   "source": [
+    "### Tendencia Mundial"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "73332f7f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1584x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(22, 6))\n",
+    "plt.plot(inflation_world.columns[2:], inflation_world.iloc[0, 2:], marker='o')  \n",
+    "plt.title('World Inflation, consumer prices (annual %) Over Time')\n",
+    "plt.xlabel('Year')\n",
+    "plt.ylabel('Standardized Inflation (%)')\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "31a715c8",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f6c155de",
+   "metadata": {},
+   "source": [
+    "# Será lento"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "aa762e33",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Country Name  Africa Eastern and Southern  Africa Western and Central  \\\n",
+      "count                            9.000000                    9.000000   \n",
+      "mean                             0.100326                   -0.192806   \n",
+      "std                              0.117733                    0.082240   \n",
+      "min                             -0.009400                   -0.346310   \n",
+      "25%                              0.019088                   -0.221133   \n",
+      "50%                              0.034941                   -0.152084   \n",
+      "75%                              0.160902                   -0.146923   \n",
+      "max                              0.345457                   -0.101183   \n",
+      "\n",
+      "Country Name  Central Europe and the Baltics  East Asia & Pacific  \\\n",
+      "count                               9.000000             9.000000   \n",
+      "mean                               -0.195360            -0.213108   \n",
+      "std                                 0.242951             0.071467   \n",
+      "min                                -0.675617            -0.349961   \n",
+      "25%                                -0.199353            -0.224512   \n",
+      "50%                                -0.192524            -0.203718   \n",
+      "75%                                -0.120658            -0.155405   \n",
+      "max                                 0.234001            -0.133430   \n",
+      "\n",
+      "Country Name  Europe & Central Asia  European Union  \\\n",
+      "count                      9.000000        9.000000   \n",
+      "mean                      -0.225125       -0.267237   \n",
+      "std                        0.154331        0.164959   \n",
+      "min                       -0.566010       -0.647668   \n",
+      "25%                       -0.263730       -0.307276   \n",
+      "50%                       -0.185804       -0.193202   \n",
+      "75%                       -0.144327       -0.159751   \n",
+      "max                       -0.033703       -0.132551   \n",
+      "\n",
+      "Country Name  Latin America & Caribbean  Middle East & North Africa  \\\n",
+      "count                          9.000000                    9.000000   \n",
+      "mean                          -0.150491                   -0.218358   \n",
+      "std                            0.056175                    0.072239   \n",
+      "min                           -0.222848                   -0.376240   \n",
+      "25%                           -0.185904                   -0.234937   \n",
+      "50%                           -0.141441                   -0.215031   \n",
+      "75%                           -0.122979                   -0.182616   \n",
+      "max                           -0.036140                   -0.126290   \n",
+      "\n",
+      "Country Name  North America  OECD members  \\\n",
+      "count              9.000000      9.000000   \n",
+      "mean              -0.208033     -0.247872   \n",
+      "std                0.081194      0.136959   \n",
+      "min               -0.347080     -0.566010   \n",
+      "25%               -0.223382     -0.279323   \n",
+      "50%               -0.212983     -0.183978   \n",
+      "75%               -0.144949     -0.162002   \n",
+      "max               -0.112317     -0.148702   \n",
+      "\n",
+      "Country Name  Sub-Saharan Africa (excluding high income)  \\\n",
+      "count                                           9.000000   \n",
+      "mean                                           -0.009158   \n",
+      "std                                             0.089839   \n",
+      "min                                            -0.103728   \n",
+      "25%                                            -0.088489   \n",
+      "50%                                            -0.004735   \n",
+      "75%                                             0.058387   \n",
+      "max                                             0.159835   \n",
+      "\n",
+      "Country Name  South Asia (IDA & IBRD)  \n",
+      "count                        9.000000  \n",
+      "mean                         0.029502  \n",
+      "std                          0.235963  \n",
+      "min                         -0.207640  \n",
+      "25%                         -0.051822  \n",
+      "50%                         -0.041530  \n",
+      "75%                          0.006009  \n",
+      "max                          0.625548  \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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ggPz8/LDvJxop93y/w/BNIuefyLlDYuev3PP9DsM3kcjfzNZWtkyHYkVERETihAo7ERERkTihwk5EREQkTqiwExEREYkTKuxERERE4oQKOxEREZE4ocJOREREJE6osBMRERGJEyrsREREROKECjsRERGROKHCTkRERCROaKzYCDh45BifrNzBwSPO71BEREQkjqnFLgKWb93H9ZPns3THMb9DERERkTimwi4C+rRvTotGqSxRYSciIiJhpMIuApKTjJE9Mvh85zGc0+FYERERCQ8VdhGSl53JnsOOr7bu8zsUERERiVMq7CIkNycDgBnLd/gciYiIiMQrFXYR0rZ5Q9o1MaYXbvc7FBEREYlTKuwiqE/rZOau3sWhEnWiEBERkdBTYRdBfTKSOXy0lLmrd/kdioiIiMQhFXYR1LNVMmkpSUxfrsOxIiIiEnoq7CKoQbIxtEsrZhSqA4WIiIiEngq7CMvNzuCrrfvYUnTI71BEREQkzqiwi7C8nEwAZqh3rIiIiISYCrsIO75NUzKbNmC6DseKiIhIiKmwizAzIzc7g5mF2ykt1fBiIiIiEjoq7HyQl53J7gMlLN1U5HcoIiIiEkdU2PlgZLY3vJgOx4qIiEgIqbDzQUaTBvRu14xpup6diIiIhJAKO5/k5WSycO1uig8f9TsUERERiRMq7HySm53B0VLH7JU7/Q5FRERE4oRvhZ2ZtTKz982s0PvbspL1JnjrFJrZhKD5BWb2lZkt8m7HefMbmNm/zGyFmc0xsy4RSqlWBnVuScPUZKbrenYiIiISIn622N0FTHXOZQNTvelvMLNWwC+AYcBQ4BflCsArnHP9vds2b971wG7nXA/gL8Afw5lEXTVISWZE99bqQCEiIiIh42dhdz4w2bs/GbiggnVOB953zu1yzu0G3gfOqMV2XwLGmJnVP9zQy83OYPWO/azfdcDvUERERCQOmHP+XCTXzPY451p4941AK1uLcuvcCaQ7537rTf8MOOicu8/MCoDWwDHgZeC3zjlnZkuBM5xzG7zHrASGOed2lNv2TcBNAFlZWYOef/75sOVapri4mCZNmnw9vbm4lB/PPMiEXmmM7pQa9v37qXzuiSSRc4fEzj+Rc4fEzl+5J2buEJn8R48evcA5N7iiZSnh3LGZfQC0qWDR3cETXkFW2wrzCufcRjNrSqCwuwp4uqYPds49BjwGMHjwYJefn1/L3ddeQUEBwftxzvHg0o/YYs3Iz6/w9Ykb5XNPJImcOyR2/omcOyR2/so93+8wfON3/mEt7JxzYytbZmZbzaytc26zmbUFtlWw2kYgP2i6A1DgbXuj93efmU0hcA7e095jOgIbzCwFaA5EZddTMyMvJ4M3F2/m6LFSUpLVSVlERETqzs9K4g2grJfrBOD1CtZ5FzjNzFp6nSZOA941sxQzywAws1TgHGBpBdu9GPjQ+XW8uQZyszPZd/goi9bv8TsUERERiXF+Fnb3AKeaWSEw1pvGzAab2RMAzrldwG+Aed7t1968BgQKvM+ARQRa6R73tjsRaG1mK4A7qKC3bTQ5uXsGSQbT1TtWRERE6imsh2Kr4pzbCYypYP584Iag6UnApHLr7AcGVbLdQ8AlIQ02jJo3SqVfxxZMX76dO07N8TscERERiWE6qSsK5GVn8tmGPew5cMTvUERERCSGqbCLAnk5GZQ6+HhFVPbxEBERkRihwi4K9OvQgqbpKczQ8GIiIiJSDyrsokBKchInd89g+vLtRHEHXhEREYlyKuyiRF5OJpuKDrFy+36/QxEREZEYpcIuSuRmZwDocKyIiIjUmQq7KNGxVSO6ZjRm+nIVdiIiIlI3KuyiSF52BrNX7eLw0WN+hyIiIiIxSIVdFMnNzuRgyTEWrNntdygiIiISg1TYRZER3VuTmmwaXkxERETqRIVdFGncIIWBnVrqPDsRERGpExV2USYvJ5MvNu9l+77DfociIiIiMUaFXZTJy84EYOYKtdqJiIhI7aiwizK92zWjVeM0ZizXeXYiIiJSOyrsokxSkjGyRwbTC3dQWqrhxURERKTmVNhFobycTHYUH+bLLfv8DkVERERiiAq7KFQ2vNh0DS8mIiIitaDCLgplNUvn+DZNNW6siIiI1IoKuyiVm53BvNW7OXhEw4uJiIhIzaiwi1K52ZkcOVbK7NU7/Q5FREREYoQKuyg1tGsrGqQk6bInIiIiUmMq7KJUemoyQ7u2UgcKERERqTEVdlFsVE4mK7YVs2nPQb9DERERkRigwi6K5XrDi6l3rIiIiNSECrsolpPVhKxmDZheqPPsREREpHoq7KKYmZGbncnMwh0c0/BiIiIiUg0VdlEuLyeTooMlLNlY5HcoIiIiEuVU2EW5kT0yMIPpy3WenYiIiFRNhV2Ua9U4jb7tm6sDhYiIiFRLhV0MyM3OYOG6Pew9VOJ3KCIiIhLFVNjFgLzsTI6VOmat1PBiIiIiUjlfCjsza2Vm75tZofe3ZSXrTfDWKTSzCd68pma2KOi2w8we8JZdY2bbg5bdEMG0wmZAp5Y0TkvW4VgRERGpkl8tdncBU51z2cBUb/obzKwV8AtgGDAU+IWZtXTO7XPO9S+7AWuBV4Ie+q+g5U+EPZMISEtJYkT3DKZr3FgRERGpgl+F3fnAZO/+ZOCCCtY5HXjfObfLObcbeB84I3gFM8sBjgNmhC/U6JCXk8G6XQdYu3O/36GIiIhIlDLnIn/hWzPb45xr4d03YHfZdNA6dwLpzrnfetM/Aw465+4LWufnQDPn3J3e9DXAH4DtwHLg+8659ZXEcBNwE0BWVtag559/PpQpVqi4uJgmTZrU6bFb9pdy14yDXNUrjTGdUkMcWfjVJ/dYl8i5Q2Lnn8i5Q2Lnr9wTM3eITP6jR49e4JwbXNGylHDt1Mw+ANpUsOju4AnnnDOzulaXlwNXBU3/G3jOOXfYzG4m0Bp4SkUPdM49BjwGMHjwYJefn1/HEGquoKCAuu7HOcc/Pv+ILTQjP7/C1zKq1Sf3WJfIuUNi55/IuUNi56/c8/0Owzd+5x+2ws45N7ayZWa21czaOuc2m1lbYFsFq20E8oOmOwAFQdvoB6Q45xYE7TO42+gTwJ/qFn30KRte7I1Fmyg5Vkpqsjo0i4iIyDf5VR28AUzw7k8AXq9gnXeB08yspddr9jRvXplxwHPBD/CKxDLnActCFnEUyMvOpPjwUT5dt8fvUERERCQK+VXY3QOcamaFwFhvGjMbbGZPADjndgG/AeZ5t19788pcSrnCDrjdzD43s8XA7cA1Yc0iwk7q0ZrkJNPwYiIiIlKhsB2KrYp3yHRMBfPnAzcETU8CJlWyjW4VzPsx8OPQRRpdmqWnMqBjC2YUbufO03v6HY6IiIhEGZ2oFWNyszP5bGMRu/Yf8TsUERERiTIq7GJMXk4GzsHHK3SxYhEREfkmFXYx5sQOLWjeMFXn2YmIiMj/UGEXY5KTjJE9MphRuAM/Li4tIiIi0UuFXQzKzc5gy95DrNhW7HcoIiIiEkVU2MWg3JxMAKbpcKyIiIgEUWEXg9q3aEj3zMbMKFQHChEREfkvFXYxKjc7kzmrd3Ko5JjfoYiIiEiUUGEXo0blZHKopJT5a3b7HYqIiIhECRV2MWpYt1akJScxvVDn2YmIiEiACrsY1SgthcFdWup6diIiIvI1FXYxLDc7ky+37GPb3kN+hyIiIiJRQIVdDMvLyQBQ71gREREBVNjFtBPaNCOjSZrOsxMRERFAhV1MS0oycrMzmVm4g9JSDS8mIiKS6FTYxbjc7Ax27j/CF5v3+h2KiIiI+EyFXYwbmR04z06HY0VERESFXYw7rmk6J7RtpsueiIiIiAq7eJCXk8GCtbvZf/io36GIiIiIj1TYxYG87ExKjjnmrN7pdygiIiLiIxV2cWBwl5akpyYxfbmuZyciIpLIVNjFgQYpyQzv1lodKERERBKcCrs4kZudyart+9mw+4DfoYiIiIhPVNjFiVEaXkxERCThqbCLE90zm9C2eboueyIiIpLAVNjFCTMjLzuTj1fs4OixUr/DERERER+osIsjuTkZ7D10lMUbivwORURERHygwi6OjOyRgRnMUO9YERGRhKTCLo60aJTGiR1a6Dw7ERGRBKXCLs6Mys5g0fo9FB0s8TsUERERiTDfCjsza2Vm75tZofe3ZSXrvWNme8zszXLzu5rZHDNbYWb/MrM0b34Db3qFt7xLBNKJGrk5mZQ6+GSFLnsiIiKSaPxssbsLmOqcywametMVuRe4qoL5fwT+4pzrAewGrvfmXw/s9ub/xVsvYfTv2IKmDVKYruvZiYiIJBw/C7vzgcne/cnABRWt5JybCuwLnmdmBpwCvFTB44O3+xIwxls/IaQmJzGie2umL9+Oc87vcERERCSC/Czsspxzm737W4CsWjy2NbDHOXfUm94AtPfutwfWA3jLi7z1E0ZeTiYb9xxk9Y79fociIiIiEZQSzo2b2QdAmwoW3R084ZxzZhbR5iUzuwm4CSArK4uCgoKw77O4uDgi+0k7ELhA8aS3ZzG2c2rY91cTkco9GiVy7pDY+Sdy7pDY+Sv3Ar/D8I3f+Ye1sHPOja1smZltNbO2zrnNZtYW2FaLTe8EWphZitcq1wHY6C3bCHQENphZCtDcW798bI8BjwEMHjzY5efn12L3dVNQUEAk9gPw0Ocfsdk1IT9/SET2V51I5h5tEjl3SOz8Ezl3SOz8lXu+32H4xu/8/TwU+wYwwbs/AXi9pg90gZPHPgIuruDxwdu9GPjQJeDJZrnZmcxatZMjRzW8mIiISKLws7C7BzjVzAqBsd40ZjbYzJ4oW8nMZgAvEugEscHMTvcW/Qi4w8xWEDiHbqI3fyLQ2pt/B5X3to1rudkZHDhyjAVrd/sdioiIiERIWA/FVsU5txMYU8H8+cANQdO5lTx+FTC0gvmHgEtCF2lsGtG9NSlJxozC7YzonlB9R0RERBJWtS12ZtbBzO40s9fNbJ6ZTTezh8zsbDPTyBVRqml6KgM7tWS6xo0VERFJGFUWZmb2JDAJOELgQr/jgNuAD4AzgJlmlhfuIKVu8nIyWLpxLzuLD/sdioiIiERAdYdi73fOLa1g/lLgFW8Yr06hD0tCITc7k/veW87MFTs4v3/76h8gIiIiMa3KFruKijoz625mfb3lR5xzK8IVnNRPn/bNadkolenLNbyYiIhIIqhV5wkz+wnQAyg1swbOuYrGcJUokZxknNwjgxmFgeHFEmhkNRERkYRU3Tl2t5tZctCsfs6565xzNwD9whuahEJeTibb9h3mq637ql9ZREREYlp1vVp3Au+Y2Xne9Htm9o6ZvQe8G97QJBRyszMAmKHDsSIiInGvunPsngXOBU40szeABcC3gEuccz+MQHxST22bNyQnq4kueyIiIpIAanIduu7AC8BNwLeBvwINwxmUhFZudiZzVu/iUMkxv0MRERGRMKqy84SZPQWUAI2Ajc65G81sAPC4mc1zzv06AjFKPeXlZDJx5mrmrN7FqJxMv8MRERGRMKmuV+wA51w/ADP7FMA59ylwrpmdH+7gJDSGdmlFWkoSM5ZvV2EnIiISx6or7N4xs3eBVGBK8ALn3Othi0pCqmFaMkO7tNJ5diIiInGuysLOOfcjM2sGlDrniiMUk4RBXk4Gv3/7S7YUHaJN83S/wxEREZEwqO46dlcCxZUVdd4oFCPDEpmEVG524BCsWu1ERETiV3WHYlsDn5rZAgKXOtkOpBMYfWIUsAO4K6wRSkgc36YpmU0bMKNwB5cO7uh3OCIiIhIG1R2K/auZPQicApwMnAgcBJYBVznn1oU/RAkFMyM3O4OPvtzGsVJHcpKGFxMREYk31Y4V65w7Brzv3SSGjcrJ5JWFG/l8UxEndmjhdzgiIiISYjW5QLHEiZN7BIYXm75c59mJiIjEIxV2CSSjSQP6tG/G9EKNGysiIhKPVNglmNzsTBau3U3x4aN+hyIiIiIhVu05dgBm1gC4COgS/BgNKRZ78rIzebhgJbNW7uTUXll+hyMiIiIhVNMWu9eB84GjwP6gm8SYQZ1b0igtmRm6np2IiEjcqVGLHdDBOXdGWCORiEhLSWJEt9bqQCEiIhKHatpi94mZ9Q1rJBIxudkZrNl5gHU7D/gdioiIiIRQTQu7kcACM/vKzD4zsyVm9lk4A5PwycvR8GIiIhJ6a3fu58N1JRw9Vup3KAmrpodizwxrFBJRXTMa075FQ2YUbufK4Z39DkdERGJc0YES/v5hIZNnraHkmKPPpxs1fKVPatRi55xbC7QAzvVuLbx5EoPMjLycDD5ZsZMS/aoSEZE6OnK0lEkzVzPqvo+Y+PFqLujfno5Nk3hk2kqOlTq/w0tINSrszOy7wLPAcd7tGTP7TjgDk/DKy85k3+GjLF6/x+9QREQkxjjnePfzLZz+wHR+/eYX9G7XjDe/M5J7L+nHud1SWbV9P+99vsXvMBNSTQ/FXg8Mc87tBzCzPwKzgL+HKzAJr5O6Z5BkgeHFBndp5Xc4IiISI5ZsKOK3b33BnNW76HFcEyZdM5jRPY/DzAAY3CaZrhsb81DBSs7o0+br+RIZNe08YcCxoOlj3jyJUc0bpdK/YwsNLyYiIjWyac9B7vjXIs59cCaF24r5zQV9eOe7uZxyfNY3irckM27O68aSjUXMXKH/MZFW0xa7J4E5ZvaqN30BMDEsEUnE5GZn8vcPC9lz4AgtGqX5HY6IxJGZhTvYe0TnWMWD4sNHeaRgJY/PWIUDbhnVndtGd6dZemqlj7lwYHv+8sFyHvpoJbnZmZELVmrceeLPwLXALu92rXPugbru1Mxamdn7Zlbo/W1ZyXrvmNkeM3uz3PxnvUuvLDWzSWaW6s3PN7MiM1vk3X5e1xgTQV5OJqUOPl6x0+9QRCSOzFq5kysnzuEHBQf42WtLdc3MGHX0WClT5qwj/94CHvxoBaf3bsPUO0Zx15nHV1nUATRISebG3G7MWrWTT9ftjlDEAtUUdmbWzPvbClgDPOPd1nrz6uouYKpzLhuY6k1X5F7gqgrmPwscD/QFGgI3BC2b4Zzr7900lm0V+nVoTtP0FI1CISIhNWXuOpqlpzC8bQrPz1tH/n0f8f+mLGTJhiK/Q5MaKvhqG2f9bQY/eXUJXVo34tXbTuJv4wbQsVWjGm9j3NBONG+YykMFK8MYqZRX3aHYKcA5wAIguE3dvOluddzv+UC+d38yUAD8qPxKzrmpZpZfwfy3vw7EbC7QoY5xJLSU5CRG9shgRuF2nHM6wVVE6m1n8WHeXbqF8cM6kd9sO/dNGM6kj1czZfY63vxsMyf3aM0to7ozskeGvnOi0Jdb9vK7t5Yxo3AHnVs34uErBta5A0TjBilMOKkLf5tayPKt+8jJahqGiKW8KlvsnHPneH+7Oue6Bd26OufqWtQBZDnnNnv3twBZddmIdwj2KuCdoNkjzGyxmf3HzHrXI8aEkJudyaaiQ6zcvt/vUEQkDryycCNHjpUyflgnALKapfPjM0/g4x+fwl1nHk/h1mKumjiXc/4+kzcWb9IIBVFi275D/PiVzzjrrzNYvH4PPz37BN77fh5n9m1brwL82pO60DA1mUfUahcx5lz1J7ea2VTn3Jjq5pVb/gHQpoJFdwOTnXMtgtbd7Zyr7Dy7fODOsiKz3LLHgf3Oue95082AUudcsZmdBfzVO9xb0XZvAm4CyMrKGvT8889XlkrIFBcX06RJk7Dvpza2Hyjlh9MPMv74NE7rUvU5E/URjblHSiLnDomdf6Ll7pzjxzMO0jTNuHt4wwrzLyl1fLLpKP9ZXcKW/Y6MhsYZXVLJ7ZBCg+T4acGLldf+8DHHu2tKeHtVCSWlcEqnFM7vnkaTtLq/FuVzn7LsMB+sO8ofcxuS2aimF+OIXZF47UePHr3AOTe4omVVHoo1s3SgEZDhdXAoe6WbAe2reqxzbmwV291qZm2dc5vNrC2wraptVbKNXwCZwM1B+9wbdP9tM3vIzDKcc//T39o59xjwGMDgwYNdfn5+bUOotYKCAiKxn9p6+IsCNrtG5OcPDds+ojX3SEjk3CGx80+03Get3MmWA7P54dknkj+oQ6X5nwr8rNTx/rKtPDJtJc8s28Nbax0TTurC1SO60Kpx7PfSj/bXvrTU8eqnG7nvva/YXFTC6b2zuOvME+ia0bje2y6fe88BB/noTx+xtOQ4fpXfp97bj3Z+v/bVnWN3M/A9oB2B8+zKCru9wIP12O8bwATgHu/v67V5sJndAJwOjHHOlQbNbwNsdc45MxtK4FCzunxWIy8nk3/NW8/ho8dokJLsdzgiEqOe8zpNnH1i22rXTUoyTu/dhtN6ZTF/7W4eKVjJAx8U8ui0VVw2pCPXj+xaqxP1peZmrdzJ797+gqUb99K3fXMeuKw/w7q1Dtv+2jZvyIUD2vP8vPV8Z0w2GU0ahG1fUv05dn91znUlcCi07Ny6rs65fs65+hR29wCnmlkhMNabxswGm9kTZSuZ2QzgRWCMmW0ws9O9RY8QOC9vVrnLmlwMLDWzxcDfgMtdTY41J7jc7AwOlhxjwRp1SReRutm1/wjvLN3CtwZ2ID215j8QzYwhXVox8ZohvPf9PM7q25ZnZq8l/74Cbn/uUz7fpJ60obJqezE3Pj2fcY/PZlfxEf5yWT9e//bJYS3qytw8qjtHjpXy5Merw76vRFejCxQ75/5uZn2AXkB60Pyn67JT59xO4H/Oz3POzSfo0iXOudxKHl9h3F6xWZ+CMyEN79aa1GRjWuF2TuqR4Xc4IhKDXl6w4RudJuoiJ6sp91/ajztPz2HSzNVMmbOONxZvIjc7g1tHdWdE99bqSVsHu/Yf4W9TC3lm9loapCTxw9N7cv3IrrUqwOure2YTzuzThqdnreWWUd1pWs118KTuanQWo3c+29+922jgT8B5YYxLIqhxgxQGdW7JjOUa+kVEas85x3Nz1zG4c8uQXNKibfOG3H12Lz65aww/PL0nyzbvY/wTczjvwY9567PNHCvVgZiaOHz0GI9NX8moez/i6VlruHRIRwp+OJpvj+4R0aKuzG35Pdh36CjPzF4X8X0nkpp2T7mYQAvbFufctUA/oHnYopKIy83O5IvNe9m+77DfoYhIjJm9aherduxn3NC6t9ZVpHmjVL49ugczfzSa31/Yl+LDR/n2lIWccn8B/5y9lkMlx6rfSAJyzvHWZ5sZ++dp/P7tLxnUuSXvfC+P31/Yl8ym/p3f1qd9c3KzM5g4c7VeuzCqaWF30OukcNS7pMg2oGP4wpJIG5UTGMtv5gqNQiEitVObThN1kZ6azPhhnfjgjlE8fMVAWjRM5WevLeXkez7k71MD411LwMJ1u7n4kVl8e8pCGqel8M/rh/LUtUOj5uLAt+X3YEfxYV5csMHvUOJWjc6xA+abWQvgcQK9Y4uBWeEKSiKvV9tmtG6cxvTlO7hwgAbyEJGaKes0MX5Yp7Af3ktOMs7s25Yz+rRhzupdPDJtJfe/v5yHp63k8iGduD63K+1bNAxrDNFq/a4D/PGdL3nzs81kNm3AHy/qy8WDOpKcFF3nJA7v1ooBnVrw2PSVjBvSkZTk+L+uXaTVtPPEbd7dR8zsHaCZc+6z8IUlkZaUZIzMzmBG4Q5KSx1JUfZlICLRqazTRKgPw1bFzBjerTXDu7Vm2ea9PD59FU/PWsPTs9ZwXr923DSqG8e3aRaxePxUdLCEhz5awZMfryEpCW4/pQc3j+pO4wY1bbeJLDPjtvwe3Pj0fN78bDMXDKjykrhSB9VdoHhgVcuccwtDH5L4JTc7k9cXbWLZlr30bqdTKEWkamWdJgZ1bknPNv4c6juhbTP+fFl/fnB6TybOWM3z89bxyqcbye+ZyS2jujOsa6u47ElbcqyUKXPW8cAHy9lzsIRvDejAnafn0LZ59LdYjjn+OHKymvBwwUrO69dODQkhVl1Jf38VyxxwSghjEZ/lZQcudTKjcIcKOxGp1pzVgU4T94/u4XcotG/RkJ+f24vbx/Tgn7PW8tQna7j8sdn069iCW0d149RebaLusGRdOOeYumwbv//PMlZt38/wbq346dm96NM+dr6zk5KMW0Z1544XFvPhl9sY26tOw8VLJaor7B52zr1gZt2cc6siEpH45rhm6RzfpikzCrdzy6jufocjIlFuypzwdpqoixaN0vjOmGxuzOvGiws28Pj0VdzyzEK6ZjTmxtxufGtge18u9REKSzcW8bu3ljFr1U66ZTTm8asHM/aE42KyRfLcfu24/73lPFSwgjExmkO0qu6sxbu8vy+FOxCJDnk5mcxbvZsDR476HYqIRLG6jjQRKempyVw1vDMf3ZnPP8YPpEmDFH7y6hJG/vEj/vHRCooOlvgdYo1tKTrED15YzLkPzuTLLXv51Xm9eff7eZzaKytmC6LU5CRuHtWNhev2MGf1Lr/DiSvVtdjtNLP3gK5m9kb5hc45XaQ4zuRmZ/DY9FXMWb2L0T2P8zscEYlSfnSaqIvkJOPsE9tyVt82zFq5k0emr+Led7/ioY9WMH5YJ64b2TVqz0vbf/goj05byWMzVlFaCjflduO20T1o3jA+Rm24dHBH/ja1kIcLVjI8AsOaJYrqCruzgYHAP6n6fDuJE0O6tKJBShLTl29XYSciFYqGThO1ZWac1CODk3pk8PmmIh6bvopJH6/hyY/XcH7/9twyqhvZUXKtt2OljpcWrOe+95azfd9hzjmxLT8643g6tmrkd2ghlZ6azLUnd+Xed79i6caimDpPMJpVWdg5544As83sJOecrlybANJTkxnWrTUzCjW8mIhULJo6TdRF73bN+evlA7jztJ5MnBnoSfvywg2MOf44bsnvzuDOLX07xDmjcDu/e2sZX27Zx8BOLXj0qkEM7NTSl1gi4aoRnXmkYCUPT1vJP8ZXeiEOqYWaXuimpZn9DugS/BjnnHrFxqG87Ax++9YyNu05SLsEvdiniFQuGjtN1EXHVo345Xm9uX1MNk/PWsPkT9ZwySOzGNipBbeM6s7YE7IidimO5Vv38fu3l1Hw1XY6tmrIg+MHcHbftjF7Dl1NNUtP5coRnXl02kpW79hP14zGfocU82p6yecXgU+BnwI/DLpJHMrzhhebUahGWhH5pmjvNFEXrRqn8b2xOXxy1xh+dV5vtu07zE3/XMDYv0zjX/PWcfho+MY13VF8mLtfXcIZD0xnwdrd/OSs4/ngjlGcc2K7uC/qylx3cldSk5N4dNpKv0OJCzVtsTvqnHs4rJFI1Mg+rgltmqUzffkOLhsS3SdGi0hkvbIwNjpN1EXDtGQmnNSFK4Z14u2lW3ikYCU/enkJ97+3nOtGdmX8sE40Sw9Nx4VDJceYOHM1Dxes5FDJMa4e0YXbx2TTqnFaSLYfSzKbNuDSwR15ft46vjc2hzbN0/0OKabVtMXu32Z2m5m1NbNWZbewRia+MTNyszOYuWIHx0qd3+GISJRwzjElxjpN1EVKchLn9WvHW7eP5J/XDyUnqyn3/OdLTv7Dh/zhP8vYuvdQnbddWup47dONjLl/Gve++xXDu7Xm3e/n8cvzeidkUVfmprxulDp4YoYumVtfNW2xm+D9DT786oBuoQ1HokVuTiYvLtjAZxv2MCCOT9wVkZqbs3oXq7bv575LYrPTRG0FfuRmkpudyZINRTw6fSWPT1/FkzPXcOGA9tyY140exzWp8fbmrt7F7976gsUbiujTvhn3XdKPEd11mQ8InO94Xr92TJm7jm+P7kHLBC5y66tGhZ1zrmu4A5HoMrJHBmaB4cVU2IkIwHNzA50mzonxThN10bdDcx4cP5C1O/fzxIzVvDB/Pf+av55Te2Vxy6juDOpc+ffk6h37uec/y3j38620aZbO/Zf048IB7TVGajm3jOrOq59uZPKsNXxvbI7f4cSsKgs7M/tWVcudc6+ENhyJFq0ap9G3fXOmL9/O7WOy/Q5HRHy2a/8R/rNkC+OHdYqbThN10bl1Y35zQR++NzabybPW8vSsNbz/xVaGdGnJLaO6M7rncV8XbHsOHOFvU1fwz9lrSE1O4gen5nBDbjcapiXu81eVnm2aMvaE43jqkzXcmNuNxg1qelBRglX3rJ1bxTIHqLCLY3nZmTw8bSV7D5WE7IThRLOl6BAfrC3hpKOlpKXU9JRWkegTz50m6qJ1kwbccWoON+d144X563lixmqunzyf7OOacFNeNxauKeG70wrYd6iEy4Z05Pun5nBcU3UKqM6t+T246OFPeG7uOm7I1dledVHdBYqvjVQgEn1yszN48KMVzFq5k9N7t/E7nJizuegglz82m7U7j1D80mL+fGl/HXqRmJQonSbqonGDFK49uStXDu/MW59t5pFpK/nhS58Bge/Qu88+gePbNPM5ytgxqHNLhnVtxRMzVnPViM40SFHrZm2pCUEqNbBzSxqnJTN9ua5nV1ubiw4y7rHZ7Cw+Ql6HFF5btIk/vfuV32GJ1ElZpwm11lUuNTmJCwa05z/fzWXKDcO4a2g6/7x+mIq6OrhtdA+27D3Ea59u9DuUmKTCTiqVmpzEiO4ZGl6slrYUHWLcY7PZUXyEp68fyrW907hiWCcembaSpz5e7Xd4IrX23Nx1NE1P4ey+iddporbKxqQ9vpVamuoqLzuD3u2a8ei0VbrkVh2osJMqjcrJYN2uA6zZsd/vUGLClqJDXP7YLHYUH2HydUMZ2Ckw5uSvz+/Dab2y+NWbX/D2ks1+hylSY7u9ThMXDeygk/4lIsyM2/J7sGrHft79fIvf4cQc9YqVKuVm/3d4sS4aw69KW4oOMe7x2Wzfd5inrx/6jcsfJCcZfxs3gCuemMP3/rWI1o3TGNZN16+S6PeyOk2ID87o04ZuGY15qGAFZ/ZpkzDDq4VCdS1251ZxOye8oUk06JLRmE6tGjFtuQ7HVmXr3kBRt23vIa+o+9+BWdJTk3ni6sF0bNmQG5+ez/Kt+3yIVKTm1GlC/JKcZNw8qhtLN+7V6UC1VGVh55y7torbdZEKUvyVm53BrJU7KDlW6ncoUWnr3sA5ddv2HmLydRUXdWVaNk5j8nVDSU9NZsKkuWwuOhjBSEVqZ646TYiPLhzQgTbN0nmoYIXfocSUGp9jZ2Znm9n/mdnPy27hDEyiR15OJvuPHGPh2t1+hxJ1tnlF3VavqBvcpfohlDu0bMST1w5h36GjXDNpHkUHSyIQqUjtTVGnCfFRWkoSN+R2ZfaqXSxcp/8/NVWjws7MHgEuA74DGHAJ0DmMcUkUGdG9NclJpubwcrbtPcTlj89my95DPFXDoq5M73bNefSqQazaUcxNT8/nUMmxMEYqUnvqNCHRYNzQTrRolMpDH630O5SYUdMWu5Occ1cDu51zvwJGABrILUE0S09lQMcWTC/U9ezKbPPOqdtSFGipG1KLoq7MyT0yuO+SfsxZvYsfvLCYUnXrlyhS1mni8qEd/Q5FEljjBilcc1IXPli2la+26LzkmqhpYVd2ItABM2sHlABqm08geTmZLNlYxK79R/wOxXfb9gWKus1Fh3jq2roVdWXO79+en5x1PG8t2cxv3voC51Tcif/KOk0M7NRCF9gV300Y0YVGack8Mk2tdjVR08LuTTNrAdwLLATWAM/Vdadm1srM3jezQu9vy0rWe8fM9pjZm+XmP2Vmq81skXfr7803M/ubma0ws8/MbGBdY5Rvys3OwDmYuSKxD8du2xc4p25z0SGevGYIQ7vWvagrc2NuN649uQtPfryGx2esCkGUIvVT1mli/DCdcSP+a9k4jXFDO/HG4k2s33XA73CiXo0KO+fcb5xze5xzLxM4t+5459zP6rHfu4CpzrlsYKo3XZF7gasqWfZD51x/77bIm3cmkO3dbgIerkeMEuTEDi1o3jCVGQk8vNj2fYcZ//gcNu0JFHWhug6dmfGzs3tx9olt+f3bX/L6Ig2jI/5SpwmJNjfkdiXJ4LHp+vFbndr0ij3JzMYT6ERxvpldXY/9ng9M9u5PBi6oaCXn3FSgNgfVzweedgGzgRZmpm+mEEhOMkb2CAwvloiHC7fvO8y4x2ezcfdBnrw2dEVdmaQk4/5L+jGsayvufHExHyd4y6j4p6zTxLcGtFenCYkabZs35FsDOvDC/PVs33fY73CimtXkn7SZ/RPoDiwCyrrvOefc7XXaqdke51wL774R6JTRopJ184E7nXPnBM17ikAHjsN4LX7OucPeIdt7nHMzvfWmAj9yzs2vYLs3EWjVIysra9Dzzz9fl1Rqpbi4mCZNmoR9P+EybUMJTy49wu9Obkj7prUbjS6Wcy867PjjvIPsOOi4Y1B6rceArE3u+0scf5gT2NePh6XTuVns/2ON5de+vmIx93fXlPDcl0f4zckN6VjLz3l5sZh/qCj30Oe+ZX8pP55xkLO6pnJJz7SQbz9UIvHajx49eoFzbnBFy6ocUizIYKCXq0VTjZl9ALSpYNHdwRPOOWdmtW0C+jGwBUgDHgN+BPy6Nhtwzj3mPZbBgwe7/Pz8WoZQewUFBURiP+GSs+cgTy79kIMtupCf261Wj43V3HcUH2bcY7PZfTiJydcNYUT32rfU1Tb3gUMP8q2HPuHBJY5Xbh1Kx1aNar3PaBKrr30oxFruzjl+vWAaAzs14qpzT6739mIt/1BS7vlh2faMPQuZvnw7f5hwMs3SU8Oyj/ry+7Wv6c+xpVRcpFXKOTfWOdengtvrwNayQ6Te32213PZm73DrYeBJYKi3aCMQ3De/gzdPQqBdi4b0OK4J0xPkenY7ig8z/vHZrN99gEnX1K2oq4u2zRsy+bqhHC45xoQn57JbPZElQjTShES7W/O7s+/wUZ6ZvdbvUKJWTQu7DOALM3vXzN4ou9Vjv28AE7z7E4DXa/PgoKLQCJyftzRou1d7vWOHA0XOuc31iFPKyc3OYM6qnXF/Qd2yom7drsgWdWVyspry+NWD2bD7INdPnhf3z7dEh+e8ThPnnNjO71BEKtSnfXPycjKZNHO1vhcrUdPC7pcECqjfA/cH3erqHuBUMysExnrTmNlgM3uibCUzmwG8CIwxsw1mdrq36FkzWwIsIVB0/tab/zawClgBPA7cVo8YpQJ5OZkcPlrKvDW7/A4lbHYWH+aKx+cEiroJQzipe4YvcQzr1poHLuvPp+v38J3nPuWYLmAsYbR7/xHeXqpOExL9bsvvzo7iI7w4f73foUSlGp1j55ybFsqdOud2AmMqmD8fuCFoOreSx59SyXwHfDtEYUoFhnVtRVpyEjMKd5Cbnel3OCG3szhwSZM1O/cz6ZohnNTDn6KuzFl92/KLc3rxy39/wc9fX8pvL+hDoKFaJLReXriBI0dLGTdMh2Elug3r2oqBnVrw6PRVjBvaiZTk+nXyiTdVPhtmVta7dJ+Z7Q267TOzvZEJUaJJo7QUhnRtyfQ4vJ7dzuLDXPHEf4u6k30u6spcc3JXbh7VjWfnrOMfH63wOxyJQ845ntNIExIjzIzb8nuwYfdB/v3ZJr/DiTrVlblXADjnmjrnmgXdmjrn9OlPULnZmXy5ZR/b9h7yO5SQ2bX/CFc8MYfVO6KrqCvzo9OP58IB7bnvveU6/CAhN3f1Llaq04TEkFOOP46eWU15uGClxtkup7rC7tWyO2b2cphjkRiRmx0oeuKld+yu/UcY//hsVu/Yz8QJ0VfUQeACxn+86ERG9sjgrleW8NFXtepILlIldZqQWJOUZNya353lW4uZ+qW+D4NVV9gFn8xTuwuXSdw6oU0zMpo0YEZh7B+ODW6pe2LCYEZmR19RVyYtJYmHrxxIz6ym3PbMQhav3+N3SBIH1GlCYtU5J7alQ8uGPFSwIiFHRKpMdYWdq+S+JLCkJCM3OzC8WCw3ge/2irqV24t5/OrBMdEZpGl6Kk9dN4TWTdK47ql5rN253++QJMap04TEqpTkJG7O68an6/Ywe1X8Xqmhtqor7PqVdZYATlTnCSmTl5PBrv1H+GJzbL4Ndu8/wnivqHvi6sHk5UR/UVfmuKbpTL5uKKXOcfWkuewo1riJUjfqNCGx7pLBHcloksZDBepYVqbKws45lxzUWSJFnSekzMgegUJoegweji3fUhdLRV2Z7plNmHjNELbuPcR1T81j/+GjfockMWjemt3qNCExLT01metGdmVG4Q6WbCjyO5yooIu/SJ1kNm1Ar7bNYu6yJ3sOHOHKiXNYsb2Yx64axKgYLOrKDOzUkr+PG8jSjUV8e8pCSo6V+h2SxJgpc9aq04TEvCuHd6ZpgxQembbS71Ciggo7qbPcnAwWrN0dM61Few4EWuoKtwWKuvyex/kdUr2d2iuL317Ql4KvtnP3q0t0ArHUmDpNSLxolp7KVSM68/bSzazaXux3OL5TYSd1Nio7k5JjjtmrdvodSrXKWuoKt8ZPUVdm/LBO3D4mmxfmb+Av7y/3OxyJEa98ulGdJiRuXDeyK2nJSTw6bZXfofhOhZ3U2aAuLWmYmsyMKL+eXdGBEq6cOIflW4p59Or4KurKfH9sNpcO7sDfPlzBs3PW+h2ORDnnHFPmrGWAOk1InMho0oDLhnTklU83sLnooN/h+EqFndRZg5RkhndrFdXn2RUdKOGKibMDRd1Vgxgdh0UdBIbY+d2FfRndM5OfvbaU9z7f4ndIEsXKOk2MV6cJiSM35naj1METM1b7HYqvVNhJveRmZ7Jqx37W7zrgdyj/I7il7pGrBjL6+Pgs6sqkJifxjysG0rd9c77z3KcsWLvb75AkSmmkCYlHHVs14vx+7Xhu7jp27z/idzi+UWEn9VJ2qZBoOxxbdLCEqybN4ast+3j4yoGccnyW3yFFRKO0FCZeM4S2zdO5fvI8VupEYiln9/4jvLVkMxeq04TEoVvyu3PgyDGe+mSN36H4RoWd1Ev3zMa0a54eVcOLFR0s4aqJc1i2eS8PXzmQMSckRlFXJqNJAyZfN5SUJOPqiXPZtveQ3yFJFCnrNDFenSYkDuVkNeXUXlk89cmamLliQ6ipsJN6MTPycjKZuWIHR6PgOmpFB0u42ivqHrlyUMIVdWU6t27MpGuGsPvAEa55ch77DpX4HZJEAXWakERwa353ig6W8NzcdX6H4gsVdlJvudmZ7Dt0lMU+X/V776ESrp40ly827+XhKxK3qCtzYocWPHTFQL7auo9bnlnAkaP+F97iL400IYlgYKeWDO/WisdnrOLw0WN+hxNxKuyk3k7u0Zokw9fesXsPlXDVxLl8samIh64YxNheiV3UlcnveRz3fKsvH6/Yyf+9tJjSUl3AOJGVdZo4V50mJM7dlt+DrXsP8+rCjX6HEnEq7KTeWjRK48QOLXw7zy64qPvH+IGcqqLuGy4Z3JEfnt6T1xZt4o/vful3OOITdZqQRJKbnUGf9s14dPoqjiXYD1oVdhISedkZLFq/h6IDkT2Xa++hEq6eOJfPNwaKutN6t4no/mPFbfnduXJ4Jx6dtoonP07sazwlqq9HmtBhWEkAZsZt+T1YvWM//1m62e9wIkqFnYREXk4mpQ4+WRm5y57sO1TChElzWbqxiH9coaKuKmbGr87rw2m9svj1m1/w1meJ9UWX6JxzPDd3HQM6teCEtuo0IYnh9N5t6JbRmIcLVibUONoq7CQk+nVsQdMGKUyP0PXs9nkdJZZsCBR1p6uoq1ZykvG3cQMY2Kkl3//XopgY41dCY96a3azYVqzWOkkoyUnGLaO68/mmvRH73xQNVNhJSKQmJ3FSj9ZMX7497L+Mylrqlmwo4sHxKupqIz01mSeuHkzHVg258en5fLVln98hSQSo04QkqgsGtKdt83Qe+miF36FEjAo7CZnc7Ew27jnI6h37w7aP4sNHuebJeXy2oYgHxw/gjD4q6mqrZeM0Jl83lIapyUyYNJdNexJ7wOx4t+eAOk1I4kpLSeKG3G7MWb0rYYZZVGEnITPKG14sXJc9KT58lAmT5rJo/R7+Pm4AZ/RpG5b9JIIOLRvx1LVDvUJ5LkUHdQHjePXyQnWakMQ2bmhHWjZK5eGCxGi1U2EnIdOxVSO6tG4UlnFjiw8f5RqvqHtw3ADO7Kuirr56tWvGo1cNYvWO/dz49HwOlSTehTzjnTpNiATG0L7mpK58sGxbQpx+osJOQiovJ5NZq3aGdJSDsqLuU6+lTkVd6JzcI4P7LunH3NW7uOOFRbqAcZyZv1adJkQAJpzUmcZpyQnRaqfCTkIqNzuTA0eOhexchuLDR7n2yUBR97fLB3CWirqQO79/e+4+6wTeXrKFX7/5RUJdFiDeTZmzjqYNUjjnRH1uJLG1aJTG+GGd+Pdnm1m/64Df4YSVCjsJqRHdW5OSZEwPwSgU+72ibuG6QFF3tv45hc0NuV257uSuPPXJGh6bvsrvcCQEvu40MbA9jdJS/A5HxHc35HYj2YxHp6/0O5SwUmEnIdWkQQoDO7es9/BigaJuHgvX7eGvl/dXURdmZsZPzz6Bs09syx/+8yWvfZp44yvGm1e8ThOXD9FhWBGArGbpfGtge16Yv4Ft+w75HU7YqLCTkBuVk8nSjXvZUXy4To/ff/go1z41jwXrdvPAZf05R9feioikJOPPl/ZjeLdW/PClxcxMoAt6xhvnHFPmrqN/xxb0aqdOEyJlbh7VnaPHSpk0c43foYSNL4WdmbUys/fNrND727KS9d4xsz1m9ma5+TPMbJF322Rmr3nz882sKGjZzyOQjpSTm50BwMcral8YHDgSKOrmr9nFA5f159x+KuoiqUFKMo9eNZhuGU245ZkFfL6pyO+QpA7KOk2MH6bWOpFgXTMac2bftjwze23cXubJrxa7u4CpzrlsYKo3XZF7gavKz3TO5Trn+jvn+gOzgFeCFs8oW+ac+3WI45Ya6N2uOS0bpTKtltezO3AkcPh1/ppdPHD5ABV1PmneMJWnrhtC0/QUrnlyXtyfaByPnlOnCZFK3TqqO8WHj/LM7LV+hxIWfhV25wOTvfuTgQsqWsk5NxWo9KIzZtYMOAV4LbThSX0kJxkjszOZUbijxj0sy4q6eWt28ZfL+nOeijpftW3ekMnXDeVwyTEmPDmX3fuP+B2S1NCeA0d4c8lmLhigThMiFenTvjmjcjKZNHN1XF6/0/y4tIGZ7XHOtfDuG7C7bLqCdfOBO51z51Sw7GrgPOfcxUHrvgxsADZ5j/u8ku3eBNwEkJWVNej555+vT0o1UlxcTJMmTcK+n2gwY0MJE5ce4TcnN6Rj06Qqcz981PGXhYf4alcpN53YgBHt4uufUSy/7l/tOsa98w/RpVkSPxySToNkq/U2Yjn/+vIj9/fWlDDlyyP8+qR0OjXzdwgxvfbKPVp9tesYf5h7iCtPSGNs59SQbjsS+Y8ePXqBc25wRcvC9h/UzD4AKhrI8+7gCeecM7O6VpfjgCeCphcCnZ1zxWZ2FoGWvOyKHuicewx4DGDw4MEuPz+/jiHUXEFBAZHYTzQ4vugQE5dO5WDzzuTnda8094NHjnHdU/NYvvsAD1zen/P7t498sGEWy697PtApezO3TVnIixua8siVA0lJrl1DfyznX1+Rzt05x+8WTqd/x0Zcfd7JEdtvZfTa5/sdhi9iIfdRzvHe1ll8tPkQv7gyj9Rafq9Vxe/8w3Yo1jk31jnXp4Lb68BWM2sL4P3dVtvtm1kGMBR4K2ife51zxd79t4FUbz2JsDbN08nJalLl8GJlRd2c1Tv586XxWdTFgzP7tuWX5/bmg2Vb+fkbn+sCxlFs/trdFG4rZrxGmhCpkplxW353Nu45yL8Xb/I7nJDy6xy7N4AJ3v0JwOt12MbFwJvOua8vRmNmbbxDu5jZUAL57axnrFJHedmZzFm9i4NH/vcchoNHjnH95EBRd/+l/bhggIq6aDbhpC7cMqo7U+as48EP439Inlj1daeJfuo0IVKdU44/juPbNOXhgpVxNZyiX4XdPcCpZlYIjPWmMbPBZvb1oVUzmwG8CIwxsw1mdnrQNi4Hniu33YuBpWa2GPgbcLlT84JvcnMyOXK0lLlrdn1j/sEjx7jh6XnMWhUo6i4c0MGnCKU2/u/0nlw4oD33v7+cF+av9zscKUedJkRqx8y4Nb87hduK+WDZVr/DCRlfPv3OuZ3AmArmzwduCJrOrWIb+RXMexB4MDRRSn0N69qKtJQkpi/fTq53HunBI8e48en5fLJyJ/dfoqIuliQlGX+86ER2FB/mx68sIbNJA0Yff5zfYYmnbKSJcToMK1JjZ/dty/3vLeehgpWc2isL76BfTNPIExI26anJDOva6uvhxQ6VBIq6j1fu4L6L+/GtgSrqYk1aShIPXzmI49s05bZnF7J4/R6/QxICnSae00gTIrWWkpzETXndWLR+D7NWxceZWyrsJKzysjNZvrWYrftLuWFyoKi79+J+XDRIRV2satIghSevHULrJmlc99Q81uzY73dICU+dJkTq7uJBHcho0oCHC1b6HUpIqLCTsMrNCXRK/v3cQ18XdRerqIt5xzVNZ/J1Qyl1jglPzq3zuMASGuo0IVJ36anJXD+yKzMKd7BkQ+wPo6jCTsKqZ1ZTjmvagL2HHX+66EQVdXGke2YTJl4zhK17D3HdU/PYf/io3yElJHWaEKm/K4d3oml6Cg8VxH6vfxV2ElZmxr2X9ON7gxpwyeCOfocjITawU0v+Pm4gSzcW8e0pCyk5Vup3SAlHnSZE6q9peipXj+jMO59vYcW2Yr/DqRcVdhJ2o3Iy6ZeploR4dWqvLH57QV8KvtrOj19ZogsYR5A6TYiEzrUndyUtOYlHp8X2uXYq7ESk3sYP68TtY7J5acEG/vz+cr/DSRgL1GlCJGQymjTg8iEdeW3RRjbtOeh3OHWmwk5EQuL7Y7O5bHBH/v7hCp6ZvdbvcBLCFHWaEAmpG/O64Rw8MWO136HUmQo7EQkJM+N3F/ZhdM9Mfv76Ut79fIvfIcU1dZoQCb0OLRtxXv92PDd3Hbv2H/E7nDpRYSciIZOSnMQ/rhhI3/bNuf25T1mwdlf1D5I6efVTdZoQCYdbR3XnYMkxnvpkjd+h1IkKOxEJqUZpKUy6Zghtm6dz/eT5bCpWT9lQc84xZc46+qnThEjIZWc15bReWUz+ZA3FMXgZJxV2IhJyrZs04OnrhpGSlMQf5h5k6cbYv+hnNCnrNHGFWutEwuK20T0oOljCc3PW+R1KramwE5Gw6NS6ES/cPJy0JOPyx2YzO07GYYwGU+auo4k6TYiETf+OLTipe2uemLmKw0eP+R1OraiwE5Gw6ZbZhLuHp9OmeTpXT5rL+19s9TukmFd0oIS3PtvMBQPaqdOESBjdlt+DrXsP88rCjX6HUisq7EQkrFqlJ/HCzSM4oU1TbnlmAS8v2OB3SDHtlU83cPhoKeOHdvY7FJG4dnKP1vRt35xHp63kWGnsXHhdhZ2IhF2rxmk8e+NwhndrxQ9eXMzEmbF7jSg/lY00oU4TIuFnZtyW3501Ow/w9pLNfodTYyrsRCQimjQI9JY9o3cbfvPmF9z/3lcafqyWFqzdzfKt6jQhEimn925Dt8zGPFSwMma+r1TYiUjENEhJ5h9XDPx6hIqfvb40pg5x+E2dJkQiKynJuGVUd5Zt3kvB8u1+h1MjKuxEJKKSk4x7LurLzaO68czsdXz3+U85clTXuquOOk2I+OOC/u1p2zydhz9a6XcoNaLCTkQizsz48ZkncNeZx/PmZ5u58en5HDgSexcCjSR1mhDxR1pKEjfmdmPuml3MXxP9o+mosBMR39wyqjv3fKsvMwq3c9XEuRQdKPE7pKikThMi/rp8aEdaNkrl4YLob7VTYScivrp8aCf+MX4gSzYUcdljs9i295DfIUWdsk4T44d29DsUkYTUKC2Fa0/uytQvt/Hllr1+h1MlFXYi4rsz+7Zl0jVDWLfrABc/Mot1Ow/4HVJUKes0cW6/dn6HIpKwJozoQuO05KhvtVNhJyJRYWR2BlNuHM7eQyVc9MgnLNsc3b+KI0WdJkSiQ/NGqVwxvDP/Xrwpqn98qrATkajRv2MLXrx5BMlmXPborJg4UTncyjpNjNO160R8d/3IrqQkJfHo9OhttVNhJyJRJTurKS/eMoLWTRpw5cQ5FHy1ze+QfBPcaaJ3u+Z+hyOS8LKapXPRoA68uGAD2/ZF5/nAKuxEJOp0bNWIF24eQbeMJtwweT5vLN7kd0i+WLhOnSZEos3Ned04eqw0aodGVGEnIlEps2kDnr95OAM7t+S7z3/KP2ev9TukiHt2jjfSxInqNCESLbpkNOasvm15dvY6ig5G3yWaVNiJSNRqlp7K09cN5ZSex/Gz15by96mFMTNeY30Fd5po3ECdJkSiya353Sk+fJR/zlrjdyj/Q4WdiES19NRkHrlqEBcOaM/97y/nN28uozQBxpd9VZ0mRKJW73bNye+ZyaSP13DwyDG/w/kG3wo7M2tlZu+bWaH3t2UF6/Q3s1lm9rmZfWZmlwUt62pmc8xshZn9y8zSvPkNvOkV3vIuEUxLRMIgNTmJ+y/px7Und2HSx6u586XFlByL3/FlnXNMmbuOfh2aq9OESJS6Lb8Hu/Yf4V/z1vkdyjf42WJ3FzDVOZcNTPWmyzsAXO2c6w2cATxgZi28ZX8E/uKc6wHsBq735l8P7Pbm/8VbT0RiXFKS8fNzenHHqTm8snAjtz6zgEMl0fVLOVS+7jQxTK11ItFqaNdWDO7cksdnrI6qH5p+FnbnA5O9+5OBC8qv4Jxb7pwr9O5vArYBmWZmwCnASxU8Pni7LwFjvPVFJMaZGbePyebX5/dm6pfbmDBpLnsPRd/Jy/U1Zc56dZoQiQG3je7Oxj0HeWNR9PTc97Owy3LObfbubwGyqlrZzIYCacBKoDWwxzl31Fu8AWjv3W8PrAfwlhd564tInLh6RBceuKw/C9buZtxjs9lRfNjvkEKm6EAJb362ifP7q9OESLQb3fM4jm/TlIenrYyac38tnD3MzOwDoE0Fi+4GJjvnWgStu9s59z/n2XnL2gIFwATn3GwzywBme4dbMbOOwH+cc33MbClwhnNug7dsJTDMObej3DZvAm4CyMrKGvT888/XL9kaKC4upkmTJmHfTzRS7omZO4Q3/8Xbj/KPTw/TKt24c0g6GQ2jqz9YXXJ/f20Jzy47wq9OSqdzs+QwRRYZifzeV+6Jk/vsTUd55LPDfGdAAwZlpUQk/9GjRy9wzg2ucKFzzpcb8BXQ1rvfFviqkvWaAQuBi4PmGbADSPGmRwDvevffBUZ491O89ayqWAYNGuQi4aOPPorIfqKRck9c4c5/7uqdrs8v3nHDf/+BK9y6N6z7qq3a5l5aWupO+/M0d97fZ4QnoAhL5Pe+ck8cJUePudw/fujOe3CmKy0tjUj+wHxXSU3j58/bN4AJ3v0JwOvlV/B6ur4KPO2cKzufDi+pj4CLK3h88HYvBj701heRODSkSyteuHkEJccclzwyi0Xr9/gdUp0tXLebr7buU6cJkRiSkpzEzaO6sXj9Hmat3Ol3OL4WdvcAp5pZITDWm8bMBpvZE946lwJ5wDVmtsi79feW/Qi4w8xWEDiHbqI3fyLQ2pt/BxX3thWROHJC22a8fOsImqSnMP7x2Xy8Ykf1D4pC6jQhEpsuGtiBzKYNeKhgpd+h+FfYOed2OufGOOeynXNjnXO7vPnznXM3ePefcc6lOuf6B90WectWOeeGOud6OOcucc4d9uYf8qZ7eMtX+ZWjiERO59aNeemWk+jYshHXPjmPd5Zurv5BUUSdJkRiV3pqMjeM7MrMFTtYXeTvZZii60xjEZF6yGqWzr9uHk6f9s247dmFUXfh0KqUjTShw7AisWn8sE40S0/h3TX+XoJJhZ2IxJUWjdJ45oZhjMzO5EcvL+HRaf4fGqmOc47n5q7XSBMiMaxpeiqPXz2Yq3s18DUOFXYiEncapaXwxNWDOefEtvzhP19yz3++JJr7UC1ct4evtu7TuLAiMW5Yt9Y0SvV3TASdyCEicSktJYm/Xj6AZg1TeWTaSvYcOMLvLuxLclL0DUQzZc46mjRI4dx+6jQhIvWjwk5E4lZykvG7C/rQqlEaD360gr2HSvjLZf1pkBI9F/4t6zRx8aAO6jQhIvWmbxERiWtmxp2n96RFo1R++9Yy9h2azyNXDoqaIqqs04QOw4pIKOgcOxFJCDfkduPei0/kk5U7Gf/EHHbvP+J3SN/oNNGnvTpNiEj9qbATkYRxyeCOPHzFQJZt3sulj85iS9EhX+NRpwkRCTUVdiKSUE7r3YbJ1w5lc9EhLnr4E1bv2O9bLOo0ISKhpsJORBLOiO6tee7G4RwsOcYlj3zC0o1FEY9BI02ISDiosBORhNS3Q3NevGUEaclJjHtsNnNX74ro/l9btFGdJkQk5FTYiUjC6p7ZhJduPYnjmjXgqolzmLpsa0T265xjypx1nKhOEyISYirsRCShtWvRkBdvOYmebZpy0z8X8OqnG8K+z7JOE+PVWiciIabCTkQSXqvGaUy5cThDu7Ti+/9azJMfrw7r/p6bq04TIhIeKuxERIAmDVJ48tohnNYri1/9+wv+8v7ysIwvW3RQnSZEJHxU2ImIeNJTk3noioFcMqgDf51ayC/f+JzS0tAWd699upFDJeo0ISLhoZ+LIiJBUpKT+NPFJ9KiUSqPz1jNnoMl3HdJP1KT6/87ODDShDpNiEj4qLATESnHzPjJWSfQsnEaf3rnK/YeLOGhKwbRMC25XttduG4PX27Zxz3f6huiSEVEvkmHYkVEKmBm3Jbfg99f2JeC5du5etIcig6W1Gubz81dR+O0ZHWaEJGwUWEnIlKF8cM68eC4gSxav4fLH5vNtn11G1/2604TA9qr04SIhI0KOxGRapx9YlsmThjCmh37ueSRWazfdaDW2yjrNKFr14lIOKmwExGpgbycTJ69cRh7DpRw0cOf8NWWfTV+rDpNiEikqLATEamhgZ1a8sLNIwC49NFZLFy3u0aP+3R9oNOELnEiIuGmwk5EpBZ6tmnKy7eeRMtGqVzx+BymL99e7WOmzAl0mjhPnSZEJMxU2ImI1FLHVo148ZaT6JLRmOsnz+PNzzZVuq46TYhIJKmwExGpg8ymDXj+puH079iC7zz3KVPmrKtwvdcXqdOEiESOCjsRkTpq3jCVp68bxuiex/GTV5fwj49WfGN8WeccU+ao04SIRI4KOxGRemiYlsyjVw3igv7tuPfdr/j928u+Lu5WFpWq04SIRJRO+BARqafU5CT+fGl/WjRKC4wve6CEP3yrLwXrj2qkCRGJKBV2IiIhkJRk/OLcXrRolMoDHxSy+8AR5m4+ysVDOtFEnSZEJEL0bSMiEiJmxvfG5tCiYSq//PcXAOo0ISIR5cs5dmbWyszeN7NC72/LCtbpb2azzOxzM/vMzC4LWvasmX1lZkvNbJKZpXrz882syMwWebefRzIvERGAa07uysNXDOS87qnqNCEiEeVX54m7gKnOuWxgqjdd3gHgaudcb+AM4AEza+EtexY4HugLNARuCHrcDOdcf+/263AlICJSlTP7tuVb2Wl+hyEiCcavwu58YLJ3fzJwQfkVnHPLnXOF3v1NwDYg05t+23mAuUCHSAQtIiIiEs0s+JpLEdup2R7nXAvvvgG7y6YrWX8ogQKwt3OuNGh+KjAH+K5zboaZ5QMvAxuATcCdzrnPK9nmTcBNAFlZWYOef/75+idWjeLiYpo0aRL2/UQj5Z6YuUNi55/IuUNi56/cEzN3iEz+o0ePXuCcG1zRsrB1njCzD4A2FSy6O3jCOefMrNLq0szaAv8EJgQXdZ6HgOnOuRne9EKgs3Ou2MzOAl4DsivarnPuMeAxgMGDB7v8/Pxqc6qvgoICIrGfaKTc8/0OwzeJnH8i5w6Jnb9yz/c7DN/4nX/YCjvn3NjKlpnZVjNr65zb7BVu2ypZrxnwFnC3c252uWW/IHBo9uagfe4Nuv+2mT1kZhnOuR31TEdEREQk6vl1jt0bwATv/gTg9fIrmFka8CrwtHPupXLLbgBOB8aVOzTbxju0W3b4NgnYGZYMRERERKKMX4XdPcCpZlYIjPWmMbPBZvaEt86lQB5wTdDlS/p7yx4BsoBZ5S5rcjGw1MwWA38DLnd+nEQoIiIi4gNfLlDsnNsJjKlg/ny8S5c4554Bnqnk8RXG7Zx7EHgwdJGKiIiIxA6/WuxEREREJMRU2ImIiIjECRV2IiIiInFChZ2IiIhInFBhJyIiIhInVNiJiIiIxAlfxoqNNma2HVgbgV1lAIk6CoZyT1yJnH8i5w6Jnb9yT1yRyL+zcy6zogUq7CLIzOZXNmhvvFPuiZk7JHb+iZw7JHb+yj0xcwf/89ehWBEREZE4ocJOREREJE6osIusx/wOwEfKPXElcv6JnDskdv7KPXH5mr/OsRMRERGJE2qxExEREYkTKuzqwcw6mtlHZvaFmX1uZt/15rcys/fNrND729Kbf7yZzTKzw2Z2ZwXbSzazT83szUjnUluhzN3M1pjZEjNbZGbz/cinNkKcewsze8nMvjSzZWY2wo+caiNU+ZtZT+81L7vtNbPv+ZRWjYT4tf++t42lZvacmaX7kVNthDj/73q5fx7trzvUKfcrzOwz77vtEzPrF7StM8zsKzNbYWZ3+ZVTTYU490lmts3MlvqVT22FKv/KthNyzjnd6ngD2gIDvftNgeVAL+BPwF3e/LuAP3r3jwOGAL8D7qxge3cAU4A3/c4tkrkDa4AMv3PyKffJwA3e/TSghd/5RTL/oG0mA1sIXJvJ9xzDnTvQHlgNNPSmXwCu8Tu/CObfB1gKNAJSgA+AHn7nF+LcTwJaevfPBOZ495OBlUA37zO/GOjld36RyN2bzgMGAkv9zsuH177C7YQ6XrXY1YNzbrNzbqF3fx+wjMAX9vkE/mHj/b3AW2ebc24eUFJ+W2bWATgbeCL8kddfKHOPNaHK3cyaE/iSm+itd8Q5tycCKdRLmF77McBK51wkLhReZyHOPQVoaGYpBAqcTeGNvv5CmP8JBP7ZHXDOHQWmAd8KfwZ1V4fcP3HO7fbmzwY6ePeHAiucc6ucc0eA571tRK0Q5o5zbjqwKzKRh0ao8q9iOyGlwi5EzKwLMACYA2Q55zZ7i7YAWTXYxAPA/wGl4YgvnEKQuwPeM7MFZnZTeKIMj3rm3hXYDjxpgUPwT5hZ47AFGwYheO3LXA48F9rowqs+uTvnNgL3AeuAzUCRc+698EUbevV87ZcCuWbW2swaAWcBHcMVa6jVIffrgf9499sD64OWbSAM/9zDpZ65x7xQ5V9uOyGlwi4EzKwJ8DLwPefc3uBlLtDmWmXXYzM7B9jmnFsQvijDo765e0Y65wYSaLL+tpnlhT7S0AtB7ikEDkk87JwbAOwn0JwfE0L02mNmacB5wIshDzJMQvCZb0ng135XoB3Q2MyuDFO4IVff/J1zy4A/Au8B7wCLgGNhCTbEapu7mY0m8M/9RxELMkwSOXcIXf5VbScUVNjVk5mlEniBnnXOveLN3mpmbb3lbYFt1WzmZOA8M1tDoFn+FDN7Jkwhh0yIci9rvcA5tw14lcChiqgWotw3ABucc2W/2F4iUOhFvVC99p4zgYXOua2hjzT0QpT7WGC1c267c64EeIXAeTlRL4Sf+4nOuUHOuTxgN4HzjaJabXM3sxMJnF5zvnNupzd7I99snezgzYtqIco9ZoUq/0q2E1Iq7OrBzIzA+VHLnHN/Dlr0BjDBuz8BeL2q7Tjnfuyc6+Cc60LgkNSHzrmo/vUeqtzNrLGZNS27D5xG4DBN1Arh674FWG9mPb1ZY4AvQhxuyIUq/yDjiJHDsCHMfR0w3MwaedscQ+B8m6gWytfezI7z/nYicH7dlNBGG1q1zd3L6xXgKudccNE6D8g2s65ea/Xl3jaiVghzj0mhyr+K7YSWi4IeJ7F6A0YSaHr9jMChhEUEzhVpDUwFCgn09mrlrd+GQCvNXmCPd79ZuW3mExu9YkOSO4GeYYu92+fA3X7nFsnXHegPzPe29RpeT6povoU4/8bATqC533n5kPuvgC8J/JD5J9DA7/winP8MAj9kFgNj/M4tDLk/QaAlsmzd+UHbOotAC+VK4vM7r6rcnyNwXmmJ93643u/8IpV/ZdsJdbwaeUJEREQkTuhQrIiIiEicUGEnIiIiEidU2ImIiIjECRV2IiIiInFChZ2IiIhInFBhJyJSD2Z2gZk5Mzs+aN7JZvaJmb1uZjf7GZ+IJBZd7kREpB7M7F8EhgX70Dn3C7/jEZHEphY7EZE68sZ8HElgPMjLvXn5ZlZgZi+Z2Zdm9qx3xXnMbIyZfWpmS8xskpk18DF8EYlDKuxEROrufOAdFxg2aKeZDfLmDwC+B/QiMLrKyWaWDjwFXOac6wukALdGPGIRiWsq7ERE6m4c8Lx3/3lvGmCuc26Dc66UwLBBXYCewGr337EjJwN5kQtVRBJBit8BiIjEIjNrBZwC9DUzByQTGAfyLeBw0KrH0HetiESIWuxEROrmYuCfzrnOzrkuzrmOwGogt5L1vwK6mFkPb/oqYFoE4hSRBKLCTkSkbsYBr5ab9zL/PRz7Dc65Q8C1wItmtgQoBR4Ja4QiknB0uRMRERGROKEWOxEREZE4ocJOREREJE6osBMRERGJEyrsREREROKECjsRERGROKHCTkRERCROqLATERERiRMq7ERERETixP8HnLCLzz3CmcQAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
+    "\n",
+    "years = [str(year) for year in range(2014, 2023)]\n",
+    "inflation_filtered = inflation_regions.set_index('Country Name')[years].transpose()\n",
+    "\n",
+    "# Resumen estadístico\n",
+    "print(inflation_filtered.describe())\n",
+    "\n",
+    "# Gráficos de series temporales para cada país\n",
+    "for column in inflation_filtered.columns:\n",
+    "    plt.figure(figsize=(10, 6))\n",
+    "    plt.plot(inflation_filtered.index, inflation_filtered[column])\n",
+    "    plt.title(f'Inflation, consumer prices (annual %) for {column}')\n",
+    "    plt.xlabel('Año')\n",
+    "    plt.ylabel('Final Inflation (%)')\n",
+    "    plt.grid(True)\n",
+    "    plt.show()\n",
+    "\n",
+    "# Descomposición de series temporales del total agregado\n",
+    "result = seasonal_decompose(inflation_filtered.sum(axis=1), model='additive', period=1)\n",
+    "result.plot()\n",
+    "plt.show()\n",
+    "\n",
+    "# Correlación entre regiones\n",
+    "plt.figure(figsize=(10, 8))\n",
+    "sns.heatmap(inflation_filtered.corr(), annot=True, cmap='coolwarm')\n",
+    "plt.title('Matriz de Correlación entre Regiones')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0d4a765b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}