diff --git a/Labs/tarea6/GRUPO3_T6.ipynb b/Labs/tarea6/GRUPO3_T6.ipynb
new file mode 100644
index 0000000..fa42696
--- /dev/null
+++ b/Labs/tarea6/GRUPO3_T6.ipynb
@@ -0,0 +1,1133 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "4137dd69",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import re \n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore') "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "2ef139e0",
+   "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>numper</th>\n",
+       "      <th>numpanh15</th>\n",
+       "      <th>numpanh16</th>\n",
+       "      <th>numpanh17</th>\n",
+       "      <th>numpanh18</th>\n",
+       "      <th>numpanh19</th>\n",
+       "      <th>mes_15</th>\n",
+       "      <th>ubigeo_15</th>\n",
+       "      <th>dominio_15</th>\n",
+       "      <th>p400a3_15</th>\n",
+       "      <th>...</th>\n",
+       "      <th>mes_18</th>\n",
+       "      <th>ubigeo_18</th>\n",
+       "      <th>dominio_18</th>\n",
+       "      <th>p400a3_18</th>\n",
+       "      <th>p4022_18</th>\n",
+       "      <th>mes_19</th>\n",
+       "      <th>ubigeo_19</th>\n",
+       "      <th>dominio_19</th>\n",
+       "      <th>p400a3_19</th>\n",
+       "      <th>p4022_19</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>15368</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1946.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1946.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1946.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>15369</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1973.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1973.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1973.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>15380</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>15381</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>15410</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1955.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1955.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1955.0</td>\n",
+       "      <td>1.0</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>5541</th>\n",
+       "      <td>34848</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5542</th>\n",
+       "      <td>34846</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1985.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1985.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1985.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5543</th>\n",
+       "      <td>34847</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5544</th>\n",
+       "      <td>34849</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5545</th>\n",
+       "      <td>34850</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2011.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2011.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2011.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5546 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      numper  numpanh15  numpanh16  numpanh17  numpanh18  numpanh19  mes_15  \\\n",
+       "0      15368       1158       1158       1158       1158       1158      11   \n",
+       "1      15369       1158       1158       1158       1158       1158      11   \n",
+       "2      15380       1162       1162       1162       1162       1162      11   \n",
+       "3      15381       1162       1162       1162       1162       1162      11   \n",
+       "4      15410       1185       1185       1185       1185       1185       7   \n",
+       "...      ...        ...        ...        ...        ...        ...     ...   \n",
+       "5541   34848      18549      18549      18549      18549      18549      12   \n",
+       "5542   34846      18549      18549      18549      18549      18549      12   \n",
+       "5543   34847      18549      18549      18549      18549      18549      12   \n",
+       "5544   34849      18549      18549      18549      18549      18549      12   \n",
+       "5545   34850      18549      18549      18549      18549      18549      12   \n",
+       "\n",
+       "      ubigeo_15    dominio_15  p400a3_15  ...  mes_18  ubigeo_18  \\\n",
+       "0         10101  sierra norte     1946.0  ...      12      10101   \n",
+       "1         10101  sierra norte     1973.0  ...      12      10101   \n",
+       "2         10101  sierra norte     1987.0  ...      12      10101   \n",
+       "3         10101  sierra norte     2009.0  ...      12      10101   \n",
+       "4         10101  sierra norte     1955.0  ...       7      10101   \n",
+       "...         ...           ...        ...  ...     ...        ...   \n",
+       "5541     250101         selva     2002.0  ...      12     250101   \n",
+       "5542     250101         selva     1985.0  ...      12     250101   \n",
+       "5543     250101         selva     1976.0  ...      12     250101   \n",
+       "5544     250101         selva     2007.0  ...      12     250101   \n",
+       "5545     250101         selva     2011.0  ...      12     250101   \n",
+       "\n",
+       "        dominio_18 p400a3_18  p4022_18  mes_19  ubigeo_19    dominio_19  \\\n",
+       "0     sierra norte    1946.0       0.0      11      10101  sierra norte   \n",
+       "1     sierra norte    1973.0       0.0      11      10101  sierra norte   \n",
+       "2     sierra norte    1987.0       0.0      11      10101  sierra norte   \n",
+       "3     sierra norte    2009.0       0.0      11      10101  sierra norte   \n",
+       "4     sierra norte    1955.0       0.0       7      10101  sierra norte   \n",
+       "...            ...       ...       ...     ...        ...           ...   \n",
+       "5541         selva    2002.0       0.0      10     250101         selva   \n",
+       "5542         selva    1985.0       0.0      10     250101         selva   \n",
+       "5543         selva    1976.0       0.0      10     250101         selva   \n",
+       "5544         selva    2007.0       0.0      10     250101         selva   \n",
+       "5545         selva    2011.0       1.0      10     250101         selva   \n",
+       "\n",
+       "     p400a3_19  p4022_19  \n",
+       "0       1946.0       0.0  \n",
+       "1       1973.0       0.0  \n",
+       "2       1987.0       1.0  \n",
+       "3       2009.0       0.0  \n",
+       "4       1955.0       1.0  \n",
+       "...        ...       ...  \n",
+       "5541    2002.0       1.0  \n",
+       "5542    1985.0       0.0  \n",
+       "5543    1976.0       1.0  \n",
+       "5544    2007.0       1.0  \n",
+       "5545    2011.0       0.0  \n",
+       "\n",
+       "[5546 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "panel = pd.read_stata(\"C:/Users/ALICIA/Documents/GitHub/ultima tarea/data/data.dta\",convert_categoricals=False)\n",
+    "panel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "cce469c2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['numper', 'numpanh15', 'numpanh16', 'numpanh17', 'numpanh18',\n",
+       "       'numpanh19', 'mes_15', 'ubigeo_15', 'dominio_15', 'p400a3_15',\n",
+       "       'p4022_15', 'mes_16', 'ubigeo_16', 'dominio_16', 'p400a3_16',\n",
+       "       'p4022_16', 'mes_17', 'ubigeo_17', 'dominio_17', 'p400a3_17',\n",
+       "       'p4022_17', 'mes_18', 'ubigeo_18', 'dominio_18', 'p400a3_18',\n",
+       "       'p4022_18', 'mes_19', 'ubigeo_19', 'dominio_19', 'p400a3_19',\n",
+       "       'p4022_19'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "panel.columns[:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "9b9d749e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "panel.rename(columns = {'numpanh15':'numpanh_15', 'numpanh16':'numpanh_16','numpanh17':'numpanh_17','numpanh18':'numpanh_18','numpanh19':'numpanh_19'}, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "f7412527",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filter_list = list(panel.columns)[:] "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "7e38e765",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['numper',\n",
+       " 'numpanh_15',\n",
+       " 'numpanh_16',\n",
+       " 'numpanh_17',\n",
+       " 'numpanh_18',\n",
+       " 'numpanh_19',\n",
+       " 'mes_15',\n",
+       " 'ubigeo_15',\n",
+       " 'dominio_15',\n",
+       " 'p400a3_15',\n",
+       " 'p4022_15',\n",
+       " 'mes_16',\n",
+       " 'ubigeo_16',\n",
+       " 'dominio_16',\n",
+       " 'p400a3_16',\n",
+       " 'p4022_16',\n",
+       " 'mes_17',\n",
+       " 'ubigeo_17',\n",
+       " 'dominio_17',\n",
+       " 'p400a3_17',\n",
+       " 'p4022_17',\n",
+       " 'mes_18',\n",
+       " 'ubigeo_18',\n",
+       " 'dominio_18',\n",
+       " 'p400a3_18',\n",
+       " 'p4022_18',\n",
+       " 'mes_19',\n",
+       " 'ubigeo_19',\n",
+       " 'dominio_19',\n",
+       " 'p400a3_19',\n",
+       " 'p4022_19']"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "new_list = list(dict.fromkeys(filter_list))\n",
+    "new_list"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "416a041f",
+   "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>numper</th>\n",
+       "      <th>period</th>\n",
+       "      <th>numpanh</th>\n",
+       "      <th>mes</th>\n",
+       "      <th>ubigeo</th>\n",
+       "      <th>dominio</th>\n",
+       "      <th>p400a3</th>\n",
+       "      <th>p4022</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>15368</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1946.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>15369</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1973.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>15380</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>15381</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>15410</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1955.0</td>\n",
+       "      <td>0.0</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27725</th>\n",
+       "      <td>34848</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27726</th>\n",
+       "      <td>34846</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1985.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27727</th>\n",
+       "      <td>34847</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27728</th>\n",
+       "      <td>34849</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27729</th>\n",
+       "      <td>34850</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2011.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>27730 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       numper  period  numpanh  mes  ubigeo       dominio  p400a3  p4022\n",
+       "0       15368      15     1158   11   10101  sierra norte  1946.0    0.0\n",
+       "1       15369      15     1158   11   10101  sierra norte  1973.0    0.0\n",
+       "2       15380      15     1162   11   10101  sierra norte  1987.0    1.0\n",
+       "3       15381      15     1162   11   10101  sierra norte  2009.0    1.0\n",
+       "4       15410      15     1185    7   10101  sierra norte  1955.0    0.0\n",
+       "...       ...     ...      ...  ...     ...           ...     ...    ...\n",
+       "27725   34848      19    18549   10  250101         selva  2002.0    1.0\n",
+       "27726   34846      19    18549   10  250101         selva  1985.0    0.0\n",
+       "27727   34847      19    18549   10  250101         selva  1976.0    1.0\n",
+       "27728   34849      19    18549   10  250101         selva  2007.0    1.0\n",
+       "27729   34850      19    18549   10  250101         selva  2011.0    0.0\n",
+       "\n",
+       "[27730 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "reshape_panel = pd.wide_to_long(panel, stubnames = ['numpanh','mes','ubigeo','dominio','p400a3','p4022'], i = ['numper'] , \n",
+    "                                j = 'period' , sep = '_').reset_index()\n",
+    "reshape_panel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "e9ab148b",
+   "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>ubigeo</th>\n",
+       "      <th>distrito</th>\n",
+       "      <th>provincia</th>\n",
+       "      <th>region</th>\n",
+       "      <th>unidos</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>10101</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>10102</td>\n",
+       "      <td>Asuncion</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>10103</td>\n",
+       "      <td>Balsas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>10104</td>\n",
+       "      <td>Cheto</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>10105</td>\n",
+       "      <td>Chiliquin</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>250302</td>\n",
+       "      <td>Irazola</td>\n",
+       "      <td>Padre Abad</td>\n",
+       "      <td>Ucayali</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>250303</td>\n",
+       "      <td>Curimana</td>\n",
+       "      <td>Padre Abad</td>\n",
+       "      <td>Ucayali</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>250304</td>\n",
+       "      <td>Neshuya</td>\n",
+       "      <td>Padre Abad</td>\n",
+       "      <td>Ucayali</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>250305</td>\n",
+       "      <td>Alexander von Humboldt</td>\n",
+       "      <td>Padre Abad</td>\n",
+       "      <td>Ucayali</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>250401</td>\n",
+       "      <td>Purus</td>\n",
+       "      <td>Purus</td>\n",
+       "      <td>Ucayali</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1874 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      ubigeo                distrito    provincia    region  unidos\n",
+       "0      10101             Chachapoyas  Chachapoyas  Amazonas       1\n",
+       "1      10102                Asuncion  Chachapoyas  Amazonas       1\n",
+       "2      10103                  Balsas  Chachapoyas  Amazonas       0\n",
+       "3      10104                   Cheto  Chachapoyas  Amazonas       1\n",
+       "4      10105               Chiliquin  Chachapoyas  Amazonas       0\n",
+       "...      ...                     ...          ...       ...     ...\n",
+       "1869  250302                 Irazola   Padre Abad   Ucayali       0\n",
+       "1870  250303                Curimana   Padre Abad   Ucayali       0\n",
+       "1871  250304                 Neshuya   Padre Abad   Ucayali       0\n",
+       "1872  250305  Alexander von Humboldt   Padre Abad   Ucayali       0\n",
+       "1873  250401                   Purus        Purus   Ucayali       1\n",
+       "\n",
+       "[1874 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "unidos = pd.read_stata(\"C:/Users/ALICIA/Documents/GitHub/ultima tarea/data/unidos.dta\",\n",
+    "                      convert_categoricals=False)\n",
+    "unidos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "a13973a0",
+   "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>numper</th>\n",
+       "      <th>period</th>\n",
+       "      <th>numpanh</th>\n",
+       "      <th>mes</th>\n",
+       "      <th>ubigeo</th>\n",
+       "      <th>dominio</th>\n",
+       "      <th>p400a3</th>\n",
+       "      <th>p4022</th>\n",
+       "      <th>distrito</th>\n",
+       "      <th>provincia</th>\n",
+       "      <th>region</th>\n",
+       "      <th>unidos</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>15368</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1946.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>15369</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1973.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>15380</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>15381</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>15410</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1955.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27725</th>\n",
+       "      <td>34777</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18472</td>\n",
+       "      <td>7</td>\n",
+       "      <td>220301</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1942.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>San Jose de Sisa</td>\n",
+       "      <td>El Dorado</td>\n",
+       "      <td>San Martin</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27726</th>\n",
+       "      <td>34779</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18473</td>\n",
+       "      <td>7</td>\n",
+       "      <td>220301</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1988.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>San Jose de Sisa</td>\n",
+       "      <td>El Dorado</td>\n",
+       "      <td>San Martin</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27727</th>\n",
+       "      <td>34781</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18473</td>\n",
+       "      <td>7</td>\n",
+       "      <td>220301</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2015.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>San Jose de Sisa</td>\n",
+       "      <td>El Dorado</td>\n",
+       "      <td>San Martin</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27728</th>\n",
+       "      <td>34778</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18473</td>\n",
+       "      <td>7</td>\n",
+       "      <td>220301</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1984.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>San Jose de Sisa</td>\n",
+       "      <td>El Dorado</td>\n",
+       "      <td>San Martin</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27729</th>\n",
+       "      <td>34780</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18473</td>\n",
+       "      <td>7</td>\n",
+       "      <td>220301</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2010.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>San Jose de Sisa</td>\n",
+       "      <td>El Dorado</td>\n",
+       "      <td>San Martin</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>27730 rows × 12 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       numper  period  numpanh  mes  ubigeo       dominio  p400a3  p4022  \\\n",
+       "0       15368      15     1158   11   10101  sierra norte  1946.0    0.0   \n",
+       "1       15369      15     1158   11   10101  sierra norte  1973.0    0.0   \n",
+       "2       15380      15     1162   11   10101  sierra norte  1987.0    1.0   \n",
+       "3       15381      15     1162   11   10101  sierra norte  2009.0    1.0   \n",
+       "4       15410      15     1185    7   10101  sierra norte  1955.0    0.0   \n",
+       "...       ...     ...      ...  ...     ...           ...     ...    ...   \n",
+       "27725   34777      19    18472    7  220301         selva  1942.0    0.0   \n",
+       "27726   34779      19    18473    7  220301         selva  1988.0    0.0   \n",
+       "27727   34781      19    18473    7  220301         selva  2015.0    0.0   \n",
+       "27728   34778      19    18473    7  220301         selva  1984.0    1.0   \n",
+       "27729   34780      19    18473    7  220301         selva  2010.0    0.0   \n",
+       "\n",
+       "               distrito    provincia      region  unidos  \n",
+       "0           Chachapoyas  Chachapoyas    Amazonas       1  \n",
+       "1           Chachapoyas  Chachapoyas    Amazonas       1  \n",
+       "2           Chachapoyas  Chachapoyas    Amazonas       1  \n",
+       "3           Chachapoyas  Chachapoyas    Amazonas       1  \n",
+       "4           Chachapoyas  Chachapoyas    Amazonas       1  \n",
+       "...                 ...          ...         ...     ...  \n",
+       "27725  San Jose de Sisa    El Dorado  San Martin       0  \n",
+       "27726  San Jose de Sisa    El Dorado  San Martin       0  \n",
+       "27727  San Jose de Sisa    El Dorado  San Martin       0  \n",
+       "27728  San Jose de Sisa    El Dorado  San Martin       0  \n",
+       "27729  San Jose de Sisa    El Dorado  San Martin       0  \n",
+       "\n",
+       "[27730 rows x 12 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "juntos = pd.merge(reshape_panel, unidos, on='ubigeo', how='inner')\n",
+    "juntos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ee08714c",
+   "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": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Labs/tarea6/GRUPO_3_GoogleCollab.ipynb b/Labs/tarea6/GRUPO_3_GoogleCollab.ipynb
new file mode 100644
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--- /dev/null
+++ b/Labs/tarea6/GRUPO_3_GoogleCollab.ipynb
@@ -0,0 +1,1759 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install ghostscript\n",
+        "!pip install camelot-py[cv]\n",
+        "!pip install excalibur-py\n",
+        "!apt install ghostscript python3-tk"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "mvCaIqLfjQ4D",
+        "outputId": "e5176b58-3f55-49c5-f836-791cfce83878"
+      },
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
+            "Collecting ghostscript\n",
+            "  Downloading ghostscript-0.7-py2.py3-none-any.whl (25 kB)\n",
+            "Requirement already satisfied: setuptools>=38.6.0 in /usr/local/lib/python3.10/dist-packages (from ghostscript) (67.7.2)\n",
+            "Installing collected packages: ghostscript\n",
+            "Successfully installed ghostscript-0.7\n",
+            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
+            "Collecting camelot-py[cv]\n",
+            "  Downloading camelot_py-0.11.0-py3-none-any.whl (40 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m41.0/41.0 kB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: chardet>=3.0.4 in /usr/local/lib/python3.10/dist-packages (from camelot-py[cv]) (4.0.0)\n",
+            "Requirement already satisfied: click>=6.7 in /usr/local/lib/python3.10/dist-packages (from camelot-py[cv]) (8.1.3)\n",
+            "Requirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.10/dist-packages (from camelot-py[cv]) (1.22.4)\n",
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+            "Collecting pdfminer.six>=20200726 (from camelot-py[cv])\n",
+            "  Downloading pdfminer.six-20221105-py3-none-any.whl (5.6 MB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.6/5.6 MB\u001b[0m \u001b[31m82.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hCollecting pypdf>=3.0.0 (from camelot-py[cv])\n",
+            "  Downloading pypdf-3.9.1-py3-none-any.whl (249 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m249.3/249.3 kB\u001b[0m \u001b[31m31.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: tabulate>=0.8.9 in /usr/local/lib/python3.10/dist-packages (from camelot-py[cv]) (0.8.10)\n",
+            "Requirement already satisfied: ghostscript>=0.7 in /usr/local/lib/python3.10/dist-packages (from camelot-py[cv]) (0.7)\n",
+            "Requirement already satisfied: opencv-python>=3.4.2.17 in /usr/local/lib/python3.10/dist-packages (from camelot-py[cv]) (4.7.0.72)\n",
+            "INFO: pip is looking at multiple versions of camelot-py[cv] to determine which version is compatible with other requirements. This could take a while.\n",
+            "Collecting camelot-py[cv]\n",
+            "  Downloading camelot_py-0.10.1-py3-none-any.whl (40 kB)\n",
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+            "\u001b[?25h  Downloading camelot_py-0.9.0-py3-none-any.whl (43 kB)\n",
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+            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=0.23.4->camelot-py[cv]) (2022.7.1)\n",
+            "Requirement already satisfied: charset-normalizer>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from pdfminer.six>=20200726->camelot-py[cv]) (2.0.12)\n",
+            "Requirement already satisfied: cryptography>=36.0.0 in /usr/local/lib/python3.10/dist-packages (from pdfminer.six>=20200726->camelot-py[cv]) (40.0.2)\n",
+            "Requirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.10/dist-packages (from cryptography>=36.0.0->pdfminer.six>=20200726->camelot-py[cv]) (1.15.1)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas>=0.23.4->camelot-py[cv]) (1.16.0)\n",
+            "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.12->cryptography>=36.0.0->pdfminer.six>=20200726->camelot-py[cv]) (2.21)\n",
+            "Installing collected packages: pdfminer.six, camelot-py\n",
+            "Successfully installed camelot-py-0.9.0 pdfminer.six-20221105\n",
+            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
+            "Collecting excalibur-py\n",
+            "  Downloading excalibur_py-0.4.3-py3-none-any.whl (1.5 MB)\n",
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+            "Collecting celery>=4.1.1 (from excalibur-py)\n",
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+            "  Downloading configparser-3.5.3-py3-none-any.whl (21 kB)\n",
+            "Requirement already satisfied: Flask>=1.0.2 in /usr/local/lib/python3.10/dist-packages (from excalibur-py) (2.2.4)\n",
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+            "Collecting Werkzeug<1.0.0 (from excalibur-py)\n",
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+            "Collecting billiard<5.0,>=4.1.0 (from celery>=4.1.1->excalibur-py)\n",
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+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m101.5/101.5 kB\u001b[0m \u001b[31m14.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hINFO: pip is looking at multiple versions of flask to determine which version is compatible with other requirements. This could take a while.\n",
+            "  Downloading Flask-2.2.0-py3-none-any.whl (101 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m101.1/101.1 kB\u001b[0m \u001b[31m8.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25h  Downloading Flask-2.1.3-py3-none-any.whl (95 kB)\n",
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+            "\u001b[?25h  Downloading Flask-2.1.2-py3-none-any.whl (95 kB)\n",
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+            "\u001b[?25h  Downloading Flask-2.1.0-py3-none-any.whl (95 kB)\n",
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+            "\u001b[?25hINFO: This is taking longer than usual. You might need to provide the dependency resolver with stricter constraints to reduce runtime. See https://pip.pypa.io/warnings/backtracking for guidance. If you want to abort this run, press Ctrl + C.\n",
+            "  Downloading Flask-2.0.3-py3-none-any.whl (95 kB)\n",
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+            "\u001b[?25h  Downloading Flask-2.0.2-py3-none-any.whl (95 kB)\n",
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+            "\u001b[?25h  Downloading Flask-2.0.1-py3-none-any.whl (94 kB)\n",
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+            "\u001b[?25h  Downloading Flask-2.0.0-py3-none-any.whl (93 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m93.2/93.2 kB\u001b[0m \u001b[31m13.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25h  Downloading Flask-1.1.4-py2.py3-none-any.whl (94 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m94.6/94.6 kB\u001b[0m \u001b[31m13.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hCollecting Jinja2<3.0,>=2.10.1 (from Flask>=1.0.2->excalibur-py)\n",
+            "  Downloading Jinja2-2.11.3-py2.py3-none-any.whl (125 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m125.7/125.7 kB\u001b[0m \u001b[31m16.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hCollecting itsdangerous<2.0,>=0.24 (from Flask>=1.0.2->excalibur-py)\n",
+            "  Downloading itsdangerous-1.1.0-py2.py3-none-any.whl (16 kB)\n",
+            "Collecting Flask>=1.0.2 (from excalibur-py)\n",
+            "  Downloading Flask-1.1.3-py2.py3-none-any.whl (94 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m94.6/94.6 kB\u001b[0m \u001b[31m13.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25h  Downloading Flask-1.1.2-py2.py3-none-any.whl (94 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m94.6/94.6 kB\u001b[0m \u001b[31m11.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: Jinja2>=2.10.1 in /usr/local/lib/python3.10/dist-packages (from Flask>=1.0.2->excalibur-py) (3.1.2)\n",
+            "Requirement already satisfied: itsdangerous>=0.24 in /usr/local/lib/python3.10/dist-packages (from Flask>=1.0.2->excalibur-py) (2.1.2)\n",
+            "Requirement already satisfied: typing-extensions>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from SQLAlchemy>=1.2.12->excalibur-py) (4.5.0)\n",
+            "Requirement already satisfied: greenlet!=0.4.17 in /usr/local/lib/python3.10/dist-packages (from SQLAlchemy>=1.2.12->excalibur-py) (2.0.2)\n",
+            "Requirement already satisfied: prompt-toolkit in /usr/local/lib/python3.10/dist-packages (from click-repl>=0.2.0->celery>=4.1.1->excalibur-py) (3.0.38)\n",
+            "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from click-repl>=0.2.0->celery>=4.1.1->excalibur-py) (1.16.0)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from Jinja2>=2.10.1->Flask>=1.0.2->excalibur-py) (2.1.2)\n",
+            "Collecting amqp<6.0.0,>=5.1.1 (from kombu<6.0,>=5.3.0->celery>=4.1.1->excalibur-py)\n",
+            "  Downloading amqp-5.1.1-py3-none-any.whl (50 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m50.8/50.8 kB\u001b[0m \u001b[31m7.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: et-xmlfile in /usr/local/lib/python3.10/dist-packages (from openpyxl>=2.5.8->camelot-py[cv]>=0.7.1->excalibur-py) (1.1.0)\n",
+            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=0.23.4->camelot-py[cv]>=0.7.1->excalibur-py) (2022.7.1)\n",
+            "Requirement already satisfied: charset-normalizer>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from pdfminer.six>=20200726->camelot-py[cv]>=0.7.1->excalibur-py) (2.0.12)\n",
+            "Requirement already satisfied: cryptography>=36.0.0 in /usr/local/lib/python3.10/dist-packages (from pdfminer.six>=20200726->camelot-py[cv]>=0.7.1->excalibur-py) (40.0.2)\n",
+            "Requirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.10/dist-packages (from cryptography>=36.0.0->pdfminer.six>=20200726->camelot-py[cv]>=0.7.1->excalibur-py) (1.15.1)\n",
+            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.10/dist-packages (from prompt-toolkit->click-repl>=0.2.0->celery>=4.1.1->excalibur-py) (0.2.6)\n",
+            "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.12->cryptography>=36.0.0->pdfminer.six>=20200726->camelot-py[cv]>=0.7.1->excalibur-py) (2.21)\n",
+            "Installing collected packages: Werkzeug, vine, configparser, click-plugins, click-didyoumean, billiard, Flask, click-repl, amqp, kombu, celery, excalibur-py\n",
+            "  Attempting uninstall: Werkzeug\n",
+            "    Found existing installation: Werkzeug 2.3.0\n",
+            "    Uninstalling Werkzeug-2.3.0:\n",
+            "      Successfully uninstalled Werkzeug-2.3.0\n",
+            "  Attempting uninstall: Flask\n",
+            "    Found existing installation: Flask 2.2.4\n",
+            "    Uninstalling Flask-2.2.4:\n",
+            "      Successfully uninstalled Flask-2.2.4\n",
+            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+            "tensorboard 2.12.2 requires werkzeug>=1.0.1, but you have werkzeug 0.16.1 which is incompatible.\u001b[0m\u001b[31m\n",
+            "\u001b[0mSuccessfully installed Flask-1.1.2 Werkzeug-0.16.1 amqp-5.1.1 billiard-4.1.0 celery-5.3.0 click-didyoumean-0.3.0 click-plugins-1.1.1 click-repl-0.2.0 configparser-3.5.3 excalibur-py-0.4.3 kombu-5.3.0 vine-5.0.0\n",
+            "Reading package lists... Done\n",
+            "Building dependency tree       \n",
+            "Reading state information... Done\n",
+            "The following additional packages will be installed:\n",
+            "  blt fonts-droid-fallback fonts-noto-mono fonts-urw-base35 libgs9\n",
+            "  libgs9-common libidn11 libijs-0.35 libjbig2dec0 poppler-data tk8.6-blt2.5\n",
+            "Suggested packages:\n",
+            "  blt-demo fonts-noto fonts-freefont-otf | fonts-freefont-ttf fonts-texgyre\n",
+            "  ghostscript-x poppler-utils fonts-japanese-mincho | fonts-ipafont-mincho\n",
+            "  fonts-japanese-gothic | fonts-ipafont-gothic fonts-arphic-ukai\n",
+            "  fonts-arphic-uming fonts-nanum tix python3-tk-dbg\n",
+            "The following NEW packages will be installed:\n",
+            "  blt fonts-droid-fallback fonts-noto-mono fonts-urw-base35 ghostscript libgs9\n",
+            "  libgs9-common libidn11 libijs-0.35 libjbig2dec0 poppler-data python3-tk\n",
+            "  tk8.6-blt2.5\n",
+            "0 upgraded, 13 newly installed, 0 to remove and 38 not upgraded.\n",
+            "Need to get 13.4 MB of archives.\n",
+            "After this operation, 54.8 MB of additional disk space will be used.\n",
+            "Get:1 http://archive.ubuntu.com/ubuntu focal/main amd64 fonts-droid-fallback all 1:6.0.1r16-1.1 [1,805 kB]\n",
+            "Get:2 http://archive.ubuntu.com/ubuntu focal/main amd64 poppler-data all 0.4.9-2 [1,475 kB]\n",
+            "Get:3 http://archive.ubuntu.com/ubuntu focal/main amd64 tk8.6-blt2.5 amd64 2.5.3+dfsg-4 [572 kB]\n",
+            "Get:4 http://archive.ubuntu.com/ubuntu focal/main amd64 blt amd64 2.5.3+dfsg-4 [4,944 B]\n",
+            "Get:5 http://archive.ubuntu.com/ubuntu focal-updates/main amd64 fonts-noto-mono all 20200323-1build1~ubuntu20.04.1 [80.6 kB]\n",
+            "Get:6 http://archive.ubuntu.com/ubuntu focal/main amd64 fonts-urw-base35 all 20170801.1-3 [6,333 kB]\n",
+            "Get:7 http://archive.ubuntu.com/ubuntu focal-updates/main amd64 libgs9-common all 9.50~dfsg-5ubuntu4.7 [681 kB]\n",
+            "Get:8 http://archive.ubuntu.com/ubuntu focal/main amd64 libidn11 amd64 1.33-2.2ubuntu2 [46.2 kB]\n",
+            "Get:9 http://archive.ubuntu.com/ubuntu focal/main amd64 libijs-0.35 amd64 0.35-15 [15.7 kB]\n",
+            "Get:10 http://archive.ubuntu.com/ubuntu focal/main amd64 libjbig2dec0 amd64 0.18-1ubuntu1 [60.0 kB]\n",
+            "Get:11 http://archive.ubuntu.com/ubuntu focal-updates/main amd64 libgs9 amd64 9.50~dfsg-5ubuntu4.7 [2,173 kB]\n",
+            "Get:12 http://archive.ubuntu.com/ubuntu focal-updates/main amd64 ghostscript amd64 9.50~dfsg-5ubuntu4.7 [51.9 kB]\n",
+            "Get:13 http://archive.ubuntu.com/ubuntu focal-updates/main amd64 python3-tk amd64 3.8.10-0ubuntu1~20.04 [104 kB]\n",
+            "Fetched 13.4 MB in 0s (37.4 MB/s)\n",
+            "Selecting previously unselected package fonts-droid-fallback.\n",
+            "(Reading database ... 122541 files and directories currently installed.)\n",
+            "Preparing to unpack .../00-fonts-droid-fallback_1%3a6.0.1r16-1.1_all.deb ...\n",
+            "Unpacking fonts-droid-fallback (1:6.0.1r16-1.1) ...\n",
+            "Selecting previously unselected package poppler-data.\n",
+            "Preparing to unpack .../01-poppler-data_0.4.9-2_all.deb ...\n",
+            "Unpacking poppler-data (0.4.9-2) ...\n",
+            "Selecting previously unselected package tk8.6-blt2.5.\n",
+            "Preparing to unpack .../02-tk8.6-blt2.5_2.5.3+dfsg-4_amd64.deb ...\n",
+            "Unpacking tk8.6-blt2.5 (2.5.3+dfsg-4) ...\n",
+            "Selecting previously unselected package blt.\n",
+            "Preparing to unpack .../03-blt_2.5.3+dfsg-4_amd64.deb ...\n",
+            "Unpacking blt (2.5.3+dfsg-4) ...\n",
+            "Selecting previously unselected package fonts-noto-mono.\n",
+            "Preparing to unpack .../04-fonts-noto-mono_20200323-1build1~ubuntu20.04.1_all.deb ...\n",
+            "Unpacking fonts-noto-mono (20200323-1build1~ubuntu20.04.1) ...\n",
+            "Selecting previously unselected package fonts-urw-base35.\n",
+            "Preparing to unpack .../05-fonts-urw-base35_20170801.1-3_all.deb ...\n",
+            "Unpacking fonts-urw-base35 (20170801.1-3) ...\n",
+            "Selecting previously unselected package libgs9-common.\n",
+            "Preparing to unpack .../06-libgs9-common_9.50~dfsg-5ubuntu4.7_all.deb ...\n",
+            "Unpacking libgs9-common (9.50~dfsg-5ubuntu4.7) ...\n",
+            "Selecting previously unselected package libidn11:amd64.\n",
+            "Preparing to unpack .../07-libidn11_1.33-2.2ubuntu2_amd64.deb ...\n",
+            "Unpacking libidn11:amd64 (1.33-2.2ubuntu2) ...\n",
+            "Selecting previously unselected package libijs-0.35:amd64.\n",
+            "Preparing to unpack .../08-libijs-0.35_0.35-15_amd64.deb ...\n",
+            "Unpacking libijs-0.35:amd64 (0.35-15) ...\n",
+            "Selecting previously unselected package libjbig2dec0:amd64.\n",
+            "Preparing to unpack .../09-libjbig2dec0_0.18-1ubuntu1_amd64.deb ...\n",
+            "Unpacking libjbig2dec0:amd64 (0.18-1ubuntu1) ...\n",
+            "Selecting previously unselected package libgs9:amd64.\n",
+            "Preparing to unpack .../10-libgs9_9.50~dfsg-5ubuntu4.7_amd64.deb ...\n",
+            "Unpacking libgs9:amd64 (9.50~dfsg-5ubuntu4.7) ...\n",
+            "Selecting previously unselected package ghostscript.\n",
+            "Preparing to unpack .../11-ghostscript_9.50~dfsg-5ubuntu4.7_amd64.deb ...\n",
+            "Unpacking ghostscript (9.50~dfsg-5ubuntu4.7) ...\n",
+            "Selecting previously unselected package python3-tk:amd64.\n",
+            "Preparing to unpack .../12-python3-tk_3.8.10-0ubuntu1~20.04_amd64.deb ...\n",
+            "Unpacking python3-tk:amd64 (3.8.10-0ubuntu1~20.04) ...\n",
+            "Setting up tk8.6-blt2.5 (2.5.3+dfsg-4) ...\n",
+            "Setting up fonts-noto-mono (20200323-1build1~ubuntu20.04.1) ...\n",
+            "Setting up libijs-0.35:amd64 (0.35-15) ...\n",
+            "Setting up blt (2.5.3+dfsg-4) ...\n",
+            "Setting up python3-tk:amd64 (3.8.10-0ubuntu1~20.04) ...\n",
+            "Setting up fonts-urw-base35 (20170801.1-3) ...\n",
+            "Setting up poppler-data (0.4.9-2) ...\n",
+            "Setting up libjbig2dec0:amd64 (0.18-1ubuntu1) ...\n",
+            "Setting up libidn11:amd64 (1.33-2.2ubuntu2) ...\n",
+            "Setting up fonts-droid-fallback (1:6.0.1r16-1.1) ...\n",
+            "Setting up libgs9-common (9.50~dfsg-5ubuntu4.7) ...\n",
+            "Setting up libgs9:amd64 (9.50~dfsg-5ubuntu4.7) ...\n",
+            "Setting up ghostscript (9.50~dfsg-5ubuntu4.7) ...\n",
+            "Processing triggers for fontconfig (2.13.1-2ubuntu3) ...\n",
+            "Processing triggers for libc-bin (2.31-0ubuntu9.9) ...\n",
+            "Processing triggers for man-db (2.9.1-1) ...\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "m07h1PVqi5o7",
+        "outputId": "46571940-7515-4734-c483-7816759b8f78"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
+            "Collecting PyPDF2==2.12.1\n",
+            "  Downloading pypdf2-2.12.1-py3-none-any.whl (222 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m222.8/222.8 kB\u001b[0m \u001b[31m15.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hInstalling collected packages: PyPDF2\n",
+            "Successfully installed PyPDF2-2.12.1\n"
+          ]
+        }
+      ],
+      "source": [
+        "!pip install --upgrade PyPDF2==2.12.1\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import camelot as cm  # libreria de camelot\n",
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "from pandas import Series, DataFrame\n",
+        "import os\n",
+        "from PyPDF2 import PdfFileReader\n",
+        "import re # expresiones regulares"
+      ],
+      "metadata": {
+        "id": "gqdYIizhi_lx"
+      },
+      "execution_count": 4,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "tables = cm.read_pdf(\"/content/sample_data/G3_JUNIN.pdf\")\n"
+      ],
+      "metadata": {
+        "id": "K6YPDnp_jdnk"
+      },
+      "execution_count": 6,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "tables"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "SOt__8yzj4h8",
+        "outputId": "7d68f20f-f9d7-4888-c2b2-37893527fba7"
+      },
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<TableList n=1>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 7
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "dir(tables\n",
+        "    )"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Jlkpc5OmjoQh",
+        "outputId": "3c7e721e-3e41-4f79-81e4-6c6bc7efa6f5"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "['__class__',\n",
+              " '__delattr__',\n",
+              " '__dict__',\n",
+              " '__dir__',\n",
+              " '__doc__',\n",
+              " '__eq__',\n",
+              " '__format__',\n",
+              " '__ge__',\n",
+              " '__getattribute__',\n",
+              " '__getitem__',\n",
+              " '__gt__',\n",
+              " '__hash__',\n",
+              " '__init__',\n",
+              " '__init_subclass__',\n",
+              " '__le__',\n",
+              " '__len__',\n",
+              " '__lt__',\n",
+              " '__module__',\n",
+              " '__ne__',\n",
+              " '__new__',\n",
+              " '__reduce__',\n",
+              " '__reduce_ex__',\n",
+              " '__repr__',\n",
+              " '__setattr__',\n",
+              " '__sizeof__',\n",
+              " '__str__',\n",
+              " '__subclasshook__',\n",
+              " '__weakref__',\n",
+              " '_compress_dir',\n",
+              " '_format_func',\n",
+              " '_tables',\n",
+              " '_write_file',\n",
+              " 'export',\n",
+              " 'n']"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 8
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "dir(tables[0])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "ad5c0C74kITO",
+        "outputId": "698760b7-574c-4e3a-9678-99f45898a56b"
+      },
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "['__class__',\n",
+              " '__delattr__',\n",
+              " '__dict__',\n",
+              " '__dir__',\n",
+              " '__doc__',\n",
+              " '__eq__',\n",
+              " '__format__',\n",
+              " '__ge__',\n",
+              " '__getattribute__',\n",
+              " '__gt__',\n",
+              " '__hash__',\n",
+              " '__init__',\n",
+              " '__init_subclass__',\n",
+              " '__le__',\n",
+              " '__lt__',\n",
+              " '__module__',\n",
+              " '__ne__',\n",
+              " '__new__',\n",
+              " '__reduce__',\n",
+              " '__reduce_ex__',\n",
+              " '__repr__',\n",
+              " '__setattr__',\n",
+              " '__sizeof__',\n",
+              " '__str__',\n",
+              " '__subclasshook__',\n",
+              " '__weakref__',\n",
+              " '_bbox',\n",
+              " '_image',\n",
+              " '_segments',\n",
+              " '_text',\n",
+              " '_textedges',\n",
+              " 'accuracy',\n",
+              " 'cells',\n",
+              " 'cols',\n",
+              " 'data',\n",
+              " 'df',\n",
+              " 'flavor',\n",
+              " 'order',\n",
+              " 'page',\n",
+              " 'parsing_report',\n",
+              " 'rows',\n",
+              " 'set_all_edges',\n",
+              " 'set_border',\n",
+              " 'set_edges',\n",
+              " 'set_span',\n",
+              " 'shape',\n",
+              " 'to_csv',\n",
+              " 'to_excel',\n",
+              " 'to_html',\n",
+              " 'to_json',\n",
+              " 'to_sqlite',\n",
+              " 'whitespace']"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 9
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "tables[0].cells "
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "5IAXhe2OkgAV",
+        "outputId": "1e02f6df-776c-47c1-e5f5-9f4d4b2e8ede"
+      },
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
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+              "  <Cell x1=541.68 y1=380.4 x2=594.0 y2=401.52>,\n",
+              "  <Cell x1=594.0 y1=380.4 x2=676.08 y2=401.52>,\n",
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+              "  <Cell x1=490.32 y1=337.92 x2=541.68 y2=359.04>,\n",
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+              "  <Cell x1=594.0 y1=210.48 x2=676.08 y2=231.6>,\n",
+              "  <Cell x1=676.08 y1=210.48 x2=729.12 y2=231.6>],\n",
+              " [<Cell x1=50.88 y1=189.12 x2=70.8 y2=210.48>,\n",
+              "  <Cell x1=70.8 y1=189.12 x2=101.76 y2=210.48>,\n",
+              "  <Cell x1=101.76 y1=189.12 x2=144.0 y2=210.48>,\n",
+              "  <Cell x1=144.0 y1=189.12 x2=178.56 y2=210.48>,\n",
+              "  <Cell x1=178.56 y1=189.12 x2=279.12 y2=210.48>,\n",
+              "  <Cell x1=279.12 y1=189.12 x2=331.68 y2=210.48>,\n",
+              "  <Cell x1=331.68 y1=189.12 x2=391.92 y2=210.48>,\n",
+              "  <Cell x1=391.92 y1=189.12 x2=423.84 y2=210.48>,\n",
+              "  <Cell x1=423.84 y1=189.12 x2=490.32 y2=210.48>,\n",
+              "  <Cell x1=490.32 y1=189.12 x2=541.68 y2=210.48>,\n",
+              "  <Cell x1=541.68 y1=189.12 x2=594.0 y2=210.48>,\n",
+              "  <Cell x1=594.0 y1=189.12 x2=676.08 y2=210.48>,\n",
+              "  <Cell x1=676.08 y1=189.12 x2=729.12 y2=210.48>],\n",
+              " [<Cell x1=50.88 y1=168.0 x2=70.8 y2=189.12>,\n",
+              "  <Cell x1=70.8 y1=168.0 x2=101.76 y2=189.12>,\n",
+              "  <Cell x1=101.76 y1=168.0 x2=144.0 y2=189.12>,\n",
+              "  <Cell x1=144.0 y1=168.0 x2=178.56 y2=189.12>,\n",
+              "  <Cell x1=178.56 y1=168.0 x2=279.12 y2=189.12>,\n",
+              "  <Cell x1=279.12 y1=168.0 x2=331.68 y2=189.12>,\n",
+              "  <Cell x1=331.68 y1=168.0 x2=391.92 y2=189.12>,\n",
+              "  <Cell x1=391.92 y1=168.0 x2=423.84 y2=189.12>,\n",
+              "  <Cell x1=423.84 y1=168.0 x2=490.32 y2=189.12>,\n",
+              "  <Cell x1=490.32 y1=168.0 x2=541.68 y2=189.12>,\n",
+              "  <Cell x1=541.68 y1=168.0 x2=594.0 y2=189.12>,\n",
+              "  <Cell x1=594.0 y1=168.0 x2=676.08 y2=189.12>,\n",
+              "  <Cell x1=676.08 y1=168.0 x2=729.12 y2=189.12>],\n",
+              " [<Cell x1=50.88 y1=146.64 x2=70.8 y2=168.0>,\n",
+              "  <Cell x1=70.8 y1=146.64 x2=101.76 y2=168.0>,\n",
+              "  <Cell x1=101.76 y1=146.64 x2=144.0 y2=168.0>,\n",
+              "  <Cell x1=144.0 y1=146.64 x2=178.56 y2=168.0>,\n",
+              "  <Cell x1=178.56 y1=146.64 x2=279.12 y2=168.0>,\n",
+              "  <Cell x1=279.12 y1=146.64 x2=331.68 y2=168.0>,\n",
+              "  <Cell x1=331.68 y1=146.64 x2=391.92 y2=168.0>,\n",
+              "  <Cell x1=391.92 y1=146.64 x2=423.84 y2=168.0>,\n",
+              "  <Cell x1=423.84 y1=146.64 x2=490.32 y2=168.0>,\n",
+              "  <Cell x1=490.32 y1=146.64 x2=541.68 y2=168.0>,\n",
+              "  <Cell x1=541.68 y1=146.64 x2=594.0 y2=168.0>,\n",
+              "  <Cell x1=594.0 y1=146.64 x2=676.08 y2=168.0>,\n",
+              "  <Cell x1=676.08 y1=146.64 x2=729.12 y2=168.0>],\n",
+              " [<Cell x1=50.88 y1=125.52 x2=70.8 y2=146.64>,\n",
+              "  <Cell x1=70.8 y1=125.52 x2=101.76 y2=146.64>,\n",
+              "  <Cell x1=101.76 y1=125.52 x2=144.0 y2=146.64>,\n",
+              "  <Cell x1=144.0 y1=125.52 x2=178.56 y2=146.64>,\n",
+              "  <Cell x1=178.56 y1=125.52 x2=279.12 y2=146.64>,\n",
+              "  <Cell x1=279.12 y1=125.52 x2=331.68 y2=146.64>,\n",
+              "  <Cell x1=331.68 y1=125.52 x2=391.92 y2=146.64>,\n",
+              "  <Cell x1=391.92 y1=125.52 x2=423.84 y2=146.64>,\n",
+              "  <Cell x1=423.84 y1=125.52 x2=490.32 y2=146.64>,\n",
+              "  <Cell x1=490.32 y1=125.52 x2=541.68 y2=146.64>,\n",
+              "  <Cell x1=541.68 y1=125.52 x2=594.0 y2=146.64>,\n",
+              "  <Cell x1=594.0 y1=125.52 x2=676.08 y2=146.64>,\n",
+              "  <Cell x1=676.08 y1=125.52 x2=729.12 y2=146.64>],\n",
+              " [<Cell x1=50.88 y1=103.8 x2=70.8 y2=125.52>,\n",
+              "  <Cell x1=70.8 y1=103.8 x2=101.76 y2=125.52>,\n",
+              "  <Cell x1=101.76 y1=103.8 x2=144.0 y2=125.52>,\n",
+              "  <Cell x1=144.0 y1=103.8 x2=178.56 y2=125.52>,\n",
+              "  <Cell x1=178.56 y1=103.8 x2=279.12 y2=125.52>,\n",
+              "  <Cell x1=279.12 y1=103.8 x2=331.68 y2=125.52>,\n",
+              "  <Cell x1=331.68 y1=103.8 x2=391.92 y2=125.52>,\n",
+              "  <Cell x1=391.92 y1=103.8 x2=423.84 y2=125.52>,\n",
+              "  <Cell x1=423.84 y1=103.8 x2=490.32 y2=125.52>,\n",
+              "  <Cell x1=490.32 y1=103.8 x2=541.68 y2=125.52>,\n",
+              "  <Cell x1=541.68 y1=103.8 x2=594.0 y2=125.52>,\n",
+              "  <Cell x1=594.0 y1=103.8 x2=676.08 y2=125.52>,\n",
+              "  <Cell x1=676.08 y1=103.8 x2=729.12 y2=125.52>]]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 11
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "tables[0].data  # entrega cada fila de la tabla en formato lista "
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "rhjmfd4tkmgc",
+        "outputId": "a30d8fc2-cebb-4bb0-ca23-31c457259ecb"
+      },
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "[['#',\n",
+              "  'Año JEC',\n",
+              "  'Código \\nmodular',\n",
+              "  'Código \\nlocal',\n",
+              "  'Nombre de la IE',\n",
+              "  'DRE',\n",
+              "  'UGEL',\n",
+              "  'Ubigeo',\n",
+              "  'Departamento',\n",
+              "  'Provincia',\n",
+              "  'Distrito',\n",
+              "  'Dirección',\n",
+              "  'Área Geográfica'],\n",
+              " ['1073',\n",
+              "  '2015',\n",
+              "  '1214410',\n",
+              "  '234382',\n",
+              "  'SANTA ROSA',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL \\nCHANCHAMAYO',\n",
+              "  '120305',\n",
+              "  'JUNIN',\n",
+              "  'CHANCHAMAYO',\n",
+              "  'SAN RAMON',\n",
+              "  'AVENIDA 06 DE AGOSTO S/N',\n",
+              "  'URBANA'],\n",
+              " ['1078',\n",
+              "  '2015',\n",
+              "  '0692814',\n",
+              "  '230077',\n",
+              "  'MARIA AUXILIADORA',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL \\nCHANCHAMAYO',\n",
+              "  '120301',\n",
+              "  'JUNIN',\n",
+              "  'CHANCHAMAYO',\n",
+              "  'CHANCHAMAYO',\n",
+              "  'CALLE SAN CARLOS S/N',\n",
+              "  'URBANA'],\n",
+              " ['1080',\n",
+              "  '2015',\n",
+              "  '0738799',\n",
+              "  '232509',\n",
+              "  'PUCHARINI',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL \\nCHANCHAMAYO',\n",
+              "  '120302',\n",
+              "  'JUNIN',\n",
+              "  'CHANCHAMAYO',\n",
+              "  'PERENE',\n",
+              "  'CARRETERA MARGINAL KM \\n53 S/N',\n",
+              "  'URBANA'],\n",
+              " ['1081',\n",
+              "  '2015',\n",
+              "  '0599175',\n",
+              "  '230058',\n",
+              "  'NUESTRA SEÑORA DE LAS \\nMERCEDES',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL \\nCHANCHAMAYO',\n",
+              "  '120301',\n",
+              "  'JUNIN',\n",
+              "  'CHANCHAMAYO',\n",
+              "  'CHANCHAMAYO',\n",
+              "  'JIRON JOSE DE SAN MARTIN \\nS/N',\n",
+              "  'URBANA'],\n",
+              " ['1082',\n",
+              "  '2015',\n",
+              "  '0373290',\n",
+              "  '230906',\n",
+              "  'Perené',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL \\nCHANCHAMAYO',\n",
+              "  '120302',\n",
+              "  'JUNIN',\n",
+              "  'CHANCHAMAYO',\n",
+              "  'PERENÉ',\n",
+              "  'JIRON LOS CAFETOS PAMPA \\nSILVA S/N',\n",
+              "  'URBANA'],\n",
+              " ['1085',\n",
+              "  '2015',\n",
+              "  '0525428',\n",
+              "  '229917',\n",
+              "  'AUGUSTO SALAZAR BONDY',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL CHUPACA',\n",
+              "  '120214',\n",
+              "  'JUNIN',\n",
+              "  'CONCEPCION',\n",
+              "  'SAN JOSE DE \\nQUERO',\n",
+              "  'AVENIDA CONCEPCION S/N',\n",
+              "  'URBANA'],\n",
+              " ['1086',\n",
+              "  '2015',\n",
+              "  '0590919',\n",
+              "  '249109',\n",
+              "  'HEROES DE LA BREÑA',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL CHUPACA',\n",
+              "  '120905',\n",
+              "  'JUNIN',\n",
+              "  'CHUPACA',\n",
+              "  'HUAMANCACA \\nCHICO',\n",
+              "  'AVENIDA MARIA PARADO DE \\nBELLIDO S/N',\n",
+              "  'URBANA'],\n",
+              " ['1087',\n",
+              "  '2015',\n",
+              "  '0372912',\n",
+              "  '248850',\n",
+              "  'AMAUTA',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL CHUPACA',\n",
+              "  '120902',\n",
+              "  'JUNIN',\n",
+              "  'CHUPACA',\n",
+              "  'AHUAC',\n",
+              "  'AVENIDA MARISCAL CACERES \\n1007',\n",
+              "  'URBANA'],\n",
+              " ['1088',\n",
+              "  '2015',\n",
+              "  '0372961',\n",
+              "  '248930',\n",
+              "  'SANTIAGO LEON',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL CHUPACA',\n",
+              "  '120903',\n",
+              "  'JUNIN',\n",
+              "  'CHUPACA',\n",
+              "  'CHONGOS BAJO',\n",
+              "  'CALLE LA MAR S/N',\n",
+              "  'RURAL'],\n",
+              " ['1090',\n",
+              "  '2015',\n",
+              "  '0580290',\n",
+              "  '249492',\n",
+              "  'CAHUIDE',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL CHUPACA',\n",
+              "  '120909',\n",
+              "  'JUNIN',\n",
+              "  'CHUPACA',\n",
+              "  'YANACANCHA',\n",
+              "  'CARRETERA PRINCIPAL LAIVE \\nS/N',\n",
+              "  'URBANA'],\n",
+              " ['1093',\n",
+              "  '2015',\n",
+              "  '1099852',\n",
+              "  '227555',\n",
+              "  '31511 LORENZO ALCALA POMALAZA',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL CONCEPCION',\n",
+              "  '120201',\n",
+              "  'JUNIN',\n",
+              "  'CONCEPCION',\n",
+              "  'CONCEPCION',\n",
+              "  'AVENIDA AGRICULTURA 542',\n",
+              "  'URBANA'],\n",
+              " ['1094',\n",
+              "  '2015',\n",
+              "  '0372730',\n",
+              "  '227490',\n",
+              "  'HEROINAS TOLEDO',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL CONCEPCION',\n",
+              "  '120201',\n",
+              "  'JUNIN',\n",
+              "  'CONCEPCION',\n",
+              "  'CONCEPCION',\n",
+              "  'AVENIDA AGRICULTURA 596-\\n598',\n",
+              "  'URBANA'],\n",
+              " ['1095',\n",
+              "  '2015',\n",
+              "  '0373027',\n",
+              "  '229012',\n",
+              "  'APU INCA',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL CONCEPCION',\n",
+              "  '120206',\n",
+              "  'JUNIN',\n",
+              "  'CONCEPCION',\n",
+              "  'COMAS',\n",
+              "  'CALLE ESTADIO MUNICIPAL \\nS/N',\n",
+              "  'URBANA'],\n",
+              " ['1100',\n",
+              "  '2015',\n",
+              "  '0372946',\n",
+              "  '224608',\n",
+              "  'JOSE OLAYA',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL HUANCAYO',\n",
+              "  '120117',\n",
+              "  'JUNIN',\n",
+              "  'HUANCAYO',\n",
+              "  'HUALHUAS',\n",
+              "  'AVENIDA ALFONSO UGARTE \\n944-970',\n",
+              "  'URBANA'],\n",
+              " ['1101',\n",
+              "  '2015',\n",
+              "  '0667022',\n",
+              "  '224383',\n",
+              "  'SALESIANO DON BOSCO',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL HUANCAYO',\n",
+              "  '120114',\n",
+              "  'JUNIN',\n",
+              "  'HUANCAYO',\n",
+              "  'EL TAMBO',\n",
+              "  'AVENIDA HUANCAVELICA \\n165',\n",
+              "  'URBANA'],\n",
+              " ['1103',\n",
+              "  '2015',\n",
+              "  '0372870',\n",
+              "  '226551',\n",
+              "  'CHINCHAYSUYO',\n",
+              "  'DRE JUNIN',\n",
+              "  'UGEL HUANCAYO',\n",
+              "  '120133',\n",
+              "  'JUNIN',\n",
+              "  'HUANCAYO',\n",
+              "  'SAPALLANGA',\n",
+              "  'AVENIDA PEÐALOZA S/N',\n",
+              "  'RURAL']]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 12
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data = pd.concat(tables, ignore_index=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 310
+        },
+        "id": "qzjescS-kUhJ",
+        "outputId": "c4598f0d-b235-4e7b-c90d-25c50cac0e5f"
+      },
+      "execution_count": 14,
+      "outputs": [
+        {
+          "output_type": "error",
+          "ename": "TypeError",
+          "evalue": "ignored",
+          "traceback": [
+            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+            "\u001b[0;32m<ipython-input-14-931a0bf5b54f>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtables\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mignore_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/util/_decorators.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    329\u001b[0m                     \u001b[0mstacklevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfind_stack_level\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    330\u001b[0m                 )\n\u001b[0;32m--> 331\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    332\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    333\u001b[0m         \u001b[0;31m# error: \"Callable[[VarArg(Any), KwArg(Any)], Any]\" has no\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/core/reshape/concat.py\u001b[0m in \u001b[0;36mconcat\u001b[0;34m(objs, axis, join, ignore_index, keys, levels, names, verify_integrity, sort, copy)\u001b[0m\n\u001b[1;32m    366\u001b[0m     \u001b[0;36m1\u001b[0m   \u001b[0;36m3\u001b[0m   \u001b[0;36m4\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    367\u001b[0m     \"\"\"\n\u001b[0;32m--> 368\u001b[0;31m     op = _Concatenator(\n\u001b[0m\u001b[1;32m    369\u001b[0m         \u001b[0mobjs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    370\u001b[0m         \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/core/reshape/concat.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, objs, axis, join, keys, levels, names, ignore_index, verify_integrity, copy, sort)\u001b[0m\n\u001b[1;32m    456\u001b[0m                     \u001b[0;34m\"only Series and DataFrame objs are valid\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    457\u001b[0m                 )\n\u001b[0;32m--> 458\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    459\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    460\u001b[0m             \u001b[0mndims\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;31mTypeError\u001b[0m: cannot concatenate object of type '<class 'camelot.core.Table'>'; only Series and DataFrame objs are valid"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "\n",
+        "# Crea un solo DataFrame combinando todas las tablas\n",
+        "data_frames = [table.df for table in tables]\n",
+        "data = pd.concat(data_frames, ignore_index=True)"
+      ],
+      "metadata": {
+        "id": "JjFfbw1LmIKT"
+      },
+      "execution_count": 15,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(data)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "5BuTw6kxmKMy",
+        "outputId": "3d5cf343-29dd-464d-d5c9-552d44e166b9"
+      },
+      "execution_count": 16,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "      0        1                 2               3   \\\n",
+            "0      #  Año JEC  Código \\nmodular  Código \\nlocal   \n",
+            "1   1073     2015           1214410          234382   \n",
+            "2   1078     2015           0692814          230077   \n",
+            "3   1080     2015           0738799          232509   \n",
+            "4   1081     2015           0599175          230058   \n",
+            "5   1082     2015           0373290          230906   \n",
+            "6   1085     2015           0525428          229917   \n",
+            "7   1086     2015           0590919          249109   \n",
+            "8   1087     2015           0372912          248850   \n",
+            "9   1088     2015           0372961          248930   \n",
+            "10  1090     2015           0580290          249492   \n",
+            "11  1093     2015           1099852          227555   \n",
+            "12  1094     2015           0372730          227490   \n",
+            "13  1095     2015           0373027          229012   \n",
+            "14  1100     2015           0372946          224608   \n",
+            "15  1101     2015           0667022          224383   \n",
+            "16  1103     2015           0372870          226551   \n",
+            "\n",
+            "                                  4          5                   6       7   \\\n",
+            "0                    Nombre de la IE        DRE                UGEL  Ubigeo   \n",
+            "1                         SANTA ROSA  DRE JUNIN  UGEL \\nCHANCHAMAYO  120305   \n",
+            "2                  MARIA AUXILIADORA  DRE JUNIN  UGEL \\nCHANCHAMAYO  120301   \n",
+            "3                          PUCHARINI  DRE JUNIN  UGEL \\nCHANCHAMAYO  120302   \n",
+            "4   NUESTRA SEÑORA DE LAS \\nMERCEDES  DRE JUNIN  UGEL \\nCHANCHAMAYO  120301   \n",
+            "5                             Perené  DRE JUNIN  UGEL \\nCHANCHAMAYO  120302   \n",
+            "6              AUGUSTO SALAZAR BONDY  DRE JUNIN        UGEL CHUPACA  120214   \n",
+            "7                 HEROES DE LA BREÑA  DRE JUNIN        UGEL CHUPACA  120905   \n",
+            "8                             AMAUTA  DRE JUNIN        UGEL CHUPACA  120902   \n",
+            "9                      SANTIAGO LEON  DRE JUNIN        UGEL CHUPACA  120903   \n",
+            "10                           CAHUIDE  DRE JUNIN        UGEL CHUPACA  120909   \n",
+            "11     31511 LORENZO ALCALA POMALAZA  DRE JUNIN     UGEL CONCEPCION  120201   \n",
+            "12                   HEROINAS TOLEDO  DRE JUNIN     UGEL CONCEPCION  120201   \n",
+            "13                          APU INCA  DRE JUNIN     UGEL CONCEPCION  120206   \n",
+            "14                        JOSE OLAYA  DRE JUNIN       UGEL HUANCAYO  120117   \n",
+            "15               SALESIANO DON BOSCO  DRE JUNIN       UGEL HUANCAYO  120114   \n",
+            "16                      CHINCHAYSUYO  DRE JUNIN       UGEL HUANCAYO  120133   \n",
+            "\n",
+            "              8            9                    10  \\\n",
+            "0   Departamento    Provincia             Distrito   \n",
+            "1          JUNIN  CHANCHAMAYO            SAN RAMON   \n",
+            "2          JUNIN  CHANCHAMAYO          CHANCHAMAYO   \n",
+            "3          JUNIN  CHANCHAMAYO               PERENE   \n",
+            "4          JUNIN  CHANCHAMAYO          CHANCHAMAYO   \n",
+            "5          JUNIN  CHANCHAMAYO               PERENÉ   \n",
+            "6          JUNIN   CONCEPCION  SAN JOSE DE \\nQUERO   \n",
+            "7          JUNIN      CHUPACA   HUAMANCACA \\nCHICO   \n",
+            "8          JUNIN      CHUPACA                AHUAC   \n",
+            "9          JUNIN      CHUPACA         CHONGOS BAJO   \n",
+            "10         JUNIN      CHUPACA           YANACANCHA   \n",
+            "11         JUNIN   CONCEPCION           CONCEPCION   \n",
+            "12         JUNIN   CONCEPCION           CONCEPCION   \n",
+            "13         JUNIN   CONCEPCION                COMAS   \n",
+            "14         JUNIN     HUANCAYO             HUALHUAS   \n",
+            "15         JUNIN     HUANCAYO             EL TAMBO   \n",
+            "16         JUNIN     HUANCAYO           SAPALLANGA   \n",
+            "\n",
+            "                                       11               12  \n",
+            "0                               Dirección  Área Geográfica  \n",
+            "1                AVENIDA 06 DE AGOSTO S/N           URBANA  \n",
+            "2                    CALLE SAN CARLOS S/N           URBANA  \n",
+            "3          CARRETERA MARGINAL KM \\n53 S/N           URBANA  \n",
+            "4          JIRON JOSE DE SAN MARTIN \\nS/N           URBANA  \n",
+            "5     JIRON LOS CAFETOS PAMPA \\nSILVA S/N           URBANA  \n",
+            "6                  AVENIDA CONCEPCION S/N           URBANA  \n",
+            "7   AVENIDA MARIA PARADO DE \\nBELLIDO S/N           URBANA  \n",
+            "8         AVENIDA MARISCAL CACERES \\n1007           URBANA  \n",
+            "9                        CALLE LA MAR S/N            RURAL  \n",
+            "10        CARRETERA PRINCIPAL LAIVE \\nS/N           URBANA  \n",
+            "11                AVENIDA AGRICULTURA 542           URBANA  \n",
+            "12          AVENIDA AGRICULTURA 596-\\n598           URBANA  \n",
+            "13          CALLE ESTADIO MUNICIPAL \\nS/N           URBANA  \n",
+            "14       AVENIDA ALFONSO UGARTE \\n944-970           URBANA  \n",
+            "15             AVENIDA HUANCAVELICA \\n165           URBANA  \n",
+            "16                   AVENIDA PEÐALOZA S/N            RURAL  \n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 582
+        },
+        "id": "xzaSSCXcmNTC",
+        "outputId": "907cbbd5-e99f-4805-ac24-9af0bac9cee7"
+      },
+      "execution_count": 17,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "      0        1                 2               3   \\\n",
+              "0      #  Año JEC  Código \\nmodular  Código \\nlocal   \n",
+              "1   1073     2015           1214410          234382   \n",
+              "2   1078     2015           0692814          230077   \n",
+              "3   1080     2015           0738799          232509   \n",
+              "4   1081     2015           0599175          230058   \n",
+              "5   1082     2015           0373290          230906   \n",
+              "6   1085     2015           0525428          229917   \n",
+              "7   1086     2015           0590919          249109   \n",
+              "8   1087     2015           0372912          248850   \n",
+              "9   1088     2015           0372961          248930   \n",
+              "10  1090     2015           0580290          249492   \n",
+              "11  1093     2015           1099852          227555   \n",
+              "12  1094     2015           0372730          227490   \n",
+              "13  1095     2015           0373027          229012   \n",
+              "14  1100     2015           0372946          224608   \n",
+              "15  1101     2015           0667022          224383   \n",
+              "16  1103     2015           0372870          226551   \n",
+              "\n",
+              "                                  4          5                   6       7   \\\n",
+              "0                    Nombre de la IE        DRE                UGEL  Ubigeo   \n",
+              "1                         SANTA ROSA  DRE JUNIN  UGEL \\nCHANCHAMAYO  120305   \n",
+              "2                  MARIA AUXILIADORA  DRE JUNIN  UGEL \\nCHANCHAMAYO  120301   \n",
+              "3                          PUCHARINI  DRE JUNIN  UGEL \\nCHANCHAMAYO  120302   \n",
+              "4   NUESTRA SEÑORA DE LAS \\nMERCEDES  DRE JUNIN  UGEL \\nCHANCHAMAYO  120301   \n",
+              "5                             Perené  DRE JUNIN  UGEL \\nCHANCHAMAYO  120302   \n",
+              "6              AUGUSTO SALAZAR BONDY  DRE JUNIN        UGEL CHUPACA  120214   \n",
+              "7                 HEROES DE LA BREÑA  DRE JUNIN        UGEL CHUPACA  120905   \n",
+              "8                             AMAUTA  DRE JUNIN        UGEL CHUPACA  120902   \n",
+              "9                      SANTIAGO LEON  DRE JUNIN        UGEL CHUPACA  120903   \n",
+              "10                           CAHUIDE  DRE JUNIN        UGEL CHUPACA  120909   \n",
+              "11     31511 LORENZO ALCALA POMALAZA  DRE JUNIN     UGEL CONCEPCION  120201   \n",
+              "12                   HEROINAS TOLEDO  DRE JUNIN     UGEL CONCEPCION  120201   \n",
+              "13                          APU INCA  DRE JUNIN     UGEL CONCEPCION  120206   \n",
+              "14                        JOSE OLAYA  DRE JUNIN       UGEL HUANCAYO  120117   \n",
+              "15               SALESIANO DON BOSCO  DRE JUNIN       UGEL HUANCAYO  120114   \n",
+              "16                      CHINCHAYSUYO  DRE JUNIN       UGEL HUANCAYO  120133   \n",
+              "\n",
+              "              8            9                    10  \\\n",
+              "0   Departamento    Provincia             Distrito   \n",
+              "1          JUNIN  CHANCHAMAYO            SAN RAMON   \n",
+              "2          JUNIN  CHANCHAMAYO          CHANCHAMAYO   \n",
+              "3          JUNIN  CHANCHAMAYO               PERENE   \n",
+              "4          JUNIN  CHANCHAMAYO          CHANCHAMAYO   \n",
+              "5          JUNIN  CHANCHAMAYO               PERENÉ   \n",
+              "6          JUNIN   CONCEPCION  SAN JOSE DE \\nQUERO   \n",
+              "7          JUNIN      CHUPACA   HUAMANCACA \\nCHICO   \n",
+              "8          JUNIN      CHUPACA                AHUAC   \n",
+              "9          JUNIN      CHUPACA         CHONGOS BAJO   \n",
+              "10         JUNIN      CHUPACA           YANACANCHA   \n",
+              "11         JUNIN   CONCEPCION           CONCEPCION   \n",
+              "12         JUNIN   CONCEPCION           CONCEPCION   \n",
+              "13         JUNIN   CONCEPCION                COMAS   \n",
+              "14         JUNIN     HUANCAYO             HUALHUAS   \n",
+              "15         JUNIN     HUANCAYO             EL TAMBO   \n",
+              "16         JUNIN     HUANCAYO           SAPALLANGA   \n",
+              "\n",
+              "                                       11               12  \n",
+              "0                               Dirección  Área Geográfica  \n",
+              "1                AVENIDA 06 DE AGOSTO S/N           URBANA  \n",
+              "2                    CALLE SAN CARLOS S/N           URBANA  \n",
+              "3          CARRETERA MARGINAL KM \\n53 S/N           URBANA  \n",
+              "4          JIRON JOSE DE SAN MARTIN \\nS/N           URBANA  \n",
+              "5     JIRON LOS CAFETOS PAMPA \\nSILVA S/N           URBANA  \n",
+              "6                  AVENIDA CONCEPCION S/N           URBANA  \n",
+              "7   AVENIDA MARIA PARADO DE \\nBELLIDO S/N           URBANA  \n",
+              "8         AVENIDA MARISCAL CACERES \\n1007           URBANA  \n",
+              "9                        CALLE LA MAR S/N            RURAL  \n",
+              "10        CARRETERA PRINCIPAL LAIVE \\nS/N           URBANA  \n",
+              "11                AVENIDA AGRICULTURA 542           URBANA  \n",
+              "12          AVENIDA AGRICULTURA 596-\\n598           URBANA  \n",
+              "13          CALLE ESTADIO MUNICIPAL \\nS/N           URBANA  \n",
+              "14       AVENIDA ALFONSO UGARTE \\n944-970           URBANA  \n",
+              "15             AVENIDA HUANCAVELICA \\n165           URBANA  \n",
+              "16                   AVENIDA PEÐALOZA S/N            RURAL  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-57e68ba5-f1d3-41cb-a182-fe885a94b558\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>0</th>\n",
+              "      <th>1</th>\n",
+              "      <th>2</th>\n",
+              "      <th>3</th>\n",
+              "      <th>4</th>\n",
+              "      <th>5</th>\n",
+              "      <th>6</th>\n",
+              "      <th>7</th>\n",
+              "      <th>8</th>\n",
+              "      <th>9</th>\n",
+              "      <th>10</th>\n",
+              "      <th>11</th>\n",
+              "      <th>12</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>#</td>\n",
+              "      <td>Año JEC</td>\n",
+              "      <td>Código \\nmodular</td>\n",
+              "      <td>Código \\nlocal</td>\n",
+              "      <td>Nombre de la IE</td>\n",
+              "      <td>DRE</td>\n",
+              "      <td>UGEL</td>\n",
+              "      <td>Ubigeo</td>\n",
+              "      <td>Departamento</td>\n",
+              "      <td>Provincia</td>\n",
+              "      <td>Distrito</td>\n",
+              "      <td>Dirección</td>\n",
+              "      <td>Área Geográfica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1073</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1214410</td>\n",
+              "      <td>234382</td>\n",
+              "      <td>SANTA ROSA</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL \\nCHANCHAMAYO</td>\n",
+              "      <td>120305</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CHANCHAMAYO</td>\n",
+              "      <td>SAN RAMON</td>\n",
+              "      <td>AVENIDA 06 DE AGOSTO S/N</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1078</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0692814</td>\n",
+              "      <td>230077</td>\n",
+              "      <td>MARIA AUXILIADORA</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL \\nCHANCHAMAYO</td>\n",
+              "      <td>120301</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CHANCHAMAYO</td>\n",
+              "      <td>CHANCHAMAYO</td>\n",
+              "      <td>CALLE SAN CARLOS S/N</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1080</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0738799</td>\n",
+              "      <td>232509</td>\n",
+              "      <td>PUCHARINI</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL \\nCHANCHAMAYO</td>\n",
+              "      <td>120302</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CHANCHAMAYO</td>\n",
+              "      <td>PERENE</td>\n",
+              "      <td>CARRETERA MARGINAL KM \\n53 S/N</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1081</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0599175</td>\n",
+              "      <td>230058</td>\n",
+              "      <td>NUESTRA SEÑORA DE LAS \\nMERCEDES</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL \\nCHANCHAMAYO</td>\n",
+              "      <td>120301</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CHANCHAMAYO</td>\n",
+              "      <td>CHANCHAMAYO</td>\n",
+              "      <td>JIRON JOSE DE SAN MARTIN \\nS/N</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>1082</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0373290</td>\n",
+              "      <td>230906</td>\n",
+              "      <td>Perené</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL \\nCHANCHAMAYO</td>\n",
+              "      <td>120302</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CHANCHAMAYO</td>\n",
+              "      <td>PERENÉ</td>\n",
+              "      <td>JIRON LOS CAFETOS PAMPA \\nSILVA S/N</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>1085</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0525428</td>\n",
+              "      <td>229917</td>\n",
+              "      <td>AUGUSTO SALAZAR BONDY</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL CHUPACA</td>\n",
+              "      <td>120214</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CONCEPCION</td>\n",
+              "      <td>SAN JOSE DE \\nQUERO</td>\n",
+              "      <td>AVENIDA CONCEPCION S/N</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>1086</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0590919</td>\n",
+              "      <td>249109</td>\n",
+              "      <td>HEROES DE LA BREÑA</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL CHUPACA</td>\n",
+              "      <td>120905</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CHUPACA</td>\n",
+              "      <td>HUAMANCACA \\nCHICO</td>\n",
+              "      <td>AVENIDA MARIA PARADO DE \\nBELLIDO S/N</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>1087</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0372912</td>\n",
+              "      <td>248850</td>\n",
+              "      <td>AMAUTA</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL CHUPACA</td>\n",
+              "      <td>120902</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CHUPACA</td>\n",
+              "      <td>AHUAC</td>\n",
+              "      <td>AVENIDA MARISCAL CACERES \\n1007</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>1088</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0372961</td>\n",
+              "      <td>248930</td>\n",
+              "      <td>SANTIAGO LEON</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL CHUPACA</td>\n",
+              "      <td>120903</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CHUPACA</td>\n",
+              "      <td>CHONGOS BAJO</td>\n",
+              "      <td>CALLE LA MAR S/N</td>\n",
+              "      <td>RURAL</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>1090</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0580290</td>\n",
+              "      <td>249492</td>\n",
+              "      <td>CAHUIDE</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL CHUPACA</td>\n",
+              "      <td>120909</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CHUPACA</td>\n",
+              "      <td>YANACANCHA</td>\n",
+              "      <td>CARRETERA PRINCIPAL LAIVE \\nS/N</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>11</th>\n",
+              "      <td>1093</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1099852</td>\n",
+              "      <td>227555</td>\n",
+              "      <td>31511 LORENZO ALCALA POMALAZA</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL CONCEPCION</td>\n",
+              "      <td>120201</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CONCEPCION</td>\n",
+              "      <td>CONCEPCION</td>\n",
+              "      <td>AVENIDA AGRICULTURA 542</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12</th>\n",
+              "      <td>1094</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0372730</td>\n",
+              "      <td>227490</td>\n",
+              "      <td>HEROINAS TOLEDO</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL CONCEPCION</td>\n",
+              "      <td>120201</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CONCEPCION</td>\n",
+              "      <td>CONCEPCION</td>\n",
+              "      <td>AVENIDA AGRICULTURA 596-\\n598</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>13</th>\n",
+              "      <td>1095</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0373027</td>\n",
+              "      <td>229012</td>\n",
+              "      <td>APU INCA</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL CONCEPCION</td>\n",
+              "      <td>120206</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>CONCEPCION</td>\n",
+              "      <td>COMAS</td>\n",
+              "      <td>CALLE ESTADIO MUNICIPAL \\nS/N</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>1100</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0372946</td>\n",
+              "      <td>224608</td>\n",
+              "      <td>JOSE OLAYA</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL HUANCAYO</td>\n",
+              "      <td>120117</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>HUANCAYO</td>\n",
+              "      <td>HUALHUAS</td>\n",
+              "      <td>AVENIDA ALFONSO UGARTE \\n944-970</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>1101</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0667022</td>\n",
+              "      <td>224383</td>\n",
+              "      <td>SALESIANO DON BOSCO</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL HUANCAYO</td>\n",
+              "      <td>120114</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>HUANCAYO</td>\n",
+              "      <td>EL TAMBO</td>\n",
+              "      <td>AVENIDA HUANCAVELICA \\n165</td>\n",
+              "      <td>URBANA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>1103</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>0372870</td>\n",
+              "      <td>226551</td>\n",
+              "      <td>CHINCHAYSUYO</td>\n",
+              "      <td>DRE JUNIN</td>\n",
+              "      <td>UGEL HUANCAYO</td>\n",
+              "      <td>120133</td>\n",
+              "      <td>JUNIN</td>\n",
+              "      <td>HUANCAYO</td>\n",
+              "      <td>SAPALLANGA</td>\n",
+              "      <td>AVENIDA PEÐALOZA S/N</td>\n",
+              "      <td>RURAL</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-57e68ba5-f1d3-41cb-a182-fe885a94b558')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-57e68ba5-f1d3-41cb-a182-fe885a94b558 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-57e68ba5-f1d3-41cb-a182-fe885a94b558');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 17
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from google.colab import files"
+      ],
+      "metadata": {
+        "id": "LH3goXVIn41V"
+      },
+      "execution_count": 22,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Exportar el DataFrame a formato .dta (Stata)\n",
+        "data.to_stata(\"jec_data_Grupo3.dta\")\n",
+        "\n",
+        "# Descargar el archivo .dta\n",
+        "files.download(\"jec_data_Grupo3.dta\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 416
+        },
+        "id": "eYFDa0A6mlJ9",
+        "outputId": "ab267151-21ea-4b98-fbfd-849e4cce5583"
+      },
+      "execution_count": 24,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "<ipython-input-24-51a34be72f2c>:2: InvalidColumnName: \n",
+            "Not all pandas column names were valid Stata variable names.\n",
+            "The following replacements have been made:\n",
+            "\n",
+            "    0   ->   _0\n",
+            "    1   ->   _1\n",
+            "    2   ->   _2\n",
+            "    3   ->   _3\n",
+            "    4   ->   _4\n",
+            "    5   ->   _5\n",
+            "    6   ->   _6\n",
+            "    7   ->   _7\n",
+            "    8   ->   _8\n",
+            "    9   ->   _9\n",
+            "    10   ->   _10\n",
+            "    11   ->   _11\n",
+            "    12   ->   _12\n",
+            "\n",
+            "If this is not what you expect, please make sure you have Stata-compliant\n",
+            "column names in your DataFrame (strings only, max 32 characters, only\n",
+            "alphanumerics and underscores, no Stata reserved words)\n",
+            "\n",
+            "  data.to_stata(\"jec_data_Grupo3.dta\")\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.Javascript object>"
+            ],
+            "application/javascript": [
+              "\n",
+              "    async function download(id, filename, size) {\n",
+              "      if (!google.colab.kernel.accessAllowed) {\n",
+              "        return;\n",
+              "      }\n",
+              "      const div = document.createElement('div');\n",
+              "      const label = document.createElement('label');\n",
+              "      label.textContent = `Downloading \"${filename}\": `;\n",
+              "      div.appendChild(label);\n",
+              "      const progress = document.createElement('progress');\n",
+              "      progress.max = size;\n",
+              "      div.appendChild(progress);\n",
+              "      document.body.appendChild(div);\n",
+              "\n",
+              "      const buffers = [];\n",
+              "      let downloaded = 0;\n",
+              "\n",
+              "      const channel = await google.colab.kernel.comms.open(id);\n",
+              "      // Send a message to notify the kernel that we're ready.\n",
+              "      channel.send({})\n",
+              "\n",
+              "      for await (const message of channel.messages) {\n",
+              "        // Send a message to notify the kernel that we're ready.\n",
+              "        channel.send({})\n",
+              "        if (message.buffers) {\n",
+              "          for (const buffer of message.buffers) {\n",
+              "            buffers.push(buffer);\n",
+              "            downloaded += buffer.byteLength;\n",
+              "            progress.value = downloaded;\n",
+              "          }\n",
+              "        }\n",
+              "      }\n",
+              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
+              "      const a = document.createElement('a');\n",
+              "      a.href = window.URL.createObjectURL(blob);\n",
+              "      a.download = filename;\n",
+              "      div.appendChild(a);\n",
+              "      a.click();\n",
+              "      div.remove();\n",
+              "    }\n",
+              "  "
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.Javascript object>"
+            ],
+            "application/javascript": [
+              "download(\"download_74d964e6-d0d1-4840-9368-412f805a6513\", \"jec_data_Grupo3.dta\", 6268)"
+            ]
+          },
+          "metadata": {}
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/Labs/tarea6/GRUPO_3_RShape.ipynb b/Labs/tarea6/GRUPO_3_RShape.ipynb
new file mode 100644
index 0000000..c8e0d1e
--- /dev/null
+++ b/Labs/tarea6/GRUPO_3_RShape.ipynb
@@ -0,0 +1,1157 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "87bb4297",
+   "metadata": {},
+   "source": [
+    "#### Tarea 6    - Grupo 3\n",
+    "#### Integrantes\n",
+    "* Narumi Miyamoto \n",
+    "* Rodrigo Cervera\n",
+    "* Alicia Chaquila"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "4137dd69",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Exportamos las librerías que necesitaremos\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import re \n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "2ef139e0",
+   "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>numper</th>\n",
+       "      <th>numpanh15</th>\n",
+       "      <th>numpanh16</th>\n",
+       "      <th>numpanh17</th>\n",
+       "      <th>numpanh18</th>\n",
+       "      <th>numpanh19</th>\n",
+       "      <th>mes_15</th>\n",
+       "      <th>ubigeo_15</th>\n",
+       "      <th>dominio_15</th>\n",
+       "      <th>p400a3_15</th>\n",
+       "      <th>...</th>\n",
+       "      <th>mes_18</th>\n",
+       "      <th>ubigeo_18</th>\n",
+       "      <th>dominio_18</th>\n",
+       "      <th>p400a3_18</th>\n",
+       "      <th>p4022_18</th>\n",
+       "      <th>mes_19</th>\n",
+       "      <th>ubigeo_19</th>\n",
+       "      <th>dominio_19</th>\n",
+       "      <th>p400a3_19</th>\n",
+       "      <th>p4022_19</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>15368</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1946.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1946.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1946.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>15369</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1973.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1973.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1973.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>15380</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>15381</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>15410</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1955.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1955.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1955.0</td>\n",
+       "      <td>1.0</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>5541</th>\n",
+       "      <td>34848</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5542</th>\n",
+       "      <td>34846</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1985.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1985.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1985.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5543</th>\n",
+       "      <td>34847</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5544</th>\n",
+       "      <td>34849</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5545</th>\n",
+       "      <td>34850</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2011.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2011.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2011.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5546 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      numper  numpanh15  numpanh16  numpanh17  numpanh18  numpanh19  mes_15  \\\n",
+       "0      15368       1158       1158       1158       1158       1158      11   \n",
+       "1      15369       1158       1158       1158       1158       1158      11   \n",
+       "2      15380       1162       1162       1162       1162       1162      11   \n",
+       "3      15381       1162       1162       1162       1162       1162      11   \n",
+       "4      15410       1185       1185       1185       1185       1185       7   \n",
+       "...      ...        ...        ...        ...        ...        ...     ...   \n",
+       "5541   34848      18549      18549      18549      18549      18549      12   \n",
+       "5542   34846      18549      18549      18549      18549      18549      12   \n",
+       "5543   34847      18549      18549      18549      18549      18549      12   \n",
+       "5544   34849      18549      18549      18549      18549      18549      12   \n",
+       "5545   34850      18549      18549      18549      18549      18549      12   \n",
+       "\n",
+       "      ubigeo_15    dominio_15  p400a3_15  ...  mes_18  ubigeo_18  \\\n",
+       "0         10101  sierra norte     1946.0  ...      12      10101   \n",
+       "1         10101  sierra norte     1973.0  ...      12      10101   \n",
+       "2         10101  sierra norte     1987.0  ...      12      10101   \n",
+       "3         10101  sierra norte     2009.0  ...      12      10101   \n",
+       "4         10101  sierra norte     1955.0  ...       7      10101   \n",
+       "...         ...           ...        ...  ...     ...        ...   \n",
+       "5541     250101         selva     2002.0  ...      12     250101   \n",
+       "5542     250101         selva     1985.0  ...      12     250101   \n",
+       "5543     250101         selva     1976.0  ...      12     250101   \n",
+       "5544     250101         selva     2007.0  ...      12     250101   \n",
+       "5545     250101         selva     2011.0  ...      12     250101   \n",
+       "\n",
+       "        dominio_18 p400a3_18  p4022_18  mes_19  ubigeo_19    dominio_19  \\\n",
+       "0     sierra norte    1946.0       0.0      11      10101  sierra norte   \n",
+       "1     sierra norte    1973.0       0.0      11      10101  sierra norte   \n",
+       "2     sierra norte    1987.0       0.0      11      10101  sierra norte   \n",
+       "3     sierra norte    2009.0       0.0      11      10101  sierra norte   \n",
+       "4     sierra norte    1955.0       0.0       7      10101  sierra norte   \n",
+       "...            ...       ...       ...     ...        ...           ...   \n",
+       "5541         selva    2002.0       0.0      10     250101         selva   \n",
+       "5542         selva    1985.0       0.0      10     250101         selva   \n",
+       "5543         selva    1976.0       0.0      10     250101         selva   \n",
+       "5544         selva    2007.0       0.0      10     250101         selva   \n",
+       "5545         selva    2011.0       1.0      10     250101         selva   \n",
+       "\n",
+       "     p400a3_19  p4022_19  \n",
+       "0       1946.0       0.0  \n",
+       "1       1973.0       0.0  \n",
+       "2       1987.0       1.0  \n",
+       "3       2009.0       0.0  \n",
+       "4       1955.0       1.0  \n",
+       "...        ...       ...  \n",
+       "5541    2002.0       1.0  \n",
+       "5542    1985.0       0.0  \n",
+       "5543    1976.0       1.0  \n",
+       "5544    2007.0       1.0  \n",
+       "5545    2011.0       0.0  \n",
+       "\n",
+       "[5546 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Leemos la base de datos\n",
+    "# convert_caterials : se usará para especificar si se deben convertir las variables categóricas del archivo Stata a variables categóricas de Pandas\n",
+    "panel = pd.read_stata(\"C:/Users/ALICIA/Documents/GitHub/ultima tarea/data/data.dta\",convert_categoricals=False) \n",
+    "panel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "cce469c2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['numper', 'numpanh15', 'numpanh16', 'numpanh17', 'numpanh18',\n",
+       "       'numpanh19', 'mes_15', 'ubigeo_15', 'dominio_15', 'p400a3_15',\n",
+       "       'p4022_15', 'mes_16', 'ubigeo_16', 'dominio_16', 'p400a3_16',\n",
+       "       'p4022_16', 'mes_17', 'ubigeo_17', 'dominio_17', 'p400a3_17',\n",
+       "       'p4022_17', 'mes_18', 'ubigeo_18', 'dominio_18', 'p400a3_18',\n",
+       "       'p4022_18', 'mes_19', 'ubigeo_19', 'dominio_19', 'p400a3_19',\n",
+       "       'p4022_19'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Nos devuelve una lista de todos los nombres de las columnas \n",
+    "panel.columns[:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "9b9d749e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Renombramos a las columnas\n",
+    "panel.rename(columns = {'numpanh15':'numpanh_15', 'numpanh16':'numpanh_16','numpanh17':'numpanh_17','numpanh18':'numpanh_18','numpanh19':'numpanh_19'}, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "f7412527",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Crearemos una lista llamada filter_list que contiene los nombres de todas las columnas del DataFrame llamado \"panel\"\n",
+    "filter_list = list(panel.columns)[:] "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "7e38e765",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['numper',\n",
+       " 'numpanh_15',\n",
+       " 'numpanh_16',\n",
+       " 'numpanh_17',\n",
+       " 'numpanh_18',\n",
+       " 'numpanh_19',\n",
+       " 'mes_15',\n",
+       " 'ubigeo_15',\n",
+       " 'dominio_15',\n",
+       " 'p400a3_15',\n",
+       " 'p4022_15',\n",
+       " 'mes_16',\n",
+       " 'ubigeo_16',\n",
+       " 'dominio_16',\n",
+       " 'p400a3_16',\n",
+       " 'p4022_16',\n",
+       " 'mes_17',\n",
+       " 'ubigeo_17',\n",
+       " 'dominio_17',\n",
+       " 'p400a3_17',\n",
+       " 'p4022_17',\n",
+       " 'mes_18',\n",
+       " 'ubigeo_18',\n",
+       " 'dominio_18',\n",
+       " 'p400a3_18',\n",
+       " 'p4022_18',\n",
+       " 'mes_19',\n",
+       " 'ubigeo_19',\n",
+       " 'dominio_19',\n",
+       " 'p400a3_19',\n",
+       " 'p4022_19']"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Crearemos una nueva lista llamada new_list que contiene los elementos únicos de la lista filter_list, eliminando cualquier duplicado\n",
+    "new_list = list(dict.fromkeys(filter_list))\n",
+    "new_list"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "416a041f",
+   "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>numper</th>\n",
+       "      <th>period</th>\n",
+       "      <th>numpanh</th>\n",
+       "      <th>mes</th>\n",
+       "      <th>ubigeo</th>\n",
+       "      <th>dominio</th>\n",
+       "      <th>p400a3</th>\n",
+       "      <th>p4022</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>15368</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1946.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>15369</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1973.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>15380</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>15381</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>15410</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1955.0</td>\n",
+       "      <td>0.0</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27725</th>\n",
+       "      <td>34848</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27726</th>\n",
+       "      <td>34846</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1985.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27727</th>\n",
+       "      <td>34847</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27728</th>\n",
+       "      <td>34849</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27729</th>\n",
+       "      <td>34850</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18549</td>\n",
+       "      <td>10</td>\n",
+       "      <td>250101</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2011.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>27730 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       numper  period  numpanh  mes  ubigeo       dominio  p400a3  p4022\n",
+       "0       15368      15     1158   11   10101  sierra norte  1946.0    0.0\n",
+       "1       15369      15     1158   11   10101  sierra norte  1973.0    0.0\n",
+       "2       15380      15     1162   11   10101  sierra norte  1987.0    1.0\n",
+       "3       15381      15     1162   11   10101  sierra norte  2009.0    1.0\n",
+       "4       15410      15     1185    7   10101  sierra norte  1955.0    0.0\n",
+       "...       ...     ...      ...  ...     ...           ...     ...    ...\n",
+       "27725   34848      19    18549   10  250101         selva  2002.0    1.0\n",
+       "27726   34846      19    18549   10  250101         selva  1985.0    0.0\n",
+       "27727   34847      19    18549   10  250101         selva  1976.0    1.0\n",
+       "27728   34849      19    18549   10  250101         selva  2007.0    1.0\n",
+       "27729   34850      19    18549   10  250101         selva  2011.0    0.0\n",
+       "\n",
+       "[27730 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Transformaremos de los datos en un formato más largo (long format)\n",
+    "# reset_index : Lo utilizaremos para reiniciar el índice del DataFrame resultante\n",
+    "\n",
+    "reshape_panel = pd.wide_to_long(panel, stubnames = ['numpanh','mes','ubigeo','dominio','p400a3','p4022'], i = ['numper'] , \n",
+    "                                j = 'period' , sep = '_').reset_index()\n",
+    "reshape_panel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "e9ab148b",
+   "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>ubigeo</th>\n",
+       "      <th>distrito</th>\n",
+       "      <th>provincia</th>\n",
+       "      <th>region</th>\n",
+       "      <th>unidos</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>10101</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>10102</td>\n",
+       "      <td>Asuncion</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>10103</td>\n",
+       "      <td>Balsas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>10104</td>\n",
+       "      <td>Cheto</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>10105</td>\n",
+       "      <td>Chiliquin</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>250302</td>\n",
+       "      <td>Irazola</td>\n",
+       "      <td>Padre Abad</td>\n",
+       "      <td>Ucayali</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>250303</td>\n",
+       "      <td>Curimana</td>\n",
+       "      <td>Padre Abad</td>\n",
+       "      <td>Ucayali</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>250304</td>\n",
+       "      <td>Neshuya</td>\n",
+       "      <td>Padre Abad</td>\n",
+       "      <td>Ucayali</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>250305</td>\n",
+       "      <td>Alexander von Humboldt</td>\n",
+       "      <td>Padre Abad</td>\n",
+       "      <td>Ucayali</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>250401</td>\n",
+       "      <td>Purus</td>\n",
+       "      <td>Purus</td>\n",
+       "      <td>Ucayali</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1874 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      ubigeo                distrito    provincia    region  unidos\n",
+       "0      10101             Chachapoyas  Chachapoyas  Amazonas       1\n",
+       "1      10102                Asuncion  Chachapoyas  Amazonas       1\n",
+       "2      10103                  Balsas  Chachapoyas  Amazonas       0\n",
+       "3      10104                   Cheto  Chachapoyas  Amazonas       1\n",
+       "4      10105               Chiliquin  Chachapoyas  Amazonas       0\n",
+       "...      ...                     ...          ...       ...     ...\n",
+       "1869  250302                 Irazola   Padre Abad   Ucayali       0\n",
+       "1870  250303                Curimana   Padre Abad   Ucayali       0\n",
+       "1871  250304                 Neshuya   Padre Abad   Ucayali       0\n",
+       "1872  250305  Alexander von Humboldt   Padre Abad   Ucayali       0\n",
+       "1873  250401                   Purus        Purus   Ucayali       1\n",
+       "\n",
+       "[1874 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Llamaremos a una nueva base de datos\n",
+    "unidos = pd.read_stata(\"C:/Users/ALICIA/Documents/GitHub/ultima tarea/data/unidos.dta\",\n",
+    "                      convert_categoricals=False)\n",
+    "unidos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "a13973a0",
+   "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>numper</th>\n",
+       "      <th>period</th>\n",
+       "      <th>numpanh</th>\n",
+       "      <th>mes</th>\n",
+       "      <th>ubigeo</th>\n",
+       "      <th>dominio</th>\n",
+       "      <th>p400a3</th>\n",
+       "      <th>p4022</th>\n",
+       "      <th>distrito</th>\n",
+       "      <th>provincia</th>\n",
+       "      <th>region</th>\n",
+       "      <th>unidos</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>15368</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1946.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>15369</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1158</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1973.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>15380</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>15381</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>15410</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10101</td>\n",
+       "      <td>sierra norte</td>\n",
+       "      <td>1955.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Chachapoyas</td>\n",
+       "      <td>Amazonas</td>\n",
+       "      <td>1</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27725</th>\n",
+       "      <td>34777</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18472</td>\n",
+       "      <td>7</td>\n",
+       "      <td>220301</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1942.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>San Jose de Sisa</td>\n",
+       "      <td>El Dorado</td>\n",
+       "      <td>San Martin</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27726</th>\n",
+       "      <td>34779</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18473</td>\n",
+       "      <td>7</td>\n",
+       "      <td>220301</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1988.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>San Jose de Sisa</td>\n",
+       "      <td>El Dorado</td>\n",
+       "      <td>San Martin</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27727</th>\n",
+       "      <td>34781</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18473</td>\n",
+       "      <td>7</td>\n",
+       "      <td>220301</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2015.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>San Jose de Sisa</td>\n",
+       "      <td>El Dorado</td>\n",
+       "      <td>San Martin</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27728</th>\n",
+       "      <td>34778</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18473</td>\n",
+       "      <td>7</td>\n",
+       "      <td>220301</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>1984.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>San Jose de Sisa</td>\n",
+       "      <td>El Dorado</td>\n",
+       "      <td>San Martin</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27729</th>\n",
+       "      <td>34780</td>\n",
+       "      <td>19</td>\n",
+       "      <td>18473</td>\n",
+       "      <td>7</td>\n",
+       "      <td>220301</td>\n",
+       "      <td>selva</td>\n",
+       "      <td>2010.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>San Jose de Sisa</td>\n",
+       "      <td>El Dorado</td>\n",
+       "      <td>San Martin</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>27730 rows × 12 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       numper  period  numpanh  mes  ubigeo       dominio  p400a3  p4022  \\\n",
+       "0       15368      15     1158   11   10101  sierra norte  1946.0    0.0   \n",
+       "1       15369      15     1158   11   10101  sierra norte  1973.0    0.0   \n",
+       "2       15380      15     1162   11   10101  sierra norte  1987.0    1.0   \n",
+       "3       15381      15     1162   11   10101  sierra norte  2009.0    1.0   \n",
+       "4       15410      15     1185    7   10101  sierra norte  1955.0    0.0   \n",
+       "...       ...     ...      ...  ...     ...           ...     ...    ...   \n",
+       "27725   34777      19    18472    7  220301         selva  1942.0    0.0   \n",
+       "27726   34779      19    18473    7  220301         selva  1988.0    0.0   \n",
+       "27727   34781      19    18473    7  220301         selva  2015.0    0.0   \n",
+       "27728   34778      19    18473    7  220301         selva  1984.0    1.0   \n",
+       "27729   34780      19    18473    7  220301         selva  2010.0    0.0   \n",
+       "\n",
+       "               distrito    provincia      region  unidos  \n",
+       "0           Chachapoyas  Chachapoyas    Amazonas       1  \n",
+       "1           Chachapoyas  Chachapoyas    Amazonas       1  \n",
+       "2           Chachapoyas  Chachapoyas    Amazonas       1  \n",
+       "3           Chachapoyas  Chachapoyas    Amazonas       1  \n",
+       "4           Chachapoyas  Chachapoyas    Amazonas       1  \n",
+       "...                 ...          ...         ...     ...  \n",
+       "27725  San Jose de Sisa    El Dorado  San Martin       0  \n",
+       "27726  San Jose de Sisa    El Dorado  San Martin       0  \n",
+       "27727  San Jose de Sisa    El Dorado  San Martin       0  \n",
+       "27728  San Jose de Sisa    El Dorado  San Martin       0  \n",
+       "27729  San Jose de Sisa    El Dorado  San Martin       0  \n",
+       "\n",
+       "[27730 rows x 12 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Realizaremos una fusión (merge) entre dos DataFrames: reshape_panel y unidos\n",
+    "juntos = pd.merge(reshape_panel, unidos, on='ubigeo', how='inner')\n",
+    "juntos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ee08714c",
+   "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": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Labs/tarea6/Grupo_3_Rshape.R b/Labs/tarea6/Grupo_3_Rshape.R
new file mode 100644
index 0000000..8c58679
--- /dev/null
+++ b/Labs/tarea6/Grupo_3_Rshape.R
@@ -0,0 +1,121 @@
+# se instalan las librerías 
+
+install.packages("stringr")
+install.packages("rebus")
+
+library(stringr)
+library(rebus)
+library(haven)  
+library(dplyr) 
+library(tidyverse)
+library(tidyr)
+
+#se lee el archivo data.dta
+panel <- read_dta("C:\\Users\\ALICIA\\Documents\\GitHub\\ultima tarea\\data\\data.dta")
+panel
+
+#se visualizan los nombres de las columnas del archivo
+columnas <- colnames(panel)
+
+
+#se renombran las columnas específicas en el dataframe 'panel'
+panel <- panel %>%
+  rename(numpanh_15 = numpanh15,  # Renombrar columna 'numpanh15' a 'numpanh_15'
+         numpanh_16 = numpanh16,  # Renombrar columna 'numpanh16' a 'numpanh_16'
+         numpanh_17 = numpanh17,  # Renombrar columna 'numpanh17' a 'numpanh_17'
+         numpanh_18 = numpanh18,  # Renombrar columna 'numpanh18' a 'numpanh_18'
+         numpanh_19 = numpanh19)  # Renombrar columna 'numpanh19' a 'numpanh_19'
+
+#se imprime el dataframe 'panel' actualizado
+panel
+
+#se obtiene la lista de nombres de columnas del dataframe 'panel'
+filter_list <- colnames(panel)
+
+#se crea una nueva lista con valores únicos de la lista de nombres de columnas
+new_list <- unique(filter_list)
+
+#se imprime la nueva lista de nombres de columnas
+new_list
+
+
+
+
+#se obtiene la lista de columnas
+columnas <- c('numper', 'numpanh_15', 'numpanh_16', 'numpanh_17', 'numpanh_18', 'numpanh_19', 'mes_15', 'ubigeo_15', 'dominio_15', 'p400a3_15', 'p4022_15', 'mes_16', 'ubigeo_16', 'dominio_16', 'p400a3_16', 'p4022_16', 'mes_17', 'ubigeo_17', 'dominio_17', 'p400a3_17', 'p4022_17', 'mes_18', 'ubigeo_18', 'dominio_18', 'p400a3_18', 'p4022_18', 'mes_19', 'ubigeo_19', 'dominio_19', 'p400a3_19', 'p4022_19')
+
+#se obtiene el prefijo común en los nombres de las columnas
+prefixo <- unique(sub("_.*", "", columnas[-1]))
+
+#se utiliza reshape y gather
+reshape_panel <- panel %>%
+  gather(key, value, -numper) %>%
+  separate(key, into = c("variable", "period"), sep = "_", remove = FALSE) %>%
+  filter(variable %in% c("numpanh", "mes", "ubigeo", "dominio", "p400a3", "p4022")) %>%
+  select(numper, period, variable, value) %>%
+  spread(variable, value)
+
+#se imprime el resultado
+print(reshape_panel)
+
+
+
+
+#se lee el archivo .dta
+unidos <- haven::read_dta("C:\\Users\\ALICIA\\Documents\\GitHub\\ultima tarea\\data\\unidos.dta")
+unidos
+
+#se unen ambos archivos mediante lo común que es ubigeo
+juntos <- merge(reshape_panel, unidos, by = "ubigeo", all = FALSE)
+juntos 
+
+
+
+
+# Asignar etiquetas a las variables en 'reshape_panel'
+labels <- c("Número de persona", "Período", "Número de panh", "Mes", "Ubigeo", "Dominio", "P400a3", "P4022")
+for (var in names(reshape_panel)) {
+  attr(reshape_panel[[var]], "label") <- labels[var]
+}
+
+# Se imprime el resultado
+print(reshape_panel)
+
+
+
+
+
+#se instala el paquete sjlabelled 
+if (!require(sjlabelled)) {
+  install.packages("sjlabelled")
+}
+
+#se carga el paquete sjlabelled
+library(sjlabelled)
+
+#se añade etiquetas a todas las variables en 'juntos'
+set_label(juntos$numper) <- "Número de persona"
+set_label(juntos$period) <- "Período"
+set_label(juntos$numpanh) <- "Número de panh"
+set_label(juntos$mes) <- "Mes"
+set_label(juntos$ubigeo) <- "Ubigeo"
+set_label(juntos$dominio) <- "Dominio"
+set_label(juntos$p400a3) <- "P400a3"
+set_label(juntos$p4022) <- "P4022"
+set_label(juntos$unidos) <- "Etiqueta de 'unidos'"
+
+#se añaden etiquetas de valores a las columnas 'p4022' y 'unidos'
+set_labels(juntos$p4022, labels = c("Valor1", "Valor2", "Valor3", "Valor4", "Valor5"))
+set_labels(juntos$unidos, labels = c("Etiqueta1", "Etiqueta2", "Etiqueta3", "Etiqueta4", "Etiqueta5"))
+
+#se imprime el resultado
+print(juntos)
+
+
+
+#se añaden etiquetas de valores a las columnas 'p4022' y 'unidos'
+juntos$p4022 <- factor(juntos$p4022, levels = c(1, 2, 3, 4, 5), labels = c("Valor1", "Valor2", "Valor3", "Valor4", "Valor5"))
+juntos$unidos <- factor(juntos$unidos, levels = c(1, 2, 3, 4, 5), labels = c("Etiqueta1", "Etiqueta2", "Etiqueta3", "Etiqueta4", "Etiqueta5"))
+
+#se imprime el resultado
+print(juntos)
diff --git a/Labs/tarea6/jec_data_Grupo3.dta b/Labs/tarea6/jec_data_Grupo3.dta
new file mode 100644
index 0000000..1eaecf0
Binary files /dev/null and b/Labs/tarea6/jec_data_Grupo3.dta differ