diff --git a/7506R-1C2023-GRUPO09-CHP02.ipynb b/7506R-1C2023-GRUPO09-CHP02.ipynb new file mode 100644 index 0000000..b05d58f --- /dev/null +++ b/7506R-1C2023-GRUPO09-CHP02.ipynb @@ -0,0 +1,6137 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "84c1137a", + "metadata": { + "lines_to_next_cell": 0 + }, + "source": [ + "# Importamos" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "9ca97584", + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " import google.colab\n", + " IN_COLAB = True\n", + "except:\n", + " IN_COLAB = False\n", + "\n", + "import pandas as pd \n", + "import numpy as np\n", + "import sklearn as sk\n", + "import seaborn as sns\n", + "import pydotplus\n", + "from six import StringIO\n", + "from IPython.display import Image \n", + "from matplotlib import pyplot as plt\n", + "from dict_paises import COUNTRY_ALPHA3_TO_COUNTRY_ALPHA2, COUNTRY_ALPHA2_TO_CONTINENT\n", + "from joblib import dump, load\n", + "\n", + "from sklearn.model_selection import StratifiedKFold, KFold,RandomizedSearchCV, train_test_split, cross_validate\n", + "from sklearn.tree import DecisionTreeClassifier, export_graphviz, export_text\n", + "from sklearn.metrics import confusion_matrix, classification_report , f1_score, make_scorer, precision_score, recall_score, accuracy_score,f1_score\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn import tree \n", + "\n", + "#Si estamos en colab tenemos que instalar la libreria \"dtreeviz\" aparte. \n", + "if IN_COLAB == True:\n", + " !pip install 'dtreeviz'\n", + "import dtreeviz.trees as dtreeviz\n", + "\n", + "#Para eliminar los warnings\n", + "import warnings\n", + "warnings.simplefilter(action='ignore', category=FutureWarning)\n", + "warnings.simplefilter(action='ignore', category=UserWarning)" + ] + }, + { + "cell_type": "markdown", + "id": "26a3596e", + "metadata": {}, + "source": [ + "## Cargamos el dataframe de testeo" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "70f6a530", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfTesteoOriginal = pd.read_csv(\"./hotels_test.csv\")\n", + "hotelsdfTesteo = hotelsdfTesteoOriginal.copy()" + ] + }, + { + "cell_type": "markdown", + "id": "09a596e0", + "metadata": {}, + "source": [ + "# Arbol de decisiones sin optimizacion" + ] + }, + { + "cell_type": "markdown", + "id": "e1a63e7c", + "metadata": {}, + "source": [ + "Vamos a comenzar creando un arbol de decisiones que tenga en cuenta todas las columnas. \\\n", + "Luego, vamos a realizar una optimizacion y vamos a optimizar dicho arbol para luego comparar resultados." + ] + }, + { + "cell_type": "markdown", + "id": "82f6c8e4", + "metadata": {}, + "source": [ + "## Cargamos nuestro dataframe del checkpoint pasado\n", + "\n", + "Vamos a crear una copia de nuestro dataframe para la creacion del arbol" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "92afde5e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "El data frame esta compuesto por 56883 filas y 33 columnas\n" + ] + } + ], + "source": [ + "hotelsdfCheckpoint1 = pd.read_csv(\"./dataframeCheckpoint1.csv\")\n", + "hotelsdfArbol = hotelsdfCheckpoint1.copy()\n", + "print(\"El data frame esta compuesto por \"f\"{hotelsdfArbol.shape[0]}\"\" filas y \"f\"{hotelsdfArbol.shape[1]}\"\" columnas\")" + ] + }, + { + "cell_type": "markdown", + "id": "86c0852c", + "metadata": {}, + "source": [ + "Un vistazo básico a la información contenida en el dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b4c840cc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_num...days_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceleddias_totales
00City Hotel492016September375121...0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac468913
11Resort Hotel42015October4431012...0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b101
3659039831City Hotel22016February78111...0Transient75.0001Check-Out2016-02-1021331e4b-e58e-41e4-bbe8-e50c87f0b12602
1448515822City Hotel562017March1221032...0Transient85.0000Canceled2017-01-24cceac53c-d088-4eff-be78-ca4bee4b7a9e13
1599317462Resort Hotel1622016June2410022...0Transient72.0001Canceled2016-04-2114147df2-1e48-468b-a832-43b13b781cdf12
3261335480Resort Hotel1742017August327372...0Transient232.0003Check-Out2017-08-177dc0fac3-adb5-4972-a0d9-05f95f5fa139010
4043644026City Hotel102016July283212...0Transient166.0001Check-Out2016-07-0629f31dce-0ebc-4aa6-81f9-6eef155ac57603
5688161911Resort Hotel1432015October4110252...0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d15917
5688261912City Hotel572016April1717252...0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e3817
\n", + "

9 rows × 33 columns

\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 hotel_name lead_time arrival_year arrival_month \\\n", + "0 0 City Hotel 49 2016 September \n", + "1 1 Resort Hotel 4 2015 October \n", + "36590 39831 City Hotel 2 2016 February \n", + "14485 15822 City Hotel 56 2017 March \n", + "15993 17462 Resort Hotel 162 2016 June \n", + "32613 35480 Resort Hotel 174 2017 August \n", + "40436 44026 City Hotel 10 2016 July \n", + "56881 61911 Resort Hotel 143 2015 October \n", + "56882 61912 City Hotel 57 2016 April \n", + "\n", + " arrival_week_number arrival_month_day weekend_nights_num \\\n", + "0 37 5 1 \n", + "1 44 31 0 \n", + "36590 7 8 1 \n", + "14485 12 21 0 \n", + "15993 24 10 0 \n", + "32613 32 7 3 \n", + "40436 28 3 2 \n", + "56881 41 10 2 \n", + "56882 17 17 2 \n", + "\n", + " week_nights_num adult_num ... days_in_waiting_list customer_type \\\n", + "0 2 1 ... 0 Transient \n", + "1 1 2 ... 0 Transient \n", + "36590 1 1 ... 0 Transient \n", + "14485 3 2 ... 0 Transient \n", + "15993 2 2 ... 0 Transient \n", + "32613 7 2 ... 0 Transient \n", + "40436 1 2 ... 0 Transient \n", + "56881 5 2 ... 0 Transient \n", + "56882 5 2 ... 0 Transient \n", + "\n", + " average_daily_rate required_car_parking_spaces_num special_requests_num \\\n", + "0 115.50 0 1 \n", + "1 42.00 1 0 \n", + "36590 75.00 0 1 \n", + "14485 85.00 0 0 \n", + "15993 72.00 0 1 \n", + "32613 232.00 0 3 \n", + "40436 166.00 0 1 \n", + "56881 36.05 0 0 \n", + "56882 143.29 0 0 \n", + "\n", + " reservation_status reservation_status_date \\\n", + "0 Canceled 2016-08-25 \n", + "1 Check-Out 2015-11-01 \n", + "36590 Check-Out 2016-02-10 \n", + "14485 Canceled 2017-01-24 \n", + "15993 Canceled 2016-04-21 \n", + "32613 Check-Out 2017-08-17 \n", + "40436 Check-Out 2016-07-06 \n", + "56881 Canceled 2015-07-08 \n", + "56882 Canceled 2016-04-09 \n", + "\n", + " booking_id is_canceled dias_totales \n", + "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 3 \n", + "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 1 \n", + "36590 21331e4b-e58e-41e4-bbe8-e50c87f0b126 0 2 \n", + "14485 cceac53c-d088-4eff-be78-ca4bee4b7a9e 1 3 \n", + "15993 14147df2-1e48-468b-a832-43b13b781cdf 1 2 \n", + "32613 7dc0fac3-adb5-4972-a0d9-05f95f5fa139 0 10 \n", + "40436 29f31dce-0ebc-4aa6-81f9-6eef155ac576 0 3 \n", + "56881 01906859-1094-4e37-b13e-b015b594d159 1 7 \n", + "56882 7137e599-4442-41fb-b147-4aba9f344e38 1 7 \n", + "\n", + "[9 rows x 33 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.concat([hotelsdfArbol.head(2), hotelsdfArbol.sample(5), hotelsdfArbol.tail(2)])" + ] + }, + { + "cell_type": "markdown", + "id": "8d25ac7e", + "metadata": {}, + "source": [ + "Vemos que tenemos una columa extra \"Unnamed: 0\". Esta hace referencia la columna de origen del registro. Procedemos a borrarla" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "15865d9d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "hotelsdfArbol.drop(\"Unnamed: 0\", axis=1, inplace=True)\n", + "hotelsdfArbol.reset_index(drop=True)\n", + "print()" + ] + }, + { + "cell_type": "markdown", + "id": "277396d0", + "metadata": {}, + "source": [ + "## Transformacion de las columnas para la creacion del arbol" + ] + }, + { + "cell_type": "markdown", + "id": "dc32546a", + "metadata": {}, + "source": [ + "Para poder usar el arbol de sklearn, tenemos que transformar todas nuestras columnas no numericas a valores numericos. \\\n", + "Dichas columnas son las siguientes:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "cea83a02", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['hotel_name',\n", + " 'arrival_month',\n", + " 'meal_type',\n", + " 'country',\n", + " 'market_segment_type',\n", + " 'distribution_channel',\n", + " 'reserved_room_type',\n", + " 'assigned_room_type',\n", + " 'deposit_type',\n", + " 'customer_type',\n", + " 'reservation_status',\n", + " 'reservation_status_date',\n", + " 'booking_id']" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valoresAConvertir = hotelsdfArbol.dtypes[(hotelsdfArbol.dtypes !='int64') & (hotelsdfArbol.dtypes !='float64')].index\n", + "valoresAConvertir = valoresAConvertir.to_list()\n", + "valoresAConvertir" + ] + }, + { + "cell_type": "markdown", + "id": "92f02f85", + "metadata": {}, + "source": [ + "Sin embargo, no todas estas columnas nos van a servir para nuestro analisis.\n" + ] + }, + { + "cell_type": "markdown", + "id": "aa59c524", + "metadata": {}, + "source": [ + "### Booking ID" + ] + }, + { + "cell_type": "markdown", + "id": "2f574324", + "metadata": {}, + "source": [ + "Vamos a empezar removiendo booking\\_id visto en como no la necesitamos para analisis" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ecf4e35f", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfArbol.drop(\"booking_id\", axis=1, inplace=True)\n", + "hotelsdfArbol.reset_index(drop=True)\n", + "valoresAConvertir.remove('booking_id')" + ] + }, + { + "cell_type": "markdown", + "id": "86ad27a8", + "metadata": {}, + "source": [ + "### Reservation Status & Reservation status date" + ] + }, + { + "cell_type": "markdown", + "id": "0c992437", + "metadata": {}, + "source": [ + "Reservation Status nos dice el estado de la reservacion, si fue cancelada o no y reservation status date nos marca la fecha en la que cambio el estado. \n", + "Estas dos columnas nos son redundantes" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "724b4e69", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfArbol.drop(\"reservation_status\", axis=1, inplace=True)\n", + "hotelsdfArbol.reset_index(drop=True)\n", + "valoresAConvertir.remove('reservation_status')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "850ff72a", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfArbol.drop(\"reservation_status_date\", axis=1, inplace=True)\n", + "hotelsdfArbol.reset_index(drop=True)\n", + "valoresAConvertir.remove('reservation_status_date')" + ] + }, + { + "cell_type": "markdown", + "id": "ee24e956", + "metadata": {}, + "source": [ + "### Country\n", + "Country toma una amplia cantidad de valores como vimos en el analisis univariado. Asique decidimos agrupar los paises por continente para poder usar la variable" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "8d7ad8d2", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfArbol[\"continente\"] = hotelsdfArbol[\"country\"].replace(COUNTRY_ALPHA3_TO_COUNTRY_ALPHA2)\n", + "hotelsdfArbol[\"continente\"] = hotelsdfArbol[\"continente\"].replace(COUNTRY_ALPHA2_TO_CONTINENT)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1b216e23", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['USA', 'PRT', 'CHE', 'FRA', 'AGO', 'GBR', 'DEU', 'ESP', 'ROU', 'SWE', 'IRL', 'CN', 'ITA', 'NLD', 'NOR', 'MAR', 'BEL', 'ISR', 'KOR', 'IND', 'TUN', 'JPN', 'FIN', 'TUR', 'CHN', 'AUT', 'ZAF', 'LUX', 'BRA', 'POL', 'DNK', 'IRN', 'RUS', 'VEN', 'AUS', 'MLT', 'BGR', 'GEO', 'SRB', 'PHL', 'ARG', 'LVA', 'LTU', 'ARE', 'VNM', 'MOZ', 'THA', 'MEX', 'HUN', 'DZA', 'GAB', 'UKR', 'SVN', 'HRV', 'SVK', 'CHL', 'BLR', 'CPV', 'CRI', 'EST', 'TWN', 'ALB', 'SGP', 'IDN', 'DOM', 'MUS', 'OMN', 'EGY', 'SAU', 'NZL', 'FRO', 'CYP', 'PER', 'CZE', 'GRC', 'ARM', 'COL', 'PAK', 'MDG', 'HKG', 'MYS', 'MKD', 'ISL', 'BIH', 'NGA', 'AZE', 'MAC', 'JEY', 'SUR', 'KWT', 'BGD', 'IRQ', 'MDV', 'GGY', 'VGB', 'ECU', 'URY', 'ETH', 'LBN', 'BOL', 'QAT', 'JOR', 'COM', 'GNB', 'UGA', 'BEN', 'GIB', 'SEN', 'TZA', 'LBY', 'SYC', 'PRY', 'MNE', 'ZWE', 'CAF', 'ATA', 'MWI', 'JAM', 'AND', 'LIE', 'FJI', 'PRI', 'TJK', 'LKA', 'KAZ', 'HND', 'PAN', 'CMR', 'KEN', 'UMI', 'MYT', 'PYF', 'GLP', 'BRB', 'CIV', 'ZMB', 'CUB', 'TGO', 'SYR', 'SDN', 'NAM', 'GHA', 'GTM', 'BHR', 'STP', 'MCO', 'IMN', 'KNA', 'RWA']\n" + ] + } + ], + "source": [ + "country = hotelsdfArbol['country'].unique().tolist()\n", + "print(country) " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c1c386ca", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['North America', 'Europe', 'Africa', 'Asia', 'South America', 'Oceania', 'ATA', 'UMI']\n" + ] + } + ], + "source": [ + "country = hotelsdfArbol['continente'].unique().tolist()\n", + "print(country) " + ] + }, + { + "cell_type": "markdown", + "id": "832692ce", + "metadata": {}, + "source": [ + "Viendo estos resultados vemos que hay dos outliers que no logramos identificar en el analisis univariado." + ] + }, + { + "cell_type": "markdown", + "id": "4951efc1", + "metadata": {}, + "source": [ + "\"ATA\" refiere al **continente** de Antartida. Al ser un valor tan fuera de lo comun y tener una sola ocurrencia decidimos eliminarlo del dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b68e5b48", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "hotelsdfArbol.drop((hotelsdfArbol[hotelsdfArbol[\"country\"] == \"ATA\"].index.values),inplace=True)\n", + "hotelsdfArbol.reset_index(drop=True)\n", + "print()" + ] + }, + { + "cell_type": "markdown", + "id": "e2b9a40c", + "metadata": {}, + "source": [ + "\"UMI\" hace referenca a unas islas cerca de Hawaii. Al ser un unico caso y tener una poblacion de 300 habitantes, decidimos considerarlo como Estados Unidos, es decir America del Norte\n", + "\n", + "Fuentes:\n", + "- https://www.iso.org/obp/ui/#iso:code:3166:UM\n", + "- https://en.wikipedia.org/wiki/United_States_Minor_Outlying_Islands" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "fae109f2", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfArbol.loc[hotelsdfArbol['country'] == \"UMI\", 'country'] = 'North America'\n", + "hotelsdfArbol.loc[hotelsdfArbol['continente'] == \"UMI\", 'continente'] = 'North America'" + ] + }, + { + "cell_type": "markdown", + "id": "a1fa2886", + "metadata": {}, + "source": [ + "Con estos nuevos cambios, la columna continente toma los siguientes valores" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a42cc022", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['North America', 'Europe', 'Africa', 'Asia', 'South America', 'Oceania']\n" + ] + } + ], + "source": [ + "continente = hotelsdfArbol['continente'].unique().tolist()\n", + "print(continente) " + ] + }, + { + "cell_type": "markdown", + "id": "e86b256c", + "metadata": {}, + "source": [ + "Procedemos a dropear la columna de country" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a32215e9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...deposit_typeagent_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numis_canceleddias_totalescontinente
0City Hotel492016September3751210...No Deposit90Transient115.500113North America
1Resort Hotel42015October44310120...No Deposit00Transient42.001001Europe
2City Hotel252016October42130122...No Deposit90Transient229.000201Europe
3City Hotel262016December51122520...Non Refund1540Transient75.000017Europe
4City Hotel1042017March12192520...No Deposit200Transient-Party75.000107Europe
..................................................................
56877Resort Hotel242017January4270220...No Deposit2400Transient48.000112Europe
56878City Hotel02016September3620110...No Deposit00Transient149.000001Europe
56879City Hotel102017May1981210...No Deposit00Transient95.000003Europe
56880Resort Hotel1432015October41102520...Non Refund960Transient36.050017Europe
56881City Hotel572016April17172520...No Deposit90Transient143.290017Asia
\n", + "

56882 rows × 29 columns

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" + ], + "text/plain": [ + " hotel_name lead_time arrival_year arrival_month \\\n", + "0 City Hotel 49 2016 September \n", + "1 Resort Hotel 4 2015 October \n", + "2 City Hotel 25 2016 October \n", + "3 City Hotel 26 2016 December \n", + "4 City Hotel 104 2017 March \n", + "... ... ... ... ... \n", + "56877 Resort Hotel 24 2017 January \n", + "56878 City Hotel 0 2016 September \n", + "56879 City Hotel 10 2017 May \n", + "56880 Resort Hotel 143 2015 October \n", + "56881 City Hotel 57 2016 April \n", + "\n", + " arrival_week_number arrival_month_day weekend_nights_num \\\n", + "0 37 5 1 \n", + "1 44 31 0 \n", + "2 42 13 0 \n", + "3 51 12 2 \n", + "4 12 19 2 \n", + "... ... ... ... \n", + "56877 4 27 0 \n", + "56878 36 2 0 \n", + "56879 19 8 1 \n", + "56880 41 10 2 \n", + "56881 17 17 2 \n", + "\n", + " week_nights_num adult_num children_num ... deposit_type agent_id \\\n", + "0 2 1 0 ... No Deposit 9 \n", + "1 1 2 0 ... No Deposit 0 \n", + "2 1 2 2 ... No Deposit 9 \n", + "3 5 2 0 ... Non Refund 154 \n", + "4 5 2 0 ... No Deposit 20 \n", + "... ... ... ... ... ... ... \n", + "56877 2 2 0 ... No Deposit 240 \n", + "56878 1 1 0 ... No Deposit 0 \n", + "56879 2 1 0 ... No Deposit 0 \n", + "56880 5 2 0 ... Non Refund 96 \n", + "56881 5 2 0 ... No Deposit 9 \n", + "\n", + " days_in_waiting_list customer_type average_daily_rate \\\n", + "0 0 Transient 115.50 \n", + "1 0 Transient 42.00 \n", + "2 0 Transient 229.00 \n", + "3 0 Transient 75.00 \n", + "4 0 Transient-Party 75.00 \n", + "... ... ... ... \n", + "56877 0 Transient 48.00 \n", + "56878 0 Transient 149.00 \n", + "56879 0 Transient 95.00 \n", + "56880 0 Transient 36.05 \n", + "56881 0 Transient 143.29 \n", + "\n", + " required_car_parking_spaces_num special_requests_num is_canceled \\\n", + "0 0 1 1 \n", + "1 1 0 0 \n", + "2 0 2 0 \n", + "3 0 0 1 \n", + "4 0 1 0 \n", + "... ... ... ... \n", + "56877 0 1 1 \n", + "56878 0 0 0 \n", + "56879 0 0 0 \n", + "56880 0 0 1 \n", + "56881 0 0 1 \n", + "\n", + " dias_totales continente \n", + "0 3 North America \n", + "1 1 Europe \n", + "2 1 Europe \n", + "3 7 Europe \n", + "4 7 Europe \n", + "... ... ... \n", + "56877 2 Europe \n", + "56878 1 Europe \n", + "56879 3 Europe \n", + "56880 7 Europe \n", + "56881 7 Asia \n", + "\n", + "[56882 rows x 29 columns]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hotelsdfArbol=hotelsdfArbol.drop(['country'], axis='columns', inplace=False)\n", + "valoresAConvertir.remove('country')\n", + "valoresAConvertir.append('continente')\n", + "hotelsdfArbol.reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "163b79cc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['hotel_name',\n", + " 'arrival_month',\n", + " 'meal_type',\n", + " 'market_segment_type',\n", + " 'distribution_channel',\n", + " 'reserved_room_type',\n", + " 'assigned_room_type',\n", + " 'deposit_type',\n", + " 'customer_type',\n", + " 'continente']" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valoresAConvertir" + ] + }, + { + "cell_type": "markdown", + "id": "821f12ae", + "metadata": {}, + "source": [ + "### One hot encoding" + ] + }, + { + "cell_type": "markdown", + "id": "d26b84e8", + "metadata": {}, + "source": [ + "Vamos a transformar dichas variables categoricas con la tecnica de one hot encoding. \\\n", + "Esto va a crear una serie de nuevas columnas con todos los posibles de la variable categorica. En cada columna va a haber un 1 o un 0 para indicar el valor del registro de esa variable. \\\n", + "Una de las columnas (en este caso la primera) es eliminada ya que, si todas las otras columnas son falsas, significa que la variable toma el valor de la columna eliminada. \\\n", + "Esto lo podemos hacer gracias a que eliminamos todos nuestros valores faltantes en las secciones anteriores." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "185dfec0", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfArbol = pd.get_dummies(hotelsdfArbol, columns=valoresAConvertir, drop_first=True)" + ] + }, + { + "cell_type": "markdown", + "id": "35a1916a", + "metadata": {}, + "source": [ + "Vamos a observar como nos quedo el dataframe despues del one hot encoding" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "f37169e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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lead_timearrival_yeararrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_numbabies_numis_repeated_guest...deposit_type_Non Refunddeposit_type_Refundablecustomer_type_Groupcustomer_type_Transientcustomer_type_Transient-Partycontinente_Asiacontinente_Europecontinente_North Americacontinente_Oceaniacontinente_South America
0492016375121000...0001000100
1420154431012000...0001001000
22520164213012200...0001001000
32620165112252000...1001001000
410420171219252000...0000101000
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5 rows × 70 columns

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" + ], + "text/plain": [ + " lead_time arrival_year arrival_week_number arrival_month_day \\\n", + "0 49 2016 37 5 \n", + "1 4 2015 44 31 \n", + "2 25 2016 42 13 \n", + "3 26 2016 51 12 \n", + "4 104 2017 12 19 \n", + "\n", + " weekend_nights_num week_nights_num adult_num children_num babies_num \\\n", + "0 1 2 1 0 0 \n", + "1 0 1 2 0 0 \n", + "2 0 1 2 2 0 \n", + "3 2 5 2 0 0 \n", + "4 2 5 2 0 0 \n", + "\n", + " is_repeated_guest ... deposit_type_Non Refund deposit_type_Refundable \\\n", + "0 0 ... 0 0 \n", + "1 0 ... 0 0 \n", + "2 0 ... 0 0 \n", + "3 0 ... 1 0 \n", + "4 0 ... 0 0 \n", + "\n", + " customer_type_Group customer_type_Transient \\\n", + "0 0 1 \n", + "1 0 1 \n", + "2 0 1 \n", + "3 0 1 \n", + "4 0 0 \n", + "\n", + " customer_type_Transient-Party continente_Asia continente_Europe \\\n", + "0 0 0 0 \n", + "1 0 0 1 \n", + "2 0 0 1 \n", + "3 0 0 1 \n", + "4 1 0 1 \n", + "\n", + " continente_North America continente_Oceania continente_South America \n", + "0 1 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + "\n", + "[5 rows x 70 columns]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hotelsdfArbol.head()" + ] + }, + { + "cell_type": "markdown", + "id": "4d3e0924", + "metadata": {}, + "source": [ + "Observamos que hay una **gran** cantidad de columnas" + ] + }, + { + "cell_type": "markdown", + "id": "acf11bdc", + "metadata": {}, + "source": [ + "### Aplicamos mismas modificaciones al dataset de testeo" + ] + }, + { + "cell_type": "markdown", + "id": "bbd743f1", + "metadata": {}, + "source": [ + "Ahora vamos a aplicar las mismas modificaciones y encodings al dataframe de testeo para poder aplicarle el modelo" + ] + }, + { + "cell_type": "markdown", + "id": "e10c948b", + "metadata": {}, + "source": [ + "Empezamos cambiando el nombre de las columnas para que coincida con el de nuestro dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "3b4bd407", + "metadata": {}, + "outputs": [], + "source": [ + "nuevas_columnas = {\n", + " 'adr':'average_daily_rate',\n", + " 'adults':'adult_num',\n", + " 'agent':'agent_id',\n", + " 'arrival_date_day_of_month':'arrival_month_day',\n", + " 'arrival_date_month':'arrival_month',\n", + " 'arrival_date_week_number':'arrival_week_number',\n", + " 'arrival_date_year':'arrival_year',\n", + " 'assigned_room_type':'assigned_room_type',\n", + " 'babies':'babies_num',\n", + " 'booking_changes':'booking_changes_num',\n", + " 'children':'children_num',\n", + " 'company':'company_id',\n", + " 'country':'country',\n", + " 'customer_type':'customer_type',\n", + " 'days_in_waiting_list':'days_in_waiting_list',\n", + " 'deposit_type':'deposit_type',\n", + " 'distribution_channel':'distribution_channel',\n", + " 'hotel':'hotel_name',\n", + " 'id':'booking_id',\n", + " 'is_repeated_guest':'is_repeated_guest',\n", + " 'lead_time':'lead_time',\n", + " 'market_segment':'market_segment_type',\n", + " 'meal':'meal_type',\n", + " 'previous_bookings_not_canceled':'previous_bookings_not_canceled_num',\n", + " 'previous_cancellations':'previous_cancellations_num',\n", + " 'required_car_parking_spaces':'required_car_parking_spaces_num',\n", + " 'reserved_room_type':'reserved_room_type',\n", + " 'stays_in_weekend_nights':'weekend_nights_num',\n", + " 'stays_in_week_nights':'week_nights_num',\n", + " 'total_of_special_requests':'special_requests_num',\n", + "}\n", + "\n", + "hotelsdfTesteo.rename(columns = nuevas_columnas, inplace = True)" + ] + }, + { + "cell_type": "markdown", + "id": "2bf8edd3", + "metadata": {}, + "source": [ + "Antes de nada, vamos a procesar todos los datos faltantes del dataframe." + ] + }, + { + "cell_type": "markdown", + "id": "76f6709f", + "metadata": {}, + "source": [ + "#### Dias Totales" + ] + }, + { + "cell_type": "markdown", + "id": "5fd4796b", + "metadata": {}, + "source": [ + "Anadimos la columna que creamos en el checkpoint 1" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "04fb20a7", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfTesteo[\"dias_totales\"] = hotelsdfTesteo[\"week_nights_num\"] + hotelsdfTesteo[\"weekend_nights_num\"]" + ] + }, + { + "cell_type": "markdown", + "id": "dca9a623", + "metadata": {}, + "source": [ + "#### Datos faltantes" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "c212d17d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "hotel_name 0\n", + "lead_time 0\n", + "arrival_year 0\n", + "arrival_month 0\n", + "arrival_week_number 0\n", + "arrival_month_day 0\n", + "weekend_nights_num 0\n", + "week_nights_num 0\n", + "adult_num 0\n", + "children_num 0\n", + "babies_num 0\n", + "meal_type 0\n", + "country 95\n", + "market_segment_type 0\n", + "distribution_channel 0\n", + "is_repeated_guest 0\n", + "previous_cancellations_num 0\n", + "previous_bookings_not_canceled_num 0\n", + "reserved_room_type 0\n", + "assigned_room_type 0\n", + "booking_changes_num 0\n", + "deposit_type 0\n", + "agent_id 3363\n", + "company_id 25218\n", + "days_in_waiting_list 0\n", + "customer_type 0\n", + "average_daily_rate 0\n", + "required_car_parking_spaces_num 0\n", + "special_requests_num 0\n", + "reservation_status_date 0\n", + "booking_id 0\n", + "dias_totales 0\n", + "dtype: int64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hotelsdfTesteo.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "1032a6aa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Vemos que 'company id' tiene un 95.03674392312041% de datos faltantes.\n", + "Por esto decidimos eliminar la columna (tanto en el dataset de testeo como en el de entrenamiento)\n" + ] + } + ], + "source": [ + "print(\"Vemos que 'company id' tiene un \" + str( (hotelsdfTesteo[\"company_id\"].isnull().sum() * 100) / len(hotelsdfTesteo) ) + \"% de datos faltantes.\")\n", + "print(\"Por esto decidimos eliminar la columna (tanto en el dataset de testeo como en el de entrenamiento)\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "c6ca3325", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...deposit_typeagent_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_status_datebooking_iddias_totales
0City Hotel2772016November4671220.0...Non RefundNaN0Transient100.00002016-04-04e6d0d58a-ab96-44d3-b28f-85df1cc15f1e3
1City Hotel2862016May20110420.0...No Deposit30.0176Transient-Party101.00002016-01-22aba9aac2-4495-4645-a60e-90328713c9994
2City Hotel02016August35230130.0...No DepositNaN0Transient225.00022016-08-24b345b5dc-c804-4d77-a39f-1f4e65d1f1ad1
3Resort Hotel1962016October44292522.0...No Deposit240.00Transient96.00002016-11-05ce1b400e-afa1-4946-bdff-004b859eb61c7
4Resort Hotel2322016November48262120.0...Non Refund11.00Transient30.00002016-10-18c4fbec0d-8e2e-4db2-9d4f-a6ccb9f512143
..................................................................
26530City Hotel312017April16212320.0...No Deposit21.00Transient-Party85.00002017-04-26636ccded-66ad-4538-8006-c0b9f84c62565
26531City Hotel1302016September3632120.0...No Deposit42.00Transient80.75002016-09-0611e19741-bd28-4459-8ea3-184f1664000f3
26532Resort Hotel452016August35221120.0...No Deposit240.00Transient231.00002016-08-0436a4c7b0-d6b1-4528-93db-311be96ec1c62
26533City Hotel1642017August32102420.0...No Deposit85.00Transient80.10002017-03-0789c85fa5-2b3d-4131-844c-e151a65ca2406
26534Resort Hotel1362016March13240320.0...No Deposit387.00Transient-Party84.00002016-03-27bd4e9eee-f28e-4a53-b4a1-277426efbcee3
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26535 rows × 31 columns

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" + ], + "text/plain": [ + " hotel_name lead_time arrival_year arrival_month \\\n", + "0 City Hotel 277 2016 November \n", + "1 City Hotel 286 2016 May \n", + "2 City Hotel 0 2016 August \n", + "3 Resort Hotel 196 2016 October \n", + "4 Resort Hotel 232 2016 November \n", + "... ... ... ... ... \n", + "26530 City Hotel 31 2017 April \n", + "26531 City Hotel 130 2016 September \n", + "26532 Resort Hotel 45 2016 August \n", + "26533 City Hotel 164 2017 August \n", + "26534 Resort Hotel 136 2016 March \n", + "\n", + " arrival_week_number arrival_month_day weekend_nights_num \\\n", + "0 46 7 1 \n", + "1 20 11 0 \n", + "2 35 23 0 \n", + "3 44 29 2 \n", + "4 48 26 2 \n", + "... ... ... ... \n", + "26530 16 21 2 \n", + "26531 36 3 2 \n", + "26532 35 22 1 \n", + "26533 32 10 2 \n", + "26534 13 24 0 \n", + "\n", + " week_nights_num adult_num children_num ... deposit_type agent_id \\\n", + "0 2 2 0.0 ... Non Refund NaN \n", + "1 4 2 0.0 ... No Deposit 30.0 \n", + "2 1 3 0.0 ... No Deposit NaN \n", + "3 5 2 2.0 ... No Deposit 240.0 \n", + "4 1 2 0.0 ... Non Refund 11.0 \n", + "... ... ... ... ... ... ... \n", + "26530 3 2 0.0 ... No Deposit 21.0 \n", + "26531 1 2 0.0 ... No Deposit 42.0 \n", + "26532 1 2 0.0 ... No Deposit 240.0 \n", + "26533 4 2 0.0 ... No Deposit 85.0 \n", + "26534 3 2 0.0 ... No Deposit 387.0 \n", + "\n", + " days_in_waiting_list customer_type average_daily_rate \\\n", + "0 0 Transient 100.00 \n", + "1 176 Transient-Party 101.00 \n", + "2 0 Transient 225.00 \n", + "3 0 Transient 96.00 \n", + "4 0 Transient 30.00 \n", + "... ... ... ... \n", + "26530 0 Transient-Party 85.00 \n", + "26531 0 Transient 80.75 \n", + "26532 0 Transient 231.00 \n", + "26533 0 Transient 80.10 \n", + "26534 0 Transient-Party 84.00 \n", + "\n", + " required_car_parking_spaces_num special_requests_num \\\n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 2 \n", + "3 0 0 \n", + "4 0 0 \n", + "... ... ... \n", + "26530 0 0 \n", + "26531 0 0 \n", + "26532 0 0 \n", + "26533 0 0 \n", + "26534 0 0 \n", + "\n", + " reservation_status_date booking_id \\\n", + "0 2016-04-04 e6d0d58a-ab96-44d3-b28f-85df1cc15f1e \n", + "1 2016-01-22 aba9aac2-4495-4645-a60e-90328713c999 \n", + "2 2016-08-24 b345b5dc-c804-4d77-a39f-1f4e65d1f1ad \n", + "3 2016-11-05 ce1b400e-afa1-4946-bdff-004b859eb61c \n", + "4 2016-10-18 c4fbec0d-8e2e-4db2-9d4f-a6ccb9f51214 \n", + "... ... ... \n", + "26530 2017-04-26 636ccded-66ad-4538-8006-c0b9f84c6256 \n", + "26531 2016-09-06 11e19741-bd28-4459-8ea3-184f1664000f \n", + "26532 2016-08-04 36a4c7b0-d6b1-4528-93db-311be96ec1c6 \n", + "26533 2017-03-07 89c85fa5-2b3d-4131-844c-e151a65ca240 \n", + "26534 2016-03-27 bd4e9eee-f28e-4a53-b4a1-277426efbcee \n", + "\n", + " dias_totales \n", + "0 3 \n", + "1 4 \n", + "2 1 \n", + "3 7 \n", + "4 3 \n", + "... ... \n", + "26530 5 \n", + "26531 3 \n", + "26532 2 \n", + "26533 6 \n", + "26534 3 \n", + "\n", + "[26535 rows x 31 columns]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hotelsdfTesteo.drop(\"company_id\", axis=1, inplace=True)\n", + "hotelsdfTesteo.reset_index(drop=True)" + ] + }, + { + "cell_type": "markdown", + "id": "8fdb3cca", + "metadata": {}, + "source": [ + "### Valores a convertir" + ] + }, + { + "cell_type": "markdown", + "id": "c83bec74", + "metadata": {}, + "source": [ + "Siempre posible, vamos a aplicar el mismo criterio que arriba" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "f0e3e950", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['hotel_name',\n", + " 'arrival_month',\n", + " 'meal_type',\n", + " 'country',\n", + " 'market_segment_type',\n", + " 'distribution_channel',\n", + " 'reserved_room_type',\n", + " 'assigned_room_type',\n", + " 'deposit_type',\n", + " 'customer_type',\n", + " 'reservation_status_date',\n", + " 'booking_id']" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valoresAConvertirTesteo = hotelsdfTesteo.dtypes[(hotelsdfTesteo.dtypes !='int64') & (hotelsdfTesteo.dtypes !='float64')].index\n", + "valoresAConvertirTesteo = valoresAConvertirTesteo.to_list()\n", + "valoresAConvertirTesteo" + ] + }, + { + "cell_type": "markdown", + "id": "d4577f5e", + "metadata": {}, + "source": [ + "#### Booking ID" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "3f933acd", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfTesteo.drop(\"booking_id\", axis=1, inplace=True)\n", + "hotelsdfTesteo.reset_index(drop=True)\n", + "valoresAConvertirTesteo.remove('booking_id')" + ] + }, + { + "cell_type": "markdown", + "id": "2a963736", + "metadata": {}, + "source": [ + "#### Agent ID" + ] + }, + { + "cell_type": "markdown", + "id": "a0371783", + "metadata": {}, + "source": [ + "Tomamos el mismo criterio que el checkpoint 1. Transformamos a 0" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a18dae78", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfTesteo.loc[hotelsdfTesteo['agent_id'].isnull(), 'agent_id'] = 0" + ] + }, + { + "cell_type": "markdown", + "id": "e532ea9d", + "metadata": {}, + "source": [ + "#### Reservation Status & Reservation status date\n" + ] + }, + { + "cell_type": "markdown", + "id": "f34c88a8", + "metadata": {}, + "source": [ + "Dropeamos estas columnas debido a que no nos dan ninguna informacion adicional" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "f09295e6", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfTesteo.drop(\"reservation_status_date\", axis=1, inplace=True)\n", + "hotelsdfTesteo.reset_index(drop=True)\n", + "valoresAConvertirTesteo.remove('reservation_status_date')" + ] + }, + { + "cell_type": "markdown", + "id": "a6fd0735", + "metadata": {}, + "source": [ + "#### Country y Continents" + ] + }, + { + "cell_type": "markdown", + "id": "da60b1b6", + "metadata": {}, + "source": [ + "Para los valores faltantes de country tomamos el mismo criterio del checkpoint 1. Los convertimos en portugal" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "0631733b", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfTesteo.loc[hotelsdfTesteo['country'].isnull(), 'country'] = 'PRT'" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "286fa557", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfTesteo[\"continente\"] = hotelsdfTesteo[\"country\"].replace(COUNTRY_ALPHA3_TO_COUNTRY_ALPHA2)\n", + "hotelsdfTesteo[\"continente\"] = hotelsdfTesteo[\"continente\"].replace(COUNTRY_ALPHA2_TO_CONTINENT)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "fd3907d2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['PRT', 'FRA', 'DEU', 'CN', 'GBR', 'ITA', 'IRL', 'USA', 'ESP', 'SWE', 'RWA', 'NLD', 'AUT', 'AUS', 'RUS', 'CHE', 'CHN', 'DNK', 'POL', 'BEL', 'BRA', 'TUR', 'NOR', 'EST', 'ISL', 'VEN', 'ISR', 'JPN', 'MAR', 'ATF', 'HRV', 'IRN', 'LTU', 'FIN', 'PER', 'LVA', 'KOR', 'LUX', 'JAM', 'HUN', 'DZA', 'TWN', 'ZWE', 'THA', 'ROU', 'IND', 'ARG', 'CHL', 'MEX', 'ARE', 'MOZ', 'SAU', 'URY', 'ECU', 'GRC', 'UZB', 'AGO', 'GIB', 'CZE', 'ZAF', 'TUN', 'TJK', 'BGR', 'COL', 'SRB', 'EGY', 'VNM', 'CYP', 'OMN', 'NZL', 'SUR', 'SVK', 'LBY', 'SGP', 'LBN', 'BLR', 'SEN', 'HKG', 'MDV', 'UKR', 'BIH', 'IDN', 'MAC', 'KWT', 'JOR', 'SLV', 'MYS', 'DMA', 'CMR', 'PHL', 'ASM', 'MLT', 'BGD', 'SVN', 'GHA', 'JEY', 'NGA', 'MCO', 'CPV', 'PAK', 'TZA', 'KAZ', 'BOL', 'DJI', 'QAT', 'IRQ', 'GNB', 'IMN', 'DOM', 'LIE', 'PRI', 'CUB', 'TMP', 'BHR', 'MKD', 'CAF', 'ALB', 'AND', 'MWI', 'PRY', 'LKA', 'GEO', 'CRI', 'UGA', 'GGY', 'ATA', 'SMR', 'BFA', 'MLI', 'BRB', 'GLP', 'KHM', 'STP', 'GAB', 'NIC']\n" + ] + } + ], + "source": [ + "country = hotelsdfTesteo['country'].unique().tolist()\n", + "valoresAConvertirTesteo.append(\"continente\")\n", + "print(country) " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "6bc4ccb1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Europe', 'Asia', 'North America', 'Africa', 'Oceania', 'South America', 'ATF', 'ATA']\n" + ] + } + ], + "source": [ + "continentes = hotelsdfTesteo['continente'].unique().tolist()\n", + "print(continentes) " + ] + }, + { + "cell_type": "markdown", + "id": "5b65dbac", + "metadata": {}, + "source": [ + "Tal como ocurrio con el dataset de Train, observamos que hay algunos continente (y por tanto sus paises y registros asociados) que parecen ser outliers.\n", + "Los estudiamos" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "463d14b4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...booking_changes_numdeposit_typeagent_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numdias_totalescontinente
17499City Hotel342016October42130210.0...0No Deposit14.00Transient175.5002ATA
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1 rows × 30 columns

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" + ], + "text/plain": [ + " hotel_name lead_time arrival_year arrival_month arrival_week_number \\\n", + "17499 City Hotel 34 2016 October 42 \n", + "\n", + " arrival_month_day weekend_nights_num week_nights_num adult_num \\\n", + "17499 13 0 2 1 \n", + "\n", + " children_num ... booking_changes_num deposit_type agent_id \\\n", + "17499 0.0 ... 0 No Deposit 14.0 \n", + "\n", + " days_in_waiting_list customer_type average_daily_rate \\\n", + "17499 0 Transient 175.5 \n", + "\n", + " required_car_parking_spaces_num special_requests_num dias_totales \\\n", + "17499 0 0 2 \n", + "\n", + " continente \n", + "17499 ATA \n", + "\n", + "[1 rows x 30 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hotelsdfTesteo[ hotelsdfTesteo['continente'] ==\"ATA\"]" + ] + }, + { + "cell_type": "markdown", + "id": "6db09369", + "metadata": {}, + "source": [ + "Hay un registro correspondiente a \"Antartida\". como no podemos dropearlo, le ponemos de continente \"north america\".\\\n", + "Le asignamos el valor de America del norte debido a que estados unidos es el pais con mas bases en la antartica" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "4393d415", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfTesteo.loc[hotelsdfTesteo['continente'] == \"ATA\", 'continente'] = \"North America\"" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "0e2cf99c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...booking_changes_numdeposit_typeagent_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numdias_totalescontinente
401City Hotel1162017July2722020.0...0No Deposit9.00Transient126.0002ATF
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1 rows × 30 columns

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" + ], + "text/plain": [ + " hotel_name lead_time arrival_year arrival_month arrival_week_number \\\n", + "401 City Hotel 116 2017 July 27 \n", + "\n", + " arrival_month_day weekend_nights_num week_nights_num adult_num \\\n", + "401 2 2 0 2 \n", + "\n", + " children_num ... booking_changes_num deposit_type agent_id \\\n", + "401 0.0 ... 0 No Deposit 9.0 \n", + "\n", + " days_in_waiting_list customer_type average_daily_rate \\\n", + "401 0 Transient 126.0 \n", + "\n", + " required_car_parking_spaces_num special_requests_num dias_totales \\\n", + "401 0 0 2 \n", + "\n", + " continente \n", + "401 ATF \n", + "\n", + "[1 rows x 30 columns]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hotelsdfTesteo[ hotelsdfTesteo['continente'] ==\"ATF\"]" + ] + }, + { + "cell_type": "markdown", + "id": "97a07965", + "metadata": {}, + "source": [ + "\"ATF\", que es la sigla de Fr. So. Ant. Tr (French southern and antartic lands).\n", + "Ponemos su contienente en Europa. " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "cabdf752", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfTesteo.loc[hotelsdfTesteo['continente'] == \"ATF\", 'continente'] = \"Europe\"" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "6c02e08c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...booking_changes_numdeposit_typeagent_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numdias_totalescontinente
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0 rows × 30 columns

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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [hotel_name, lead_time, arrival_year, arrival_month, arrival_week_number, arrival_month_day, weekend_nights_num, week_nights_num, adult_num, children_num, babies_num, meal_type, country, market_segment_type, distribution_channel, is_repeated_guest, previous_cancellations_num, previous_bookings_not_canceled_num, reserved_room_type, assigned_room_type, booking_changes_num, deposit_type, agent_id, days_in_waiting_list, customer_type, average_daily_rate, required_car_parking_spaces_num, special_requests_num, dias_totales, continente]\n", + "Index: []\n", + "\n", + "[0 rows x 30 columns]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hotelsdfTesteo[hotelsdfTesteo['continente'] ==\"ATF\"]" + ] + }, + { + "cell_type": "markdown", + "id": "164987db", + "metadata": {}, + "source": [ + "#### Analisis de valores faltantes de continente" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "253d8598", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...booking_changes_numdeposit_typeagent_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numdias_totalescontinente
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0 rows × 30 columns

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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [hotel_name, lead_time, arrival_year, arrival_month, arrival_week_number, arrival_month_day, weekend_nights_num, week_nights_num, adult_num, children_num, babies_num, meal_type, country, market_segment_type, distribution_channel, is_repeated_guest, previous_cancellations_num, previous_bookings_not_canceled_num, reserved_room_type, assigned_room_type, booking_changes_num, deposit_type, agent_id, days_in_waiting_list, customer_type, average_daily_rate, required_car_parking_spaces_num, special_requests_num, dias_totales, continente]\n", + "Index: []\n", + "\n", + "[0 rows x 30 columns]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hotelsdfTesteo[hotelsdfTesteo['continente'].isna()]" + ] + }, + { + "cell_type": "markdown", + "id": "0e7cea80", + "metadata": {}, + "source": [ + "Vemos que hay una serie de registros que no tienen el dato del pais. Sin embargo, no son muchos. Debido a esto, vamos a asignarle estos registros el valor de aquel contiente que tenga la mayor cantidad de registros" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "ae8674cc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Cantidad de registros')" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data = hotelsdfTesteo, x = 'continente', palette= 'Set2')\n", + "plt.title('Cantidad de registros por continente')\n", + "plt.xlabel('Continente')\n", + "plt.ylabel('Cantidad de registros')" + ] + }, + { + "cell_type": "markdown", + "id": "533f13a7", + "metadata": {}, + "source": [ + "Vemos que el continente con mayor cantidad de registros es europa, asique lo asignamos a ese valor" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "8bdc7453", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfTesteo.loc[hotelsdfTesteo['continente'].isnull(), 'country'] = 'Europe'" + ] + }, + { + "cell_type": "markdown", + "id": "2bd238ea", + "metadata": {}, + "source": [ + "Miro q se hayan cambiado bien todos los continentes y no haya valores raros" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "951a69f3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Europe', 'Asia', 'North America', 'Africa', 'Oceania', 'South America']\n" + ] + } + ], + "source": [ + "continentes = hotelsdfTesteo['continente'].unique().tolist()\n", + "print(continentes)" + ] + }, + { + "cell_type": "markdown", + "id": "dd6e3aa7", + "metadata": {}, + "source": [ + "Como hicimos con el dataset de train, y ya habiendo procesado la columna continente, dropeamos la columna country" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "ce7b8bdd", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfTesteo=hotelsdfTesteo.drop(['country'], axis='columns', inplace=False)\n", + "hotelsdfTesteo.reset_index(drop=True)\n", + "valoresAConvertirTesteo.remove('country')" + ] + }, + { + "cell_type": "markdown", + "id": "0b96e0f9", + "metadata": {}, + "source": [ + "#### previous bookings not cancelled" + ] + }, + { + "cell_type": "markdown", + "id": "3e584193", + "metadata": {}, + "source": [ + "Al igual q en el train, dropeamos esta col" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "dd40fd91", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...booking_changes_numdeposit_typeagent_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numdias_totalescontinente
0City Hotel2772016November4671220.0...0Non Refund0.00Transient100.00003Europe
1City Hotel2862016May20110420.0...0No Deposit30.0176Transient-Party101.00004Europe
2City Hotel02016August35230130.0...0No Deposit0.00Transient225.00021Europe
3Resort Hotel1962016October44292522.0...0No Deposit240.00Transient96.00007Europe
4Resort Hotel2322016November48262120.0...0Non Refund11.00Transient30.00003Europe
..................................................................
26530City Hotel312017April16212320.0...0No Deposit21.00Transient-Party85.00005Europe
26531City Hotel1302016September3632120.0...0No Deposit42.00Transient80.75003Europe
26532Resort Hotel452016August35221120.0...0No Deposit240.00Transient231.00002Europe
26533City Hotel1642017August32102420.0...0No Deposit85.00Transient80.10006Europe
26534Resort Hotel1362016March13240320.0...0No Deposit387.00Transient-Party84.00003Europe
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26535 rows × 28 columns

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" + ], + "text/plain": [ + " hotel_name lead_time arrival_year arrival_month \\\n", + "0 City Hotel 277 2016 November \n", + "1 City Hotel 286 2016 May \n", + "2 City Hotel 0 2016 August \n", + "3 Resort Hotel 196 2016 October \n", + "4 Resort Hotel 232 2016 November \n", + "... ... ... ... ... \n", + "26530 City Hotel 31 2017 April \n", + "26531 City Hotel 130 2016 September \n", + "26532 Resort Hotel 45 2016 August \n", + "26533 City Hotel 164 2017 August \n", + "26534 Resort Hotel 136 2016 March \n", + "\n", + " arrival_week_number arrival_month_day weekend_nights_num \\\n", + "0 46 7 1 \n", + "1 20 11 0 \n", + "2 35 23 0 \n", + "3 44 29 2 \n", + "4 48 26 2 \n", + "... ... ... ... \n", + "26530 16 21 2 \n", + "26531 36 3 2 \n", + "26532 35 22 1 \n", + "26533 32 10 2 \n", + "26534 13 24 0 \n", + "\n", + " week_nights_num adult_num children_num ... booking_changes_num \\\n", + "0 2 2 0.0 ... 0 \n", + "1 4 2 0.0 ... 0 \n", + "2 1 3 0.0 ... 0 \n", + "3 5 2 2.0 ... 0 \n", + "4 1 2 0.0 ... 0 \n", + "... ... ... ... ... ... \n", + "26530 3 2 0.0 ... 0 \n", + "26531 1 2 0.0 ... 0 \n", + "26532 1 2 0.0 ... 0 \n", + "26533 4 2 0.0 ... 0 \n", + "26534 3 2 0.0 ... 0 \n", + "\n", + " deposit_type agent_id days_in_waiting_list customer_type \\\n", + "0 Non Refund 0.0 0 Transient \n", + "1 No Deposit 30.0 176 Transient-Party \n", + "2 No Deposit 0.0 0 Transient \n", + "3 No Deposit 240.0 0 Transient \n", + "4 Non Refund 11.0 0 Transient \n", + "... ... ... ... ... \n", + "26530 No Deposit 21.0 0 Transient-Party \n", + "26531 No Deposit 42.0 0 Transient \n", + "26532 No Deposit 240.0 0 Transient \n", + "26533 No Deposit 85.0 0 Transient \n", + "26534 No Deposit 387.0 0 Transient-Party \n", + "\n", + " average_daily_rate required_car_parking_spaces_num \\\n", + "0 100.00 0 \n", + "1 101.00 0 \n", + "2 225.00 0 \n", + "3 96.00 0 \n", + "4 30.00 0 \n", + "... ... ... \n", + "26530 85.00 0 \n", + "26531 80.75 0 \n", + "26532 231.00 0 \n", + "26533 80.10 0 \n", + "26534 84.00 0 \n", + "\n", + " special_requests_num dias_totales continente \n", + "0 0 3 Europe \n", + "1 0 4 Europe \n", + "2 2 1 Europe \n", + "3 0 7 Europe \n", + "4 0 3 Europe \n", + "... ... ... ... \n", + "26530 0 5 Europe \n", + "26531 0 3 Europe \n", + "26532 0 2 Europe \n", + "26533 0 6 Europe \n", + "26534 0 3 Europe \n", + "\n", + "[26535 rows x 28 columns]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hotelsdfTesteo=hotelsdfTesteo.drop(['previous_bookings_not_canceled_num'], axis='columns', inplace=False)\n", + "hotelsdfTesteo.reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "ec5d2884", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "hotel_name 0\n", + "lead_time 0\n", + "arrival_year 0\n", + "arrival_month 0\n", + "arrival_week_number 0\n", + "arrival_month_day 0\n", + "weekend_nights_num 0\n", + "week_nights_num 0\n", + "adult_num 0\n", + "children_num 0\n", + "babies_num 0\n", + "meal_type 0\n", + "market_segment_type 0\n", + "distribution_channel 0\n", + "is_repeated_guest 0\n", + "previous_cancellations_num 0\n", + "reserved_room_type 0\n", + "assigned_room_type 0\n", + "booking_changes_num 0\n", + "deposit_type 0\n", + "agent_id 0\n", + "days_in_waiting_list 0\n", + "customer_type 0\n", + "average_daily_rate 0\n", + "required_car_parking_spaces_num 0\n", + "special_requests_num 0\n", + "dias_totales 0\n", + "continente 0\n", + "dtype: int64" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hotelsdfTesteo.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "d898a913", + "metadata": {}, + "source": [ + "### One hot encoding del testeo\n", + "\n", + "De la misma manera al dataset de pruebas aplicamos one hot encoding sobre las columnas de variables cualitativas" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "4bdb0d77", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " lead_time arrival_year arrival_week_number arrival_month_day \\\n", + "0 277 2016 46 7 \n", + "1 286 2016 20 11 \n", + "2 0 2016 35 23 \n", + "3 196 2016 44 29 \n", + "4 232 2016 48 26 \n", + "\n", + " weekend_nights_num week_nights_num adult_num children_num babies_num \\\n", + "0 1 2 2 0.0 0 \n", + "1 0 4 2 0.0 0 \n", + "2 0 1 3 0.0 0 \n", + "3 2 5 2 2.0 0 \n", + "4 2 1 2 0.0 0 \n", + "\n", + " is_repeated_guest ... deposit_type_Non Refund deposit_type_Refundable \\\n", + "0 0 ... 1 0 \n", + "1 0 ... 0 0 \n", + "2 0 ... 0 0 \n", + "3 0 ... 0 0 \n", + "4 0 ... 1 0 \n", + "\n", + " customer_type_Group customer_type_Transient \\\n", + "0 0 1 \n", + "1 0 0 \n", + "2 0 1 \n", + "3 0 1 \n", + "4 0 1 \n", + "\n", + " customer_type_Transient-Party continente_Asia continente_Europe \\\n", + "0 0 0 1 \n", + "1 1 0 1 \n", + "2 0 0 1 \n", + "3 0 0 1 \n", + "4 0 0 1 \n", + "\n", + " continente_North America continente_Oceania continente_South America \n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + "\n", + "[5 rows x 72 columns]" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hotelsdfTesteo = pd.get_dummies(hotelsdfTesteo, columns=valoresAConvertirTesteo, drop_first=True)\n", + "hotelsdfTesteo.head()" + ] + }, + { + "cell_type": "markdown", + "id": "486f1b97", + "metadata": {}, + "source": [ + "### Corroboracion de columnas" + ] + }, + { + "cell_type": "markdown", + "id": "950c06bb", + "metadata": {}, + "source": [ + "Despues de todas estas transformaciones vamos a corrobar que los dataframes tengan la misma cantidad de columnas." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "60cd92a2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Faltan en arbol: ['assigned_room_type_P', 'reserved_room_type_L', 'reserved_room_type_P']\n", + "Sobran en arbol: ['is_canceled']\n" + ] + } + ], + "source": [ + "set_test = set(hotelsdfTesteo.columns)\n", + "set_arbol = set(hotelsdfArbol.columns)\n", + "\n", + "missing = list(sorted(set_test - set_arbol))\n", + "added = list(sorted(set_arbol - set_test))\n", + "\n", + "print('Faltan en arbol:', missing)\n", + "print('Sobran en arbol:', added)" + ] + }, + { + "cell_type": "markdown", + "id": "bddbc2e1", + "metadata": {}, + "source": [ + "Vemos que en el dataframe del arbol nos sobra la columna \"is canceled\", cosa que hace sentido ya que esa es la columna con la que vamos a entrenar al dataset. Sin embargo, vemos que tambien hay 3 columnas que faltan en el dataset de arbol. \n", + "\n", + "Vamos a reasignar los valores de las columnas de test para que coincidan.\n", + "\n", + "El siguiente codigo nos calcula cuantas personas tiene cada tipo de cuarto" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "5aa24555", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'A': 26509,\n", + " 'B': 241,\n", + " 'C': 202,\n", + " 'D': 4176,\n", + " 'E': 1352,\n", + " 'F': 630,\n", + " 'G': 442,\n", + " 'H': 118,\n", + " 'L': 3,\n", + " 'P': 5}" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cantDeCuartos = {}\n", + "cantidadDeCasosSumados = 0\n", + "\n", + "cantDeCuartos[\"A\"] = 0 #Arrancamos asignado 0 a los cuartos de A. Estos fueron removidos por el one hot. Lo vamos a calcular al final.\n", + "for letra in ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z']:\n", + " tipoDeCuarto = 'reserved_room_type_' + letra\n", + " cantidadDeCasosSumados += 1\n", + " if tipoDeCuarto not in hotelsdfTesteo.columns:\n", + " continue\n", + " hotelsdfTesteo[tipoDeCuarto]\n", + " resultado = hotelsdfTesteo[hotelsdfTesteo[tipoDeCuarto] == 1][tipoDeCuarto].sum()\n", + " cantDeCuartos[letra] = resultado\n", + "\n", + "cuartosA = len(hotelsdfTesteo) - cantidadDeCasosSumados\n", + "cantDeCuartos[\"A\"] = cuartosA\n", + "\n", + "\n", + "cantDeCuartos" + ] + }, + { + "cell_type": "markdown", + "id": "96e98b31", + "metadata": {}, + "source": [ + "Vemos que L y P tienen una extremadamente pequena cantidad de apariciones. \\\n", + "Lo vamos a anadir al roomtype A al ser el que tiene la mayor cantidad de apariciones.\n", + "\n", + "Para anadirlos a la columna a, simplemente tenemos que eliminar las columnas L y P (ya que la columna A es la eliminada por el one hot)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "92be07e6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "hotelsdfTesteo.drop(\"reserved_room_type_L\", axis=1, inplace=True)\n", + "hotelsdfTesteo.drop(\"reserved_room_type_P\", axis=1, inplace=True)\n", + "hotelsdfTesteo.reset_index(drop=True)\n", + "print()" + ] + }, + { + "cell_type": "markdown", + "id": "2a7e5062", + "metadata": {}, + "source": [ + "Vamos a aplicar el mismo criterio a assigned room type" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "da7f54d1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'A': 26509,\n", + " 'B': 439,\n", + " 'C': 445,\n", + " 'D': 5316,\n", + " 'E': 1576,\n", + " 'F': 764,\n", + " 'G': 517,\n", + " 'H': 135,\n", + " 'I': 66,\n", + " 'K': 54,\n", + " 'P': 5}" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cantDeCuartos = {}\n", + "cantidadDeCasosSumados = 0\n", + "\n", + "cantDeCuartos[\"A\"] = 0 #Arrancamos asignado 0 a los cuartos de A. Estos fueron removidos por el one hot. Lo vamos a calcular al final.\n", + "for letra in ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z']:\n", + " tipoDeCuarto = 'assigned_room_type_' + letra\n", + " cantidadDeCasosSumados += 1\n", + " if tipoDeCuarto not in hotelsdfTesteo.columns:\n", + " continue\n", + " hotelsdfTesteo[tipoDeCuarto]\n", + " resultado = hotelsdfTesteo[hotelsdfTesteo[tipoDeCuarto] == 1][tipoDeCuarto].sum()\n", + " cantDeCuartos[letra] = resultado\n", + "\n", + "cuartosA = len(hotelsdfTesteo) - cantidadDeCasosSumados\n", + "cantDeCuartos[\"A\"] = cuartosA\n", + "\n", + "\n", + "cantDeCuartos" + ] + }, + { + "cell_type": "markdown", + "id": "5b17aff4", + "metadata": {}, + "source": [ + "Aca tambien vemos que P tiene muy pocas aparciones. Asique aplicamos el mismo criterio de antes" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "4cfdfb9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "hotelsdfTesteo.drop(\"assigned_room_type_P\", axis=1, inplace=True)\n", + "hotelsdfTesteo.reset_index(drop=True)\n", + "print()" + ] + }, + { + "cell_type": "markdown", + "id": "52780145", + "metadata": {}, + "source": [ + "Vemos ahora que nuestras columnas coinciden" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "246be8b4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Faltan en arbol: []\n", + "Sobran en arbol: ['is_canceled']\n" + ] + } + ], + "source": [ + "set_test = set(hotelsdfTesteo.columns)\n", + "set_arbol = set(hotelsdfArbol.columns)\n", + "\n", + "missing = list(sorted(set_test - set_arbol))\n", + "added = list(sorted(set_arbol - set_test))\n", + "\n", + "print('Faltan en arbol:', missing)\n", + "print('Sobran en arbol:', added)" + ] + }, + { + "cell_type": "markdown", + "id": "ab7e79c6", + "metadata": {}, + "source": [ + "## Entrenamiento del modelo\n", + "\n", + "Se genera un dataset con los datos necesarios para predecir la cancelacion y creamos un dataset conteniendo el target, para luego, generar conjuntos de test y train" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "0c18f660", + "metadata": {}, + "outputs": [], + "source": [ + "hotelsdfArbol_x=hotelsdfArbol.drop(['is_canceled'], axis='columns', inplace=False)\n", + "\n", + "\n", + "hotelsdfArbol_y = hotelsdfArbol['is_canceled'].copy()\n", + "\n", + "x_train, x_test, y_train, y_test = train_test_split(hotelsdfArbol_x,\n", + " hotelsdfArbol_y, \n", + " test_size=0.2, #proporcion 80/20\n", + " random_state=9) #Semilla 9, como el Equipo !!" + ] + }, + { + "cell_type": "markdown", + "id": "0549bac0", + "metadata": {}, + "source": [ + "Ahora ya tenemos generados nuestros conjuntos de train y test; y tenemos nuestro dataframe con los datos numericos, vamos a generar nuestro modelo\n", + "\n", + "Iniciamos con una profundidad maxima arbitraria, en este caso 20 y creamos un arbol utilizando el criterio **Gini** \n", + "\n", + "Dicho modelo sera uno generado directamente tomando en cuenta todos los valores y sin generar ningun tipo de poda, para observar como se comporta un modelo sin tratar" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "eff4b79f", + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "PROFUNDIDAD_MAX = 20\n", + "\n", + "tree_model = tree.DecisionTreeClassifier(criterion=\"gini\",\n", + " max_depth = PROFUNDIDAD_MAX) \n", + "model = tree_model.fit(X = x_train, y = y_train)\n" + ] + }, + { + "cell_type": "markdown", + "id": "75fbbc18", + "metadata": {}, + "source": [ + "Una vez entrenado el modelo realizamos una predicción con el mismo" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "d1bc2320", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 1, ..., 1, 1, 1])" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_pred = model.predict(x_test)\n", + "y_pred" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "9027610b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " test pred\n", + "0 0 0\n", + "1 1 1\n", + "2 1 1\n", + "3 1 1\n", + "4 1 1\n", + "... ... ...\n", + "11372 0 0\n", + "11373 0 0\n", + "11374 0 1\n", + "11375 1 1\n", + "11376 0 1\n", + "\n", + "[11377 rows x 2 columns]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_resultados=pd.DataFrame(zip(y_test,y_pred),columns=['test','pred'])\n", + "ds_resultados" + ] + }, + { + "cell_type": "markdown", + "id": "36e4a248", + "metadata": {}, + "source": [ + "Estas columns representan 20% de nuestro dataframe que fue dedicado al testeo del modelo" + ] + }, + { + "cell_type": "markdown", + "id": "f99ed41a", + "metadata": {}, + "source": [ + "Vamos a graficar la matriz de confusion para visualizar los resultados de nuesto modelo:" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "23e3d754", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(50.722222222222214, 0.5, 'True')" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tabla=confusion_matrix(y_test, y_pred)\n", + "sns.heatmap(tabla,cmap='GnBu',annot=True,fmt='g')\n", + "plt.xlabel('Predicted')\n", + "plt.ylabel('True')" + ] + }, + { + "cell_type": "markdown", + "id": "e83a5a47", + "metadata": {}, + "source": [ + "Presentamos las reglas conseguidas en árbol no optizado:" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "0cad0f74", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "|--- deposit_type_Non Refund <= 0.50\n", + "| |--- lead_time <= 11.50\n", + "| | |--- previous_cancellations_num <= 0.50\n", + "| | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | |--- lead_time <= 5.50\n", + "| | | | | |--- special_requests_num <= 0.50\n", + "| | | | | | |--- booking_changes_num <= 0.50\n", + "| | | | | | | |--- weekend_nights_num <= 1.50\n", + "| | | | | | | | |--- average_daily_rate <= 21.30\n", + "| | | | | | | | | |--- arrival_week_number <= 7.50\n", + "| | | | | | | | | | |--- arrival_week_number <= 6.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- arrival_week_number > 6.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- arrival_week_number > 7.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- average_daily_rate > 21.30\n", + "| | | | | | | | | |--- average_daily_rate <= 76.75\n", + "| | | | | | | | | | |--- market_segment_type_Groups <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- market_segment_type_Groups > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 6\n", + "| | | | | | | | | |--- average_daily_rate > 76.75\n", + "| | | | | | | | | | |--- meal_type_HB <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- meal_type_HB > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 7\n", + "| | | | | | | |--- weekend_nights_num > 1.50\n", + "| | | | | | | | |--- customer_type_Transient-Party <= 0.50\n", + "| | | | | | | | | |--- average_daily_rate <= 112.12\n", + "| | | | | | | | | | |--- weekend_nights_num <= 2.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- weekend_nights_num > 2.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 4\n", + "| | | | | | | | | |--- average_daily_rate > 112.12\n", + "| | | | | | | | | | |--- lead_time <= 1.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 6\n", + "| | | | | | | | | | |--- lead_time > 1.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 7\n", + "| | | | | | | | |--- customer_type_Transient-Party > 0.50\n", + "| | | | | | | | | |--- arrival_week_number <= 13.00\n", + "| | | | | | | | | | |--- lead_time <= 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- lead_time > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | |--- arrival_week_number > 13.00\n", + "| | | | | | | | | | |--- average_daily_rate <= 77.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 5\n", + "| | | | | | | | | | |--- average_daily_rate > 77.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | |--- booking_changes_num > 0.50\n", + "| | | | | | | |--- agent_id <= 485.00\n", + "| | | | | | | | |--- lead_time <= 0.50\n", + "| | | | | | | | | |--- is_repeated_guest <= 0.50\n", + "| | | | | | | | | | |--- average_daily_rate <= 19.25\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- average_daily_rate > 19.25\n", + "| | | | | | | | | | | |--- truncated branch of depth 4\n", + "| | | | | | | | | |--- is_repeated_guest > 0.50\n", + "| | | | | | | | | | |--- adult_num <= 1.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- adult_num > 1.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- lead_time > 0.50\n", + "| | | | | | | | | |--- week_nights_num <= 4.50\n", + "| | | | | | | | | | |--- average_daily_rate <= 106.75\n", + "| | | | | | | | | | | |--- truncated branch of depth 9\n", + "| | | | | | | | | | |--- average_daily_rate > 106.75\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | |--- week_nights_num > 4.50\n", + "| | | | | | | | | | |--- hotel_name_Resort Hotel <= 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- hotel_name_Resort Hotel > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | |--- agent_id > 485.00\n", + "| | | | | | | | |--- class: 1\n", + "| | | | | |--- special_requests_num > 0.50\n", + "| | | | | | |--- average_daily_rate <= 219.67\n", + "| | | | | | | |--- reserved_room_type_E <= 0.50\n", + "| | | | | | | | |--- weekend_nights_num <= 2.50\n", + "| | | | | | | | | |--- agent_id <= 184.00\n", + "| | | | | | | | | | |--- agent_id <= 25.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- agent_id > 25.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | |--- agent_id > 184.00\n", + "| | | | | | | | | | |--- arrival_month_day <= 30.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- arrival_month_day > 30.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | |--- weekend_nights_num > 2.50\n", + "| | | | | | | | | |--- arrival_week_number <= 33.00\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- arrival_week_number > 33.00\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- reserved_room_type_E > 0.50\n", + "| | | | | | | | |--- market_segment_type_Corporate <= 0.50\n", + "| | | | | | | | | |--- arrival_month_day <= 1.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- arrival_month_day > 1.50\n", + "| | | | | | | | | | |--- average_daily_rate <= 55.40\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- average_daily_rate > 55.40\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | |--- market_segment_type_Corporate > 0.50\n", + "| | | | | | | | | |--- arrival_week_number <= 35.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- arrival_week_number > 35.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | |--- average_daily_rate > 219.67\n", + "| | | | | | | |--- arrival_month_day <= 30.50\n", + "| | | | | | | | |--- arrival_month_day <= 16.50\n", + "| | | | | | | | | |--- average_daily_rate <= 225.50\n", + "| | | | | | | | | | |--- dias_totales <= 3.00\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- dias_totales > 3.00\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- average_daily_rate > 225.50\n", + "| | | | | | | | | | |--- arrival_month_day <= 6.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- arrival_month_day > 6.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | |--- arrival_month_day > 16.50\n", + "| | | | | | | | | |--- continente_Asia <= 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- continente_Asia > 0.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- arrival_month_day > 30.50\n", + "| | | | | | | | |--- class: 1\n", + "| | | | |--- lead_time > 5.50\n", + "| | | | | |--- market_segment_type_Online TA <= 0.50\n", + "| | | | | | |--- week_nights_num <= 0.50\n", + "| | | | | | | |--- agent_id <= 252.50\n", + "| | | | | | | | |--- hotel_name_Resort Hotel <= 0.50\n", + "| | | | | | | | | |--- agent_id <= 128.00\n", + "| | | | | | | | | | |--- arrival_month_July <= 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- arrival_month_July > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | |--- agent_id > 128.00\n", + "| | | | | | | | | | |--- special_requests_num <= 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- special_requests_num > 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- hotel_name_Resort Hotel > 0.50\n", + "| | | | | | | | | |--- arrival_month_March <= 0.50\n", + "| | | | | | | | | | |--- distribution_channel_TA/TO <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 6\n", + "| | | | | | | | | | |--- distribution_channel_TA/TO > 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- arrival_month_March > 0.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- agent_id > 252.50\n", + "| | | | | | | | |--- arrival_month_day <= 11.00\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- arrival_month_day > 11.00\n", + "| | | | | | | | | |--- class: 1\n", + "| | | | | | |--- week_nights_num > 0.50\n", + "| | | | | | | |--- average_daily_rate <= 174.75\n", + "| | | | | | | | |--- dias_totales <= 2.50\n", + "| | | | | | | | | |--- average_daily_rate <= 24.00\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- average_daily_rate > 24.00\n", + "| | | | | | | | | | |--- reserved_room_type_H <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- reserved_room_type_H > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- dias_totales > 2.50\n", + "| | | | | | | | | |--- days_in_waiting_list <= 1.50\n", + "| | | | | | | | | | |--- lead_time <= 7.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 7\n", + "| | | | | | | | | | |--- lead_time > 7.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | |--- days_in_waiting_list > 1.50\n", + "| | | | | | | | | | |--- days_in_waiting_list <= 4.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- days_in_waiting_list > 4.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | |--- average_daily_rate > 174.75\n", + "| | | | | | | | |--- lead_time <= 9.50\n", + "| | | | | | | | | |--- arrival_year <= 2016.50\n", + "| | | | | | | | | | |--- distribution_channel_Direct <= 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- distribution_channel_Direct > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | |--- arrival_year > 2016.50\n", + "| | | | | | | | | | |--- arrival_month_day <= 4.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- arrival_month_day > 4.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- lead_time > 9.50\n", + "| | | | | | | | | |--- arrival_month_day <= 1.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- arrival_month_day > 1.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | |--- market_segment_type_Online TA > 0.50\n", + "| | | | | | |--- special_requests_num <= 0.50\n", + "| | | | | | | |--- customer_type_Transient <= 0.50\n", + "| | | | | | | | |--- arrival_month_February <= 0.50\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- arrival_month_February > 0.50\n", + "| | | | | | | | | |--- dias_totales <= 2.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- dias_totales > 2.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- customer_type_Transient > 0.50\n", + "| | | | | | | | |--- agent_id <= 9.50\n", + "| | | | | | | | | |--- agent_id <= 8.50\n", + "| | | | | | | | | | |--- lead_time <= 7.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | | |--- lead_time > 7.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 4\n", + "| | | | | | | | | |--- agent_id > 8.50\n", + "| | | | | | | | | | |--- weekend_nights_num <= 1.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- weekend_nights_num > 1.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 9\n", + "| | | | | | | | |--- agent_id > 9.50\n", + "| | | | | | | | | |--- agent_id <= 189.50\n", + "| | | | | | | | | | |--- arrival_month_November <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- arrival_month_November > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- agent_id > 189.50\n", + "| | | | | | | | | | |--- arrival_year <= 2015.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- arrival_year > 2015.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | |--- special_requests_num > 0.50\n", + "| | | | | | | |--- average_daily_rate <= 108.45\n", + "| | | | | | | | |--- reserved_room_type_B <= 0.50\n", + "| | | | | | | | | |--- dias_totales <= 7.50\n", + "| | | | | | | | | | |--- dias_totales <= 2.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- dias_totales > 2.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | |--- dias_totales > 7.50\n", + "| | | | | | | | | | |--- agent_id <= 124.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- agent_id > 124.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- reserved_room_type_B > 0.50\n", + "| | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- average_daily_rate > 108.45\n", + "| | | | | | | | |--- lead_time <= 9.50\n", + "| | | | | | | | | |--- average_daily_rate <= 109.17\n", + "| | | | | | | | | | |--- lead_time <= 7.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- lead_time > 7.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- average_daily_rate > 109.17\n", + "| | | | | | | | | | |--- arrival_year <= 2016.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- arrival_year > 2016.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | |--- lead_time > 9.50\n", + "| | | | | | | | | |--- arrival_month_November <= 0.50\n", + "| | | | | | | | | | |--- meal_type_SC <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 9\n", + "| | | | | | | | | | |--- meal_type_SC > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 6\n", + "| | | | | | | | | |--- arrival_month_November > 0.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | |--- class: 0\n", + "| | |--- previous_cancellations_num > 0.50\n", + "| | | |--- average_daily_rate <= 30.50\n", + "| | | | |--- class: 0\n", + "| | | |--- average_daily_rate > 30.50\n", + "| | | | |--- arrival_year <= 2015.50\n", + "| | | | | |--- class: 1\n", + "| | | | |--- arrival_year > 2015.50\n", + "| | | | | |--- average_daily_rate <= 58.50\n", + "| | | | | | |--- class: 0\n", + "| | | | | |--- average_daily_rate > 58.50\n", + "| | | | | | |--- class: 1\n", + "| |--- lead_time > 11.50\n", + "| | |--- market_segment_type_Online TA <= 0.50\n", + "| | | |--- previous_cancellations_num <= 0.50\n", + "| | | | |--- special_requests_num <= 0.50\n", + "| | | | | |--- booking_changes_num <= 0.50\n", + "| | | | | | |--- customer_type_Transient-Party <= 0.50\n", + "| | | | | | | |--- distribution_channel_TA/TO <= 0.50\n", + "| | | | | | | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | | | | | | |--- average_daily_rate <= 112.10\n", + "| | | | | | | | | | |--- agent_id <= 418.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- agent_id > 418.00\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- average_daily_rate > 112.10\n", + "| | | | | | | | | | |--- hotel_name_Resort Hotel <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- hotel_name_Resort Hotel > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | |--- distribution_channel_TA/TO > 0.50\n", + "| | | | | | | | |--- average_daily_rate <= 88.45\n", + "| | | | | | | | | |--- assigned_room_type_D <= 0.50\n", + "| | | | | | | | | | |--- agent_id <= 314.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- agent_id > 314.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 7\n", + "| | | | | | | | | |--- assigned_room_type_D > 0.50\n", + "| | | | | | | | | | |--- reserved_room_type_D <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- reserved_room_type_D > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | |--- average_daily_rate > 88.45\n", + "| | | | | | | | | |--- dias_totales <= 1.50\n", + "| | | | | | | | | | |--- lead_time <= 17.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- lead_time > 17.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 7\n", + "| | | | | | | | | |--- dias_totales > 1.50\n", + "| | | | | | | | | | |--- continente_Europe <= 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- continente_Europe > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | |--- customer_type_Transient-Party > 0.50\n", + "| | | | | | | |--- continente_Europe <= 0.50\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | | | |--- continente_Europe > 0.50\n", + "| | | | | | | | |--- arrival_year <= 2015.50\n", + "| | | | | | | | | |--- assigned_room_type_D <= 0.50\n", + "| | | | | | | | | | |--- lead_time <= 217.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- lead_time > 217.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | |--- assigned_room_type_D > 0.50\n", + "| | | | | | | | | | |--- arrival_month_day <= 27.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 7\n", + "| | | | | | | | | | |--- arrival_month_day > 27.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 4\n", + "| | | | | | | | |--- arrival_year > 2015.50\n", + "| | | | | | | | | |--- agent_id <= 386.00\n", + "| | | | | | | | | | |--- meal_type_Undefined <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- meal_type_Undefined > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 9\n", + "| | | | | | | | | |--- agent_id > 386.00\n", + "| | | | | | | | | | |--- lead_time <= 132.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | | |--- lead_time > 132.00\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | |--- booking_changes_num > 0.50\n", + "| | | | | | |--- assigned_room_type_B <= 0.50\n", + "| | | | | | | |--- agent_id <= 82.50\n", + "| | | | | | | | |--- lead_time <= 157.00\n", + "| | | | | | | | | |--- distribution_channel_TA/TO <= 0.50\n", + "| | | | | | | | | | |--- lead_time <= 129.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- lead_time > 129.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 4\n", + "| | | | | | | | | |--- distribution_channel_TA/TO > 0.50\n", + "| | | | | | | | | | |--- arrival_month_June <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- arrival_month_June > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | |--- lead_time > 157.00\n", + "| | | | | | | | | |--- meal_type_FB <= 0.50\n", + "| | | | | | | | | | |--- reserved_room_type_C <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- reserved_room_type_C > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | |--- meal_type_FB > 0.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- agent_id > 82.50\n", + "| | | | | | | | |--- market_segment_type_Direct <= 0.50\n", + "| | | | | | | | | |--- agent_id <= 136.00\n", + "| | | | | | | | | | |--- arrival_month_day <= 21.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- arrival_month_day > 21.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 6\n", + "| | | | | | | | | |--- agent_id > 136.00\n", + "| | | | | | | | | | |--- arrival_month_day <= 7.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | | |--- arrival_month_day > 7.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | |--- market_segment_type_Direct > 0.50\n", + "| | | | | | | | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | | | | | | | |--- lead_time <= 241.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- lead_time > 241.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 4\n", + "| | | | | | | | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | |--- assigned_room_type_B > 0.50\n", + "| | | | | | | |--- average_daily_rate <= 81.55\n", + "| | | | | | | | |--- market_segment_type_Offline TA/TO <= 0.50\n", + "| | | | | | | | | |--- agent_id <= 129.50\n", + "| | | | | | | | | | |--- week_nights_num <= 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- week_nights_num > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- agent_id > 129.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- market_segment_type_Offline TA/TO > 0.50\n", + "| | | | | | | | | |--- arrival_month_day <= 24.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- arrival_month_day > 24.50\n", + "| | | | | | | | | | |--- dias_totales <= 4.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- dias_totales > 4.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | |--- average_daily_rate > 81.55\n", + "| | | | | | | | |--- arrival_year <= 2016.50\n", + "| | | | | | | | | |--- arrival_month_May <= 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- arrival_month_May > 0.50\n", + "| | | | | | | | | | |--- market_segment_type_Corporate <= 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- market_segment_type_Corporate > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- arrival_year > 2016.50\n", + "| | | | | | | | | |--- lead_time <= 95.00\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- lead_time > 95.00\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | |--- special_requests_num > 0.50\n", + "| | | | | |--- customer_type_Transient <= 0.50\n", + "| | | | | | |--- market_segment_type_Groups <= 0.50\n", + "| | | | | | | |--- average_daily_rate <= 154.19\n", + "| | | | | | | | |--- lead_time <= 134.50\n", + "| | | | | | | | | |--- dias_totales <= 12.50\n", + "| | | | | | | | | | |--- agent_id <= 4.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- agent_id > 4.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | |--- dias_totales > 12.50\n", + "| | | | | | | | | | |--- agent_id <= 136.00\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- agent_id > 136.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | |--- lead_time > 134.50\n", + "| | | | | | | | | |--- meal_type_SC <= 0.50\n", + "| | | | | | | | | | |--- deposit_type_Refundable <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- deposit_type_Refundable > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- meal_type_SC > 0.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- average_daily_rate > 154.19\n", + "| | | | | | | | |--- arrival_year <= 2016.50\n", + "| | | | | | | | | |--- booking_changes_num <= 0.50\n", + "| | | | | | | | | | |--- reserved_room_type_E <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | | |--- reserved_room_type_E > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | |--- booking_changes_num > 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- arrival_year > 2016.50\n", + "| | | | | | | | | |--- arrival_month_day <= 30.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- arrival_month_day > 30.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | |--- market_segment_type_Groups > 0.50\n", + "| | | | | | | |--- arrival_week_number <= 2.50\n", + "| | | | | | | | |--- adult_num <= 1.50\n", + "| | | | | | | | | |--- continente_Europe <= 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- continente_Europe > 0.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- adult_num > 1.50\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | |--- arrival_week_number > 2.50\n", + "| | | | | | | | |--- weekend_nights_num <= 1.50\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- weekend_nights_num > 1.50\n", + "| | | | | | | | | |--- lead_time <= 165.00\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- lead_time > 165.00\n", + "| | | | | | | | | | |--- average_daily_rate <= 79.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- average_daily_rate > 79.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 5\n", + "| | | | | |--- customer_type_Transient > 0.50\n", + "| | | | | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | | | | |--- agent_id <= 172.00\n", + "| | | | | | | | |--- agent_id <= 19.00\n", + "| | | | | | | | | |--- lead_time <= 370.00\n", + "| | | | | | | | | | |--- lead_time <= 152.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- lead_time > 152.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 9\n", + "| | | | | | | | | |--- lead_time > 370.00\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- agent_id > 19.00\n", + "| | | | | | | | | |--- agent_id <= 70.00\n", + "| | | | | | | | | | |--- arrival_month_day <= 26.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- arrival_month_day > 26.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 5\n", + "| | | | | | | | | |--- agent_id > 70.00\n", + "| | | | | | | | | | |--- average_daily_rate <= 186.61\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- average_daily_rate > 186.61\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- agent_id > 172.00\n", + "| | | | | | | | |--- lead_time <= 209.50\n", + "| | | | | | | | | |--- reserved_room_type_D <= 0.50\n", + "| | | | | | | | | | |--- weekend_nights_num <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- weekend_nights_num > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | |--- reserved_room_type_D > 0.50\n", + "| | | | | | | | | | |--- market_segment_type_Corporate <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- market_segment_type_Corporate > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- lead_time > 209.50\n", + "| | | | | | | | | |--- agent_id <= 282.00\n", + "| | | | | | | | | | |--- lead_time <= 235.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 6\n", + "| | | | | | | | | | |--- lead_time > 235.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 5\n", + "| | | | | | | | | |--- agent_id > 282.00\n", + "| | | | | | | | | | |--- week_nights_num <= 3.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- week_nights_num > 3.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | | | | |--- class: 0\n", + "| | | |--- previous_cancellations_num > 0.50\n", + "| | | | |--- arrival_year <= 2016.50\n", + "| | | | | |--- class: 1\n", + "| | | | |--- arrival_year > 2016.50\n", + "| | | | | |--- class: 0\n", + "| | |--- market_segment_type_Online TA > 0.50\n", + "| | | |--- special_requests_num <= 0.50\n", + "| | | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | | |--- customer_type_Transient <= 0.50\n", + "| | | | | | |--- previous_cancellations_num <= 0.50\n", + "| | | | | | | |--- lead_time <= 197.00\n", + "| | | | | | | | |--- lead_time <= 22.50\n", + "| | | | | | | | | |--- agent_id <= 10.00\n", + "| | | | | | | | | | |--- customer_type_Transient-Party <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- customer_type_Transient-Party > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | |--- agent_id > 10.00\n", + "| | | | | | | | | | |--- arrival_month_June <= 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- arrival_month_June > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | |--- lead_time > 22.50\n", + "| | | | | | | | | |--- lead_time <= 84.50\n", + "| | | | | | | | | | |--- continente_Asia <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- continente_Asia > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | |--- lead_time > 84.50\n", + "| | | | | | | | | | |--- arrival_year <= 2016.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- arrival_year > 2016.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | |--- lead_time > 197.00\n", + "| | | | | | | | |--- dias_totales <= 2.50\n", + "| | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- dias_totales > 2.50\n", + "| | | | | | | | | |--- lead_time <= 225.00\n", + "| | | | | | | | | | |--- arrival_week_number <= 29.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- arrival_week_number > 29.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- lead_time > 225.00\n", + "| | | | | | | | | | |--- agent_id <= 9.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- agent_id > 9.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | |--- previous_cancellations_num > 0.50\n", + "| | | | | | | |--- class: 1\n", + "| | | | | |--- customer_type_Transient > 0.50\n", + "| | | | | | |--- agent_id <= 8.50\n", + "| | | | | | | |--- continente_Europe <= 0.50\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | | | |--- continente_Europe > 0.50\n", + "| | | | | | | | |--- dias_totales <= 1.50\n", + "| | | | | | | | | |--- average_daily_rate <= 154.46\n", + "| | | | | | | | | | |--- arrival_month_November <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | | |--- arrival_month_November > 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- average_daily_rate > 154.46\n", + "| | | | | | | | | | |--- arrival_month_day <= 19.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- arrival_month_day > 19.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- dias_totales > 1.50\n", + "| | | | | | | | | |--- arrival_week_number <= 24.50\n", + "| | | | | | | | | | |--- lead_time <= 211.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- lead_time > 211.00\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- arrival_week_number > 24.50\n", + "| | | | | | | | | | |--- arrival_year <= 2015.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 7\n", + "| | | | | | | | | | |--- arrival_year > 2015.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | |--- agent_id > 8.50\n", + "| | | | | | | |--- booking_changes_num <= 0.50\n", + "| | | | | | | | |--- agent_id <= 278.00\n", + "| | | | | | | | | |--- arrival_year <= 2015.50\n", + "| | | | | | | | | | |--- previous_cancellations_num <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- previous_cancellations_num > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- arrival_year > 2015.50\n", + "| | | | | | | | | | |--- agent_id <= 218.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- agent_id > 218.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | |--- agent_id > 278.00\n", + "| | | | | | | | | |--- weekend_nights_num <= 1.50\n", + "| | | | | | | | | | |--- arrival_month_May <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- arrival_month_May > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- weekend_nights_num > 1.50\n", + "| | | | | | | | | | |--- arrival_month_December <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 7\n", + "| | | | | | | | | | |--- arrival_month_December > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | |--- booking_changes_num > 0.50\n", + "| | | | | | | | |--- average_daily_rate <= 99.22\n", + "| | | | | | | | | |--- week_nights_num <= 3.50\n", + "| | | | | | | | | | |--- arrival_week_number <= 15.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- arrival_week_number > 15.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | |--- week_nights_num > 3.50\n", + "| | | | | | | | | | |--- lead_time <= 27.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- lead_time > 27.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 7\n", + "| | | | | | | | |--- average_daily_rate > 99.22\n", + "| | | | | | | | | |--- booking_changes_num <= 1.50\n", + "| | | | | | | | | | |--- arrival_month_day <= 26.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- arrival_month_day > 26.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 5\n", + "| | | | | | | | | |--- booking_changes_num > 1.50\n", + "| | | | | | | | | | |--- arrival_week_number <= 39.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- arrival_week_number > 39.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 4\n", + "| | | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | | |--- class: 0\n", + "| | | |--- special_requests_num > 0.50\n", + "| | | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | | |--- agent_id <= 7.50\n", + "| | | | | | |--- previous_cancellations_num <= 0.50\n", + "| | | | | | | |--- continente_Europe <= 0.50\n", + "| | | | | | | | |--- arrival_month_May <= 0.50\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- arrival_month_May > 0.50\n", + "| | | | | | | | | |--- weekend_nights_num <= 0.50\n", + "| | | | | | | | | | |--- arrival_week_number <= 19.00\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- arrival_week_number > 19.00\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- weekend_nights_num > 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | |--- continente_Europe > 0.50\n", + "| | | | | | | | |--- average_daily_rate <= 130.00\n", + "| | | | | | | | | |--- arrival_week_number <= 50.50\n", + "| | | | | | | | | | |--- arrival_year <= 2016.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- arrival_year > 2016.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | |--- arrival_week_number > 50.50\n", + "| | | | | | | | | | |--- reserved_room_type_D <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 5\n", + "| | | | | | | | | | |--- reserved_room_type_D > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- average_daily_rate > 130.00\n", + "| | | | | | | | | |--- week_nights_num <= 1.50\n", + "| | | | | | | | | | |--- arrival_year <= 2016.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- arrival_year > 2016.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | |--- week_nights_num > 1.50\n", + "| | | | | | | | | | |--- lead_time <= 196.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 7\n", + "| | | | | | | | | | |--- lead_time > 196.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | |--- previous_cancellations_num > 0.50\n", + "| | | | | | | |--- class: 1\n", + "| | | | | |--- agent_id > 7.50\n", + "| | | | | | |--- customer_type_Transient-Party <= 0.50\n", + "| | | | | | | |--- lead_time <= 190.50\n", + "| | | | | | | | |--- previous_cancellations_num <= 0.50\n", + "| | | | | | | | | |--- arrival_year <= 2016.50\n", + "| | | | | | | | | | |--- average_daily_rate <= 80.18\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- average_daily_rate > 80.18\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | |--- arrival_year > 2016.50\n", + "| | | | | | | | | | |--- booking_changes_num <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- booking_changes_num > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | |--- previous_cancellations_num > 0.50\n", + "| | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- lead_time > 190.50\n", + "| | | | | | | | |--- lead_time <= 233.50\n", + "| | | | | | | | | |--- previous_cancellations_num <= 0.50\n", + "| | | | | | | | | | |--- assigned_room_type_F <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- assigned_room_type_F > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | |--- previous_cancellations_num > 0.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- lead_time > 233.50\n", + "| | | | | | | | | |--- average_daily_rate <= 118.47\n", + "| | | | | | | | | | |--- agent_id <= 240.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | | | | | |--- agent_id > 240.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | |--- average_daily_rate > 118.47\n", + "| | | | | | | | | | |--- arrival_month_day <= 14.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 9\n", + "| | | | | | | | | | |--- arrival_month_day > 14.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 10\n", + "| | | | | | |--- customer_type_Transient-Party > 0.50\n", + "| | | | | | | |--- previous_cancellations_num <= 0.50\n", + "| | | | | | | | |--- arrival_year <= 2015.50\n", + "| | | | | | | | | |--- assigned_room_type_D <= 0.50\n", + "| | | | | | | | | | |--- special_requests_num <= 1.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 5\n", + "| | | | | | | | | | |--- special_requests_num > 1.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 5\n", + "| | | | | | | | | |--- assigned_room_type_D > 0.50\n", + "| | | | | | | | | | |--- lead_time <= 209.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- lead_time > 209.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- arrival_year > 2015.50\n", + "| | | | | | | | | |--- lead_time <= 179.50\n", + "| | | | | | | | | | |--- arrival_week_number <= 51.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- arrival_week_number > 51.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | |--- lead_time > 179.50\n", + "| | | | | | | | | | |--- dias_totales <= 1.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | | |--- dias_totales > 1.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 9\n", + "| | | | | | | |--- previous_cancellations_num > 0.50\n", + "| | | | | | | | |--- class: 1\n", + "| | | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | | |--- class: 0\n", + "|--- deposit_type_Non Refund > 0.50\n", + "| |--- booking_changes_num <= 0.50\n", + "| | |--- children_num <= 0.50\n", + "| | | |--- market_segment_type_Direct <= 0.50\n", + "| | | | |--- customer_type_Transient-Party <= 0.50\n", + "| | | | | |--- class: 1\n", + "| | | | |--- customer_type_Transient-Party > 0.50\n", + "| | | | | |--- arrival_week_number <= 15.50\n", + "| | | | | | |--- average_daily_rate <= 34.00\n", + "| | | | | | | |--- class: 1\n", + "| | | | | | |--- average_daily_rate > 34.00\n", + "| | | | | | | |--- lead_time <= 95.00\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | | | |--- lead_time > 95.00\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | |--- arrival_week_number > 15.50\n", + "| | | | | | |--- lead_time <= 20.00\n", + "| | | | | | | |--- class: 0\n", + "| | | | | | |--- lead_time > 20.00\n", + "| | | | | | | |--- arrival_month_November <= 0.50\n", + "| | | | | | | | |--- class: 1\n", + "| | | | | | | |--- arrival_month_November > 0.50\n", + "| | | | | | | | |--- market_segment_type_Corporate <= 0.50\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- market_segment_type_Corporate > 0.50\n", + "| | | | | | | | | |--- class: 1\n", + "| | | |--- market_segment_type_Direct > 0.50\n", + "| | | | |--- customer_type_Transient-Party <= 0.50\n", + "| | | | | |--- class: 1\n", + "| | | | |--- customer_type_Transient-Party > 0.50\n", + "| | | | | |--- class: 0\n", + "| | |--- children_num > 0.50\n", + "| | | |--- class: 0\n", + "| |--- booking_changes_num > 0.50\n", + "| | |--- lead_time <= 9.00\n", + "| | | |--- class: 0\n", + "| | |--- lead_time > 9.00\n", + "| | | |--- average_daily_rate <= 57.25\n", + "| | | | |--- meal_type_HB <= 0.50\n", + "| | | | | |--- class: 1\n", + "| | | | |--- meal_type_HB > 0.50\n", + "| | | | | |--- class: 0\n", + "| | | |--- average_daily_rate > 57.25\n", + "| | | | |--- special_requests_num <= 0.50\n", + "| | | | | |--- class: 1\n", + "| | | | |--- special_requests_num > 0.50\n", + "| | | | | |--- dias_totales <= 2.50\n", + "| | | | | | |--- class: 1\n", + "| | | | | |--- dias_totales > 2.50\n", + "| | | | | | |--- class: 0\n", + "\n" + ] + } + ], + "source": [ + "reglas = export_text(tree_model, feature_names=list(hotelsdfArbol_x.columns.tolist()))\n", + "print(reglas)" + ] + }, + { + "cell_type": "markdown", + "id": "46808802", + "metadata": {}, + "source": [ + "A continuacion vamos a graficar el arbol resultante: \\\n", + "(**Advertencia**: Suele tardar unos minutos en terminar de renderizar la imagen)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "ab9b9bc3", + "metadata": { + "lines_to_next_cell": 0, + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(100,100))\n", + "\n", + "tree_plot_completo=tree.plot_tree(model,\n", + " feature_names=hotelsdfArbol_x.columns.to_list(),\n", + " filled=True,\n", + " rounded=True,\n", + " class_names=['Not Canceled','Is canceled']) #model.classes_\n", + "plt.show(tree_plot_completo)" + ] + }, + { + "cell_type": "markdown", + "id": "e3098e25", + "metadata": {}, + "source": [ + "Con la imagen se ve que el arbol resultante tiene unas dimensiones exageradas, vemos ademas que tiene una profundidad de 20 como especificamos\n", + "\n", + "Vemos que en un árbol sin optimizar de profundidad 20 y sin configurar una mejora en los hiperparametros obtenemos las siguientes metricas:" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "4a8c895a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.8064516129032258\n", + "Recall: 0.8179751704843504\n", + "Precision: 0.801164582976537\n", + "f1 score: 0.8094826094480013\n" + ] + } + ], + "source": [ + "accuracy=accuracy_score(y_test,y_pred)\n", + "recall=recall_score(y_test,y_pred)\n", + "f1=f1_score(y_test,y_pred,)\n", + "precision=precision_score(y_test,y_pred)\n", + "\n", + "print(\"Accuracy: \"+str(accuracy))\n", + "print(\"Recall: \"+str(recall))\n", + "print(\"Precision: \"+str(precision))\n", + "print(\"f1 score: \"+str(f1))" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "52ec8935", + "metadata": {}, + "outputs": [], + "source": [ + "#dump(model, 'modelos1/arbolIneficiente.joblib')\n", + "#Cargamos el modelo de una de nuestras corrida. Este modelo no deberia variar mucho entre corrida y corrida\n", + "model = load('modelos/arbolIneficiente.joblib')" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "86ef7889", + "metadata": { + "lines_to_next_cell": 0 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1, 0, ..., 1, 0, 0])" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Realizamos una predicción sobre el set de test\n", + "y_pred = model.predict(hotelsdfTesteo)\n", + "#Valores Predichos\n", + "y_pred" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "2024485c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idis_canceled
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\n", + "
" + ], + "text/plain": [ + " id is_canceled\n", + "0 e6d0d58a-ab96-44d3-b28f-85df1cc15f1e 1\n", + "1 aba9aac2-4495-4645-a60e-90328713c999 1\n", + "2 b345b5dc-c804-4d77-a39f-1f4e65d1f1ad 0\n", + "3 ce1b400e-afa1-4946-bdff-004b859eb61c 1\n", + "4 c4fbec0d-8e2e-4db2-9d4f-a6ccb9f51214 1" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_submission = pd.DataFrame({'id': hotelsdfTesteoOriginal['id'], 'is_canceled': y_pred})\n", + "df_submission.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "f6e86043", + "metadata": {}, + "outputs": [], + "source": [ + "df_submission.to_csv('submissions/arbol_decisiones_ineficiente.csv', index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "9e3e67e9", + "metadata": {}, + "source": [ + "Con este modelo, obtuvimos el siguiente resultado:\n", + "\n", + "![PrimeraEntrega](informe/images/primeraPrediccion.jpg)" + ] + }, + { + "cell_type": "markdown", + "id": "de35bfae", + "metadata": {}, + "source": [ + "# Busqueda de hiperparametros, poda y validación cruzada\n", + "\n", + "## Randomized Search Cross Validation\n", + "\n", + "Mediante la tecnica de ramdomized search cross validations hacemos una busqueda de los mejores hiperparametros\n", + "\n", + "Tomamos 15 combinaciones posibles entre los parametros existentes y buscamos la combinación que mejor optimiza la metrica F1. La decisión de mejorar la metrica F1 viene de equilibrar tanto presion y recall debido a que la naturaleza del problema no requiere la mejora de alguna en particular, lo que significa que clasifica correctamente la mayoria de los casos positivos y encuentra la maxima cantidad de ellos\n", + "\n", + "Nos basamos en los siguientes parametros:" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "424f9b92", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
RandomizedSearchCV(cv=StratifiedKFold(n_splits=10, random_state=None, shuffle=False),\n",
+       "                   estimator=DecisionTreeClassifier(), n_iter=15,\n",
+       "                   param_distributions={'ccp_alpha': array([0.00000000e+00, 7.14285714e-06, 1.42857143e-05, 2.14285714e-05,\n",
+       "       2.85714286e-05, 3.57142857e-05, 4.28571429e-05, 5.00000000e-05,\n",
+       "       5.71428571e-05, 6.42857143e-05, 7.14285714e-05, 7.85714286e-05,\n",
+       "       8....\n",
+       "                                        'criterion': ['gini', 'entropy'],\n",
+       "                                        'max_depth': [0, 1, 2, 3, 4, 5, 6, 7, 8,\n",
+       "                                                      9, 10, 11, 12, 13, 14, 15,\n",
+       "                                                      16, 17, 18, 19, 20, 21,\n",
+       "                                                      22, 23, 24, 25, 26, 27,\n",
+       "                                                      28, 29, ...],\n",
+       "                                        'min_samples_leaf': [2, 3, 4, 5, 6, 7,\n",
+       "                                                             8, 9, 10, 11, 12,\n",
+       "                                                             13, 14, 15, 16, 17,\n",
+       "                                                             18, 19, 20, 21, 22,\n",
+       "                                                             23, 24, 25, 26, 27,\n",
+       "                                                             28, 29, 30, 31, ...],\n",
+       "                                        'min_samples_split': [2, 3, 4, 5, 6, 7,\n",
+       "                                                              8, 9, 10, 11, 12,\n",
+       "                                                              13, 14, 15, 16,\n",
+       "                                                              17, 18, 19, 20,\n",
+       "                                                              21, 22, 23, 24,\n",
+       "                                                              25, 26, 27, 28,\n",
+       "                                                              29, 30, 31, ...]},\n",
+       "                   scoring=make_scorer(f1_score))
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" + ], + "text/plain": [ + "RandomizedSearchCV(cv=StratifiedKFold(n_splits=10, random_state=None, shuffle=False),\n", + " estimator=DecisionTreeClassifier(), n_iter=15,\n", + " param_distributions={'ccp_alpha': array([0.00000000e+00, 7.14285714e-06, 1.42857143e-05, 2.14285714e-05,\n", + " 2.85714286e-05, 3.57142857e-05, 4.28571429e-05, 5.00000000e-05,\n", + " 5.71428571e-05, 6.42857143e-05, 7.14285714e-05, 7.85714286e-05,\n", + " 8....\n", + " 'criterion': ['gini', 'entropy'],\n", + " 'max_depth': [0, 1, 2, 3, 4, 5, 6, 7, 8,\n", + " 9, 10, 11, 12, 13, 14, 15,\n", + " 16, 17, 18, 19, 20, 21,\n", + " 22, 23, 24, 25, 26, 27,\n", + " 28, 29, ...],\n", + " 'min_samples_leaf': [2, 3, 4, 5, 6, 7,\n", + " 8, 9, 10, 11, 12,\n", + " 13, 14, 15, 16, 17,\n", + " 18, 19, 20, 21, 22,\n", + " 23, 24, 25, 26, 27,\n", + " 28, 29, 30, 31, ...],\n", + " 'min_samples_split': [2, 3, 4, 5, 6, 7,\n", + " 8, 9, 10, 11, 12,\n", + " 13, 14, 15, 16,\n", + " 17, 18, 19, 20,\n", + " 21, 22, 23, 24,\n", + " 25, 26, 27, 28,\n", + " 29, 30, 31, ...]},\n", + " scoring=make_scorer(f1_score))" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combinaciones=15\n", + "limite_hojas_nodos = list(range(2, 50))\n", + "valor_poda = 0.0001 #0.0007\n", + "profundidad = list(range(0,40))\n", + "folds=10\n", + "\n", + "\n", + "params_grid = {'criterion':['gini','entropy'],\n", + " 'min_samples_leaf':limite_hojas_nodos,\n", + " 'min_samples_split': limite_hojas_nodos, \n", + " 'ccp_alpha':np.linspace(0,valor_poda,combinaciones),\n", + " 'max_depth':profundidad}\n", + "\n", + "kfoldcv = StratifiedKFold(n_splits=folds)\n", + "\n", + "base_tree = DecisionTreeClassifier() \n", + "\n", + "scorer_fn = make_scorer(sk.metrics.f1_score)\n", + "\n", + "randomcv = RandomizedSearchCV(estimator=base_tree,\n", + " param_distributions = params_grid,\n", + " scoring=scorer_fn,\n", + " cv=kfoldcv,\n", + " n_iter=combinaciones) \n", + "\n", + "randomcv.fit(x_train,y_train)" + ] + }, + { + "cell_type": "markdown", + "id": "21fc6a76", + "metadata": {}, + "source": [ + "Mostramos los mejores hiperparametros devueltos por el arbol y el valor del f1_score" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "fbcafc10", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mostramos los mejores resultados: \n", + "{'min_samples_split': 47, 'min_samples_leaf': 21, 'max_depth': 35, 'criterion': 'gini', 'ccp_alpha': 9.285714285714287e-05}\n", + "\n", + "Mostramos el mejor resultado obtenido de busqueda aleatoria: \n", + "f1_score = 0.8045885829996522\n" + ] + } + ], + "source": [ + "print(\"Mostramos los mejores resultados: \")\n", + "print(randomcv.best_params_)\n", + "print()\n", + "print(\"Mostramos el mejor resultado obtenido de busqueda aleatoria: \")\n", + "print(\"f1_score = \",randomcv.best_score_)" + ] + }, + { + "cell_type": "markdown", + "id": "d6b925cd", + "metadata": {}, + "source": [ + "Algunos valores obtenidos del algoritmo" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "6cad145a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.74685695, 0.7354689 , 0.79796688, 0.80458858, 0.80069785,\n", + " 0.80226222, 0.79977111, 0.78575605, 0.53760663, 0.7194128 ,\n", + " 0.48137508, 0.72445932, 0.72378991, 0.48137508, 0.79946191])" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "randomcv.cv_results_['mean_test_score']" + ] + }, + { + "cell_type": "markdown", + "id": "397ce4ab", + "metadata": {}, + "source": [ + "## Predicción y Evaluación del Modelo con mejores hiperparámetros\n", + "\n", + "Generamos el árbol con los hiperparametros que optimizan su eficiencia y a su vez presentamos el conjunto de valores con su peso relativo a la toma de la decisión " + ] + }, + { + "cell_type": "markdown", + "id": "1c438e42", + "metadata": {}, + "source": [ + "Cargamos el mejor arbol que encontramos (explicado en la seccion de validacion cruzada)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "6ed88a40", + "metadata": {}, + "outputs": [], + "source": [ + "arbol_mejores_parametros = load('modelos/arbolEficiente.joblib')" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "2bd61699", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
DecisionTreeClassifier(ccp_alpha=9.285714285714287e-05, max_depth=35,\n",
+       "                       min_samples_leaf=21, min_samples_split=47)
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" + ], + "text/plain": [ + "DecisionTreeClassifier(ccp_alpha=9.285714285714287e-05, max_depth=35,\n", + " min_samples_leaf=21, min_samples_split=47)" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arbol_mejores_parametros=DecisionTreeClassifier().set_params(**randomcv.best_params_)\n", + "arbol_mejores_parametros.fit(x_train,y_train)" + ] + }, + { + "cell_type": "markdown", + "id": "defa3460", + "metadata": {}, + "source": [ + "*Conjunto de reglas:*" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "3851f2b4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "arrival_month_July: 0.000364813714699825\n", + "market_segment_type_Direct: 0.0003683461018428087\n", + "arrival_month_June: 0.00041313658722987295\n", + "continente_Asia: 0.0004913636957703643\n", + "arrival_month_May: 0.0007310159104097482\n", + "reserved_room_type_D: 0.0007743874196620953\n", + "meal_type_SC: 0.0009462616007306902\n", + "arrival_month_February: 0.0011683307735895943\n", + "arrival_month_August: 0.001177735753456979\n", + "meal_type_FB: 0.0012987910460802877\n", + "days_in_waiting_list: 0.001400530743309801\n", + "assigned_room_type_B: 0.0014488298709607848\n", + "meal_type_Undefined: 0.0014960735775854871\n", + "week_nights_num: 0.0018353184047376963\n", + "market_segment_type_Offline TA/TO: 0.002026905909762414\n", + "arrival_month_October: 0.002305007028846175\n", + "adult_num: 0.0023298223565201785\n", + "market_segment_type_Groups: 0.002432533458674327\n", + "hotel_name_Resort Hotel: 0.002643204706117033\n", + "meal_type_HB: 0.003865241008475292\n", + "weekend_nights_num: 0.003960081286729737\n", + "distribution_channel_TA/TO: 0.004311647107447069\n", + "arrival_month_day: 0.005640904252723106\n", + "dias_totales: 0.005763266316430856\n", + "assigned_room_type_D: 0.007140090685465391\n", + "continente_Europe: 0.010759045740004358\n", + "customer_type_Transient: 0.013368851143064943\n", + "arrival_year: 0.013843828435988916\n", + "arrival_week_number: 0.015317011569670762\n", + "booking_changes_num: 0.017169167119147163\n", + "customer_type_Transient-Party: 0.021048216848184954\n", + "average_daily_rate: 0.02798747718626227\n", + "required_car_parking_spaces_num: 0.05054671158849672\n", + "agent_id: 0.05492462907253115\n", + "market_segment_type_Online TA: 0.07062426228579062\n", + "previous_cancellations_num: 0.08845357408934604\n", + "special_requests_num: 0.09124858226256735\n", + "lead_time: 0.1144514815968481\n", + "deposit_type_Non Refund: 0.353923521744839\n" + ] + } + ], + "source": [ + "features_considerados = hotelsdfArbol_x.columns.to_list()\n", + "best_tree = randomcv.best_estimator_\n", + "feat_imps = best_tree.feature_importances_\n", + "\n", + "for feat_imp,feat in sorted(zip(feat_imps,features_considerados)):\n", + " if feat_imp>0:\n", + " print('{}: {}'.format(feat,feat_imp))" + ] + }, + { + "cell_type": "markdown", + "id": "f129b2da", + "metadata": {}, + "source": [ + "Es importante destacar que tres de las variables seleccionadas en la primera parte de nuestro analisis (Checkpoint 1): lead_time, average_daily_rate y previous_cancelations_nums estan enmarcadas dentro de las diez caracteristicas que aportan màs información en la construcción del árbol\n", + "\n", + "*Mostramos las reglas internas del árbol:*" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "021876b7", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "|--- deposit_type_Non Refund <= 0.50\n", + "| |--- lead_time <= 11.50\n", + "| | |--- previous_cancellations_num <= 0.50\n", + "| | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | |--- lead_time <= 5.50\n", + "| | | | | |--- special_requests_num <= 0.50\n", + "| | | | | | |--- booking_changes_num <= 0.50\n", + "| | | | | | | |--- weekend_nights_num <= 1.50\n", + "| | | | | | | | |--- meal_type_HB <= 0.50\n", + "| | | | | | | | | |--- lead_time <= 2.50\n", + "| | | | | | | | | | |--- average_daily_rate <= 26.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- average_daily_rate > 26.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- lead_time > 2.50\n", + "| | | | | | | | | | |--- average_daily_rate <= 94.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- average_daily_rate > 94.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | |--- meal_type_HB > 0.50\n", + "| | | | | | | | | |--- arrival_month_August <= 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- arrival_month_August > 0.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- weekend_nights_num > 1.50\n", + "| | | | | | | | |--- customer_type_Transient-Party <= 0.50\n", + "| | | | | | | | | |--- average_daily_rate <= 112.12\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- average_daily_rate > 112.12\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- customer_type_Transient-Party > 0.50\n", + "| | | | | | | | | |--- arrival_week_number <= 13.00\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- arrival_week_number > 13.00\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | |--- booking_changes_num > 0.50\n", + "| | | | | | | |--- class: 0\n", + "| | | | | |--- special_requests_num > 0.50\n", + "| | | | | | |--- class: 0\n", + "| | | | |--- lead_time > 5.50\n", + "| | | | | |--- market_segment_type_Online TA <= 0.50\n", + "| | | | | | |--- week_nights_num <= 0.50\n", + "| | | | | | | |--- agent_id <= 236.50\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | | | |--- agent_id > 236.50\n", + "| | | | | | | | |--- class: 1\n", + "| | | | | | |--- week_nights_num > 0.50\n", + "| | | | | | | |--- average_daily_rate <= 174.75\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | | | |--- average_daily_rate > 174.75\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | |--- market_segment_type_Online TA > 0.50\n", + "| | | | | | |--- special_requests_num <= 0.50\n", + "| | | | | | | |--- customer_type_Transient <= 0.50\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | | | |--- customer_type_Transient > 0.50\n", + "| | | | | | | | |--- agent_id <= 9.50\n", + "| | | | | | | | | |--- agent_id <= 8.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- agent_id > 8.50\n", + "| | | | | | | | | | |--- weekend_nights_num <= 1.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- weekend_nights_num > 1.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- agent_id > 9.50\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | |--- special_requests_num > 0.50\n", + "| | | | | | | |--- average_daily_rate <= 108.45\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | | | |--- average_daily_rate > 108.45\n", + "| | | | | | | | |--- lead_time <= 9.50\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- lead_time > 9.50\n", + "| | | | | | | | | |--- arrival_week_number <= 43.50\n", + "| | | | | | | | | | |--- meal_type_SC <= 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- meal_type_SC > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- arrival_week_number > 43.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | |--- class: 0\n", + "| | |--- previous_cancellations_num > 0.50\n", + "| | | |--- class: 1\n", + "| |--- lead_time > 11.50\n", + "| | |--- market_segment_type_Online TA <= 0.50\n", + "| | | |--- previous_cancellations_num <= 0.50\n", + "| | | | |--- special_requests_num <= 0.50\n", + "| | | | | |--- booking_changes_num <= 0.50\n", + "| | | | | | |--- customer_type_Transient-Party <= 0.50\n", + "| | | | | | | |--- distribution_channel_TA/TO <= 0.50\n", + "| | | | | | | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | | | | | | |--- average_daily_rate <= 112.10\n", + "| | | | | | | | | | |--- agent_id <= 277.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 5\n", + "| | | | | | | | | | |--- agent_id > 277.00\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- average_daily_rate > 112.10\n", + "| | | | | | | | | | |--- hotel_name_Resort Hotel <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | | |--- hotel_name_Resort Hotel > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | |--- distribution_channel_TA/TO > 0.50\n", + "| | | | | | | | |--- average_daily_rate <= 88.45\n", + "| | | | | | | | | |--- assigned_room_type_D <= 0.50\n", + "| | | | | | | | | | |--- agent_id <= 314.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | | |--- agent_id > 314.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | |--- assigned_room_type_D > 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- average_daily_rate > 88.45\n", + "| | | | | | | | | |--- dias_totales <= 1.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- dias_totales > 1.50\n", + "| | | | | | | | | | |--- continente_Europe <= 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- continente_Europe > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | |--- customer_type_Transient-Party > 0.50\n", + "| | | | | | | |--- continente_Europe <= 0.50\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | | | |--- continente_Europe > 0.50\n", + "| | | | | | | | |--- arrival_year <= 2015.50\n", + "| | | | | | | | | |--- assigned_room_type_D <= 0.50\n", + "| | | | | | | | | | |--- lead_time <= 217.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 11\n", + "| | | | | | | | | | |--- lead_time > 217.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- assigned_room_type_D > 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- arrival_year > 2015.50\n", + "| | | | | | | | | |--- agent_id <= 386.00\n", + "| | | | | | | | | | |--- meal_type_Undefined <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 14\n", + "| | | | | | | | | | |--- meal_type_Undefined > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | | |--- agent_id > 386.00\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | |--- booking_changes_num > 0.50\n", + "| | | | | | |--- assigned_room_type_B <= 0.50\n", + "| | | | | | | |--- agent_id <= 82.50\n", + "| | | | | | | | |--- lead_time <= 157.00\n", + "| | | | | | | | | |--- distribution_channel_TA/TO <= 0.50\n", + "| | | | | | | | | | |--- lead_time <= 129.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- lead_time > 129.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- distribution_channel_TA/TO > 0.50\n", + "| | | | | | | | | | |--- arrival_month_June <= 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- arrival_month_June > 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- lead_time > 157.00\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | |--- agent_id > 82.50\n", + "| | | | | | | | |--- market_segment_type_Direct <= 0.50\n", + "| | | | | | | | | |--- agent_id <= 136.00\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- agent_id > 136.00\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- market_segment_type_Direct > 0.50\n", + "| | | | | | | | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | |--- assigned_room_type_B > 0.50\n", + "| | | | | | | |--- average_daily_rate <= 81.55\n", + "| | | | | | | | |--- class: 1\n", + "| | | | | | | |--- average_daily_rate > 81.55\n", + "| | | | | | | | |--- class: 0\n", + "| | | | |--- special_requests_num > 0.50\n", + "| | | | | |--- customer_type_Transient <= 0.50\n", + "| | | | | | |--- class: 0\n", + "| | | | | |--- customer_type_Transient > 0.50\n", + "| | | | | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | | | | |--- agent_id <= 172.00\n", + "| | | | | | | | |--- agent_id <= 19.00\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- agent_id > 19.00\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | |--- agent_id > 172.00\n", + "| | | | | | | | |--- lead_time <= 209.50\n", + "| | | | | | | | | |--- reserved_room_type_D <= 0.50\n", + "| | | | | | | | | | |--- weekend_nights_num <= 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- weekend_nights_num > 0.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- reserved_room_type_D > 0.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- lead_time > 209.50\n", + "| | | | | | | | | |--- agent_id <= 282.00\n", + "| | | | | | | | | | |--- lead_time <= 233.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- lead_time > 233.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- agent_id > 282.00\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | | | | |--- class: 0\n", + "| | | |--- previous_cancellations_num > 0.50\n", + "| | | | |--- class: 1\n", + "| | |--- market_segment_type_Online TA > 0.50\n", + "| | | |--- special_requests_num <= 0.50\n", + "| | | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | | |--- customer_type_Transient <= 0.50\n", + "| | | | | | |--- previous_cancellations_num <= 0.50\n", + "| | | | | | | |--- lead_time <= 197.00\n", + "| | | | | | | | |--- lead_time <= 22.50\n", + "| | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- lead_time > 22.50\n", + "| | | | | | | | | |--- lead_time <= 84.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- lead_time > 84.50\n", + "| | | | | | | | | | |--- arrival_year <= 2016.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | | |--- arrival_year > 2016.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | |--- lead_time > 197.00\n", + "| | | | | | | | |--- dias_totales <= 3.50\n", + "| | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- dias_totales > 3.50\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | |--- previous_cancellations_num > 0.50\n", + "| | | | | | | |--- class: 1\n", + "| | | | | |--- customer_type_Transient > 0.50\n", + "| | | | | | |--- agent_id <= 8.50\n", + "| | | | | | | |--- continente_Europe <= 0.50\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | | | |--- continente_Europe > 0.50\n", + "| | | | | | | | |--- dias_totales <= 1.50\n", + "| | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- dias_totales > 1.50\n", + "| | | | | | | | | |--- arrival_week_number <= 24.50\n", + "| | | | | | | | | | |--- arrival_month_day <= 10.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- arrival_month_day > 10.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- arrival_week_number > 24.50\n", + "| | | | | | | | | | |--- arrival_year <= 2015.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | | |--- arrival_year > 2015.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | |--- agent_id > 8.50\n", + "| | | | | | | |--- booking_changes_num <= 0.50\n", + "| | | | | | | | |--- agent_id <= 278.00\n", + "| | | | | | | | | |--- arrival_year <= 2015.50\n", + "| | | | | | | | | | |--- previous_cancellations_num <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 4\n", + "| | | | | | | | | | |--- previous_cancellations_num > 0.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- arrival_year > 2015.50\n", + "| | | | | | | | | | |--- agent_id <= 218.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 9\n", + "| | | | | | | | | | |--- agent_id > 218.00\n", + "| | | | | | | | | | | |--- truncated branch of depth 2\n", + "| | | | | | | | |--- agent_id > 278.00\n", + "| | | | | | | | | |--- weekend_nights_num <= 1.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- weekend_nights_num > 1.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- booking_changes_num > 0.50\n", + "| | | | | | | | |--- average_daily_rate <= 99.22\n", + "| | | | | | | | | |--- week_nights_num <= 3.50\n", + "| | | | | | | | | | |--- arrival_week_number <= 15.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- arrival_week_number > 15.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- week_nights_num > 3.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- average_daily_rate > 99.22\n", + "| | | | | | | | | |--- booking_changes_num <= 1.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | |--- booking_changes_num > 1.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | | |--- class: 0\n", + "| | | |--- special_requests_num > 0.50\n", + "| | | | |--- required_car_parking_spaces_num <= 0.50\n", + "| | | | | |--- agent_id <= 7.50\n", + "| | | | | | |--- continente_Europe <= 0.50\n", + "| | | | | | | |--- class: 0\n", + "| | | | | | |--- continente_Europe > 0.50\n", + "| | | | | | | |--- average_daily_rate <= 130.00\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | | | |--- average_daily_rate > 130.00\n", + "| | | | | | | | |--- class: 0\n", + "| | | | | |--- agent_id > 7.50\n", + "| | | | | | |--- customer_type_Transient-Party <= 0.50\n", + "| | | | | | | |--- lead_time <= 190.50\n", + "| | | | | | | | |--- previous_cancellations_num <= 0.50\n", + "| | | | | | | | | |--- arrival_year <= 2016.50\n", + "| | | | | | | | | | |--- average_daily_rate <= 80.18\n", + "| | | | | | | | | | | |--- truncated branch of depth 8\n", + "| | | | | | | | | | |--- average_daily_rate > 80.18\n", + "| | | | | | | | | | | |--- truncated branch of depth 9\n", + "| | | | | | | | | |--- arrival_year > 2016.50\n", + "| | | | | | | | | | |--- booking_changes_num <= 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 13\n", + "| | | | | | | | | | |--- booking_changes_num > 0.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | |--- previous_cancellations_num > 0.50\n", + "| | | | | | | | | |--- class: 1\n", + "| | | | | | | |--- lead_time > 190.50\n", + "| | | | | | | | |--- lead_time <= 233.50\n", + "| | | | | | | | | |--- previous_cancellations_num <= 0.50\n", + "| | | | | | | | | | |--- arrival_week_number <= 21.50\n", + "| | | | | | | | | | | |--- class: 1\n", + "| | | | | | | | | | |--- arrival_week_number > 21.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | |--- previous_cancellations_num > 0.50\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | | | |--- lead_time > 233.50\n", + "| | | | | | | | | |--- average_daily_rate <= 118.47\n", + "| | | | | | | | | | |--- agent_id <= 240.50\n", + "| | | | | | | | | | | |--- truncated branch of depth 3\n", + "| | | | | | | | | | |--- agent_id > 240.50\n", + "| | | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- average_daily_rate > 118.47\n", + "| | | | | | | | | | |--- class: 1\n", + "| | | | | | |--- customer_type_Transient-Party > 0.50\n", + "| | | | | | | |--- previous_cancellations_num <= 0.50\n", + "| | | | | | | | |--- arrival_year <= 2015.50\n", + "| | | | | | | | | |--- class: 0\n", + "| | | | | | | | |--- arrival_year > 2015.50\n", + "| | | | | | | | | |--- lead_time <= 179.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | | | |--- lead_time > 179.50\n", + "| | | | | | | | | | |--- class: 0\n", + "| | | | | | | |--- previous_cancellations_num > 0.50\n", + "| | | | | | | | |--- class: 1\n", + "| | | | |--- required_car_parking_spaces_num > 0.50\n", + "| | | | | |--- class: 0\n", + "|--- deposit_type_Non Refund > 0.50\n", + "| |--- booking_changes_num <= 0.50\n", + "| | |--- customer_type_Transient-Party <= 0.50\n", + "| | | |--- class: 1\n", + "| | |--- customer_type_Transient-Party > 0.50\n", + "| | | |--- hotel_name_Resort Hotel <= 0.50\n", + "| | | | |--- class: 1\n", + "| | | |--- hotel_name_Resort Hotel > 0.50\n", + "| | | | |--- class: 0\n", + "| |--- booking_changes_num > 0.50\n", + "| | |--- class: 1\n", + "\n" + ] + } + ], + "source": [ + "reglas = export_text(arbol_mejores_parametros, feature_names=list(features_considerados))\n", + "print(reglas)" + ] + }, + { + "cell_type": "markdown", + "id": "8252c7b9", + "metadata": {}, + "source": [ + "Se puede observar una considerable simplificacion en la ramificacion de las reglas de este árbol comparado contra el primer árbol generado en el análisis " + ] + }, + { + "cell_type": "markdown", + "id": "b5b624b8", + "metadata": {}, + "source": [ + "### Grafica representativa del árbol optimizado\n", + "\n", + "Mostramos los primeros cinco niveles del árbol optimazado y observamos una diferencia con el primer árbol generado en el analisis:" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "8a80bd54", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dot_data = StringIO()\n", + "export_graphviz(arbol_mejores_parametros, out_file=dot_data, \n", + " filled=True, rounded=True,\n", + " special_characters=True,\n", + " feature_names=features_considerados,\n", + " class_names=['no cancelo','cancelo'],\n", + " max_depth=5)\n", + "\n", + "graph = pydotplus.graph_from_dot_data(dot_data.getvalue()) \n", + "Image(graph.create_png())" + ] + }, + { + "cell_type": "markdown", + "id": "6bc7f65f", + "metadata": {}, + "source": [ + "Considerando lo antes mencionado podemos apreciar que:\n", + "1. El primer nodo particiona segun el tipo de deposito: sin rembolso, donde, la gente tiende a mantener la reserva y con rembolso donde se tiende a cancelar\n", + "2. El segundo nivel árbol toma en consideración la cantidad de espacios de estacionamiento requerido y si el tipo de cliente es Transient Party. La primera variable es discreta; la segunda variable es binaria (o vale 1 o vale 0). Esta ultima fue generada en el proceso de one hot encoding\n", + "3. En un tercer nivel observamos que las variables que más informacion aportan son: previous cancelation number y hotel name" + ] + }, + { + "cell_type": "markdown", + "id": "bf807c92", + "metadata": {}, + "source": [ + "### Prediccion con split de train\n", + "\n", + "Hacemos una primera evaluación del árbol haciendo uso de los datos de prueba y medimos su desempeño" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "ad7e5bff", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "F1-Score: 0.8045935761708237\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Desempeño del modelo con datos de prueba')" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y_pred= arbol_mejores_parametros.predict(x_test)\n", + "print('F1-Score: {}'.format(f1_score(y_test, y_pred, average='binary')))\n", + "cm = confusion_matrix(y_test,y_pred)\n", + "sns.heatmap(cm, cmap='Blues',annot=True,fmt='g')\n", + "plt.xlabel('Predecidos')\n", + "plt.ylabel('Verdaderos')\n", + "plt.title(\"Desempeño del modelo con datos de prueba\")" + ] + }, + { + "cell_type": "markdown", + "id": "a1bb1fe7", + "metadata": {}, + "source": [ + "*Un vistazo al primer conjunto de prediccione:*" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "fddb0d3f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.88888889, 0.11111111],\n", + " [0.00738007, 0.99261993],\n", + " [0. , 1. ],\n", + " ...,\n", + " [0.90219436, 0.09780564],\n", + " [0.11594203, 0.88405797],\n", + " [0.44622426, 0.55377574]])" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arbol_mejores_parametros.predict_proba(x_test)" + ] + }, + { + "cell_type": "markdown", + "id": "7a9c019b", + "metadata": {}, + "source": [ + "## Entrenamiento Cross Validation\n", + "\n", + "Procedemos a realizar entrenamiento del árbol mediante el metodo de la validación cruzada en 10 folds considerando que fue como se entreno previamente al árbol mas optimo. Esto buscando siempre mantener la metrica F1 en su valor más alto, como también comprobar que el árbol mantiene un desempeño esperado y detectar posibles casos de *Overfitting o Underfitting*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "059ab34a", + "metadata": {}, + "outputs": [], + "source": [ + "kfoldcv =StratifiedKFold(n_splits=folds) \n", + "scorer_fn = make_scorer(sk.metrics.f1_score)\n", + "\n", + "resultados = cross_validate(arbol_mejores_parametros,x_train, y_train, cv=kfoldcv,scoring=scorer_fn,return_estimator=True)\n", + "\n", + "metricsCV = resultados['test_score']\n", + "\n", + "arbol_mejor_performance = resultados['estimator'][np.where(metricsCV==max(metricsCV))[0][0]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9b809de5", + "metadata": {}, + "outputs": [], + "source": [ + "metric_labelsCV = ['F1 Score']*len(metricsCV) \n", + "sns.set_context('talk')\n", + "sns.set_style(\"darkgrid\")\n", + "plt.figure(figsize=(8,8))\n", + "sns.boxplot(metricsCV)\n", + "plt.title(\"Modelo entrenado con 10 folds\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8bbf7c1a", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "y_pred= arbol_mejor_performance.predict(x_test)\n", + "print(classification_report(y_test,y_pred))\n", + "print('F1-Score: {}'.format(f1_score(y_test, y_pred, average='binary'))) \n", + "cm = confusion_matrix(y_test,y_pred)\n", + "sns.heatmap(cm, cmap='Blues',annot=True,fmt='g')\n", + "plt.xlabel('Predicted')\n", + "plt.ylabel('True')" + ] + }, + { + "cell_type": "markdown", + "id": "08dae20e", + "metadata": {}, + "source": [ + "Se determina que de la anterior busqueda de hiperparametros mediante la validacion cruzada, el ultimo arbol obtenido es el arbol mas eficiente entrenado hasta el momento.\\\n", + "Es por esto que lo guardamos para que pueda ser cargado para uso posterior" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "151cd6a4", + "metadata": {}, + "outputs": [], + "source": [ + "#dump(arbol_mejores_parametros, 'modelos/arbolEficiente.joblib')\n", + "#Cargamos el modelo de una de nuestras corrida. Este modelo no deberia variar mucho entre corrida y corrida" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dfe521bc", + "metadata": {}, + "outputs": [], + "source": [ + "#Realizamos una predicción sobre el set de test\n", + "y_pred = arbol_mejores_parametros.predict(hotelsdfTesteo)\n", + "#Valores Predichos\n", + "y_pred" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6d75e5a2", + "metadata": {}, + "outputs": [], + "source": [ + "df_submission = pd.DataFrame({'id': hotelsdfTesteoOriginal['id'], 'is_canceled': y_pred})\n", + "df_submission.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea9bb862", + "metadata": {}, + "outputs": [], + "source": [ + "Privatedf_submission.to_csv('submissions/arbol_decisiones_eficiente.csv', index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "b5fa6667", + "metadata": {}, + "source": [ + "Con este modelo, obtuvimos el siguiente resultado:\n", + "\n", + "![SegundaEntrega](informe/images/segundaPrediccion.jpg)" + ] + }, + { + "cell_type": "markdown", + "id": "16ffab03", + "metadata": {}, + "source": [ + "# Conclusión\n", + "\n", + "1. Al comparar los dos modelos construidos, se observó una mejora considerable en el segundo modelo en factores como la performance y las métricas en comparación con el primero. Esto sugiere que se pudo optimizar significativamente el modelo mediante la incorporación de tecnicas como: ramdomized cross search\n", + "2. Las métricas del árbol se mejoraron mediante la optimización del F1 score, el cual fue seleccionado debido a la naturaleza del problema en el que no había un motivo particular para seleccionar una métrica específica (como recall o precision).\n", + "3. A pesar de la poda y la reducción de la libertad del árbol para extenderse, se logró una mejora significativa en su métrica F1. Esto demuestra que la poda y la limitación de la extensión del árbol no necesariamente afectan negativamente su rendimiento, sino que pueden mejorar la capacidad de generalización del modelo.\n", + "4. Se realizaron repetidas pruebas sobre el modelo buscando mejorar el f1 score, de todos estos intentos se alamaceno el que mejor balanceaba eficiencia con f1 score. " + ] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,md" + }, + "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": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/7506R-1C2023-GRUPO09-CHP02.md b/7506R-1C2023-GRUPO09-CHP02.md new file mode 100644 index 0000000..54aef67 --- /dev/null +++ b/7506R-1C2023-GRUPO09-CHP02.md @@ -0,0 +1,865 @@ +--- +jupyter: + jupytext: + formats: ipynb,md + text_representation: + extension: .md + format_name: markdown + format_version: '1.3' + jupytext_version: 1.14.5 + kernelspec: + display_name: Python 3 (ipykernel) + language: python + name: python3 +--- + +# Importamos +```python +try: + import google.colab + IN_COLAB = True +except: + IN_COLAB = False + +import pandas as pd +import numpy as np +import sklearn as sk +import seaborn as sns +import pydotplus +from six import StringIO +from IPython.display import Image +from matplotlib import pyplot as plt +from dict_paises import COUNTRY_ALPHA3_TO_COUNTRY_ALPHA2, COUNTRY_ALPHA2_TO_CONTINENT +from joblib import dump, load + +from sklearn.model_selection import StratifiedKFold, KFold,RandomizedSearchCV, train_test_split, cross_validate +from sklearn.tree import DecisionTreeClassifier, export_graphviz, export_text +from sklearn.metrics import confusion_matrix, classification_report , f1_score, make_scorer, precision_score, recall_score, accuracy_score,f1_score +from sklearn.preprocessing import MinMaxScaler +from sklearn import tree + +#Si estamos en colab tenemos que instalar la libreria "dtreeviz" aparte. +if IN_COLAB == True: + !pip install 'dtreeviz' +import dtreeviz.trees as dtreeviz + +#Para eliminar los warnings +import warnings +warnings.simplefilter(action='ignore', category=FutureWarning) +warnings.simplefilter(action='ignore', category=UserWarning) +``` + +## Cargamos el dataframe de testeo + +```python +hotelsdfTesteoOriginal = pd.read_csv("./hotels_test.csv") +hotelsdfTesteo = hotelsdfTesteoOriginal.copy() +``` + +# Arbol de decisiones sin optimizacion + + +Vamos a comenzar creando un arbol de decisiones que tenga en cuenta todas las columnas. \ +Luego, vamos a realizar una optimizacion y vamos a optimizar dicho arbol para luego comparar resultados. + + +## Cargamos nuestro dataframe del checkpoint pasado + +Vamos a crear una copia de nuestro dataframe para la creacion del arbol + +```python +hotelsdfCheckpoint1 = pd.read_csv("./dataframeCheckpoint1.csv") +hotelsdfArbol = hotelsdfCheckpoint1.copy() +print("El data frame esta compuesto por "f"{hotelsdfArbol.shape[0]}"" filas y "f"{hotelsdfArbol.shape[1]}"" columnas") +``` + +Un vistazo básico a la información contenida en el dataframe: + +```python +pd.concat([hotelsdfArbol.head(2), hotelsdfArbol.sample(5), hotelsdfArbol.tail(2)]) +``` + +Vemos que tenemos una columa extra "Unnamed: 0". Esta hace referencia la columna de origen del registro. Procedemos a borrarla + +```python +hotelsdfArbol.drop("Unnamed: 0", axis=1, inplace=True) +hotelsdfArbol.reset_index(drop=True) +print() +``` + +## Transformacion de las columnas para la creacion del arbol + + +Para poder usar el arbol de sklearn, tenemos que transformar todas nuestras columnas no numericas a valores numericos. \ +Dichas columnas son las siguientes: + +```python +valoresAConvertir = hotelsdfArbol.dtypes[(hotelsdfArbol.dtypes !='int64') & (hotelsdfArbol.dtypes !='float64')].index +valoresAConvertir = valoresAConvertir.to_list() +valoresAConvertir +``` + +Sin embargo, no todas estas columnas nos van a servir para nuestro analisis. + + + +### Booking ID + + +Vamos a empezar removiendo booking\_id visto en como no la necesitamos para analisis + +```python +hotelsdfArbol.drop("booking_id", axis=1, inplace=True) +hotelsdfArbol.reset_index(drop=True) +valoresAConvertir.remove('booking_id') +``` + +### Reservation Status & Reservation status date + + +Reservation Status nos dice el estado de la reservacion, si fue cancelada o no y reservation status date nos marca la fecha en la que cambio el estado. +Estas dos columnas nos son redundantes + +```python +hotelsdfArbol.drop("reservation_status", axis=1, inplace=True) +hotelsdfArbol.reset_index(drop=True) +valoresAConvertir.remove('reservation_status') +``` + +```python +hotelsdfArbol.drop("reservation_status_date", axis=1, inplace=True) +hotelsdfArbol.reset_index(drop=True) +valoresAConvertir.remove('reservation_status_date') +``` + +### Country +Country toma una amplia cantidad de valores como vimos en el analisis univariado. Asique decidimos agrupar los paises por continente para poder usar la variable + +```python +hotelsdfArbol["continente"] = hotelsdfArbol["country"].replace(COUNTRY_ALPHA3_TO_COUNTRY_ALPHA2) +hotelsdfArbol["continente"] = hotelsdfArbol["continente"].replace(COUNTRY_ALPHA2_TO_CONTINENT) +``` + +```python +country = hotelsdfArbol['country'].unique().tolist() +print(country) +``` + +```python +country = hotelsdfArbol['continente'].unique().tolist() +print(country) +``` + +Viendo estos resultados vemos que hay dos outliers que no logramos identificar en el analisis univariado. + + +"ATA" refiere al **continente** de Antartida. Al ser un valor tan fuera de lo comun y tener una sola ocurrencia decidimos eliminarlo del dataframe + +```python +hotelsdfArbol.drop((hotelsdfArbol[hotelsdfArbol["country"] == "ATA"].index.values),inplace=True) +hotelsdfArbol.reset_index(drop=True) +print() +``` + +"UMI" hace referenca a unas islas cerca de Hawaii. Al ser un unico caso y tener una poblacion de 300 habitantes, decidimos considerarlo como Estados Unidos, es decir America del Norte + +Fuentes: +- https://www.iso.org/obp/ui/#iso:code:3166:UM +- https://en.wikipedia.org/wiki/United_States_Minor_Outlying_Islands + +```python +hotelsdfArbol.loc[hotelsdfArbol['country'] == "UMI", 'country'] = 'North America' +hotelsdfArbol.loc[hotelsdfArbol['continente'] == "UMI", 'continente'] = 'North America' +``` + +Con estos nuevos cambios, la columna continente toma los siguientes valores + +```python +continente = hotelsdfArbol['continente'].unique().tolist() +print(continente) +``` + +Procedemos a dropear la columna de country + +```python +hotelsdfArbol=hotelsdfArbol.drop(['country'], axis='columns', inplace=False) +valoresAConvertir.remove('country') +valoresAConvertir.append('continente') +hotelsdfArbol.reset_index(drop=True) +``` + +```python +valoresAConvertir +``` + +### One hot encoding + + +Vamos a transformar dichas variables categoricas con la tecnica de one hot encoding. \ +Esto va a crear una serie de nuevas columnas con todos los posibles de la variable categorica. En cada columna va a haber un 1 o un 0 para indicar el valor del registro de esa variable. \ +Una de las columnas (en este caso la primera) es eliminada ya que, si todas las otras columnas son falsas, significa que la variable toma el valor de la columna eliminada. \ +Esto lo podemos hacer gracias a que eliminamos todos nuestros valores faltantes en las secciones anteriores. + +```python +hotelsdfArbol = pd.get_dummies(hotelsdfArbol, columns=valoresAConvertir, drop_first=True) +``` + +Vamos a observar como nos quedo el dataframe despues del one hot encoding + +```python +hotelsdfArbol.head() +``` + +Observamos que hay una **gran** cantidad de columnas + + +### Aplicamos mismas modificaciones al dataset de testeo + + +Ahora vamos a aplicar las mismas modificaciones y encodings al dataframe de testeo para poder aplicarle el modelo + + +Empezamos cambiando el nombre de las columnas para que coincida con el de nuestro dataframe + +```python +nuevas_columnas = { + 'adr':'average_daily_rate', + 'adults':'adult_num', + 'agent':'agent_id', + 'arrival_date_day_of_month':'arrival_month_day', + 'arrival_date_month':'arrival_month', + 'arrival_date_week_number':'arrival_week_number', + 'arrival_date_year':'arrival_year', + 'assigned_room_type':'assigned_room_type', + 'babies':'babies_num', + 'booking_changes':'booking_changes_num', + 'children':'children_num', + 'company':'company_id', + 'country':'country', + 'customer_type':'customer_type', + 'days_in_waiting_list':'days_in_waiting_list', + 'deposit_type':'deposit_type', + 'distribution_channel':'distribution_channel', + 'hotel':'hotel_name', + 'id':'booking_id', + 'is_repeated_guest':'is_repeated_guest', + 'lead_time':'lead_time', + 'market_segment':'market_segment_type', + 'meal':'meal_type', + 'previous_bookings_not_canceled':'previous_bookings_not_canceled_num', + 'previous_cancellations':'previous_cancellations_num', + 'required_car_parking_spaces':'required_car_parking_spaces_num', + 'reserved_room_type':'reserved_room_type', + 'stays_in_weekend_nights':'weekend_nights_num', + 'stays_in_week_nights':'week_nights_num', + 'total_of_special_requests':'special_requests_num', +} + +hotelsdfTesteo.rename(columns = nuevas_columnas, inplace = True) +``` + +Antes de nada, vamos a procesar todos los datos faltantes del dataframe. + + +#### Dias Totales + + +Anadimos la columna que creamos en el checkpoint 1 + +```python +hotelsdfTesteo["dias_totales"] = hotelsdfTesteo["week_nights_num"] + hotelsdfTesteo["weekend_nights_num"] +``` + +#### Datos faltantes + +```python +hotelsdfTesteo.isnull().sum() +``` + +```python +print("Vemos que 'company id' tiene un " + str( (hotelsdfTesteo["company_id"].isnull().sum() * 100) / len(hotelsdfTesteo) ) + "% de datos faltantes.") +print("Por esto decidimos eliminar la columna (tanto en el dataset de testeo como en el de entrenamiento)") +``` + +```python +hotelsdfTesteo.drop("company_id", axis=1, inplace=True) +hotelsdfTesteo.reset_index(drop=True) +``` + +### Valores a convertir + + +Siempre posible, vamos a aplicar el mismo criterio que arriba + +```python +valoresAConvertirTesteo = hotelsdfTesteo.dtypes[(hotelsdfTesteo.dtypes !='int64') & (hotelsdfTesteo.dtypes !='float64')].index +valoresAConvertirTesteo = valoresAConvertirTesteo.to_list() +valoresAConvertirTesteo +``` + +#### Booking ID + +```python +hotelsdfTesteo.drop("booking_id", axis=1, inplace=True) +hotelsdfTesteo.reset_index(drop=True) +valoresAConvertirTesteo.remove('booking_id') +``` + +#### Agent ID + + +Tomamos el mismo criterio que el checkpoint 1. Transformamos a 0 + +```python +hotelsdfTesteo.loc[hotelsdfTesteo['agent_id'].isnull(), 'agent_id'] = 0 +``` + +#### Reservation Status & Reservation status date + + + +Dropeamos estas columnas debido a que no nos dan ninguna informacion adicional + +```python +hotelsdfTesteo.drop("reservation_status_date", axis=1, inplace=True) +hotelsdfTesteo.reset_index(drop=True) +valoresAConvertirTesteo.remove('reservation_status_date') +``` + +#### Country y Continents + + +Para los valores faltantes de country tomamos el mismo criterio del checkpoint 1. Los convertimos en portugal + +```python +hotelsdfTesteo.loc[hotelsdfTesteo['country'].isnull(), 'country'] = 'PRT' +``` + +```python +hotelsdfTesteo["continente"] = hotelsdfTesteo["country"].replace(COUNTRY_ALPHA3_TO_COUNTRY_ALPHA2) +hotelsdfTesteo["continente"] = hotelsdfTesteo["continente"].replace(COUNTRY_ALPHA2_TO_CONTINENT) +``` + +```python +country = hotelsdfTesteo['country'].unique().tolist() +valoresAConvertirTesteo.append("continente") +print(country) +``` + +```python +continentes = hotelsdfTesteo['continente'].unique().tolist() +print(continentes) +``` + +Tal como ocurrio con el dataset de Train, observamos que hay algunos continente (y por tanto sus paises y registros asociados) que parecen ser outliers. +Los estudiamos + +```python +hotelsdfTesteo[ hotelsdfTesteo['continente'] =="ATA"] +``` + +Hay un registro correspondiente a "Antartida". como no podemos dropearlo, le ponemos de continente "north america".\ +Le asignamos el valor de America del norte debido a que estados unidos es el pais con mas bases en la antartica + +```python +hotelsdfTesteo.loc[hotelsdfTesteo['continente'] == "ATA", 'continente'] = "North America" +``` + +```python +hotelsdfTesteo[ hotelsdfTesteo['continente'] =="ATF"] +``` + +"ATF", que es la sigla de Fr. So. Ant. Tr (French southern and antartic lands). +Ponemos su contienente en Europa. + +```python +hotelsdfTesteo.loc[hotelsdfTesteo['continente'] == "ATF", 'continente'] = "Europe" +``` + +```python +hotelsdfTesteo[hotelsdfTesteo['continente'] =="ATF"] +``` + +#### Analisis de valores faltantes de continente + +```python +hotelsdfTesteo[hotelsdfTesteo['continente'].isna()] +``` + +Vemos que hay una serie de registros que no tienen el dato del pais. Sin embargo, no son muchos. Debido a esto, vamos a asignarle estos registros el valor de aquel contiente que tenga la mayor cantidad de registros + +```python +sns.countplot(data = hotelsdfTesteo, x = 'continente', palette= 'Set2') +plt.title('Cantidad de registros por continente') +plt.xlabel('Continente') +plt.ylabel('Cantidad de registros') +``` + +Vemos que el continente con mayor cantidad de registros es europa, asique lo asignamos a ese valor + +```python +hotelsdfTesteo.loc[hotelsdfTesteo['continente'].isnull(), 'country'] = 'Europe' +``` + +Miro q se hayan cambiado bien todos los continentes y no haya valores raros + +```python +continentes = hotelsdfTesteo['continente'].unique().tolist() +print(continentes) +``` + +Como hicimos con el dataset de train, y ya habiendo procesado la columna continente, dropeamos la columna country + +```python +hotelsdfTesteo=hotelsdfTesteo.drop(['country'], axis='columns', inplace=False) +hotelsdfTesteo.reset_index(drop=True) +valoresAConvertirTesteo.remove('country') +``` + +#### previous bookings not cancelled + + +Al igual q en el train, dropeamos esta col + +```python +hotelsdfTesteo=hotelsdfTesteo.drop(['previous_bookings_not_canceled_num'], axis='columns', inplace=False) +hotelsdfTesteo.reset_index(drop=True) +``` + +```python +hotelsdfTesteo.isnull().sum() +``` + +### One hot encoding del testeo + +De la misma manera al dataset de pruebas aplicamos one hot encoding sobre las columnas de variables cualitativas + +```python +hotelsdfTesteo = pd.get_dummies(hotelsdfTesteo, columns=valoresAConvertirTesteo, drop_first=True) +hotelsdfTesteo.head() +``` + +### Corroboracion de columnas + + +Despues de todas estas transformaciones vamos a corrobar que los dataframes tengan la misma cantidad de columnas. + +```python +set_test = set(hotelsdfTesteo.columns) +set_arbol = set(hotelsdfArbol.columns) + +missing = list(sorted(set_test - set_arbol)) +added = list(sorted(set_arbol - set_test)) + +print('Faltan en arbol:', missing) +print('Sobran en arbol:', added) +``` + +Vemos que en el dataframe del arbol nos sobra la columna "is canceled", cosa que hace sentido ya que esa es la columna con la que vamos a entrenar al dataset. Sin embargo, vemos que tambien hay 3 columnas que faltan en el dataset de arbol. + +Vamos a reasignar los valores de las columnas de test para que coincidan. + +El siguiente codigo nos calcula cuantas personas tiene cada tipo de cuarto + +```python +cantDeCuartos = {} +cantidadDeCasosSumados = 0 + +cantDeCuartos["A"] = 0 #Arrancamos asignado 0 a los cuartos de A. Estos fueron removidos por el one hot. Lo vamos a calcular al final. +for letra in ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z']: + tipoDeCuarto = 'reserved_room_type_' + letra + cantidadDeCasosSumados += 1 + if tipoDeCuarto not in hotelsdfTesteo.columns: + continue + hotelsdfTesteo[tipoDeCuarto] + resultado = hotelsdfTesteo[hotelsdfTesteo[tipoDeCuarto] == 1][tipoDeCuarto].sum() + cantDeCuartos[letra] = resultado + +cuartosA = len(hotelsdfTesteo) - cantidadDeCasosSumados +cantDeCuartos["A"] = cuartosA + + +cantDeCuartos +``` + +Vemos que L y P tienen una extremadamente pequena cantidad de apariciones. \ +Lo vamos a anadir al roomtype A al ser el que tiene la mayor cantidad de apariciones. + +Para anadirlos a la columna a, simplemente tenemos que eliminar las columnas L y P (ya que la columna A es la eliminada por el one hot) + +```python +hotelsdfTesteo.drop("reserved_room_type_L", axis=1, inplace=True) +hotelsdfTesteo.drop("reserved_room_type_P", axis=1, inplace=True) +hotelsdfTesteo.reset_index(drop=True) +print() +``` + +Vamos a aplicar el mismo criterio a assigned room type + +```python +cantDeCuartos = {} +cantidadDeCasosSumados = 0 + +cantDeCuartos["A"] = 0 #Arrancamos asignado 0 a los cuartos de A. Estos fueron removidos por el one hot. Lo vamos a calcular al final. +for letra in ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z']: + tipoDeCuarto = 'assigned_room_type_' + letra + cantidadDeCasosSumados += 1 + if tipoDeCuarto not in hotelsdfTesteo.columns: + continue + hotelsdfTesteo[tipoDeCuarto] + resultado = hotelsdfTesteo[hotelsdfTesteo[tipoDeCuarto] == 1][tipoDeCuarto].sum() + cantDeCuartos[letra] = resultado + +cuartosA = len(hotelsdfTesteo) - cantidadDeCasosSumados +cantDeCuartos["A"] = cuartosA + + +cantDeCuartos +``` + +Aca tambien vemos que P tiene muy pocas aparciones. Asique aplicamos el mismo criterio de antes + +```python +hotelsdfTesteo.drop("assigned_room_type_P", axis=1, inplace=True) +hotelsdfTesteo.reset_index(drop=True) +print() +``` + +Vemos ahora que nuestras columnas coinciden + +```python +set_test = set(hotelsdfTesteo.columns) +set_arbol = set(hotelsdfArbol.columns) + +missing = list(sorted(set_test - set_arbol)) +added = list(sorted(set_arbol - set_test)) + +print('Faltan en arbol:', missing) +print('Sobran en arbol:', added) +``` + +## Entrenamiento del modelo + +Se genera un dataset con los datos necesarios para predecir la cancelacion y creamos un dataset conteniendo el target, para luego, generar conjuntos de test y train + +```python +hotelsdfArbol_x=hotelsdfArbol.drop(['is_canceled'], axis='columns', inplace=False) + + +hotelsdfArbol_y = hotelsdfArbol['is_canceled'].copy() + +x_train, x_test, y_train, y_test = train_test_split(hotelsdfArbol_x, + hotelsdfArbol_y, + test_size=0.2, #proporcion 80/20 + random_state=9) #Semilla 9, como el Equipo !! +``` + +Ahora ya tenemos generados nuestros conjuntos de train y test; y tenemos nuestro dataframe con los datos numericos, vamos a generar nuestro modelo + +Iniciamos con una profundidad maxima arbitraria, en este caso 20 y creamos un arbol utilizando el criterio **Gini** + +Dicho modelo sera uno generado directamente tomando en cuenta todos los valores y sin generar ningun tipo de poda, para observar como se comporta un modelo sin tratar + +```python +PROFUNDIDAD_MAX = 20 + +tree_model = tree.DecisionTreeClassifier(criterion="gini", + max_depth = PROFUNDIDAD_MAX) +model = tree_model.fit(X = x_train, y = y_train) + +``` + + +Una vez entrenado el modelo realizamos una predicción con el mismo + +```python +y_pred = model.predict(x_test) +y_pred +``` + +```python +ds_resultados=pd.DataFrame(zip(y_test,y_pred),columns=['test','pred']) +ds_resultados +``` + +Estas columns representan 20% de nuestro dataframe que fue dedicado al testeo del modelo + + +Vamos a graficar la matriz de confusion para visualizar los resultados de nuesto modelo: + +```python +tabla=confusion_matrix(y_test, y_pred) +sns.heatmap(tabla,cmap='GnBu',annot=True,fmt='g') +plt.xlabel('Predicted') +plt.ylabel('True') +``` + +Presentamos las reglas conseguidas en árbol no optizado: + +```python +reglas = export_text(tree_model, feature_names=list(hotelsdfArbol_x.columns.tolist())) +print(reglas) +``` + +A continuacion vamos a graficar el arbol resultante: \ +(**Advertencia**: Suele tardar unos minutos en terminar de renderizar la imagen) + +```python +plt.figure(figsize=(100,100)) + +tree_plot_completo=tree.plot_tree(model, + feature_names=hotelsdfArbol_x.columns.to_list(), + filled=True, + rounded=True, + class_names=['Not Canceled','Is canceled']) #model.classes_ +plt.show(tree_plot_completo) +``` +Con la imagen se ve que el arbol resultante tiene unas dimensiones exageradas, vemos ademas que tiene una profundidad de 20 como especificamos + +Vemos que en un árbol sin optimizar de profundidad 20 y sin configurar una mejora en los hiperparametros obtenemos las siguientes metricas: + +```python +accuracy=accuracy_score(y_test,y_pred) +recall=recall_score(y_test,y_pred) +f1=f1_score(y_test,y_pred,) +precision=precision_score(y_test,y_pred) + +print("Accuracy: "+str(accuracy)) +print("Recall: "+str(recall)) +print("Precision: "+str(precision)) +print("f1 score: "+str(f1)) +``` + +```python +#dump(model, 'modelos1/arbolIneficiente.joblib') +#Cargamos el modelo de una de nuestras corrida. Este modelo no deberia variar mucho entre corrida y corrida +model = load('modelos/arbolIneficiente.joblib') +``` + +```python +#Realizamos una predicción sobre el set de test +y_pred = model.predict(hotelsdfTesteo) +#Valores Predichos +y_pred +``` +```python +df_submission = pd.DataFrame({'id': hotelsdfTesteoOriginal['id'], 'is_canceled': y_pred}) +df_submission.head() +``` + +```python +df_submission.to_csv('submissions/arbol_decisiones_ineficiente.csv', index=False) +``` + +Con este modelo, obtuvimos el siguiente resultado: + +![PrimeraEntrega](informe/images/primeraPrediccion.jpg) + + +# Busqueda de hiperparametros, poda y validación cruzada + +## Randomized Search Cross Validation + +Mediante la tecnica de ramdomized search cross validations hacemos una busqueda de los mejores hiperparametros + +Tomamos 15 combinaciones posibles entre los parametros existentes y buscamos la combinación que mejor optimiza la metrica F1. La decisión de mejorar la metrica F1 viene de equilibrar tanto presion y recall debido a que la naturaleza del problema no requiere la mejora de alguna en particular, lo que significa que clasifica correctamente la mayoria de los casos positivos y encuentra la maxima cantidad de ellos + +Nos basamos en los siguientes parametros: + +```python +combinaciones=15 +limite_hojas_nodos = list(range(2, 50)) +valor_poda = 0.0001 #0.0007 +profundidad = list(range(0,40)) +folds=10 + + +params_grid = {'criterion':['gini','entropy'], + 'min_samples_leaf':limite_hojas_nodos, + 'min_samples_split': limite_hojas_nodos, + 'ccp_alpha':np.linspace(0,valor_poda,combinaciones), + 'max_depth':profundidad} + +kfoldcv = StratifiedKFold(n_splits=folds) + +base_tree = DecisionTreeClassifier() + +scorer_fn = make_scorer(sk.metrics.f1_score) + +randomcv = RandomizedSearchCV(estimator=base_tree, + param_distributions = params_grid, + scoring=scorer_fn, + cv=kfoldcv, + n_iter=combinaciones) + +randomcv.fit(x_train,y_train) +``` + +Mostramos los mejores hiperparametros devueltos por el arbol y el valor del f1_score + +```python +print("Mostramos los mejores resultados: ") +print(randomcv.best_params_) +print() +print("Mostramos el mejor resultado obtenido de busqueda aleatoria: ") +print("f1_score = ",randomcv.best_score_) +``` + +Algunos valores obtenidos del algoritmo + +```python +randomcv.cv_results_['mean_test_score'] +``` + +## Predicción y Evaluación del Modelo con mejores hiperparámetros + +Generamos el árbol con los hiperparametros que optimizan su eficiencia y a su vez presentamos el conjunto de valores con su peso relativo a la toma de la decisión + + +Cargamos el mejor arbol que encontramos (explicado en la seccion de validacion cruzada) + +```python +arbol_mejores_parametros = load('modelos/arbolEficiente.joblib') +``` + +```python +arbol_mejores_parametros=DecisionTreeClassifier().set_params(**randomcv.best_params_) +arbol_mejores_parametros.fit(x_train,y_train) +``` + +*Conjunto de reglas:* + +```python +features_considerados = hotelsdfArbol_x.columns.to_list() +best_tree = randomcv.best_estimator_ +feat_imps = best_tree.feature_importances_ + +for feat_imp,feat in sorted(zip(feat_imps,features_considerados)): + if feat_imp>0: + print('{}: {}'.format(feat,feat_imp)) +``` + +Es importante destacar que tres de las variables seleccionadas en la primera parte de nuestro analisis (Checkpoint 1): lead_time, average_daily_rate y previous_cancelations_nums estan enmarcadas dentro de las diez caracteristicas que aportan màs información en la construcción del árbol + +*Mostramos las reglas internas del árbol:* + +```python +reglas = export_text(arbol_mejores_parametros, feature_names=list(features_considerados)) +print(reglas) +``` + +Se puede observar una considerable simplificacion en la ramificacion de las reglas de este árbol comparado contra el primer árbol generado en el análisis + + +### Grafica representativa del árbol optimizado + +Mostramos los primeros cinco niveles del árbol optimazado y observamos una diferencia con el primer árbol generado en el analisis: + +```python +dot_data = StringIO() +export_graphviz(arbol_mejores_parametros, out_file=dot_data, + filled=True, rounded=True, + special_characters=True, + feature_names=features_considerados, + class_names=['no cancelo','cancelo'], + max_depth=5) + +graph = pydotplus.graph_from_dot_data(dot_data.getvalue()) +Image(graph.create_png()) +``` + +Considerando lo antes mencionado podemos apreciar que: +1. El primer nodo particiona segun el tipo de deposito: sin rembolso, donde, la gente tiende a mantener la reserva y con rembolso donde se tiende a cancelar +2. El segundo nivel árbol toma en consideración la cantidad de espacios de estacionamiento requerido y si el tipo de cliente es Transient Party. La primera variable es discreta; la segunda variable es binaria (o vale 1 o vale 0). Esta ultima fue generada en el proceso de one hot encoding +3. En un tercer nivel observamos que las variables que más informacion aportan son: previous cancelation number y hotel name + + +### Prediccion con split de train + +Hacemos una primera evaluación del árbol haciendo uso de los datos de prueba y medimos su desempeño + +```python +y_pred= arbol_mejores_parametros.predict(x_test) +print('F1-Score: {}'.format(f1_score(y_test, y_pred, average='binary'))) +cm = confusion_matrix(y_test,y_pred) +sns.heatmap(cm, cmap='Blues',annot=True,fmt='g') +plt.xlabel('Predecidos') +plt.ylabel('Verdaderos') +plt.title("Desempeño del modelo con datos de prueba") +``` + +*Un vistazo al primer conjunto de prediccione:* + +```python +arbol_mejores_parametros.predict_proba(x_test) +``` + +## Entrenamiento Cross Validation + +Procedemos a realizar entrenamiento del árbol mediante el metodo de la validación cruzada en 10 folds considerando que fue como se entreno previamente al árbol mas optimo. Esto buscando siempre mantener la metrica F1 en su valor más alto, como también comprobar que el árbol mantiene un desempeño esperado y detectar posibles casos de *Overfitting o Underfitting* + +```python +kfoldcv =StratifiedKFold(n_splits=folds) +scorer_fn = make_scorer(sk.metrics.f1_score) + +resultados = cross_validate(arbol_mejores_parametros,x_train, y_train, cv=kfoldcv,scoring=scorer_fn,return_estimator=True) + +metricsCV = resultados['test_score'] + +arbol_mejor_performance = resultados['estimator'][np.where(metricsCV==max(metricsCV))[0][0]] +``` + +```python +metric_labelsCV = ['F1 Score']*len(metricsCV) +sns.set_context('talk') +sns.set_style("darkgrid") +plt.figure(figsize=(8,8)) +sns.boxplot(metricsCV) +plt.title("Modelo entrenado con 10 folds") +``` + +```python +y_pred= arbol_mejor_performance.predict(x_test) +print(classification_report(y_test,y_pred)) +print('F1-Score: {}'.format(f1_score(y_test, y_pred, average='binary'))) +cm = confusion_matrix(y_test,y_pred) +sns.heatmap(cm, cmap='Blues',annot=True,fmt='g') +plt.xlabel('Predicted') +plt.ylabel('True') +``` + +Se determina que de la anterior busqueda de hiperparametros mediante la validacion cruzada, el ultimo arbol obtenido es el arbol mas eficiente entrenado hasta el momento.\ +Es por esto que lo guardamos para que pueda ser cargado para uso posterior + +```python +#dump(arbol_mejores_parametros, 'modelos/arbolEficiente.joblib') +#Cargamos el modelo de una de nuestras corrida. Este modelo no deberia variar mucho entre corrida y corrida +``` + +```python +#Realizamos una predicción sobre el set de test +y_pred = arbol_mejores_parametros.predict(hotelsdfTesteo) +#Valores Predichos +y_pred +``` + +```python +df_submission = pd.DataFrame({'id': hotelsdfTesteoOriginal['id'], 'is_canceled': y_pred}) +df_submission.head() +``` + +```python +Privatedf_submission.to_csv('submissions/arbol_decisiones_eficiente.csv', index=False) +``` + +Con este modelo, obtuvimos el siguiente resultado: + +![SegundaEntrega](informe/images/segundaPrediccion.jpg) + + +# Conclusión + +1. Al comparar los dos modelos construidos, se observó una mejora considerable en el segundo modelo en factores como la performance y las métricas en comparación con el primero. Esto sugiere que se pudo optimizar significativamente el modelo mediante la incorporación de tecnicas como: ramdomized cross search +2. Las métricas del árbol se mejoraron mediante la optimización del F1 score, el cual fue seleccionado debido a la naturaleza del problema en el que no había un motivo particular para seleccionar una métrica específica (como recall o precision). +3. A pesar de la poda y la reducción de la libertad del árbol para extenderse, se logró una mejora significativa en su métrica F1. Esto demuestra que la poda y la limitación de la extensión del árbol no necesariamente afectan negativamente su rendimiento, sino que pueden mejorar la capacidad de generalización del modelo. +4. Se realizaron repetidas pruebas sobre el modelo buscando mejorar el f1 score, de todos estos intentos se alamaceno el que mejor balanceaba eficiencia con f1 score. diff --git a/7506R-1C2023-GRUPO09.ipynb b/7506R-1C2023-GRUPO09.ipynb deleted file mode 100644 index c08754a..0000000 --- a/7506R-1C2023-GRUPO09.ipynb +++ /dev/null @@ -1,15845 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "9191b670", - "metadata": {}, - "source": [ - "En este jupyter notebook vamos a explorar un conjunto de datos sobre reservas de hoteles y tratar de hallar un modelo que nos permita predecir si la reserva va a ser cancelada\n", - "\n", - "# Preparación del ambiente de trabajo\n", - "Importamos todas las librerías que vamos a usar\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "2c02978b", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd \n", - "import numpy as np\n", - "import sklearn as sk\n", - "import seaborn as sns\n", - "from matplotlib import pyplot as plt\n", - "import scipy.stats as st\n", - "from calendar import month_name" - ] - }, - { - "cell_type": "markdown", - "id": "9f3c9394", - "metadata": {}, - "source": [ - "## Cargamos de datos a un dataframe\n", - "\n", - "Se carga la información a un dataframe de pandas, se genera una copia y se trabaja sobre la misma" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "bf1cdcfc", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "El data frame esta compuesto por 61913 filas y 33 columnas\n" - ] - } - ], - "source": [ - "hotelsDfOriginal = pd.read_csv(\"./hotels_train.csv\")\n", - "hotelsdf = hotelsDfOriginal.copy()\n", - "\n", - "print(\"El data frame esta compuesto por \"f\"{hotelsdf.shape[0]}\"\" filas y \"f\"{hotelsdf.shape[1]}\"\" columnas\")" - ] - }, - { - "cell_type": "markdown", - "id": "dde38d9c", - "metadata": {}, - "source": [ - "## Vistazo inicial\n", - "\n", - "Un vistazo básico a la información contenida en el dataframe:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "7661b052", - "metadata": { - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotellead_timearrival_date_yeararrival_date_montharrival_date_week_numberarrival_date_day_of_monthstays_in_weekend_nightsstays_in_week_nightsadultschildren...companydays_in_waiting_listcustomer_typeadrrequired_car_parking_spacestotal_of_special_requestsreservation_statusreservation_status_dateidis_canceled
0City Hotel492016September3751210.0...NaN0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120.0...NaN0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
3395City Hotel452015November47192810.0...NaN0Transient69.2400Canceled2015-10-14b708c044-758a-4688-9ce0-666cfe65762d1
39032Resort Hotel1592017March111461520.0...NaN0Transient70.3002Check-Out2017-04-045a2db98d-8cff-4162-9d1f-b9df6cc608850
40642City Hotel1732017June24112320.0...NaN0Transient140.0000Canceled2016-12-2030fb7ae4-e4a6-4989-a34f-2c94e57ee01b1
8491City Hotel2432017July30260420.0...NaN0Transient110.0000Canceled2016-11-258dd45933-ccd6-4e51-9830-aee89c168c951
40383Resort Hotel1152016June25122020.0...NaN0Transient81.6202Check-Out2016-06-1494191518-fc53-4dfc-9b5b-5df929ea65b40
61911Resort Hotel1432015October41102520.0...NaN0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
61912City Hotel572016April17172520.0...NaN0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
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" - ], - "text/plain": [ - " hotel lead_time arrival_date_year arrival_date_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "3395 City Hotel 45 2015 November \n", - "39032 Resort Hotel 159 2017 March \n", - "40642 City Hotel 173 2017 June \n", - "8491 City Hotel 243 2017 July \n", - "40383 Resort Hotel 115 2016 June \n", - "61911 Resort Hotel 143 2015 October \n", - "61912 City Hotel 57 2016 April \n", - "\n", - " arrival_date_week_number arrival_date_day_of_month \\\n", - "0 37 5 \n", - "1 44 31 \n", - "3395 47 19 \n", - "39032 11 14 \n", - "40642 24 11 \n", - "8491 30 26 \n", - "40383 25 12 \n", - "61911 41 10 \n", - "61912 17 17 \n", - "\n", - " stays_in_weekend_nights stays_in_week_nights adults children ... \\\n", - "0 1 2 1 0.0 ... \n", - "1 0 1 2 0.0 ... \n", - "3395 2 8 1 0.0 ... \n", - "39032 6 15 2 0.0 ... \n", - "40642 2 3 2 0.0 ... \n", - "8491 0 4 2 0.0 ... \n", - "40383 2 0 2 0.0 ... \n", - "61911 2 5 2 0.0 ... \n", - "61912 2 5 2 0.0 ... \n", - "\n", - " company days_in_waiting_list customer_type adr \\\n", - "0 NaN 0 Transient 115.50 \n", - "1 NaN 0 Transient 42.00 \n", - "3395 NaN 0 Transient 69.24 \n", - "39032 NaN 0 Transient 70.30 \n", - "40642 NaN 0 Transient 140.00 \n", - "8491 NaN 0 Transient 110.00 \n", - "40383 NaN 0 Transient 81.62 \n", - "61911 NaN 0 Transient 36.05 \n", - "61912 NaN 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces total_of_special_requests \\\n", - "0 0 1 \n", - "1 1 0 \n", - "3395 0 0 \n", - "39032 0 2 \n", - "40642 0 0 \n", - "8491 0 0 \n", - "40383 0 2 \n", - "61911 0 0 \n", - "61912 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "3395 Canceled 2015-10-14 \n", - "39032 Check-Out 2017-04-04 \n", - "40642 Canceled 2016-12-20 \n", - "8491 Canceled 2016-11-25 \n", - "40383 Check-Out 2016-06-14 \n", - "61911 Canceled 2015-07-08 \n", - "61912 Canceled 2016-04-09 \n", - "\n", - " id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "3395 b708c044-758a-4688-9ce0-666cfe65762d 1 \n", - "39032 5a2db98d-8cff-4162-9d1f-b9df6cc60885 0 \n", - "40642 30fb7ae4-e4a6-4989-a34f-2c94e57ee01b 1 \n", - "8491 8dd45933-ccd6-4e51-9830-aee89c168c95 1 \n", - "40383 94191518-fc53-4dfc-9b5b-5df929ea65b4 0 \n", - "61911 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "61912 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[9 rows x 33 columns]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pd.concat([hotelsdf.head(2), hotelsdf.sample(5), hotelsdf.tail(2)])" - ] - }, - { - "cell_type": "markdown", - "id": "6939815f", - "metadata": {}, - "source": [ - "Renombramos las columnas del dataframe con nombres mas claros" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "3ffec22b", - "metadata": {}, - "outputs": [], - "source": [ - "nuevas_columnas = {\n", - " 'adr':'average_daily_rate',\n", - " 'adults':'adult_num',\n", - " 'agent':'agent_id',\n", - " 'arrival_date_day_of_month':'arrival_month_day',\n", - " 'arrival_date_month':'arrival_month',\n", - " 'arrival_date_week_number':'arrival_week_number',\n", - " 'arrival_date_year':'arrival_year',\n", - " 'assigned_room_type':'assigned_room_type',\n", - " 'babies':'babies_num',\n", - " 'booking_changes':'booking_changes_num',\n", - " 'children':'children_num',\n", - " 'company':'company_id',\n", - " 'country':'country',\n", - " 'customer_type':'customer_type',\n", - " 'days_in_waiting_list':'days_in_waiting_list',\n", - " 'deposit_type':'deposit_type',\n", - " 'distribution_channel':'distribution_channel',\n", - " 'hotel':'hotel_name',\n", - " 'id':'booking_id',\n", - " 'is_canceled':'is_canceled',\n", - " 'is_repeated_guest':'is_repeated_guest',\n", - " 'lead_time':'lead_time',\n", - " 'market_segment':'market_segment_type',\n", - " 'meal':'meal_type',\n", - " 'previous_bookings_not_canceled':'previous_bookings_not_canceled_num',\n", - " 'previous_cancellations':'previous_cancellations_num',\n", - " 'required_car_parking_spaces':'required_car_parking_spaces_num',\n", - " 'reserved_room_type':'reserved_room_type',\n", - " 'stays_in_weekend_nights':'weekend_nights_num',\n", - " 'stays_in_week_nights':'week_nights_num',\n", - " 'total_of_special_requests':'special_requests_num',\n", - "}\n", - "\n", - "hotelsdf.rename(columns = nuevas_columnas, inplace = True)" - ] - }, - { - "cell_type": "markdown", - "id": "e52c0b20", - "metadata": {}, - "source": [ - "Por otro lado, podemos observar que tipo de dato almacena cada columna y cuales tienen datos faltantes" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "16315b5d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 61913 entries, 0 to 61912\n", - "Data columns (total 33 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 hotel_name 61913 non-null object \n", - " 1 lead_time 61913 non-null int64 \n", - " 2 arrival_year 61913 non-null int64 \n", - " 3 arrival_month 61913 non-null object \n", - " 4 arrival_week_number 61913 non-null int64 \n", - " 5 arrival_month_day 61913 non-null int64 \n", - " 6 weekend_nights_num 61913 non-null int64 \n", - " 7 week_nights_num 61913 non-null int64 \n", - " 8 adult_num 61913 non-null int64 \n", - " 9 children_num 61909 non-null float64\n", - " 10 babies_num 61913 non-null int64 \n", - " 11 meal_type 61913 non-null object \n", - " 12 country 61692 non-null object \n", - " 13 market_segment_type 61913 non-null object \n", - " 14 distribution_channel 61913 non-null object \n", - " 15 is_repeated_guest 61913 non-null int64 \n", - " 16 previous_cancellations_num 61913 non-null int64 \n", - " 17 previous_bookings_not_canceled_num 61913 non-null int64 \n", - " 18 reserved_room_type 61913 non-null object \n", - " 19 assigned_room_type 61913 non-null object \n", - " 20 booking_changes_num 61913 non-null int64 \n", - " 21 deposit_type 61913 non-null object \n", - " 22 agent_id 54023 non-null float64\n", - " 23 company_id 3152 non-null float64\n", - " 24 days_in_waiting_list 61913 non-null int64 \n", - " 25 customer_type 61913 non-null object \n", - " 26 average_daily_rate 61913 non-null float64\n", - " 27 required_car_parking_spaces_num 61913 non-null int64 \n", - " 28 special_requests_num 61913 non-null int64 \n", - " 29 reservation_status 61913 non-null object \n", - " 30 reservation_status_date 61913 non-null object \n", - " 31 booking_id 61913 non-null object \n", - " 32 is_canceled 61913 non-null int64 \n", - "dtypes: float64(4), int64(16), object(13)\n", - "memory usage: 15.6+ MB\n" - ] - } - ], - "source": [ - "hotelsdf.info()" - ] - }, - { - "cell_type": "markdown", - "id": "69a041a4", - "metadata": {}, - "source": [ - "# Analisis univariado\n", - "Vamos a dividir las variables en cuantitativas y cualitativas.\n", - "\n", - "| Nombre de la variable | Tipo | Descripcion |\n", - "| ----------------------------------- | --------------- | ------------------------ | \n", - "| average_daily_rate | Cuantitativa | Promedio de la ganancia diaria, por habitación |\n", - "| adult_num | Cuantitativa | Numero de adultos en la reserva |\n", - "| agent_id | Cualitativa | ID de la agencia de viaje que hizo la reserva |\n", - "| arrival_month_day | Cuantitativa | Día del mes que llego |\n", - "| arrival_month | Cualitativa | Mes de llegada |\n", - "| arrival_week_number | Cuantitativa | Numero de la semana de llegada |\n", - "| arrival_year | Cuantitativa | Año de llegada |\n", - "| assigned_room_type | Cualitativa | Tipo de cuarto |\n", - "| babies_num | Cuantitativa | Cantidad de bebes |\n", - "| booking_changes_num | Cuantitativa | Cantidad de cambios a la reserva hasta el día de llegada |\n", - "| booking_id | Cualitativa | ID de la reserva |\n", - "| children_num | Cuantitativa | Cantidad de niños |\n", - "| company_id | Cualitativa | ID de la compañía que hizo la reserva |\n", - "| country | Cualitativa | País de origen |\n", - "| customer_type | Cualitativa | Tipos de reserva |\n", - "| days_in_waiting_list | Cuantitativa | Cantidad de días en la lista de espera |\n", - "| deposit_type | Cualitativa | Tipo de deposito para la reserva |\n", - "| distribution_channel | Cualitativa | Medio por el cual se hizo la reserva |\n", - "| hotel_name | Cualitativa | Nombre del hotel |\n", - "| is_canceled | Cualitativa | Si la reserva fue cancelada o no |\n", - "| is_repeated_guest | Cualitativa | Si el invitado ya había ido al hotel |\n", - "| lead_time | Cuantitativa | Cantidad de días entre el día que se realizo la reserva y el día de llegada |\n", - "| market_segment_type | Cualitativa | Categoría de mercado |\n", - "| meal_type | Cualitativa | Tipo de comida pedida |\n", - "| previous_bookings_not_canceled_num | Cuantitativa | Cantidad de reservas previas no canceladas |\n", - "| previous_cancellations_num | Cuantitativa | Cantidad de reservas canceladas |\n", - "| required_car_parking_spaces_num | Cuantitativa | Cantidad de lugares de estacionamiento pedido |\n", - "| reserved_room_type | Cualitativa | Tipo de cuarto reservado |\n", - "| weekend_nights_num | Cuantitativa | Cantidad de noches de fin de semana que estuvo |\n", - "| week_nights_num | Cuantitativa | Cantidad de noches de semana que estuvo |\n", - "| special_requests_num | Cuantitativa | Cantidad de pedidos especiales hechos |\n" - ] - }, - { - "cell_type": "markdown", - "id": "3f27b893", - "metadata": {}, - "source": [ - "## Cuantitativas\n", - "\n", - "Se trabaja inicialmente sobre las variables que han sido identificadas como cuantitativas, se grafican y se intenta realizar la identificación de outliers, por otro lado, aquellas que de un análisis exploratorio previo arrojaron la existencia de *nulls/nans* se realiza algún tipo de reemplazo por el valor más conveniente\n", - "\n", - "Creamos una lista con todas las variables cuantitativas" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "840c74dc", - "metadata": { - "lines_to_next_cell": 0 - }, - "outputs": [], - "source": [ - "cuantitativas = [\n", - "\"adult_num\",\n", - "\"arrival_month_day\",\n", - "\"arrival_week_number\",\n", - "\"arrival_year\",\n", - "\"average_daily_rate\",\n", - "\"babies_num\",\n", - "\"booking_changes_num\",\n", - "\"children_num\",\n", - "\"days_in_waiting_list\",\n", - "\"lead_time\",\n", - "\"previous_bookings_not_canceled_num\",\n", - "\"previous_cancellations_num\",\n", - "\"required_car_parking_spaces_num\",\n", - "\"special_requests_num\",\n", - "\"weekend_nights_num\",\n", - "\"week_nights_num\",\n", - "]" - ] - }, - { - "cell_type": "markdown", - "id": "200bd0ce", - "metadata": {}, - "source": [ - "### Adult number \n", - "\n", - "Realizamos un análisis sobre la variable adult number\n", - "\n", - "#### Valores estadísticos relevantes " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "20cfbcb3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 61913.000000\n", - "mean 1.862791\n", - "std 0.589066\n", - "min 0.000000\n", - "25% 2.000000\n", - "50% 2.000000\n", - "75% 2.000000\n", - "max 55.000000\n", - "Name: adult_num, dtype: float64" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.adult_num.describe()" - ] - }, - { - "cell_type": "markdown", - "id": "9a4d027c", - "metadata": {}, - "source": [ - "Dentro de los parámetros estadísticos representativos observamos un mínimo de 0 adultos y un máximo de 55, ambos representando registros con valores anormales. \n", - "\n", - "#### Gráfica de distribución\n", - "\n", - "Para mas información sobre la frecuencia de los valores se grafican las frecuencias" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "e8899d13", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x = 'adult_num', palette= 'Set2')\n", - "plt.title('Cantidad de adultos por reserva')\n", - "plt.xlabel('Numero de adultos')\n", - "plt.ylabel('Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "e3525155", - "metadata": {}, - "source": [ - "#### Outliers" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "32ab5daf", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
96City Hotel232016May21212402.0...NaN0Transient128.4900Canceled2016-05-05dcaf076d-bd38-47dd-8d9d-16be09cd5b081
212City Hotel3152017July2770102.0...NaN0Transient91.8502Canceled2016-09-1955c9b5f9-b5d0-49a2-9348-c6476a0bd7721
270City Hotel42017February8210300.0...NaN0Transient-Party0.0000Canceled2017-02-176a48e05e-c36a-41d0-b7e0-5f8b92dab1091
326City Hotel532016November49290402.0...NaN0Transient77.8602Check-Out2016-12-0374fe3153-e2ae-4650-a375-05fc52881a560
464City Hotel642015October42162300.0...NaN0Transient-Party0.0000Check-Out2015-10-21cfe370c2-298a-4de8-82fd-f8d418febd7f0
..................................................................
59982City Hotel442016February781302.0...NaN0Transient-Party66.5001Canceled2016-01-268b700cc2-903e-4400-9c68-aba04d69de381
60837City Hotel332017May1990100.0...NaN0Transient200.0000Check-Out2017-05-10070652d9-948b-47a3-bb96-113627bb55580
60994City Hotel112016August34190102.0...NaN0Transient127.6001Check-Out2016-08-2017552f62-53e5-4bdf-877d-c2b9769ec27a0
61003City Hotel572016November4690200.0...NaN0Transient165.3802Check-Out2016-11-11c6b4f9bb-b1f7-4765-a4af-5846748c13f40
61298City Hotel402016January3140302.0...NaN0Transient6.0001Check-Out2016-01-17f2229afc-8196-4e61-8e5f-1a0affacd7560
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" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month arrival_week_number \\\n", - "96 City Hotel 23 2016 May 21 \n", - "212 City Hotel 315 2017 July 27 \n", - "270 City Hotel 4 2017 February 8 \n", - "326 City Hotel 53 2016 November 49 \n", - "464 City Hotel 64 2015 October 42 \n", - "... ... ... ... ... ... \n", - "59982 City Hotel 44 2016 February 7 \n", - "60837 City Hotel 33 2017 May 19 \n", - "60994 City Hotel 11 2016 August 34 \n", - "61003 City Hotel 57 2016 November 46 \n", - "61298 City Hotel 40 2016 January 3 \n", - "\n", - " arrival_month_day weekend_nights_num week_nights_num adult_num \\\n", - "96 21 2 4 0 \n", - "212 7 0 1 0 \n", - "270 21 0 3 0 \n", - "326 29 0 4 0 \n", - "464 16 2 3 0 \n", - "... ... ... ... ... \n", - "59982 8 1 3 0 \n", - "60837 9 0 1 0 \n", - "60994 19 0 1 0 \n", - "61003 9 0 2 0 \n", - "61298 14 0 3 0 \n", - "\n", - " children_num ... company_id days_in_waiting_list customer_type \\\n", - "96 2.0 ... NaN 0 Transient \n", - "212 2.0 ... NaN 0 Transient \n", - "270 0.0 ... NaN 0 Transient-Party \n", - "326 2.0 ... NaN 0 Transient \n", - "464 0.0 ... NaN 0 Transient-Party \n", - "... ... ... ... ... ... \n", - "59982 2.0 ... NaN 0 Transient-Party \n", - "60837 0.0 ... NaN 0 Transient \n", - "60994 2.0 ... NaN 0 Transient \n", - "61003 0.0 ... NaN 0 Transient \n", - "61298 2.0 ... NaN 0 Transient \n", - "\n", - " average_daily_rate required_car_parking_spaces_num \\\n", - "96 128.49 0 \n", - "212 91.85 0 \n", - "270 0.00 0 \n", - "326 77.86 0 \n", - "464 0.00 0 \n", - "... ... ... \n", - "59982 66.50 0 \n", - "60837 200.00 0 \n", - "60994 127.60 0 \n", - "61003 165.38 0 \n", - "61298 6.00 0 \n", - "\n", - " special_requests_num reservation_status reservation_status_date \\\n", - "96 0 Canceled 2016-05-05 \n", - "212 2 Canceled 2016-09-19 \n", - "270 0 Canceled 2017-02-17 \n", - "326 2 Check-Out 2016-12-03 \n", - "464 0 Check-Out 2015-10-21 \n", - "... ... ... ... \n", - "59982 1 Canceled 2016-01-26 \n", - "60837 0 Check-Out 2017-05-10 \n", - "60994 1 Check-Out 2016-08-20 \n", - "61003 2 Check-Out 2016-11-11 \n", - "61298 1 Check-Out 2016-01-17 \n", - "\n", - " booking_id is_canceled \n", - "96 dcaf076d-bd38-47dd-8d9d-16be09cd5b08 1 \n", - "212 55c9b5f9-b5d0-49a2-9348-c6476a0bd772 1 \n", - "270 6a48e05e-c36a-41d0-b7e0-5f8b92dab109 1 \n", - "326 74fe3153-e2ae-4650-a375-05fc52881a56 0 \n", - "464 cfe370c2-298a-4de8-82fd-f8d418febd7f 0 \n", - "... ... ... \n", - "59982 8b700cc2-903e-4400-9c68-aba04d69de38 1 \n", - "60837 070652d9-948b-47a3-bb96-113627bb5558 0 \n", - "60994 17552f62-53e5-4bdf-877d-c2b9769ec27a 0 \n", - "61003 c6b4f9bb-b1f7-4765-a4af-5846748c13f4 0 \n", - "61298 f2229afc-8196-4e61-8e5f-1a0affacd756 0 \n", - "\n", - "[197 rows x 33 columns]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a_eliminar_con_cero = hotelsdf[hotelsdf['adult_num'] == 0]\n", - "a_eliminar_con_cero " - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "c5b2c11c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
2051Resort Hotel192017June24121440.0...NaN0Transient260.0000Canceled2017-05-31ca064aea-95d6-4f0e-a8f3-788c0876935d1
2291City Hotel1092016December5080340.0...NaN0Transient182.1801Check-Out2016-12-1106a8cadf-ec95-4070-9baa-19233e04fe070
3962Resort Hotel3282015October4162550.0...NaN0Group0.0000Canceled2015-01-0254e377ff-6236-44f0-81e7-ab8750d6998a1
4064Resort Hotel3042015September36303400.0...NaN0Group0.0000Canceled2015-01-02ebb06f2f-1c79-490c-ae9f-8f7ba838d3281
4730Resort Hotel272015August36311340.0...NaN0Transient256.5000Check-Out2015-09-04b13d5d16-4b7a-4b68-937f-dca166a788640
11551Resort Hotel722016April1412541.0...NaN0Transient134.0600Check-Out2016-04-08492c83e9-4bc9-42b1-8bfa-c9bef39972250
11830Resort Hotel3342015October421225200.0...NaN0Group0.0000Canceled2015-01-02b169d836-a93c-43a3-8bb4-9ec2afa664831
12873City Hotel212016July30172140.0...NaN0Transient299.3300Canceled2016-07-07e3c99ecb-c144-4c4a-960c-42c104b9dabb1
13101Resort Hotel3282015October4162560.0...NaN0Group0.0000Canceled2015-01-02653ecbda-b99c-4aaf-b118-3c1877b57abb1
17204City Hotel752017March932340.0...NaN0Transient202.5100Canceled2016-12-190790d547-0b99-418a-8e2f-0e4286e4db451
19146Resort Hotel3542015September392625260.0...NaN0Group0.0000Canceled2015-01-02edcaa4e3-8b46-4812-9d09-672cd8b735891
20896Resort Hotel552016March13202240.0...NaN0Transient117.0010Check-Out2016-03-24c5331823-6358-4f38-973a-cddf61861c130
24806City Hotel42017June24150140.0...NaN0Transient240.0000Check-Out2017-06-161ab0359e-12f0-4b77-acfe-d44b486205d00
25553City Hotel862016October43200340.0...NaN0Transient192.8601Check-Out2016-10-23ab40e3bc-7b31-414d-861f-6f044f45e0cb0
25863Resort Hotel942017April16162240.0...NaN0Transient108.3600Canceled2017-04-1280aeff1b-313b-44c3-ad8c-e17f1cc253051
26397Resort Hotel502016September3780341.0...NaN0Transient254.0000Canceled2016-08-27d30fbf5f-e0c9-4aaa-96be-483358e6d3521
27469City Hotel362016August35211040.0...NaN0Transient214.7500Canceled2016-07-165a2652db-9e8a-44f4-8df4-06e70728f8bf1
35477Resort Hotel3342015October421225100.0...NaN0Group0.0000Canceled2015-01-02a2928fc5-26a1-4e9c-9be9-1d89f03dccf51
36878Resort Hotel3342015October42122550.0...NaN0Group0.0000Canceled2015-01-02d2f075bd-1655-4ff5-a154-1be59a7057bb1
37735Resort Hotel42015August33140140.0...NaN0Transient16.0000Canceled2015-08-10553cea5b-1592-4774-8c8b-1b7055912e6c1
38305Resort Hotel3402015September371225260.0...NaN0Group0.0000Canceled2015-01-02f386dc39-94e7-4b56-9609-d12d80d9a6a81
38594Resort Hotel782015August34162540.0...NaN0Transient271.0010Check-Out2015-08-232c46c121-1060-4cb0-828c-eea7f56aa53e0
39424City Hotel612016July29102140.0...NaN0Transient256.1000Canceled2016-05-107fda5cd9-acb8-4754-aa99-c654e16571441
39993City Hotel322016August34170240.0...NaN0Transient214.7501Check-Out2016-08-1967ed48c9-e065-4e3b-bd8a-58d6a2bca18d0
41665Resort Hotel552016September38172140.0...NaN0Transient205.6710Check-Out2016-09-20f1894e77-5dcf-442d-85ac-7f475a0957c20
42789Resort Hotel02016August35260140.0...NaN0Transient261.0010Check-Out2016-08-27994f6f7d-755a-4167-badb-6aa2cb8ea4150
44034Resort Hotel222016August3261140.0...NaN0Transient310.0010Check-Out2016-08-081e38f311-882b-4c72-8421-ee94dd0b979e0
44793City Hotel1412017May21230240.0...NaN0Transient295.0002Canceled2017-04-22a093063e-1fe8-4c33-a263-d6f647a2d1731
45404Resort Hotel1042016July30221240.0...NaN0Transient-Party252.6000Check-Out2016-07-2561ea2ec8-8f3e-4cb9-8d02-80f7428f7cb60
46419Resort Hotel262016May22260340.0...NaN0Transient175.0000Canceled2016-05-23735d22a7-3d60-4569-b151-05a1f4fe6b791
51005Resort Hotel12016September39200140.0...NaN0Transient148.0000Check-Out2016-09-2154399714-6205-45ed-a247-942cc614e59c0
51131City Hotel312017February7162340.0...NaN0Transient191.3901Check-Out2017-02-2108d695b8-3c8c-4860-bcaa-3d001a8521a70
55112Resort Hotel3492015September392113270.0...NaN0Group0.0000Canceled2015-01-026ed0d330-fea1-4b4e-b9e8-cbdcdc514d7c1
55475Resort Hotel3182017July30281240.0...NaN0Transient139.6800Canceled2017-03-095c4ce67a-08a0-404f-a4ba-4da26beafeb51
56693City Hotel842017July29162140.0...NaN0Transient234.0003Check-Out2017-07-19c6a17e1e-c3c6-4f25-82e5-7c69da258b270
58863Resort Hotel22015November46130240.0...NaN0Transient129.0000Check-Out2015-11-1563607317-43af-404c-9eaf-ee8128b435780
58976Resort Hotel02017August35310240.0...NaN0Transient244.0010Check-Out2017-09-02229b2991-7476-4958-a811-eb217cc57b880
59059Resort Hotel3332015September36525260.0...NaN0Group0.0000Canceled2015-01-0262e325e1-4d46-4794-8d32-100a756074db1
59165Resort Hotel3382015October41420550.0...NaN0Group0.0000Canceled2015-01-029bf89c35-d6aa-4dfb-a0cb-2a3eb30bafd21
60767City Hotel1122017June25210440.0...NaN0Transient233.0002Check-Out2017-06-25b8b518cd-2a36-475a-9ca1-e8fe7c3b48380
60873City Hotel42016May20130140.0...45.00Transient0.0014Check-Out2016-05-14bb70e06c-5261-466e-864e-7ff0552657660
\n", - "

41 rows × 33 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "2051 Resort Hotel 19 2017 June \n", - "2291 City Hotel 109 2016 December \n", - "3962 Resort Hotel 328 2015 October \n", - "4064 Resort Hotel 304 2015 September \n", - "4730 Resort Hotel 27 2015 August \n", - "11551 Resort Hotel 72 2016 April \n", - "11830 Resort Hotel 334 2015 October \n", - "12873 City Hotel 21 2016 July \n", - "13101 Resort Hotel 328 2015 October \n", - "17204 City Hotel 75 2017 March \n", - "19146 Resort Hotel 354 2015 September \n", - "20896 Resort Hotel 55 2016 March \n", - "24806 City Hotel 4 2017 June \n", - "25553 City Hotel 86 2016 October \n", - "25863 Resort Hotel 94 2017 April \n", - "26397 Resort Hotel 50 2016 September \n", - "27469 City Hotel 36 2016 August \n", - "35477 Resort Hotel 334 2015 October \n", - "36878 Resort Hotel 334 2015 October \n", - "37735 Resort Hotel 4 2015 August \n", - "38305 Resort Hotel 340 2015 September \n", - "38594 Resort Hotel 78 2015 August \n", - "39424 City Hotel 61 2016 July \n", - "39993 City Hotel 32 2016 August \n", - "41665 Resort Hotel 55 2016 September \n", - "42789 Resort Hotel 0 2016 August \n", - "44034 Resort Hotel 22 2016 August \n", - "44793 City Hotel 141 2017 May \n", - "45404 Resort Hotel 104 2016 July \n", - "46419 Resort Hotel 26 2016 May \n", - "51005 Resort Hotel 1 2016 September \n", - "51131 City Hotel 31 2017 February \n", - "55112 Resort Hotel 349 2015 September \n", - "55475 Resort Hotel 318 2017 July \n", - "56693 City Hotel 84 2017 July \n", - "58863 Resort Hotel 2 2015 November \n", - "58976 Resort Hotel 0 2017 August \n", - "59059 Resort Hotel 333 2015 September \n", - "59165 Resort Hotel 338 2015 October \n", - "60767 City Hotel 112 2017 June \n", - "60873 City Hotel 4 2016 May \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "2051 24 12 1 \n", - "2291 50 8 0 \n", - "3962 41 6 2 \n", - "4064 36 3 0 \n", - "4730 36 31 1 \n", - "11551 14 1 2 \n", - "11830 42 12 2 \n", - "12873 30 17 2 \n", - "13101 41 6 2 \n", - "17204 9 3 2 \n", - "19146 39 26 2 \n", - "20896 13 20 2 \n", - "24806 24 15 0 \n", - "25553 43 20 0 \n", - "25863 16 16 2 \n", - "26397 37 8 0 \n", - "27469 35 21 1 \n", - "35477 42 12 2 \n", - "36878 42 12 2 \n", - "37735 33 14 0 \n", - "38305 37 12 2 \n", - "38594 34 16 2 \n", - "39424 29 10 2 \n", - "39993 34 17 0 \n", - "41665 38 17 2 \n", - "42789 35 26 0 \n", - "44034 32 6 1 \n", - "44793 21 23 0 \n", - "45404 30 22 1 \n", - "46419 22 26 0 \n", - "51005 39 20 0 \n", - "51131 7 16 2 \n", - "55112 39 21 1 \n", - "55475 30 28 1 \n", - "56693 29 16 2 \n", - "58863 46 13 0 \n", - "58976 35 31 0 \n", - "59059 36 5 2 \n", - "59165 41 4 2 \n", - "60767 25 21 0 \n", - "60873 20 13 0 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "2051 4 4 0.0 ... NaN \n", - "2291 3 4 0.0 ... NaN \n", - "3962 5 5 0.0 ... NaN \n", - "4064 3 40 0.0 ... NaN \n", - "4730 3 4 0.0 ... NaN \n", - "11551 5 4 1.0 ... NaN \n", - "11830 5 20 0.0 ... NaN \n", - "12873 1 4 0.0 ... NaN \n", - "13101 5 6 0.0 ... NaN \n", - "17204 3 4 0.0 ... NaN \n", - "19146 5 26 0.0 ... NaN \n", - "20896 2 4 0.0 ... NaN \n", - "24806 1 4 0.0 ... NaN \n", - "25553 3 4 0.0 ... NaN \n", - "25863 2 4 0.0 ... NaN \n", - "26397 3 4 1.0 ... NaN \n", - "27469 0 4 0.0 ... NaN \n", - "35477 5 10 0.0 ... NaN \n", - "36878 5 5 0.0 ... NaN \n", - "37735 1 4 0.0 ... NaN \n", - "38305 5 26 0.0 ... NaN \n", - "38594 5 4 0.0 ... NaN \n", - "39424 1 4 0.0 ... NaN \n", - "39993 2 4 0.0 ... NaN \n", - "41665 1 4 0.0 ... NaN \n", - "42789 1 4 0.0 ... NaN \n", - "44034 1 4 0.0 ... NaN \n", - "44793 2 4 0.0 ... NaN \n", - "45404 2 4 0.0 ... NaN \n", - "46419 3 4 0.0 ... NaN \n", - "51005 1 4 0.0 ... NaN \n", - "51131 3 4 0.0 ... NaN \n", - "55112 3 27 0.0 ... NaN \n", - "55475 2 4 0.0 ... NaN \n", - "56693 1 4 0.0 ... NaN \n", - "58863 2 4 0.0 ... NaN \n", - "58976 2 4 0.0 ... NaN \n", - "59059 5 26 0.0 ... NaN \n", - "59165 0 55 0.0 ... NaN \n", - "60767 4 4 0.0 ... NaN \n", - "60873 1 4 0.0 ... 45.0 \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "2051 0 Transient 260.00 \n", - "2291 0 Transient 182.18 \n", - "3962 0 Group 0.00 \n", - "4064 0 Group 0.00 \n", - "4730 0 Transient 256.50 \n", - "11551 0 Transient 134.06 \n", - "11830 0 Group 0.00 \n", - "12873 0 Transient 299.33 \n", - "13101 0 Group 0.00 \n", - "17204 0 Transient 202.51 \n", - "19146 0 Group 0.00 \n", - "20896 0 Transient 117.00 \n", - "24806 0 Transient 240.00 \n", - "25553 0 Transient 192.86 \n", - "25863 0 Transient 108.36 \n", - "26397 0 Transient 254.00 \n", - "27469 0 Transient 214.75 \n", - "35477 0 Group 0.00 \n", - "36878 0 Group 0.00 \n", - "37735 0 Transient 16.00 \n", - "38305 0 Group 0.00 \n", - "38594 0 Transient 271.00 \n", - "39424 0 Transient 256.10 \n", - "39993 0 Transient 214.75 \n", - "41665 0 Transient 205.67 \n", - "42789 0 Transient 261.00 \n", - "44034 0 Transient 310.00 \n", - "44793 0 Transient 295.00 \n", - "45404 0 Transient-Party 252.60 \n", - "46419 0 Transient 175.00 \n", - "51005 0 Transient 148.00 \n", - "51131 0 Transient 191.39 \n", - "55112 0 Group 0.00 \n", - "55475 0 Transient 139.68 \n", - "56693 0 Transient 234.00 \n", - "58863 0 Transient 129.00 \n", - "58976 0 Transient 244.00 \n", - "59059 0 Group 0.00 \n", - "59165 0 Group 0.00 \n", - "60767 0 Transient 233.00 \n", - "60873 0 Transient 0.00 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "2051 0 0 \n", - "2291 0 1 \n", - "3962 0 0 \n", - "4064 0 0 \n", - "4730 0 0 \n", - "11551 0 0 \n", - "11830 0 0 \n", - "12873 0 0 \n", - "13101 0 0 \n", - "17204 0 0 \n", - "19146 0 0 \n", - "20896 1 0 \n", - "24806 0 0 \n", - "25553 0 1 \n", - "25863 0 0 \n", - "26397 0 0 \n", - "27469 0 0 \n", - "35477 0 0 \n", - "36878 0 0 \n", - "37735 0 0 \n", - "38305 0 0 \n", - "38594 1 0 \n", - "39424 0 0 \n", - "39993 0 1 \n", - "41665 1 0 \n", - "42789 1 0 \n", - "44034 1 0 \n", - "44793 0 2 \n", - "45404 0 0 \n", - "46419 0 0 \n", - "51005 0 0 \n", - "51131 0 1 \n", - "55112 0 0 \n", - "55475 0 0 \n", - "56693 0 3 \n", - "58863 0 0 \n", - "58976 1 0 \n", - "59059 0 0 \n", - "59165 0 0 \n", - "60767 0 2 \n", - "60873 1 4 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "2051 Canceled 2017-05-31 \n", - "2291 Check-Out 2016-12-11 \n", - "3962 Canceled 2015-01-02 \n", - "4064 Canceled 2015-01-02 \n", - "4730 Check-Out 2015-09-04 \n", - "11551 Check-Out 2016-04-08 \n", - "11830 Canceled 2015-01-02 \n", - "12873 Canceled 2016-07-07 \n", - "13101 Canceled 2015-01-02 \n", - "17204 Canceled 2016-12-19 \n", - "19146 Canceled 2015-01-02 \n", - "20896 Check-Out 2016-03-24 \n", - "24806 Check-Out 2017-06-16 \n", - "25553 Check-Out 2016-10-23 \n", - "25863 Canceled 2017-04-12 \n", - "26397 Canceled 2016-08-27 \n", - "27469 Canceled 2016-07-16 \n", - "35477 Canceled 2015-01-02 \n", - "36878 Canceled 2015-01-02 \n", - "37735 Canceled 2015-08-10 \n", - "38305 Canceled 2015-01-02 \n", - "38594 Check-Out 2015-08-23 \n", - "39424 Canceled 2016-05-10 \n", - "39993 Check-Out 2016-08-19 \n", - "41665 Check-Out 2016-09-20 \n", - "42789 Check-Out 2016-08-27 \n", - "44034 Check-Out 2016-08-08 \n", - "44793 Canceled 2017-04-22 \n", - "45404 Check-Out 2016-07-25 \n", - "46419 Canceled 2016-05-23 \n", - "51005 Check-Out 2016-09-21 \n", - "51131 Check-Out 2017-02-21 \n", - "55112 Canceled 2015-01-02 \n", - "55475 Canceled 2017-03-09 \n", - "56693 Check-Out 2017-07-19 \n", - "58863 Check-Out 2015-11-15 \n", - "58976 Check-Out 2017-09-02 \n", - "59059 Canceled 2015-01-02 \n", - "59165 Canceled 2015-01-02 \n", - "60767 Check-Out 2017-06-25 \n", - "60873 Check-Out 2016-05-14 \n", - "\n", - " booking_id is_canceled \n", - "2051 ca064aea-95d6-4f0e-a8f3-788c0876935d 1 \n", - "2291 06a8cadf-ec95-4070-9baa-19233e04fe07 0 \n", - "3962 54e377ff-6236-44f0-81e7-ab8750d6998a 1 \n", - "4064 ebb06f2f-1c79-490c-ae9f-8f7ba838d328 1 \n", - "4730 b13d5d16-4b7a-4b68-937f-dca166a78864 0 \n", - "11551 492c83e9-4bc9-42b1-8bfa-c9bef3997225 0 \n", - "11830 b169d836-a93c-43a3-8bb4-9ec2afa66483 1 \n", - "12873 e3c99ecb-c144-4c4a-960c-42c104b9dabb 1 \n", - "13101 653ecbda-b99c-4aaf-b118-3c1877b57abb 1 \n", - "17204 0790d547-0b99-418a-8e2f-0e4286e4db45 1 \n", - "19146 edcaa4e3-8b46-4812-9d09-672cd8b73589 1 \n", - "20896 c5331823-6358-4f38-973a-cddf61861c13 0 \n", - "24806 1ab0359e-12f0-4b77-acfe-d44b486205d0 0 \n", - "25553 ab40e3bc-7b31-414d-861f-6f044f45e0cb 0 \n", - "25863 80aeff1b-313b-44c3-ad8c-e17f1cc25305 1 \n", - "26397 d30fbf5f-e0c9-4aaa-96be-483358e6d352 1 \n", - "27469 5a2652db-9e8a-44f4-8df4-06e70728f8bf 1 \n", - "35477 a2928fc5-26a1-4e9c-9be9-1d89f03dccf5 1 \n", - "36878 d2f075bd-1655-4ff5-a154-1be59a7057bb 1 \n", - "37735 553cea5b-1592-4774-8c8b-1b7055912e6c 1 \n", - "38305 f386dc39-94e7-4b56-9609-d12d80d9a6a8 1 \n", - "38594 2c46c121-1060-4cb0-828c-eea7f56aa53e 0 \n", - "39424 7fda5cd9-acb8-4754-aa99-c654e1657144 1 \n", - "39993 67ed48c9-e065-4e3b-bd8a-58d6a2bca18d 0 \n", - "41665 f1894e77-5dcf-442d-85ac-7f475a0957c2 0 \n", - "42789 994f6f7d-755a-4167-badb-6aa2cb8ea415 0 \n", - "44034 1e38f311-882b-4c72-8421-ee94dd0b979e 0 \n", - "44793 a093063e-1fe8-4c33-a263-d6f647a2d173 1 \n", - "45404 61ea2ec8-8f3e-4cb9-8d02-80f7428f7cb6 0 \n", - "46419 735d22a7-3d60-4569-b151-05a1f4fe6b79 1 \n", - "51005 54399714-6205-45ed-a247-942cc614e59c 0 \n", - "51131 08d695b8-3c8c-4860-bcaa-3d001a8521a7 0 \n", - "55112 6ed0d330-fea1-4b4e-b9e8-cbdcdc514d7c 1 \n", - "55475 5c4ce67a-08a0-404f-a4ba-4da26beafeb5 1 \n", - "56693 c6a17e1e-c3c6-4f25-82e5-7c69da258b27 0 \n", - "58863 63607317-43af-404c-9eaf-ee8128b43578 0 \n", - "58976 229b2991-7476-4958-a811-eb217cc57b88 0 \n", - "59059 62e325e1-4d46-4794-8d32-100a756074db 1 \n", - "59165 9bf89c35-d6aa-4dfb-a0cb-2a3eb30bafd2 1 \n", - "60767 b8b518cd-2a36-475a-9ca1-e8fe7c3b4838 0 \n", - "60873 bb70e06c-5261-466e-864e-7ff055265766 0 \n", - "\n", - "[41 rows x 33 columns]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a_eliminar_mayores_3 = hotelsdf[hotelsdf['adult_num'] > 3]\n", - "a_eliminar_mayores_3" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "5149d65d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Total de registros a eliminar: 238\n" - ] - } - ], - "source": [ - "print(f'Total de registros a eliminar: {len(a_eliminar_con_cero) + len(a_eliminar_mayores_3)}')" - ] - }, - { - "cell_type": "markdown", - "id": "479211d4", - "metadata": {}, - "source": [ - "Existen 41 registros con valores superiores a 3, los cuales representan outliers. A su vez, se incluyen a estos registros aquellos valores identificados previamente \n", - "\n", - "#### Ajustes de valor\n", - "\n", - "Eliminamos dichos valores que representan un porcentaje ínfimo y pueden llegar a desviar las futuras predicciones" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "eb3d5c2b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
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0 rows × 33 columns

\n", - "
" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [hotel_name, lead_time, arrival_year, arrival_month, arrival_week_number, arrival_month_day, weekend_nights_num, week_nights_num, adult_num, children_num, babies_num, meal_type, country, market_segment_type, distribution_channel, is_repeated_guest, previous_cancellations_num, previous_bookings_not_canceled_num, reserved_room_type, assigned_room_type, booking_changes_num, deposit_type, agent_id, company_id, days_in_waiting_list, customer_type, average_daily_rate, required_car_parking_spaces_num, special_requests_num, reservation_status, reservation_status_date, booking_id, is_canceled]\n", - "Index: []\n", - "\n", - "[0 rows x 33 columns]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.drop(a_eliminar_con_cero.index, inplace = True)\n", - "hotelsdf.drop(a_eliminar_mayores_3.index, inplace = True)\n", - "hotelsdf.reset_index(drop=True)\n", - "hotelsdf[(hotelsdf[\"adult_num\"] > 4) | hotelsdf['adult_num'] == 0]" - ] - }, - { - "cell_type": "markdown", - "id": "4e689cfa", - "metadata": {}, - "source": [ - "Por otro lado realizamos de nuevo las gráficas de la distribución para verificar que no cambie significativamente" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "899b529c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x = 'adult_num', palette= 'Set2')\n", - "plt.title('Cantidad de adultos por reserva')\n", - "plt.xlabel('Numero de adultos')\n", - "plt.ylabel('Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "70697b2b", - "metadata": {}, - "source": [ - "### arrival month day\n", - "\n", - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "94729542", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 61675.000000\n", - "mean 15.784532\n", - "std 8.795480\n", - "min 1.000000\n", - "25% 8.000000\n", - "50% 16.000000\n", - "75% 23.000000\n", - "max 31.000000\n", - "Name: arrival_month_day, dtype: float64" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf[\"arrival_month_day\"].describe()" - ] - }, - { - "cell_type": "markdown", - "id": "6047844b", - "metadata": {}, - "source": [ - "Los parámetros estadísticos relevantes no muestran por si solos valores irregulares en el análisis\n", - "\n", - "#### Gráfica de distribución\n", - "\n", - "Una gráfica puede llegar a esclarecer o identificar valores fuera de lo común dentro del dataframe" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "0735fd24", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(8,4))\n", - "sns.countplot(data = hotelsdf, x = 'arrival_month_day')\n", - "plt.title(\"Dia de llegada del mes\")\n", - "plt.xlabel(xlabel = 'Dia de llegada')\n", - "plt.ylabel(ylabel = 'Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "46db18cb", - "metadata": {}, - "source": [ - "El análisis uní variado de arrival month day no arroja información relevante, pero por otro lado, muestra que la variable no presenta ningún valor inesperado y desmuestra que no hay un día de predilecto del mes" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "7606a71d", - "metadata": { - "lines_to_next_cell": 0 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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QGRkZiouLc/dxOp3q2rWr1q9fX+J+cnJylJWV5bEAAIDLl+VhZufOnapevbqcTqeeeOIJLV26VM2bN1dGRoYkKTQ01KN/aGioe1txkpKSFBIS4l4iIyMvaf0AAMBaloeZpk2bavv27dq4caOefPJJDRw4ULt27XJvP//pq8aYUp/IOmbMGGVmZrqXtLS0S1Y7AACwnuWPM6hataquueYaSVKHDh20efNmvfrqqxo9erQkKSMjQ+Hh4e7+R48eLTJa80dOp1NOp/PSFg0AAHyG5SMz5zPGKCcnR9HR0QoLC1NKSop7W25urtatW6cuXbpYWCEAAPAllo7MjB07VvHx8YqMjNSpU6e0ePFirV27VitXrpTD4dCwYcM0depUNWnSRE2aNNHUqVMVFBSk++67z8qyAQCAD7E0zBw5ckQPPPCA0tPTFRISolatWmnlypXq0aOHJGnUqFE6c+aMhgwZot9++00dO3bU6tWrFRwcbGXZAADAhziMMcbqIi6lrKwshYSEKDMzUzVq1LC6HAAV5MyZM4qPj5ckrVixQoGBgRZXBKAilef32+fmzAAAAJQHYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANiapWEmKSlJ119/vYKDg1W/fn317dtXe/bs8egzaNAgORwOj6VTp04WVQwAAHyNpWFm3bp1Gjp0qDZu3KiUlBTl5+crLi5O2dnZHv1uv/12paenu5fly5dbVDEAAPA1/lYefOXKlR7rycnJql+/vrZu3aqbb77Z3e50OhUWFlbZ5QEAABvwqTkzmZmZkqTatWt7tK9du1b169dXTEyMHnvsMR09erTEfeTk5CgrK8tjAQAAly+fCTPGGCUkJOjGG29UixYt3O3x8fFauHCh1qxZo5kzZ2rz5s3q3r27cnJyit1PUlKSQkJC3EtkZGRlvQUAAGABhzHGWF2EJA0dOlSffPKJvvrqKzVs2LDEfunp6YqKitLixYvVv3//IttzcnI8gk5WVpYiIyOVmZmpGjVqXJLaAVS+M2fOKD4+XpK0YsUKBQYGWlwRgIqUlZWlkJCQMv1+Wzpn5pynn35aH3/8sb744otSg4wkhYeHKyoqSvv27St2u9PplNPpvBRlAgAAH2RpmDHG6Omnn9bSpUu1du1aRUdHX/A1x48fV1pamsLDwyuhQgAA4OssnTMzdOhQ/f3vf9eiRYsUHBysjIwMZWRk6MyZM5Kk06dPa+TIkdqwYYMOHTqktWvXqnfv3qpbt6769etnZekAAMBHWDoyM2fOHElSbGysR3tycrIGDRokPz8/7dy5U++9955Onjyp8PBwdevWTUuWLFFwcLAFFQMAAF9j+Wmm0gQGBmrVqlWVVA0AALAjn7k0GwAAwBuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGv+VheACzPG6OzZs1aXAfiUP/6b4N8HUJTL5ZLD4bC6jEpBmLGBs2fPKj4+3uoyAJ/Vr18/q0sAfM6KFSsUGBhodRmVgtNMAADA1hiZsZnTbe6VqcLXBsgYqTD/97+r+EtXyHA6UBpHYb6qb/9vq8uodPwq2oyp4i/5BVhdBuAjqlpdAOBTjNUFWITTTAAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYsDTNJSUm6/vrrFRwcrPr166tv377as2ePRx9jjBITExUREaHAwEDFxsbqhx9+sKhiAADgaywNM+vWrdPQoUO1ceNGpaSkKD8/X3FxccrOznb3mTZtmmbNmqXXX39dmzdvVlhYmHr06KFTp05ZWDkAAPAV/lYefOXKlR7rycnJql+/vrZu3aqbb75ZxhjNnj1b48aNU//+/SVJ7777rkJDQ7Vo0SINHjzYirIBAIAP8ak5M5mZmZKk2rVrS5IOHjyojIwMxcXFufs4nU517dpV69evL3YfOTk5ysrK8lgAAMDly2fCjDFGCQkJuvHGG9WiRQtJUkZGhiQpNDTUo29oaKh72/mSkpIUEhLiXiIjIy9t4QAAwFI+E2aeeuop7dixQ//93/9dZJvD4fBYN8YUaTtnzJgxyszMdC9paWmXpF4AAOAbLJ0zc87TTz+tjz/+WF988YUaNmzobg8LC5P0+whNeHi4u/3o0aNFRmvOcTqdcjqdl7ZgAADgMywdmTHG6KmnntJHH32kNWvWKDo62mN7dHS0wsLClJKS4m7Lzc3VunXr1KVLl8ouFwAA+CBLR2aGDh2qRYsW6Z///KeCg4Pd82BCQkIUGBgoh8OhYcOGaerUqWrSpImaNGmiqVOnKigoSPfdd5+VpQMAAB9haZiZM2eOJCk2NtajPTk5WYMGDZIkjRo1SmfOnNGQIUP022+/qWPHjlq9erWCg4MruVoAAOCLLA0zxpgL9nE4HEpMTFRiYuKlLwgAANiOz1zNBAAA4A3CDAAAsDXCDAAAsDXCDAAAsDXCDAAAsDWvr2bKzs7WunXrlJqaqtzcXI9tzzzzzEUXBgAAUBZehZlt27apZ8+e+s9//qPs7GzVrl1bx44dU1BQkOrXr0+YAQAAlcar00zDhw9X7969deLECQUGBmrjxo06fPiw2rdvrxkzZlR0jQAAACXyKsxs375dI0aMkJ+fn/z8/JSTk6PIyEhNmzZNY8eOregaAQAASuRVmAkICJDD4ZAkhYaGKjU1VdLvz1Q69zcAAEBl8GrOTNu2bbVlyxbFxMSoW7dumjBhgo4dO6b3339fLVu2rOgaAQAASuTVyMzUqVMVHh4uSXrhhRdUp04dPfnkkzp69Kjmzp1boQUCAACUxquRmQ4dOrj/rlevnpYvX15hBQEAAJQHN80DAAC2VuaRmXbt2umzzz5TrVq11LZtW/cE4OJ8++23FVIcAADAhZQ5zPTp00dOp1OS1Ldv30tVDwAAQLmUOcxMnDix2L8BAACs5NWcmc2bN+ubb74p0v7NN99oy5YtF10UAABAWXkVZoYOHaq0tLQi7T///LOGDh160UUBAACUlVdhZteuXWrXrl2R9rZt22rXrl0XXRQAAEBZeRVmnE6njhw5UqQ9PT1d/v5e3boGAADAK16FmR49emjMmDHKzMx0t508eVJjx45Vjx49Kqw4AACAC/FqGGXmzJm6+eabFRUVpbZt20r6/UnaoaGhev/99yu0QAAAgNJ4FWYaNGigHTt2aOHChfruu+8UGBiohx56SPfee68CAgIqukYAAIASeT3BpVq1anr88ccrshYAAIBy8zrM7N27V2vXrtXRo0dVWFjosW3ChAkXXRgAAEBZeBVm5s2bpyeffFJ169ZVWFiYx3OaHA4HYQYAAFQar8LMiy++qClTpmj06NEVXQ8AAEC5eHVp9m+//aa77rqromsBAAAoN6/CzF133aXVq1dXdC0AAADl5tVppmuuuUbjx4/Xxo0b1bJlyyKXYz/zzDMVUhwAAMCFeBVm5s6dq+rVq2vdunVat26dxzaHw0GYAQAAlcarMHPw4MGKrgMAAMArXs2ZOSc3N1d79uxRfn5+RdUDAABQLl6Fmf/85z965JFHFBQUpOuuu06pqamSfp8r89JLL1VogQAAAKXxKsyMGTNG3333ndauXSuXy+Vuv/XWW7VkyZIKKw4AAOBCvJozs2zZMi1ZskSdOnXyuPtv8+bNtX///gorDr8zxvzfSkGedYUAAHzbH34jPH47LnNehZlff/1V9evXL9KenZ3tEW5QMXJyctx/B3+32MJKAAB2kZOTo6CgIKvLqBRenWa6/vrr9cknn7jXzwWYefPmqXPnzhVTGQAAQBl4NTKTlJSk22+/Xbt27VJ+fr5effVV/fDDD9qwYUOR+87g4jmdTvffp1rfI/kFlNIbAHDFKshzj+D/8bfjcudVmOnSpYu+/vprzZgxQ40bN9bq1avVrl07bdiwQS1btqzoGq94Hqfu/AIIMwCAC7qSpn14FWYkqWXLlnr33XcrshYAAIBy8yrMnLuvTEmuuuoqr4oBAAAoL6/CTKNGjUodviooKPC6IAAAgPLwKsxs27bNYz0vL0/btm3TrFmzNGXKlAopDAAAoCy8ujS7devWHkuHDh302GOPacaMGXrttdfKvJ8vvvhCvXv3VkREhBwOh5YtW+axfdCgQXI4HB5Lp06dvCkZAABcpi7qQZPni4mJ0ebNm8vcPzs7W61bt9brr79eYp/bb79d6enp7mX58uUVUSoAALhMeHWaKSsry2PdGKP09HQlJiaqSZMmZd5PfHy84uPjS+3jdDoVFhbmTZkAAOAK4FWYqVmzZpEJwMYYRUZGavHiir3d/tq1a1W/fn3VrFlTXbt21ZQpU4p9lMI5OTk5Hrf/Pz94AQCAy4tXYWbNmjUeYaZKlSqqV6+errnmGvn7e33rmiLi4+N11113KSoqSgcPHtT48ePVvXt3bd26tcQ7GyYlJWnSpEkVVgMAAPBtXiWP2NjYCi6jeAMGDHD/3aJFC3Xo0EFRUVH65JNP1L9//2JfM2bMGCUkJLjXs7KyFBkZeclrBQAA1vD62UyhoaF6+OGHPdrnz5+vX3/9VaNHj66Q4s4XHh6uqKgo7du3r8Q+TqfzinoeBQAAVzqvrmZ6++23de211xZpv+666/TWW29ddFElOX78uNLS0hQeHn7JjgEAAOzFq5GZjIyMYgNFvXr1lJ6eXub9nD59Wj/99JN7/eDBg9q+fbtq166t2rVrKzExUXfccYfCw8N16NAhjR07VnXr1lW/fv28KRsAAFyGvBqZiYyM1Ndff12k/euvv1ZERESZ97Nlyxa1bdtWbdu2lSQlJCSobdu2mjBhgvz8/LRz50716dNHMTExGjhwoGJiYrRhwwYFBwd7UzYAALgMeTUy8+ijj2rYsGHKy8tT9+7dJUmfffaZRo0apREjRpR5P7GxsTLGlLh91apV3pQHAACuIF6FmVGjRunEiRMaMmSIcnNzJUkul0ujR4/WmDFjKrRAAACA0ngVZhwOh15++WWNHz9eu3fvVmBgoJo0acJVRAAAoNJd1LOZMjIydOLECTVu3FhOp7PUU0YAAACXgldh5vjx47rlllsUExOjnj17uq9gevTRR8s1ZwYAAOBieRVmhg8froCAAKWmpiooKMjdPmDAAK1cubLCigMAALgQr+bMrF69WqtWrVLDhg092ps0aaLDhw9XSGEAAABl4dXITHZ2tseIzDnHjh1jEjAAAKhUXoWZm2++We+995573eFwqLCwUNOnT1e3bt0qrDgAAIAL8eo00/Tp0xUbG6stW7YoNzdXo0aN0g8//KATJ04Ue2dgAACAS8WrkZnmzZtrx44duuGGG9SjRw9lZ2erf//+2rZtmxo3blzRNQIAAJSo3CMzeXl5iouL09tvv61JkyZdipoAAADKrNwjMwEBAfr+++/lcDguRT0AAADl4tVppgcffFDvvPNORdcCAABQbl5NAM7NzdXf/vY3paSkqEOHDqpWrZrH9lmzZlVIcQAAABdSrjBz4MABNWrUSN9//73atWsnSdq7d69HH04/AQCAylSuMNOkSROlp6fr888/l/T74wtee+01hYaGXpLiAAAALqRcc2bOfyr2ihUrlJ2dXaEFAQAAlIdXE4DPOT/cAAAAVLZyhRmHw1FkTgxzZAAAgJXKNWfGGKNBgwa5HyZ59uxZPfHEE0WuZvroo48qrkIAAIBSlCvMDBw40GP9L3/5S4UWAwAAUF7lCjPJycmXqg4AAACvXNQEYAAAAKsRZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK1ZGma++OIL9e7dWxEREXI4HFq2bJnHdmOMEhMTFRERocDAQMXGxuqHH36wplgAAOCTLA0z2dnZat26tV5//fVit0+bNk2zZs3S66+/rs2bNyssLEw9evTQqVOnKrlSAADgq/ytPHh8fLzi4+OL3WaM0ezZszVu3Dj1799fkvTuu+8qNDRUixYt0uDBgyuzVAAA4KN8ds7MwYMHlZGRobi4OHeb0+lU165dtX79+hJfl5OTo6ysLI8FAABcvnw2zGRkZEiSQkNDPdpDQ0Pd24qTlJSkkJAQ9xIZGXlJ6wQAANby2TBzjsPh8Fg3xhRp+6MxY8YoMzPTvaSlpV3qEgEAgIUsnTNTmrCwMEm/j9CEh4e7248ePVpktOaPnE6nnE7nJa8PAAD4Bp8dmYmOjlZYWJhSUlLcbbm5uVq3bp26dOliYWUAAMCXWDoyc/r0af3000/u9YMHD2r79u2qXbu2rrrqKg0bNkxTp05VkyZN1KRJE02dOlVBQUG67777LKwaAAD4EkvDzJYtW9StWzf3ekJCgiRp4MCBWrBggUaNGqUzZ85oyJAh+u2339SxY0etXr1awcHBVpUMAAB8jKVhJjY2VsaYErc7HA4lJiYqMTGx8ooCAAC24rNzZgAAAMqCMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGzN3+oCUD6OwnwZq4sAfIExUmH+739X8ZccDmvrAXyA49y/iSsMYcZmqm//b6tLAADAp3CaCQAA2BojMzbgcrm0YsUKq8sAfMrZs2fVr18/SdLSpUvlcrksrgjwLVfSvwnCjA04HA4FBgZaXQbgs1wuF/9GgCsYp5kAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICt+XSYSUxMlMPh8FjCwsKsLgsAAPgQf6sLuJDrrrtOn376qXvdz8/PwmoAAICv8fkw4+/vz2gMAAAokU+fZpKkffv2KSIiQtHR0brnnnt04MCBUvvn5OQoKyvLYwEAAJcvnw4zHTt21HvvvadVq1Zp3rx5ysjIUJcuXXT8+PESX5OUlKSQkBD3EhkZWYkVAwCAyuYwxhiriyir7OxsNW7cWKNGjVJCQkKxfXJycpSTk+Nez8rKUmRkpDIzM1WjRo3KKhXAJXbmzBnFx8dLklasWKHAwECLKwJQkbKyshQSElKm32+fnzPzR9WqVVPLli21b9++Evs4nU45nc5KrAoAAFjJp08znS8nJ0e7d+9WeHi41aUAAAAf4dNhZuTIkVq3bp0OHjyob775RnfeeaeysrI0cOBAq0sDAAA+wqdPM/373//Wvffeq2PHjqlevXrq1KmTNm7cqKioKKtLAwAAPsKnw8zixYutLgEAAPg4nz7NBAAAcCGEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGv+VhcA2IkxRmfPnrW6DEge3wPfie9wuVxyOBxWl4ErDGEGKIezZ88qPj7e6jJwnn79+lldAv6/FStWKDAw0OoycIXhNBMAALA1RmaAcnC5XFqxYoXVZUC/n/LLycmRJDmdTk5t+AiXy2V1CbgCEWaAcnA4HAyh+5CgoCCrSwDgAzjNBAAAbI0wAwAAbI0wAwAAbI0wAwAAbM0WYebNN99UdHS0XC6X2rdvry+//NLqkgAAgI/w+TCzZMkSDRs2TOPGjdO2bdt00003KT4+XqmpqVaXBgAAfIDDGGOsLqI0HTt2VLt27TRnzhx3W7NmzdS3b18lJSVd8PVZWVkKCQlRZmamatSocSlLBQAAFaQ8v98+PTKTm5urrVu3Ki4uzqM9Li5O69evL/Y1OTk5ysrK8lgAAMDly6fDzLFjx1RQUKDQ0FCP9tDQUGVkZBT7mqSkJIWEhLiXyMjIyigVAABYxKfDzDnn36bcGFPircvHjBmjzMxM95KWllYZJQIAAIv49OMM6tatKz8/vyKjMEePHi0yWnOO0+mU0+msjPIAAIAP8OmRmapVq6p9+/ZKSUnxaE9JSVGXLl0sqgoAAPgSnx6ZkaSEhAQ98MAD6tChgzp37qy5c+cqNTVVTzzxhNWlAQAAH+DzYWbAgAE6fvy4Jk+erPT0dLVo0ULLly9XVFRUmV5/7spzrmoCAMA+zv1ul+UOMj5/n5mL9e9//5srmgAAsKm0tDQ1bNiw1D6XfZgpLCzUL7/8ouDg4BKvgAJgT1lZWYqMjFRaWho3xQQuM8YYnTp1ShEREapSpfQpvpd9mAFw+eIO3wAkH7+aCQAA4EIIMwAAwNYIMwBsy+l0auLEidwoE7jCMWcGAADYGiMzAADA1ggzAADA1ggzAADA1ggzAADA1ggzAGzpzTffVHR0tFwul9q3b68vv/zS6pIAWIQwA8B2lixZomHDhmncuHHatm2bbrrpJsXHxys1NdXq0gBYgEuzAdhOx44d1a5dO82ZM8fd1qxZM/Xt21dJSUkWVgbACozMALCV3Nxcbd26VXFxcR7tcXFxWr9+vUVVAbASYQaArRw7dkwFBQUKDQ31aA8NDVVGRoZFVQGwEmEGgC05HA6PdWNMkTYAVwbCDABbqVu3rvz8/IqMwhw9erTIaA2AKwNhBoCtVK1aVe3bt1dKSopHe0pKirp06WJRVQCs5G91AQBQXgkJCXrggQfUoUMHde7cWXPnzlVqaqqeeOIJq0sDYAHCDADbGTBggI4fP67JkycrPT1dLVq00PLlyxUVFWV1aQAswH1mAACArTFnBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBkCZOBwOLVu2rEL3eejQITkcDm3fvt3rfSxYsEA1a9Z0rycmJqpNmzYXXVtFGDRokPr27Wt1GcBljzADXMEGDRokh8Mhh8OhgIAAhYaGqkePHpo/f74KCws9+qanpys+Pt6iSgGgZIQZ4Ap3++23Kz09XYcOHdKKFSvUrVs3Pfvss+rVq5fy8/Pd/cLCwuR0Oi2sFACKR5gBrnBOp1NhYWFq0KCB2rVrp7Fjx+qf//ynVqxYoQULFrj7nX+aafTo0YqJiVFQUJCuvvpqjR8/Xnl5eaUea9OmTWrbtq1cLpc6dOigbdu2Femza9cu9ezZU9WrV1doaKgeeOABHTt27KLeY3Jyspo1ayaXy6Vrr71Wb775psf29evXq02bNu66li1b5nH6q6CgQI888oiio6MVGBiopk2b6tVXX/XYR0FBgRISElSzZk3VqVNHo0aN0vlPi1m5cqVuvPFGd59evXpp//79F/XeABBmABSje/fuat26tT766KMS+wQHB2vBggXatWuXXn31Vc2bN0+vvPJKif2zs7PVq1cvNW3aVFu3blViYqJGjhzp0Sc9PV1du3ZVmzZttGXLFq1cuVJHjhzR3Xff7fV7mTdvnsaNG6cpU6Zo9+7dmjp1qsaPH693331XknTq1Cn17t1bLVu21LfffqsXXnhBo0eP9thHYWGhGjZsqA8++EC7du3ShAkTNHbsWH3wwQfuPjNnztT8+fP1zjvv6KuvvtKJEye0dOnSIp9BQkKCNm/erM8++0xVqlRRv379ipzSA1BOBsAVa+DAgaZPnz7FbhswYIBp1qyZe12SWbp0aYn7mjZtmmnfvn2J299++21Tu3Ztk52d7W6bM2eOkWS2bdtmjDFm/PjxJi4uzuN1aWlpRpLZs2dPsftNTk42ISEh7vWJEyea1q1bu9cjIyPNokWLPF7zwgsvmM6dO7trqFOnjjlz5ox7+7x58zzqKs6QIUPMHXfc4V4PDw83L730kns9Ly/PNGzYsMTP1xhjjh49aiSZnTt3ltgHwIX5W5qkAPgsY4wcDkeJ2//xj39o9uzZ+umnn3T69Gnl5+erRo0aJfbfvXu3WrduraCgIHdb586dPfps3bpVn3/+uapXr17k9fv371dMTEy53sOvv/6qtLQ0PfLII3rsscfc7fn5+QoJCZEk7dmzR61atZLL5XJvv+GGG4rs66233tLf/vY3HT58WGfOnFFubq77qqnMzEylp6d7vB9/f3916NDB41TT/v37NX78eG3cuFHHjh1zj8ikpqaqRYsW5XpvAP4PYQZAsXbv3q3o6Ohit23cuFH33HOPJk2apNtuu00hISFavHixZs6cWeL+zHnzR4pTWFio3r176+WXXy6yLTw8vOzF/2F/0u+nmjp27Oixzc/Pz13X+aHt/Fo/+OADDR8+XDNnzlTnzp0VHBys6dOn65tvvilXPb1791ZkZKTmzZuniIgIFRYWqkWLFsrNzS3vWwPwB4QZAEWsWbNGO3fu1PDhw4vd/vXXXysqKkrjxo1ztx0+fLjUfTZv3lzvv/++zpw5o8DAQEm/h6I/ateunT788EM1atRI/v4X/7+n0NBQNWjQQAcOHND9999fbJ9rr71WCxcuVE5OjvtqrS1btnj0+fLLL9WlSxcNGTLE3fbHibshISEKDw/Xxo0bdfPNN0v6ffRn69atateunSTp+PHj2r17t95++23ddNNNkqSvvvrqot8jACYAA1e8nJwcZWRk6Oeff9a3336rqVOnqk+fPurVq5cefPDBYl9zzTXXKDU1VYsXL9b+/fv12muvFZnser777rtPVapU0SOPPKJdu3Zp+fLlmjFjhkefoUOH6sSJE7r33nu1adMmHThwQKtXr9bDDz+sgoICr95fYmKikpKS9Oqrr2rv3r3auXOnkpOTNWvWLHddhYWFevzxx7V7926tWrXKXde5EZtrrrlGW7Zs0apVq7R3716NHz9emzdv9jjOs88+q5deeklLly7Vjz/+qCFDhujkyZPu7bVq1VKdOnU0d+5c/fTTT1qzZo0SEhK8ek8AzmPpjB0Alho4cKCRZCQZf39/U69ePXPrrbea+fPnm4KCAo++Om8C8F//+ldTp04dU716dTNgwADzyiuveEzELc6GDRtM69atTdWqVU2bNm3Mhx9+WGSi7d69e02/fv1MzZo1TWBgoLn22mvNsGHDTGFhYbH7vNAEYGOMWbhwoWnTpo2pWrWqqVWrlrn55pvNRx995N7+9ddfm1atWpmqVaua9u3bm0WLFhlJ5scffzTGGHP27FkzaNAgExISYmrWrGmefPJJ89xzz3kcJy8vzzz77LOmRo0apmbNmiYhIcE8+OCDHhOAU1JSTLNmzYzT6TStWrUya9euveDEagAX5jCmDCeyAeAKsnDhQj300EPKzMx0nxID4LuYMwPgivfee+/p6quvVoMGDfTdd99p9OjRuvvuuwkygE0QZgBc8TIyMjRhwgRlZGQoPDxcd911l6ZMmWJ1WQDKiNNMAADA1riaCQAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2Nr/AxwT5oT44xRPAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.xlabel(xlabel = 'Dia de llegada')\n", - "sns.boxplot(data = hotelsdf['arrival_month_day'])\n", - "plt.title(\"Dia de llegada del mes\")\n", - "plt.ylabel(ylabel = 'Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "38ffb394", - "metadata": {}, - "source": [ - "Por lado un boxplot afirma las concluciones derivadas del gráfico anterior " - ] - }, - { - "cell_type": "markdown", - "id": "dc235397", - "metadata": {}, - "source": [ - "### arrival week number \n", - "\n", - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "90b708b5", - "metadata": { - "lines_to_next_cell": 0 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 61675.000000\n", - "mean 27.209664\n", - "std 13.520366\n", - "min 1.000000\n", - "25% 16.000000\n", - "50% 28.000000\n", - "75% 38.000000\n", - "max 53.000000\n", - "Name: arrival_week_number, dtype: float64" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.arrival_week_number.describe()" - ] - }, - { - "cell_type": "markdown", - "id": "75683b38", - "metadata": {}, - "source": [ - "Un vistazo inicial a los parámetros estadisticos no muestra inconsistencias en los registros\n", - "\n", - "#### Gráfica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "38e3cf08", - "metadata": { - "lines_to_next_cell": 0 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(15,5))\n", - "sns.countplot(data = hotelsdf, x = 'arrival_week_number', palette='Set2')\n", - "plt.title('Semanas del año')\n", - "plt.xlabel('Numero de la semana')\n", - "plt.ylabel('Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "1673f496", - "metadata": {}, - "source": [ - "De la gráfica concluimos que no existen outliers entre los registros \n", - "\n", - "### arrival year \n", - "\n", - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "387a77c9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 61675.000000\n", - "mean 2016.154714\n", - "std 0.708558\n", - "min 2015.000000\n", - "25% 2016.000000\n", - "50% 2016.000000\n", - "75% 2017.000000\n", - "max 2017.000000\n", - "Name: arrival_year, dtype: float64" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.arrival_year.describe()" - ] - }, - { - "cell_type": "markdown", - "id": "fa5e170c", - "metadata": {}, - "source": [ - "#### Gráfica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "4b692898", - "metadata": { - "lines_to_next_cell": 0 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Año de las reservas')" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x = 'arrival_year')\n", - "plt.xlabel('Años')\n", - "plt.ylabel('Frecuencia')\n", - "plt.title('Año de las reservas')" - ] - }, - { - "cell_type": "markdown", - "id": "fb325c13", - "metadata": {}, - "source": [ - "Todos los registros corresponden a los años: 2015, 2016 y 2017 siendo el año 2016 el mas frecuente entre los registros\n", - "\n", - "### Average Daily Rate\n", - "\n", - "Realizamos un analisis sobre la variable average daily rate\n", - "\n", - "#### Valores estadisticos relevantes " - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "771451fc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 61675.000000\n", - "mean 102.505378\n", - "std 47.595499\n", - "min -6.380000\n", - "25% 70.000000\n", - "50% 95.000000\n", - "75% 126.000000\n", - "max 510.000000\n", - "Name: average_daily_rate, dtype: float64" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.average_daily_rate.describe()" - ] - }, - { - "cell_type": "markdown", - "id": "77c4f497", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "2b45c41a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Distribucion del Precio promedio de renta diaria')" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.kdeplot(data = hotelsdf.average_daily_rate)\n", - "plt.xlabel(xlabel = 'Montos')\n", - "plt.ylabel(ylabel = 'Frecuencia')\n", - "plt.title('Distribucion del Precio promedio de renta diaria')" - ] - }, - { - "cell_type": "markdown", - "id": "647df149", - "metadata": {}, - "source": [ - "#### Outliers\n", - "\n", - "Del grafico anterior se observan registros de average daily rate los cuales tienen asignados 0, se debe estudiar a que se deben esos valores, asi como tambien tratar el valor negativo que aparece como mínimo, por otro lado, analizamos cuantos de los precios presentes en los registros presentan una desviacion considerable de los valores esperados" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "2d7767cc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Montos')" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.boxplot(data = hotelsdf['average_daily_rate'])\n", - "plt.title(\"Precio promedio de renta diaria\")\n", - "plt.xlabel('Average daily rate')\n", - "plt.ylabel('Montos')" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "366c7ef5", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Los de adrs que registran un valor de 0 representa un porcentaje de:0.013084718281313336' por lo tanto considerando que no son representativos, eliminamos dichos registros inconsistentes \n" - ] - } - ], - "source": [ - "\n", - "valores_con_cero = len(hotelsdf[hotelsdf['average_daily_rate'] <= 0])\n", - "total_valores = len(hotelsdf.average_daily_rate)\n", - "porcentaje_con_cero = valores_con_cero/total_valores\n", - "print(f\" Los de adrs que registran un valor de 0 representa un porcentaje de:{porcentaje_con_cero}' por lo tanto considerando que no son representativos, eliminamos dichos registros inconsistentes \")" - ] - }, - { - "cell_type": "markdown", - "id": "fa82e1b7", - "metadata": {}, - "source": [ - "eliminar valores con 0" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "6cd4c944", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
0City Hotel492016September3751210.0...NaN0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120.0...NaN0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
2City Hotel252016October42130122.0...NaN0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c0
3City Hotel262016December51122520.0...NaN0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff1
4City Hotel1042017March12192520.0...NaN0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b5920
..................................................................
60863Resort Hotel242017January4270220.0...NaN0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f1
60864City Hotel02016September3620110.0...NaN0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c0
60865City Hotel102017May1981210.0...153.00Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed450
60866Resort Hotel1432015October41102520.0...NaN0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
60867City Hotel572016April17172520.0...NaN0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
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60868 rows × 33 columns

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" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "60863 Resort Hotel 24 2017 January \n", - "60864 City Hotel 0 2016 September \n", - "60865 City Hotel 10 2017 May \n", - "60866 Resort Hotel 143 2015 October \n", - "60867 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "60863 4 27 0 \n", - "60864 36 2 0 \n", - "60865 19 8 1 \n", - "60866 41 10 2 \n", - "60867 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "0 2 1 0.0 ... NaN \n", - "1 1 2 0.0 ... NaN \n", - "2 1 2 2.0 ... NaN \n", - "3 5 2 0.0 ... NaN \n", - "4 5 2 0.0 ... NaN \n", - "... ... ... ... ... ... \n", - "60863 2 2 0.0 ... NaN \n", - "60864 1 1 0.0 ... NaN \n", - "60865 2 1 0.0 ... 153.0 \n", - "60866 5 2 0.0 ... NaN \n", - "60867 5 2 0.0 ... NaN \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "0 0 Transient 115.50 \n", - "1 0 Transient 42.00 \n", - "2 0 Transient 229.00 \n", - "3 0 Transient 75.00 \n", - "4 0 Transient-Party 75.00 \n", - "... ... ... ... \n", - "60863 0 Transient 48.00 \n", - "60864 0 Transient 149.00 \n", - "60865 0 Transient 95.00 \n", - "60866 0 Transient 36.05 \n", - "60867 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "0 0 1 \n", - "1 1 0 \n", - "2 0 2 \n", - "3 0 0 \n", - "4 0 1 \n", - "... ... ... \n", - "60863 0 1 \n", - "60864 0 0 \n", - "60865 0 0 \n", - "60866 0 0 \n", - "60867 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "2 Check-Out 2016-10-14 \n", - "3 Canceled 2016-11-29 \n", - "4 Check-Out 2017-03-26 \n", - "... ... ... \n", - "60863 Canceled 2017-01-23 \n", - "60864 Check-Out 2016-09-03 \n", - "60865 Check-Out 2017-05-11 \n", - "60866 Canceled 2015-07-08 \n", - "60867 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 \n", - "... ... ... \n", - "60863 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 \n", - "60864 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 \n", - "60865 76fb0e83-59df-43ee-9c33-aec51030ed45 0 \n", - "60866 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "60867 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[60868 rows x 33 columns]" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a_eliminar_con_cero = hotelsdf[hotelsdf['average_daily_rate'] <= 0].index\n", - "hotelsdf.drop(a_eliminar_con_cero, inplace = True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "fbb61031", - "metadata": {}, - "source": [ - "#### Ajustes de valor" - ] - }, - { - "cell_type": "markdown", - "id": "3ab8aa92", - "metadata": {}, - "source": [ - "Utilizamos Z-score para clasificar las desviasiones presentes en los valores\n" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "667e6212", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...days_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceledz_adr
238Resort Hotel382017August3271521.0...0Transient302.501Check-Out2017-08-13988bf050-6aa8-4211-ac09-752c4e58bcbd04.279754
307City Hotel312017May20190130.0...0Transient279.000Canceled2017-04-202094b29e-7f3e-4846-8c87-4a73683bc80413.773428
320Resort Hotel2122017July28143722.0...0Transient289.600Canceled2017-06-1421d96765-304c-437f-b745-f82e8a41e47114.001814
439City Hotel212017July2760122.0...0Transient307.000Canceled2017-06-15f4330103-9555-4f10-b40b-52fc138e341c14.376710
481City Hotel1452016August3240323.0...0Transient269.301Check-Out2016-08-07c5ca8a03-6e90-4165-853e-a7437487410c03.564434
..................................................................
61689City Hotel722017July2722030.0...0Transient247.001Check-Out2017-07-04dfb7933d-560b-4a82-a127-919e534351d103.083964
61745Resort Hotel2052017August3121422.0...0Transient300.402Canceled2017-01-17f4bd2623-14df-4912-8abf-b698381ac63414.234508
61830Resort Hotel722017July30281220.0...0Transient271.002Check-Out2017-07-310d1b3abd-3c4c-46c0-a829-11bacf4033ff03.601062
61834Resort Hotel952017July30241422.0...0Transient305.000Canceled2017-06-026dec4274-f4ec-4c4a-88fb-cb6b4878745a14.333618
61889City Hotel42017February6100232.0...0Transient263.000Canceled2017-02-08c7981146-048c-4ec2-8c14-9df1ba8708af13.428696
\n", - "

946 rows × 34 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "238 Resort Hotel 38 2017 August \n", - "307 City Hotel 31 2017 May \n", - "320 Resort Hotel 212 2017 July \n", - "439 City Hotel 21 2017 July \n", - "481 City Hotel 145 2016 August \n", - "... ... ... ... ... \n", - "61689 City Hotel 72 2017 July \n", - "61745 Resort Hotel 205 2017 August \n", - "61830 Resort Hotel 72 2017 July \n", - "61834 Resort Hotel 95 2017 July \n", - "61889 City Hotel 4 2017 February \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "238 32 7 1 \n", - "307 20 19 0 \n", - "320 28 14 3 \n", - "439 27 6 0 \n", - "481 32 4 0 \n", - "... ... ... ... \n", - "61689 27 2 2 \n", - "61745 31 2 1 \n", - "61830 30 28 1 \n", - "61834 30 24 1 \n", - "61889 6 10 0 \n", - "\n", - " week_nights_num adult_num children_num ... days_in_waiting_list \\\n", - "238 5 2 1.0 ... 0 \n", - "307 1 3 0.0 ... 0 \n", - "320 7 2 2.0 ... 0 \n", - "439 1 2 2.0 ... 0 \n", - "481 3 2 3.0 ... 0 \n", - "... ... ... ... ... ... \n", - "61689 0 3 0.0 ... 0 \n", - "61745 4 2 2.0 ... 0 \n", - "61830 2 2 0.0 ... 0 \n", - "61834 4 2 2.0 ... 0 \n", - "61889 2 3 2.0 ... 0 \n", - "\n", - " customer_type average_daily_rate required_car_parking_spaces_num \\\n", - "238 Transient 302.5 0 \n", - "307 Transient 279.0 0 \n", - "320 Transient 289.6 0 \n", - "439 Transient 307.0 0 \n", - "481 Transient 269.3 0 \n", - "... ... ... ... \n", - "61689 Transient 247.0 0 \n", - "61745 Transient 300.4 0 \n", - "61830 Transient 271.0 0 \n", - "61834 Transient 305.0 0 \n", - "61889 Transient 263.0 0 \n", - "\n", - " special_requests_num reservation_status reservation_status_date \\\n", - "238 1 Check-Out 2017-08-13 \n", - "307 0 Canceled 2017-04-20 \n", - "320 0 Canceled 2017-06-14 \n", - "439 0 Canceled 2017-06-15 \n", - "481 1 Check-Out 2016-08-07 \n", - "... ... ... ... \n", - "61689 1 Check-Out 2017-07-04 \n", - "61745 2 Canceled 2017-01-17 \n", - "61830 2 Check-Out 2017-07-31 \n", - "61834 0 Canceled 2017-06-02 \n", - "61889 0 Canceled 2017-02-08 \n", - "\n", - " booking_id is_canceled z_adr \n", - "238 988bf050-6aa8-4211-ac09-752c4e58bcbd 0 4.279754 \n", - "307 2094b29e-7f3e-4846-8c87-4a73683bc804 1 3.773428 \n", - "320 21d96765-304c-437f-b745-f82e8a41e471 1 4.001814 \n", - "439 f4330103-9555-4f10-b40b-52fc138e341c 1 4.376710 \n", - "481 c5ca8a03-6e90-4165-853e-a7437487410c 0 3.564434 \n", - "... ... ... ... \n", - "61689 dfb7933d-560b-4a82-a127-919e534351d1 0 3.083964 \n", - "61745 f4bd2623-14df-4912-8abf-b698381ac634 1 4.234508 \n", - "61830 0d1b3abd-3c4c-46c0-a829-11bacf4033ff 0 3.601062 \n", - "61834 6dec4274-f4ec-4c4a-88fb-cb6b4878745a 1 4.333618 \n", - "61889 c7981146-048c-4ec2-8c14-9df1ba8708af 1 3.428696 \n", - "\n", - "[946 rows x 34 columns]" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "media_requisitos=np.mean(hotelsdf.average_daily_rate)\n", - "\n", - "std_ard=np.std(hotelsdf.average_daily_rate)\n", - "\n", - "hotelsdf['z_adr']=(hotelsdf.average_daily_rate - media_requisitos)/std_ard\n", - "\n", - "hotelsdf['z_adr']=st.zscore(hotelsdf.average_daily_rate)\n", - "hotelsdf[(hotelsdf['z_adr'] > 3) | (hotelsdf['z_adr'] < -2)]" - ] - }, - { - "cell_type": "markdown", - "id": "b981a4fc", - "metadata": {}, - "source": [ - "Graficamos el Z-score del adr\n" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "03899396", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.hist(hotelsdf.z_adr)\n", - "plt.title('Histograma Z-Score req')\n", - "plt.xlabel('Z-Score req')\n", - "plt.xticks([-2, -1, 0, 1, 2, 3, 4, 5, 6, 7, 8])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "f237f02c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...days_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceledz_adr
0City Hotel492016September3751210.0...0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac468910.250695
1Resort Hotel42015October44310120.0...0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10-1.332919
2City Hotel252016October42130122.0...0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c02.696140
3City Hotel262016December51122520.0...0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff1-0.621908
4City Hotel1042017March12192520.0...0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b5920-0.621908
..................................................................
59917Resort Hotel242017January4270220.0...0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f1-1.203644
59918City Hotel02016September3620110.0...0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c00.972479
59919City Hotel102017May1981210.0...0Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed450-0.190993
59920Resort Hotel1432015October41102520.0...0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591-1.461116
59921City Hotel572016April17172520.0...0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e3810.849452
\n", - "

59922 rows × 34 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "59917 Resort Hotel 24 2017 January \n", - "59918 City Hotel 0 2016 September \n", - "59919 City Hotel 10 2017 May \n", - "59920 Resort Hotel 143 2015 October \n", - "59921 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "59917 4 27 0 \n", - "59918 36 2 0 \n", - "59919 19 8 1 \n", - "59920 41 10 2 \n", - "59921 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... days_in_waiting_list \\\n", - "0 2 1 0.0 ... 0 \n", - "1 1 2 0.0 ... 0 \n", - "2 1 2 2.0 ... 0 \n", - "3 5 2 0.0 ... 0 \n", - "4 5 2 0.0 ... 0 \n", - "... ... ... ... ... ... \n", - "59917 2 2 0.0 ... 0 \n", - "59918 1 1 0.0 ... 0 \n", - "59919 2 1 0.0 ... 0 \n", - "59920 5 2 0.0 ... 0 \n", - "59921 5 2 0.0 ... 0 \n", - "\n", - " customer_type average_daily_rate required_car_parking_spaces_num \\\n", - "0 Transient 115.50 0 \n", - "1 Transient 42.00 1 \n", - "2 Transient 229.00 0 \n", - "3 Transient 75.00 0 \n", - "4 Transient-Party 75.00 0 \n", - "... ... ... ... \n", - "59917 Transient 48.00 0 \n", - "59918 Transient 149.00 0 \n", - "59919 Transient 95.00 0 \n", - "59920 Transient 36.05 0 \n", - "59921 Transient 143.29 0 \n", - "\n", - " special_requests_num reservation_status reservation_status_date \\\n", - "0 1 Canceled 2016-08-25 \n", - "1 0 Check-Out 2015-11-01 \n", - "2 2 Check-Out 2016-10-14 \n", - "3 0 Canceled 2016-11-29 \n", - "4 1 Check-Out 2017-03-26 \n", - "... ... ... ... \n", - "59917 1 Canceled 2017-01-23 \n", - "59918 0 Check-Out 2016-09-03 \n", - "59919 0 Check-Out 2017-05-11 \n", - "59920 0 Canceled 2015-07-08 \n", - "59921 0 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled z_adr \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 0.250695 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 -1.332919 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 2.696140 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 -0.621908 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 -0.621908 \n", - "... ... ... ... \n", - "59917 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 -1.203644 \n", - "59918 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 0.972479 \n", - "59919 76fb0e83-59df-43ee-9c33-aec51030ed45 0 -0.190993 \n", - "59920 01906859-1094-4e37-b13e-b015b594d159 1 -1.461116 \n", - "59921 7137e599-4442-41fb-b147-4aba9f344e38 1 0.849452 \n", - "\n", - "[59922 rows x 34 columns]" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "desviacion_uno = hotelsdf[(hotelsdf['z_adr'] > 3)]\n", - "desviacion_dos = hotelsdf[(hotelsdf['z_adr'] < -2)]\n", - "hotelsdf.drop(desviacion_uno.index, inplace = True)\n", - "hotelsdf.drop(desviacion_dos.index, inplace = True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "cd6e6160", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Vamos a eliminar 946 valores ya son valores que tienen una desviacion estandar muy marcada con respecto al resto de los valores. Ademas, estos valores representan un 0.015787190013684456 porcentaje del total\n" - ] - } - ], - "source": [ - "total_valores = len(hotelsdf.average_daily_rate)\n", - "cantidad_a_eliminar = desviacion_uno.average_daily_rate.count() + desviacion_dos.average_daily_rate.count()\n", - "print(\"Vamos a eliminar \" + str(cantidad_a_eliminar) + \" valores ya son valores que tienen una desviacion estandar muy marcada con respecto al resto de los valores. Ademas, estos valores representan un \" + str(cantidad_a_eliminar/total_valores) + \" porcentaje del total\")" - ] - }, - { - "cell_type": "markdown", - "id": "a982d697", - "metadata": {}, - "source": [ - "Graficamos nuevamente con el proposito de verificar la nueva distribución adquirida luego de la modificacion \n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "4e6ae5bc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Distribucion del average daily rate')" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "data = hotelsdf.average_daily_rate\n", - "sns.kdeplot(data = data)\n", - "plt.xlabel(xlabel = 'Average daily rate')\n", - "plt.ylabel(ylabel = 'Frecuencia')\n", - "plt.title('Distribucion del average daily rate')" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "2cf2ec38", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
0City Hotel492016September3751210.0...NaN0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120.0...NaN0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
2City Hotel252016October42130122.0...NaN0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c0
3City Hotel262016December51122520.0...NaN0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff1
4City Hotel1042017March12192520.0...NaN0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b5920
..................................................................
59917Resort Hotel242017January4270220.0...NaN0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f1
59918City Hotel02016September3620110.0...NaN0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c0
59919City Hotel102017May1981210.0...153.00Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed450
59920Resort Hotel1432015October41102520.0...NaN0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
59921City Hotel572016April17172520.0...NaN0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
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59922 rows × 33 columns

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" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "59917 Resort Hotel 24 2017 January \n", - "59918 City Hotel 0 2016 September \n", - "59919 City Hotel 10 2017 May \n", - "59920 Resort Hotel 143 2015 October \n", - "59921 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "59917 4 27 0 \n", - "59918 36 2 0 \n", - "59919 19 8 1 \n", - "59920 41 10 2 \n", - "59921 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "0 2 1 0.0 ... NaN \n", - "1 1 2 0.0 ... NaN \n", - "2 1 2 2.0 ... NaN \n", - "3 5 2 0.0 ... NaN \n", - "4 5 2 0.0 ... NaN \n", - "... ... ... ... ... ... \n", - "59917 2 2 0.0 ... NaN \n", - "59918 1 1 0.0 ... NaN \n", - "59919 2 1 0.0 ... 153.0 \n", - "59920 5 2 0.0 ... NaN \n", - "59921 5 2 0.0 ... NaN \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "0 0 Transient 115.50 \n", - "1 0 Transient 42.00 \n", - "2 0 Transient 229.00 \n", - "3 0 Transient 75.00 \n", - "4 0 Transient-Party 75.00 \n", - "... ... ... ... \n", - "59917 0 Transient 48.00 \n", - "59918 0 Transient 149.00 \n", - "59919 0 Transient 95.00 \n", - "59920 0 Transient 36.05 \n", - "59921 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "0 0 1 \n", - "1 1 0 \n", - "2 0 2 \n", - "3 0 0 \n", - "4 0 1 \n", - "... ... ... \n", - "59917 0 1 \n", - "59918 0 0 \n", - "59919 0 0 \n", - "59920 0 0 \n", - "59921 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "2 Check-Out 2016-10-14 \n", - "3 Canceled 2016-11-29 \n", - "4 Check-Out 2017-03-26 \n", - "... ... ... \n", - "59917 Canceled 2017-01-23 \n", - "59918 Check-Out 2016-09-03 \n", - "59919 Check-Out 2017-05-11 \n", - "59920 Canceled 2015-07-08 \n", - "59921 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 \n", - "... ... ... \n", - "59917 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 \n", - "59918 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 \n", - "59919 76fb0e83-59df-43ee-9c33-aec51030ed45 0 \n", - "59920 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "59921 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[59922 rows x 33 columns]" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.drop(labels = 'z_adr', inplace = True, axis = 1)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "f0c11942", - "metadata": {}, - "source": [ - "### babies number \n", - "\n", - "#### Valores estadisticos relevantes\n" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "3720a009", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 59922.000000\n", - "mean 0.006826\n", - "std 0.090448\n", - "min 0.000000\n", - "25% 0.000000\n", - "50% 0.000000\n", - "75% 0.000000\n", - "max 9.000000\n", - "Name: babies_num, dtype: float64" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.babies_num.describe()" - ] - }, - { - "cell_type": "markdown", - "id": "421036b1", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "bc085b04", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Numero de bebes por reserva')" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "eje_y = hotelsdf.babies_num.value_counts()\n", - "eje_x = eje_y.index.tolist()\n", - "sns.barplot(y = eje_y, x = eje_x, palette='Set2')\n", - "plt.xlabel('Cantidad de bebes')\n", - "plt.ylabel(ylabel='Frecuencia')\n", - "plt.title('Numero de bebes por reserva')" - ] - }, - { - "cell_type": "markdown", - "id": "e238090e", - "metadata": {}, - "source": [ - "#### Outliers" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "36339bbd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
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0 rows × 33 columns

\n", - "
" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [hotel_name, lead_time, arrival_year, arrival_month, arrival_week_number, arrival_month_day, weekend_nights_num, week_nights_num, adult_num, children_num, babies_num, meal_type, country, market_segment_type, distribution_channel, is_repeated_guest, previous_cancellations_num, previous_bookings_not_canceled_num, reserved_room_type, assigned_room_type, booking_changes_num, deposit_type, agent_id, company_id, days_in_waiting_list, customer_type, average_daily_rate, required_car_parking_spaces_num, special_requests_num, reservation_status, reservation_status_date, booking_id, is_canceled]\n", - "Index: []\n", - "\n", - "[0 rows x 33 columns]" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf[(hotelsdf.babies_num >= 1) & (hotelsdf.adult_num < 1)]" - ] - }, - { - "cell_type": "markdown", - "id": "8a356f38", - "metadata": {}, - "source": [ - "#### Ajustes de valor" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "795ec80e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
0City Hotel492016September3751210.0...NaN0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120.0...NaN0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
2City Hotel252016October42130122.0...NaN0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c0
3City Hotel262016December51122520.0...NaN0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff1
4City Hotel1042017March12192520.0...NaN0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b5920
..................................................................
59916Resort Hotel242017January4270220.0...NaN0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f1
59917City Hotel02016September3620110.0...NaN0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c0
59918City Hotel102017May1981210.0...153.00Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed450
59919Resort Hotel1432015October41102520.0...NaN0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
59920City Hotel572016April17172520.0...NaN0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
\n", - "

59921 rows × 33 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "59916 Resort Hotel 24 2017 January \n", - "59917 City Hotel 0 2016 September \n", - "59918 City Hotel 10 2017 May \n", - "59919 Resort Hotel 143 2015 October \n", - "59920 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "59916 4 27 0 \n", - "59917 36 2 0 \n", - "59918 19 8 1 \n", - "59919 41 10 2 \n", - "59920 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "0 2 1 0.0 ... NaN \n", - "1 1 2 0.0 ... NaN \n", - "2 1 2 2.0 ... NaN \n", - "3 5 2 0.0 ... NaN \n", - "4 5 2 0.0 ... NaN \n", - "... ... ... ... ... ... \n", - "59916 2 2 0.0 ... NaN \n", - "59917 1 1 0.0 ... NaN \n", - "59918 2 1 0.0 ... 153.0 \n", - "59919 5 2 0.0 ... NaN \n", - "59920 5 2 0.0 ... NaN \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "0 0 Transient 115.50 \n", - "1 0 Transient 42.00 \n", - "2 0 Transient 229.00 \n", - "3 0 Transient 75.00 \n", - "4 0 Transient-Party 75.00 \n", - "... ... ... ... \n", - "59916 0 Transient 48.00 \n", - "59917 0 Transient 149.00 \n", - "59918 0 Transient 95.00 \n", - "59919 0 Transient 36.05 \n", - "59920 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "0 0 1 \n", - "1 1 0 \n", - "2 0 2 \n", - "3 0 0 \n", - "4 0 1 \n", - "... ... ... \n", - "59916 0 1 \n", - "59917 0 0 \n", - "59918 0 0 \n", - "59919 0 0 \n", - "59920 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "2 Check-Out 2016-10-14 \n", - "3 Canceled 2016-11-29 \n", - "4 Check-Out 2017-03-26 \n", - "... ... ... \n", - "59916 Canceled 2017-01-23 \n", - "59917 Check-Out 2016-09-03 \n", - "59918 Check-Out 2017-05-11 \n", - "59919 Canceled 2015-07-08 \n", - "59920 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 \n", - "... ... ... \n", - "59916 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 \n", - "59917 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 \n", - "59918 76fb0e83-59df-43ee-9c33-aec51030ed45 0 \n", - "59919 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "59920 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[59921 rows x 33 columns]" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.drop(hotelsdf[hotelsdf.babies_num == 9].index, inplace = True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "487e9aae", - "metadata": {}, - "source": [ - "### booking changes number \n", - "\n", - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "a70c7044", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 59921.000000\n", - "mean 0.189066\n", - "std 0.594914\n", - "min 0.000000\n", - "25% 0.000000\n", - "50% 0.000000\n", - "75% 0.000000\n", - "max 17.000000\n", - "Name: booking_changes_num, dtype: float64" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.booking_changes_num.describe()" - ] - }, - { - "cell_type": "markdown", - "id": "35e5258d", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "cf569c60", - "metadata": { - "lines_to_next_cell": 0 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Cantidad de cambios por reserva')" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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0aKHCwkJ99913WrBggVq2bKm+ffuqY8eO8vb21siRIzV58mQ5OTnpgw8+KBMYLoWnp6caNmyoTz75RN26dZOPj4/q1q1b7uEbb29vjR8/XtOmTdMjjzyi++67T2lpaZoyZUqZQzF9+vTRypUrNWrUKN17771KS0vTiy++qMDAQB08eNBWFxERodtvv10TJkxQbm6u2rVrp2+//dZ00IiJidG7776r3r17a9q0afL399cHH3xgdxkASapTp47efPNNDR48WCdPntS9994rPz8/HT9+XN9//72OHz+uefPmXbTPihUr1L9/fz399NO65ZZblJeXp+TkZPXp00ddu3ZV7969NXv2bEVFRWnEiBE6ceKEXnnllXIvJVEZnJ2d9eqrr+rMmTO6+eabtXnzZk2bNk29evXSrbfeesHHPfnkk3r//ffVu3dvvfDCC2rYsKHWrl2rt956S4899pgtqAwfPlxubm7q1KmTAgMDlZGRobi4OFmtVt18881/Oz4HBwd1795d48aNU3FxsWbMmKGcnBzbxVQlKS4uTt27d1fXrl01fvx4OTs766233tKePXu0fPnyS55Z+jtmXwfZ2dnq2rWroqKidMMNN8jT01MpKSlKSEhQZGTkJW3LjBtuuEFhYWGKi4tTWlqaFixYUGb9ddddp6efflqGYcjHx0effvqpkpKSKnX/oBar2fPQgdolNTXVGDx4sNGgQQPD2dnZ8PDwMNq2bWs8//zzRmZmpq1u8+bNRlhYmOHu7m7Uq1fPeOSRR4xdu3YZkoz33nvPVjd48GDDw8OjTJ+ST/Gcb8OGDUbbtm0NFxcXQ5Ltk1alPz1nGH99aicuLs4IDg42nJ2djdatWxuffvqp0blz5zKfnnv55ZeNRo0aGS4uLkazZs2MhQsXltv/1KlTxtChQ42rr77acHd3N7p37278+OOPpj49ZxiGsW/fPqN79+6Gq6ur4ePjYwwbNsz45JNP7D49VyI5Odno3bu34ePjYzg5ORnXXHON0bt3b+Ojjz762z5ZWVnGE088YTRo0MBwcnIy/Pz8jN69exs//vijrebdd981QkJCDBcXF+Paa6814uLijEWLFpXZjw0bNjR69+5dpockY/To0XbLSj6NNmvWLNuykp/vDz/8YHTp0sVwc3MzfHx8jMcee8w4c+aM3eNLf3rOMAzj8OHDRlRUlOHr62s4OTkZISEhxqxZs+w+wbVkyRKja9euhr+/v+Hs7GwEBQUZAwYMMH744YeL7qeS8c6YMcOYOnWqUb9+fcPZ2dlo27atsX79+jL133zzjXHHHXcYHh4ehpubm9GhQ4cynxoreS2mpKRctHeJkk/PXejn+nevgz///NMYOXKk0bp1a8PLy8twc3MzQkJCjMmTJ9t9stHMtgzj/37vjh8/fsExL1iwwJBkuLm5GdnZ2WXWl7zOPT09DW9vb+O+++4zjhw5Yvr3BJc3i2GUutobAOCy99tvv6lx48aaNWuWxo8fX9PDAa4InNMEAABgAqEJAADABA7PAQAAmMBMEwAAgAmEJgAAABMITQAAACZwcctKVFxcrN9//12enp6VfjE4AABQNQzD0OnTpxUUFKSrrrrwfBKhqRL9/vvvCg4OrulhAACACkhLS7vo948SmiqRp6enpL92upeXVw2PBgAAmJGTk6Pg4GDb3/ELITRVopJDcl5eXoQmAAAuM393ag0nggMAAJhAaAIAADCB0AQAAGACoQkAAMAEQhMAAIAJhCYAAAATCE0AAAAmEJoAAABMIDQBAACYQGgCAAAwgdAEAABgAqEJAADABEITAACACYQmAAAAEwhNAAAAJjjW9ACuZLHr3q/yHq/2eqjKewAAAGaaAAAATCE0AQAAmEBoAgAAMIHQBAAAYAKhCQAAwARCEwAAgAmEJgAAABMITQAAACYQmgAAAEyo0dA0ZcoUWSwWu1tAQIBtvWEYmjJlioKCguTm5qYuXbpo7969dtvIz8/X448/rrp168rDw0P9+vXT0aNH7WqysrIUHR0tq9Uqq9Wq6OhonTp1yq7myJEj6tu3rzw8PFS3bl2NHTtWBQUFVfbcAQDA5aXGZ5patGih9PR022337t22dTNnztTs2bM1d+5cpaSkKCAgQN27d9fp06dtNTExMVq1apXi4+O1adMmnTlzRn369FFRUZGtJioqSqmpqUpISFBCQoJSU1MVHR1tW19UVKTevXsrNzdXmzZtUnx8vD7++GPFxsZWz04AAAC1Xo1/95yjo6Pd7FIJwzA0Z84cPfvss4qMjJQkLVmyRP7+/vrwww/16KOPKjs7W4sWLdLSpUsVHh4uSVq2bJmCg4O1YcMG9ejRQ/v371dCQoK2bt2q9u3bS5IWLlyosLAwHThwQCEhIUpMTNS+ffuUlpamoKAgSdKrr76qIUOG6KWXXpKXl1c17Q0AAFBb1fhM08GDBxUUFKTGjRvr/vvv16+//ipJOnTokDIyMhQREWGrdXFxUefOnbV582ZJ0s6dO1VYWGhXExQUpJYtW9pqtmzZIqvVagtMktShQwdZrVa7mpYtW9oCkyT16NFD+fn52rlz5wXHnp+fr5ycHLsbAAC4MtVoaGrfvr3ef/99rV+/XgsXLlRGRoY6duyoEydOKCMjQ5Lk7+9v9xh/f3/buoyMDDk7O8vb2/uiNX5+fmV6+/n52dWU7uPt7S1nZ2dbTXni4uJs50lZrVYFBwdf4h4AAACXixoNTb169dI999yjVq1aKTw8XGvXrpX012G4EhaLxe4xhmGUWVZa6Zry6itSU9qkSZOUnZ1tu6WlpV10XAAA4PJV44fnzufh4aFWrVrp4MGDtvOcSs/0ZGZm2maFAgICVFBQoKysrIvWHDt2rEyv48eP29WU7pOVlaXCwsIyM1Dnc3FxkZeXl90NAABcmWpVaMrPz9f+/fsVGBioxo0bKyAgQElJSbb1BQUFSk5OVseOHSVJoaGhcnJysqtJT0/Xnj17bDVhYWHKzs7W9u3bbTXbtm1Tdna2Xc2ePXuUnp5uq0lMTJSLi4tCQ0Or9DkDAIDLQ41+em78+PHq27evGjRooMzMTE2bNk05OTkaPHiwLBaLYmJiNH36dDVp0kRNmjTR9OnT5e7urqioKEmS1WrVsGHDFBsbK19fX/n4+Gj8+PG2w32S1KxZM/Xs2VPDhw/X/PnzJUkjRoxQnz59FBISIkmKiIhQ8+bNFR0drVmzZunkyZMaP368hg8fzuwRAACQVMOh6ejRo3rggQf0xx9/qF69eurQoYO2bt2qhg0bSpImTJigvLw8jRo1SllZWWrfvr0SExPl6elp28Zrr70mR0dHDRgwQHl5eerWrZsWL14sBwcHW80HH3ygsWPH2j5l169fP82dO9e23sHBQWvXrtWoUaPUqVMnubm5KSoqSq+88ko17QkAAFDbWQzDMGp6EFeKnJwcWa1WZWdny8vLS7Hr3q/ynq/2eqjKewAAcCUr/ff7QmrVOU0AAAC1FaEJAADABEITAACACYQmAAAAEwhNAAAAJhCaAAAATCA0AQAAmEBoAgAAMIHQBAAAYAKhCQAAwARCEwAAgAmEJgAAABMITQAAACYQmgAAAEwgNAEAAJhAaAIAADCB0AQAAGACoQkAAMAEQhMAAIAJhCYAAAATCE0AAAAmEJoAAABMIDQBAACYQGgCAAAwgdAEAABgAqEJAADABEITAACACYQmAAAAEwhNAAAAJhCaAAAATCA0AQAAmEBoAgAAMIHQBAAAYAKhCQAAwARCEwAAgAmEJgAAABMITQAAACYQmgAAAEwgNAEAAJhAaAIAADCB0AQAAGACoQkAAMAEQhMAAIAJhCYAAAATCE0AAAAmEJoAAABMIDQBAACYQGgCAAAwgdAEAABgAqEJAADABEITAACACYQmAAAAEwhNAAAAJhCaAAAATCA0AQAAmEBoAgAAMKHWhKa4uDhZLBbFxMTYlhmGoSlTpigoKEhubm7q0qWL9u7da/e4/Px8Pf7446pbt648PDzUr18/HT161K4mKytL0dHRslqtslqtio6O1qlTp+xqjhw5or59+8rDw0N169bV2LFjVVBQUFVPFwAAXGZqRWhKSUnRggUL1Lp1a7vlM2fO1OzZszV37lylpKQoICBA3bt31+nTp201MTExWrVqleLj47Vp0yadOXNGffr0UVFRka0mKipKqampSkhIUEJCglJTUxUdHW1bX1RUpN69eys3N1ebNm1SfHy8Pv74Y8XGxlb9kwcAAJeFGg9NZ86c0aBBg7Rw4UJ5e3vblhuGoTlz5ujZZ59VZGSkWrZsqSVLlujs2bP68MMPJUnZ2dlatGiRXn31VYWHh6tt27ZatmyZdu/erQ0bNkiS9u/fr4SEBL3zzjsKCwtTWFiYFi5cqM8++0wHDhyQJCUmJmrfvn1atmyZ2rZtq/DwcL366qtauHChcnJyqn+nAACAWqfGQ9Po0aPVu3dvhYeH2y0/dOiQMjIyFBERYVvm4uKizp07a/PmzZKknTt3qrCw0K4mKChILVu2tNVs2bJFVqtV7du3t9V06NBBVqvVrqZly5YKCgqy1fTo0UP5+fnauXNn5T9pAABw2XGsyebx8fHatWuXUlJSyqzLyMiQJPn7+9st9/f31+HDh201zs7OdjNUJTUlj8/IyJCfn1+Z7fv5+dnVlO7j7e0tZ2dnW0158vPzlZ+fb7vPrBQAAFeuGptpSktL0xNPPKFly5bJ1dX1gnUWi8XuvmEYZZaVVrqmvPqK1JQWFxdnO7ncarUqODj4ouMCAACXrxoLTTt37lRmZqZCQ0Pl6OgoR0dHJScn64033pCjo6Nt5qf0TE9mZqZtXUBAgAoKCpSVlXXRmmPHjpXpf/z4cbua0n2ysrJUWFhYZgbqfJMmTVJ2drbtlpaWdol7AQAAXC5qLDR169ZNu3fvVmpqqu3Wrl07DRo0SKmpqbr22msVEBCgpKQk22MKCgqUnJysjh07SpJCQ0Pl5ORkV5Oenq49e/bYasLCwpSdna3t27fbarZt26bs7Gy7mj179ig9Pd1Wk5iYKBcXF4WGhl7wObi4uMjLy8vuBgAArkw1dk6Tp6enWrZsabfMw8NDvr6+tuUxMTGaPn26mjRpoiZNmmj69Olyd3dXVFSUJMlqtWrYsGGKjY2Vr6+vfHx8NH78eLVq1cp2YnmzZs3Us2dPDR8+XPPnz5ckjRgxQn369FFISIgkKSIiQs2bN1d0dLRmzZqlkydPavz48Ro+fDhBCAAASKrhE8H/zoQJE5SXl6dRo0YpKytL7du3V2Jiojw9PW01r732mhwdHTVgwADl5eWpW7duWrx4sRwcHGw1H3zwgcaOHWv7lF2/fv00d+5c23oHBwetXbtWo0aNUqdOneTm5qaoqCi98sor1fdkAQBArWYxDMOo6UFcKXJycmS1WpWdnS0vLy/Frnu/ynu+2uuhKu8BAMCVrPTf7wup8es0AQAAXA4ITQAAACYQmgAAAEwgNAEAAJhAaAIAADCB0AQAAGACoQkAAMAEQhMAAIAJhCYAAAATCE0AAAAmEJoAAABMIDQBAACYQGgCAAAwgdAEAABgAqEJAADABEITAACACYQmAAAAEwhNAAAAJhCaAAAATCA0AQAAmEBoAgAAMIHQBAAAYAKhCQAAwARCEwAAgAmEJgAAABMITQAAACYQmgAAAEwgNAEAAJhAaAIAADCB0AQAAGACoQkAAMAEQhMAAIAJhCYAAAATCE0AAAAmEJoAAABMIDQBAACYQGgCAAAwgdAEAABgAqEJAADABEITAACACYQmAAAAEwhNAAAAJhCaAAAATCA0AQAAmEBoAgAAMIHQBAAAYIJjRR+Ym5ur5ORkHTlyRAUFBXbrxo4d+48HBgAAUJtUKDR99913uvPOO3X27Fnl5ubKx8dHf/zxh9zd3eXn50doAgAAV5wKHZ578skn1bdvX508eVJubm7aunWrDh8+rNDQUL3yyiuVPUYAAIAaV6HQlJqaqtjYWDk4OMjBwUH5+fkKDg7WzJkz9cwzz1T2GAEAAGpchUKTk5OTLBaLJMnf319HjhyRJFmtVtu/AQAAriQVOqepbdu22rFjh5o2baquXbvq+eef1x9//KGlS5eqVatWlT1GAACAGlehmabp06crMDBQkvTiiy/K19dXjz32mDIzM7VgwYJKHSAAAEBtUKGZpnbt2tn+Xa9ePX3++eeVNiAAAIDaiItbAgAAmGB6pummm27SF198IW9vb7Vt29Z2Inh5du3aVSmDAwAAqC1Mh6b+/fvLxcVFknTXXXdV1XgAAABqJdOhafLkyeX++5+YN2+e5s2bp99++02S1KJFCz3//PPq1auXJMkwDE2dOlULFixQVlaW2rdvr3/9619q0aKFbRv5+fkaP368li9frry8PHXr1k1vvfWW6tevb6vJysrS2LFjtWbNGklSv3799Oabb+rqq6+21Rw5ckSjR4/Wxo0b5ebmpqioKL3yyitydnaulOcKAAAubxU6pyklJUXbtm0rs3zbtm3asWOH6e3Ur19fL7/8snbs2KEdO3bojjvuUP/+/bV3715J0syZMzV79mzNnTtXKSkpCggIUPfu3XX69GnbNmJiYrRq1SrFx8dr06ZNOnPmjPr06aOioiJbTVRUlFJTU5WQkKCEhASlpqYqOjratr6oqEi9e/dWbm6uNm3apPj4eH388ceKjY2tyO4BAABXIIthGMalPuiWW27RhAkTdO+999otX7lypWbMmFFuoDLLx8dHs2bN0tChQxUUFKSYmBhNnDhR0l+zSv7+/poxY4YeffRRZWdnq169elq6dKkGDhwoSfr9998VHByszz//XD169ND+/fvVvHlzbd26Ve3bt5ckbd26VWFhYfrxxx8VEhKidevWqU+fPkpLS1NQUJAkKT4+XkOGDFFmZqa8vLxMjT0nJ0dWq1XZ2dny8vJS7Lr3K7wfzHq110NV3gMAgCtZ6b/fF1KhmaZ9+/bppptuKrO8bdu22rdvX0U2qaKiIsXHxys3N1dhYWE6dOiQMjIyFBERYatxcXFR586dtXnzZknSzp07VVhYaFcTFBSkli1b2mq2bNkiq9VqC0yS1KFDB1mtVruali1b2gKTJPXo0UP5+fnauXPnBcecn5+vnJwcuxsAALgyVSg0ubi46NixY2WWp6eny9Hx0i79tHv3btWpU0cuLi4aOXKkVq1apebNmysjI0PSX1/Tcj5/f3/buoyMDDk7O8vb2/uiNX5+fmX6+vn52dWU7uPt7S1nZ2dbTXni4uJktVptt+Dg4Et67gAA4PJRodDUvXt3TZo0SdnZ2bZlp06d0jPPPKPu3btf0rZCQkKUmpqqrVu36rHHHtPgwYPtZqtKX9rAMIyLXu6gvJry6itSU1rJPii5paWlXXRcAADg8lWhK4K/+uqruv3229WwYUO1bdtWkpSamip/f38tXbr0krbl7Oys66+/XtJfVxpPSUnR66+/bjuPKSMjw/aVLZKUmZlpmxUKCAhQQUGBsrKy7GabMjMz1bFjR1tNebNix48ft9tO6fOwsrKyVFhYWGYG6nwuLi62yzAAAIArW4Vmmq655hr98MMPmjlzppo3b67Q0FC9/vrr2r179z8+RGUYhvLz89W4cWMFBAQoKSnJtq6goEDJycm2QBQaGionJye7mvT0dO3Zs8dWExYWpuzsbG3fvt1Ws23bNmVnZ9vV7NmzR+np6baaxMREubi4KDQ09B89HwAAcGWo0EyTJHl4eGjEiBH/qPkzzzyjXr16KTg4WKdPn1Z8fLy++uorJSQkyGKxKCYmRtOnT1eTJk3UpEkTTZ8+Xe7u7oqKipIkWa1WDRs2TLGxsfL19ZWPj4/Gjx+vVq1aKTw8XJLUrFkz9ezZU8OHD9f8+fMlSSNGjFCfPn0UEhIiSYqIiFDz5s0VHR2tWbNm6eTJkxo/fryGDx9u+pNzAADgylbh0PTTTz/pq6++UmZmpoqLi+3WPf/886a2cezYMUVHRys9PV1Wq1WtW7dWQkKC7byoCRMmKC8vT6NGjbJd3DIxMVGenp62bbz22mtydHTUgAEDbBe3XLx4sRwcHGw1H3zwgcaOHWv7lF2/fv00d+5c23oHBwetXbtWo0aNUqdOnewubgkAACBV8DpNCxcu1GOPPaa6desqICCgzAnV/63fPcd1mgAAuPyYvU5ThWaapk2bppdeesl2sjYAAMCVrkIngmdlZem+++6r7LEAAADUWhUKTffdd58SExMreywAAAC1VoUOz11//fV67rnntHXrVrVq1UpOTk5268eOHVspgwMAAKgtKhSaFixYoDp16ig5OVnJycl26ywWC6EJAABccSoUmg4dOlTZ4wAAAKjVKnROU4mCggIdOHBA586dq6zxAAAA1EoVCk1nz57VsGHD5O7urhYtWujIkSOS/jqX6eWXX67UAQIAANQGFQpNkyZN0vfff6+vvvpKrq6utuXh4eFasWJFpQ0OAACgtqjQOU2rV6/WihUr1KFDB7urgTdv3ly//PJLpQ0OAACgtqjQTNPx48fl5+dXZnlubq5diAIAALhSVCg03XzzzVq7dq3tfklQWrhwocLCwipnZAAAALVIhQ7PxcXFqWfPntq3b5/OnTun119/XXv37tWWLVvKXLcJAADgSlChmaaOHTvq22+/1dmzZ3XdddcpMTFR/v7+2rJli0JDQyt7jAAAADWuQjNNktSqVSstWbKkMscCAABQa1UoNJVcl+lCGjRoUKHBAAAA1FYVCk2NGjW66KfkioqKKjwgAACA2qhCoem7776zu19YWKjvvvtOs2fP1ksvvVQpAwMAAKhNKhSa2rRpU2ZZu3btFBQUpFmzZikyMvIfDwwAAKA2+Udf2Fta06ZNlZKSUpmbBAAAqBUqNNOUk5Njd98wDKWnp2vKlClq0qRJpQwMAACgNqlQaLr66qvLnAhuGIaCg4MVHx9fKQMDAACoTSoUmjZu3GgXmq666irVq1dP119/vRwdK3zpJwAAgFqrQgmnS5culTwMAACA2q1CJ4LHxcXp3XffLbP83Xff1YwZM/7xoAAAAGqbCoWm+fPn64YbbiizvEWLFnr77bf/8aAAAABqmwqFpoyMDAUGBpZZXq9ePaWnp//jQQEAANQ2FQpNwcHB+vbbb8ss//bbbxUUFPSPBwUAAFDbVOhE8EceeUQxMTEqLCzUHXfcIUn64osvNGHCBMXGxlbqAAEAAGqDCoWmCRMm6OTJkxo1apQKCgokSa6urpo4caImTZpUqQMEAACoDSoUmiwWi2bMmKHnnntO+/fvl5ubm5o0aSIXF5fKHh8AAECt8I++ey4jI0MnT57UddddJxcXFxmGUVnjAgAAqFUqFJpOnDihbt26qWnTprrzzjttn5h75JFHOKcJAABckSoUmp588kk5OTnpyJEjcnd3ty0fOHCgEhISKm1wAAAAtUWFzmlKTEzU+vXrVb9+fbvlTZo00eHDhytlYAAAALVJhWaacnNz7WaYSvzxxx+cDA4AAK5IFQpNt99+u95//33bfYvFouLiYs2aNUtdu3attMEBAADUFhU6PDdr1ix16dJFO3bsUEFBgSZMmKC9e/fq5MmT5V4pHAAA4HJXoZmm5s2b64cfftAtt9yi7t27Kzc3V5GRkfruu+903XXXVfYYAQAAatwlzzQVFhYqIiJC8+fP19SpU6tiTAAAALXOJc80OTk5ac+ePbJYLFUxHgAAgFqpQofnHnroIS1atKiyxwIAAFBrVehE8IKCAr3zzjtKSkpSu3bt5OHhYbd+9uzZlTI4AACA2uKSQtOvv/6qRo0aac+ePbrpppskST/99JNdDYftAADAleiSQlOTJk2Unp6uL7/8UtJfX5vyxhtvyN/fv0oGBwAAUFtc0jlNhmHY3V+3bp1yc3MrdUAAAAC1UYVOBC9ROkQBAABcqS4pNFksljLnLHEOEwAA+G9wSec0GYahIUOG2L6U988//9TIkSPLfHpu5cqVlTdCAACAWuCSQtPgwYPt7j/44IOVOhgAAIDa6pJC03vvvVdV4wAAAKjV/tGJ4AAAAP8tCE0AAAAmEJoAAABMIDQBAACYQGgCAAAwoUZDU1xcnG6++WZ5enrKz89Pd911lw4cOGBXYxiGpkyZoqCgILm5ualLly7au3evXU1+fr4ef/xx1a1bVx4eHurXr5+OHj1qV5OVlaXo6GhZrVZZrVZFR0fr1KlTdjVHjhxR37595eHhobp162rs2LEqKCiokucOAAAuLzUampKTkzV69Ght3bpVSUlJOnfunCIiIuy+z27mzJmaPXu25s6dq5SUFAUEBKh79+46ffq0rSYmJkarVq1SfHy8Nm3apDNnzqhPnz4qKiqy1URFRSk1NVUJCQlKSEhQamqqoqOjbeuLiorUu3dv5ebmatOmTYqPj9fHH3+s2NjY6tkZAACgVrMYtegL5I4fPy4/Pz8lJyfr9ttvl2EYCgoKUkxMjCZOnCjpr1klf39/zZgxQ48++qiys7NVr149LV26VAMHDpQk/f777woODtbnn3+uHj16aP/+/WrevLm2bt2q9u3bS5K2bt2qsLAw/fjjjwoJCdG6devUp08fpaWlKSgoSJIUHx+vIUOGKDMzU15eXn87/pycHFmtVmVnZ8vLy0ux696voj31f17t9VCV9wAA4EpW+u/3hdSqc5qys7MlST4+PpKkQ4cOKSMjQxEREbYaFxcXde7cWZs3b5Yk7dy5U4WFhXY1QUFBatmypa1my5YtslqttsAkSR06dJDVarWradmypS0wSVKPHj2Un5+vnTt3VtEzBgAAl4tLuiJ4VTIMQ+PGjdOtt96qli1bSpIyMjIkSf7+/na1/v7+Onz4sK3G2dlZ3t7eZWpKHp+RkSE/P78yPf38/OxqSvfx9vaWs7Ozraa0/Px85efn2+7n5OSYfr4AAODyUmtmmsaMGaMffvhBy5cvL7POYrHY3TcMo8yy0krXlFdfkZrzxcXF2U4st1qtCg4OvuiYAADA5atWhKbHH39ca9as0Zdffqn69evblgcEBEhSmZmezMxM26xQQECACgoKlJWVddGaY8eOlel7/Phxu5rSfbKyslRYWFhmBqrEpEmTlJ2dbbulpaVdytMGAACXkRoNTYZhaMyYMVq5cqU2btyoxo0b261v3LixAgIClJSUZFtWUFCg5ORkdezYUZIUGhoqJycnu5r09HTt2bPHVhMWFqbs7Gxt377dVrNt2zZlZ2fb1ezZs0fp6em2msTERLm4uCg0NLTc8bu4uMjLy8vuBgAArkw1ek7T6NGj9eGHH+qTTz6Rp6enbabHarXKzc1NFotFMTExmj59upo0aaImTZpo+vTpcnd3V1RUlK122LBhio2Nla+vr3x8fDR+/Hi1atVK4eHhkqRmzZqpZ8+eGj58uObPny9JGjFihPr06aOQkBBJUkREhJo3b67o6GjNmjVLJ0+e1Pjx4zV8+HDCEAAAqNnQNG/ePElSly5d7Ja/9957GjJkiCRpwoQJysvL06hRo5SVlaX27dsrMTFRnp6etvrXXntNjo6OGjBggPLy8tStWzctXrxYDg4OtpoPPvhAY8eOtX3Krl+/fpo7d65tvYODg9auXatRo0apU6dOcnNzU1RUlF555ZUqevYAAOByUquu03S54zpNAABcfi7L6zQBAADUVoQmAAAAEwhNAAAAJhCaAAAATCA0AQAAmEBoAgAAMIHQBAAAYAKhCQAAwARCEwAAgAmEJgAAABMITQAAACYQmgAAAEwgNAEAAJhAaAIAADCB0AQAAGACoQkAAMAEQhMAAIAJhCYAAAATCE0AAAAmEJoAAABMIDQBAACYQGgCAAAwgdAEAABgAqEJAADABEITAACACYQmAAAAEwhNAAAAJhCaAAAATCA0AQAAmEBoAgAAMIHQBAAAYAKhCQAAwARCEwAAgAmEJgAAABMITQAAACYQmgAAAEwgNAEAAJhAaAIAADCB0AQAAGACoQkAAMAEQhMAAIAJhCYAAAATCE0AAAAmEJoAAABMIDQBAACYQGgCAAAwgdAEAABgAqEJAADABEITAACACYQmAAAAEwhNAAAAJhCaAAAATCA0AQAAmEBoAgAAMIHQBAAAYAKhCQAAwARCEwAAgAk1Gpq+/vpr9e3bV0FBQbJYLFq9erXdesMwNGXKFAUFBcnNzU1dunTR3r177Wry8/P1+OOPq27duvLw8FC/fv109OhRu5qsrCxFR0fLarXKarUqOjpap06dsqs5cuSI+vbtKw8PD9WtW1djx45VQUFBVTxtAABwGarR0JSbm6s2bdpo7ty55a6fOXOmZs+erblz5yolJUUBAQHq3r27Tp8+bauJiYnRqlWrFB8fr02bNunMmTPq06ePioqKbDVRUVFKTU1VQkKCEhISlJqaqujoaNv6oqIi9e7dW7m5udq0aZPi4+P18ccfKzY2tuqePAAAuKxYDMMwanoQkmSxWLRq1Srdddddkv6aZQoKClJMTIwmTpwo6a9ZJX9/f82YMUOPPvqosrOzVa9ePS1dulQDBw6UJP3+++8KDg7W559/rh49emj//v1q3ry5tm7dqvbt20uStm7dqrCwMP34448KCQnRunXr1KdPH6WlpSkoKEiSFB8fryFDhigzM1NeXl6mnkNOTo6sVquys7Pl5eWl2HXvV/JeKuvVXg9VeQ8AAK5kpf9+X0itPafp0KFDysjIUEREhG2Zi4uLOnfurM2bN0uSdu7cqcLCQruaoKAgtWzZ0lazZcsWWa1WW2CSpA4dOshqtdrVtGzZ0haYJKlHjx7Kz8/Xzp07LzjG/Px85eTk2N0AAMCVqdaGpoyMDEmSv7+/3XJ/f3/buoyMDDk7O8vb2/uiNX5+fmW27+fnZ1dTuo+3t7ecnZ1tNeWJi4uznSdltVoVHBx8ic8SAABcLmptaCphsVjs7huGUWZZaaVryquvSE1pkyZNUnZ2tu2WlpZ20XEBAIDLV60NTQEBAZJUZqYnMzPTNisUEBCggoICZWVlXbTm2LFjZbZ//Phxu5rSfbKyslRYWFhmBup8Li4u8vLysrsBAIArU60NTY0bN1ZAQICSkpJsywoKCpScnKyOHTtKkkJDQ+Xk5GRXk56erj179thqwsLClJ2dre3bt9tqtm3bpuzsbLuaPXv2KD093VaTmJgoFxcXhYaGVunzBAAAlwfHmmx+5swZ/fzzz7b7hw4dUmpqqnx8fNSgQQPFxMRo+vTpatKkiZo0aaLp06fL3d1dUVFRkiSr1aphw4YpNjZWvr6+8vHx0fjx49WqVSuFh4dLkpo1a6aePXtq+PDhmj9/viRpxIgR6tOnj0JCQiRJERERat68uaKjozVr1iydPHlS48eP1/Dhw5k9AgAAkmo4NO3YsUNdu3a13R83bpwkafDgwVq8eLEmTJigvLw8jRo1SllZWWrfvr0SExPl6elpe8xrr70mR0dHDRgwQHl5eerWrZsWL14sBwcHW80HH3ygsWPH2j5l169fP7trQzk4OGjt2rUaNWqUOnXqJDc3N0VFRemVV16p6l0AAAAuE7XmOk1XAq7TBADA5eeyv04TAABAbUJoAgAAMIHQBAAAYAKhCQAAwARCEwAAgAmEJgAAABMITQAAACYQmgAAAEwgNAEAAJhAaAIAADCB0AQAAGACoQkAAMAEQhMAAIAJhCYAAAATCE0AAAAmEJoAAABMIDQBAACYQGgCAAAwgdAEAABgAqEJAADABEITAACACYQmAAAAEwhNAAAAJhCaAAAATHCs6QGgamTOm1DlPfwem1nlPQAAqC2YaQIAADCB0AQAAGACoQkAAMAEQhMAAIAJhCYAAAATCE0AAAAmEJoAAABMIDQBAACYQGgCAAAwgdAEAABgAqEJAADABEITAACACYQmAAAAEwhNAAAAJhCaAAAATCA0AQAAmEBoAgAAMIHQBAAAYAKhCQAAwARCEwAAgAmEJgAAABMITQAAACYQmgAAAEwgNAEAAJjgWNMDwJXnrWWbqrzHqAdvrfIeAACcj5kmAAAAEwhNAAAAJhCaAAAATCA0AQAAmEBoAgAAMIHQBAAAYAKhqZS33npLjRs3lqurq0JDQ/XNN9/U9JAAAEAtQGg6z4oVKxQTE6Nnn31W3333nW677Tb16tVLR44cqemhAQCAGsbFLc8ze/ZsDRs2TI888ogkac6cOVq/fr3mzZunuLi4Gh4dzPh5XnKV97j+sc5V3gMAUPsw0/S/CgoKtHPnTkVERNgtj4iI0ObNm2toVAAAoLZgpul//fHHHyoqKpK/v7/dcn9/f2VkZJT7mPz8fOXn59vuZ2dnS5JycnL+Wn82r4pG+39KepV2Oi+/3OWVyfUCvfPycqu894Wfd831jt8xtsp739/ujXKXp++4p8p7B7b7uMp7AEBNKHlfNwzjonWEplIsFovdfcMwyiwrERcXp6lTp5ZZHhwcXCVjK8+/NLLaepURW/4f8OowfkSNtZZia671o1pSc81lrcHeAFD1Tp8+Lav1wu91hKb/VbduXTk4OJSZVcrMzCwz+1Ri0qRJGjdunO1+cXGxTp48KV9f3wsGrQvJyclRcHCw0tLS5OXldelP4B+gN73pTW960/u/ubdhGDp9+rSCgoIuWkdo+l/Ozs4KDQ1VUlKS7r77btvypKQk9e/fv9zHuLi4yMXFxW7Z1Vdf/Y/G4eXlVe0vNnrTm970pje9/9t7X2yGqQSh6Tzjxo1TdHS02rVrp7CwMC1YsEBHjhzRyJE1eAgMAADUCoSm8wwcOFAnTpzQCy+8oPT0dLVs2VKff/65GjZsWNNDAwAANYzQVMqoUaM0atSoau/r4uKiyZMnlzncR29605ve9KY3vWtHb4vxd5+vAwAAABe3BAAAMIPQBAAAYAKhCQAAwARCEwAAgAmEplrirbfeUuPGjeXq6qrQ0FB98803Vd7z66+/Vt++fRUUFCSLxaLVq1dXec8ScXFxuvnmm+Xp6Sk/Pz/dddddOnDgQLX0njdvnlq3bm27CFpYWJjWrVtXLb3PFxcXJ4vFopiYmGrpN2XKFFksFrtbQEBAtfSWpP/85z968MEH5evrK3d3d914443auXNnlfdt1KhRmedtsVg0evToKu997tw5/c///I8aN24sNzc3XXvttXrhhRdUXFxc5b2lv74SIiYmRg0bNpSbm5s6duyolJSUSu/zd+8lhmFoypQpCgoKkpubm7p06aK9e/dWee/CwkJNnDhRrVq1koeHh4KCgvTQQw/p999/r/Le0l+/czfccIM8PDzk7e2t8PBwbdu2rVp6n+/RRx+VxWLRnDlzqqX3kCFDyvy+dejQoVp6l/e7brFYNGvWrErpT2iqBVasWKGYmBg9++yz+u6773TbbbepV69eOnLkSJX2zc3NVZs2bTR37twq7VOe5ORkjR49Wlu3blVSUpLOnTuniIgI5eZW/Rfu1q9fXy+//LJ27NihHTt26I477lD//v0r7U3cjJSUFC1YsECtW7eutp6S1KJFC6Wnp9tuu3fvrpa+WVlZ6tSpk5ycnLRu3Trt27dPr7766j++gr4ZKSkpds85KSlJknTfffdVee8ZM2bo7bff1ty5c7V//37NnDlTs2bN0ptvvlnlvSXpkUceUVJSkpYuXardu3crIiJC4eHh+s9//lOpff7uvWTmzJmaPXu25s6dq5SUFAUEBKh79+46ffp0lfY+e/asdu3apeeee067du3SypUr9dNPP6lfv37/uO/f9Zakpk2bau7cudq9e7c2bdqkRo0aKSIiQsePH6/y3iVWr16tbdu2/e3Xg1R27549e9r93n3++efV0vv8nunp6Xr33XdlsVh0zz2V9KXmBmrcLbfcYowcOdJu2Q033GA8/fTT1TYGScaqVauqrV9pmZmZhiQjOTm5Rvp7e3sb77zzTrX0On36tNGkSRMjKSnJ6Ny5s/HEE09US9/Jkycbbdq0qZZepU2cONG49dZba6R3aU888YRx3XXXGcXFxVXeq3fv3sbQoUPtlkVGRhoPPvhglfc+e/as4eDgYHz22Wd2y9u0aWM8++yzVda39HtJcXGxERAQYLz88su2ZX/++adhtVqNt99+u0p7l2f79u2GJOPw4cPV3js7O9uQZGzYsKFaeh89etS45pprjD179hgNGzY0XnvttUrte6HegwcPNvr371/pvcz0Lq1///7GHXfcUWk9mWmqYQUFBdq5c6ciIiLslkdERGjz5s01NKrql52dLUny8fGp1r5FRUWKj49Xbm6uwsLCqqXn6NGj1bt3b4WHh1dLv/MdPHhQQUFBaty4se6//379+uuv1dJ3zZo1ateune677z75+fmpbdu2WrhwYbX0Pl9BQYGWLVumoUOHXvKXalfErbfeqi+++EI//fSTJOn777/Xpk2bdOedd1Z573PnzqmoqEiurq52y93c3LRp06Yq71/i0KFDysjIsHuPc3FxUefOnWvkPS47O1sWi6VaZjnPV1BQoAULFshqtapNmzZV3q+4uFjR0dF66qmn1KJFiyrvV9pXX30lPz8/NW3aVMOHD1dmZma1j+HYsWNau3athg0bVmnb5IrgNeyPP/5QUVGR/P397Zb7+/srIyOjhkZVvQzD0Lhx43TrrbeqZcuW1dJz9+7dCgsL059//qk6depo1apVat68eZX3jY+P165du6rkvJK/0759e73//vtq2rSpjh07pmnTpqljx47au3evfH19q7T3r7/+qnnz5mncuHF65plntH37do0dO1YuLi566KGHqrT3+VavXq1Tp05pyJAh1dJv4sSJys7O1g033CAHBwcVFRXppZde0gMPPFDlvT09PRUWFqYXX3xRzZo1k7+/v5YvX65t27apSZMmVd6/RMn7WHnvcYcPH662cUjSn3/+qaefflpRUVHV9oWyn332me6//36dPXtWgYGBSkpKUt26dau874wZM+To6KixY8dWea/SevXqpfvuu08NGzbUoUOH9Nxzz+mOO+7Qzp07q/Vq4UuWLJGnp6ciIyMrbZuEplqi9P96DcOolv8J1wZjxozRDz/8UK3/+w0JCVFqaqpOnTqljz/+WIMHD1ZycnKVBqe0tDQ98cQTSkxMLPO//+rQq1cv279btWqlsLAwXXfddVqyZInGjRtXpb2Li4vVrl07TZ8+XZLUtm1b7d27V/PmzavW0LRo0SL16tWrUs/vuJgVK1Zo2bJl+vDDD9WiRQulpqYqJiZGQUFBGjx4cJX3X7p0qYYOHaprrrlGDg4OuummmxQVFaVdu3ZVee/Savo9rrCwUPfff7+Ki4v11ltvVVvfrl27KjU1VX/88YcWLlyoAQMGaNu2bfLz86uynjt37tTrr7+uXbt21cjfkYEDB9r+3bJlS7Vr104NGzbU2rVrKzXA/J13331XgwYNqtT3Ww7P1bC6devKwcGhzKxSZmZmmf+ZXYkef/xxrVmzRl9++aXq169fbX2dnZ11/fXXq127doqLi1ObNm30+uuvV2nPnTt3KjMzU6GhoXJ0dJSjo6OSk5P1xhtvyNHRUUVFRVXavzQPDw+1atVKBw8erPJegYGBZQJps2bNqvzDDuc7fPiwNmzYoEceeaTaej711FN6+umndf/996tVq1aKjo7Wk08+qbi4uGrpf9111yk5OVlnzpxRWlqatm/frsLCQjVu3Lha+kuyfUKzJt/jCgsLNWDAAB06dEhJSUnVNssk/fV7dv3116tDhw5atGiRHB0dtWjRoirt+c033ygzM1MNGjSwvdccPnxYsbGxatSoUZX2Lk9gYKAaNmxYLe81Jb755hsdOHCg0n/fCU01zNnZWaGhobZP9JRISkpSx44da2hUVc8wDI0ZM0YrV67Uxo0bq/VN/ELjyc/Pr9Ie3bp10+7du5Wammq7tWvXToMGDVJqaqocHByqtH9p+fn52r9/vwIDA6u8V6dOncpcUuKnn35Sw4YNq7x3iffee09+fn7q3bt3tfU8e/asrrrK/m3WwcGh2i45UMLDw0OBgYHKysrS+vXr1b9//2rr3bhxYwUEBNi9xxUUFCg5Obla3uNKAtPBgwe1YcOGKj8U/Xeq470mOjpaP/zwg917TVBQkJ566imtX7++SnuX58SJE0pLS6uW95oSixYtUmhoaKWfP8bhuVpg3Lhxio6OVrt27RQWFqYFCxboyJEjGjlyZJX2PXPmjH7++Wfb/UOHDik1NVU+Pj5q0KBBlfYePXq0PvzwQ33yySfy9PS0/S/UarXKzc2tSns/88wz6tWrl4KDg3X69GnFx8frq6++UkJCQpX29fT0LHPOloeHh3x9favlXK7x48erb9++atCggTIzMzVt2jTl5ORUy2GiJ598Uh07dtT06dM1YMAAbd++XQsWLNCCBQuqvLf01+HB9957T4MHD5ajY/W97fXt21cvvfSSGjRooBYtWui7777T7NmzNXTo0Grpv379ehmGoZCQEP3888966qmnFBISoocffrhS+/zde0lMTIymT5+uJk2aqEmTJpo+fbrc3d0VFRVVpb2DgoJ07733ateuXfrss89UVFRke6/x8fGRs7NzlfX29fXVSy+9pH79+ikwMFAnTpzQW2+9paNHj1bK5S7+bp+XDodOTk4KCAhQSEhIlfb28fHRlClTdM899ygwMFC//fabnnnmGdWtW1d33313lfYu+buVk5Ojjz76SK+++uo/7ldGpX0OD//Iv/71L6Nhw4aGs7OzcdNNN1XLR++//PJLQ1KZ2+DBg6u8d3l9JRnvvfdelfceOnSobV/Xq1fP6Natm5GYmFjlfctTnZccGDhwoBEYGGg4OTkZQUFBRmRkpLF3795q6W0YhvHpp58aLVu2NFxcXIwbbrjBWLBgQbX1Xr9+vSHJOHDgQLX1NAzDyMnJMZ544gmjQYMGhqurq3Httdcazz77rJGfn18t/VesWGFce+21hrOzsxEQEGCMHj3aOHXqVKX3+bv3kuLiYmPy5MlGQECA4eLiYtx+++3G7t27q7z3oUOHLvhe8+WXX1Zp77y8POPuu+82goKCDGdnZyMwMNDo16+fsX379n/+pP+md3kq85IDF+t99uxZIyIiwqhXr57h5ORkNGjQwBg8eLBx5MiRKu9dYv78+Yabm1uVvNYthmEYlR/FAAAAriyc0wQAAGACoQkAAMAEQhMAAIAJhCYAAAATCE0AAAAmEJoAAABMIDQBAACYQGgCgHJ89dVXslgsOnXqVE0P5ZJ16dJFMTExF61p1KiR5syZUy3jAa4UhCYA5RoyZIgsFotefvllu+WrV6+ukW9OR+VKSUnRiBEjanoYwGWF0ATgglxdXTVjxgxlZWXV9FBMKSgoqOkhXDbq1asnd3f3mh4GcFkhNAG4oPDwcAUEBCguLu6CNVOmTNGNN95ot2zOnDlq1KiR7f6QIUN01113afr06fL399fVV1+tqVOn6ty5c3rqqafk4+Oj+vXr691337Xbzn/+8x8NHDhQ3t7e8vX1Vf/+/fXbb7+V2W5cXJyCgoLUtGlTSdLu3bt1xx13yM3NTb6+vhoxYoTOnDlz0ef6+eefq2nTpnJzc1PXrl3t+pTYvHmzbr/9drm5uSk4OFhjx45Vbm7uRbe7Zs0atWvXTq6urqpbt64iIyNt65YtW6Z27drJ09NTAQEBioqKUmZmpm19ySHC9evXq23btnJzc9Mdd9yhzMxMrVu3Ts2aNZOXl5ceeOABnT171q7vuXPnNGbMGF199dXy9fXV//zP/+j8b80qfXjuyJEj6t+/v+rUqSMvLy8NGDBAx44ds63//vvv1bVrV3l6esrLy0uhoaHasWPHRZ87cKUhNAG4IAcHB02fPl1vvvmmjh49+o+2tXHjRv3+++/6+uuvNXv2bE2ZMkV9+vSRt7e3tm3bppEjR2rkyJFKS0uTJJ09e1Zdu3ZVnTp19PXXX2vTpk2qU6eOevbsaTej9MUXX2j//v1KSkrSZ599prNnz6pnz57y9vZWSkqKPvroI23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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "eje_y = hotelsdf.booking_changes_num.value_counts()\n", - "eje_x = eje_y.index.tolist()\n", - "sns.barplot(y = eje_y, x = eje_x, palette='Set2')\n", - "plt.xlabel('Numero de cambios')\n", - "plt.ylabel(ylabel='Frecuencia')\n", - "plt.title('Cantidad de cambios por reserva')" - ] - }, - { - "cell_type": "markdown", - "id": "08ab6e1d", - "metadata": {}, - "source": [ - "### children number \n", - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "0545d279", - "metadata": { - "lines_to_next_cell": 0 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 59917.000000\n", - "mean 0.089808\n", - "std 0.369034\n", - "min 0.000000\n", - "25% 0.000000\n", - "50% 0.000000\n", - "75% 0.000000\n", - "max 10.000000\n", - "Name: children_num, dtype: float64" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf[\"children_num\"].describe()" - ] - }, - { - "cell_type": "markdown", - "id": "0127561f", - "metadata": {}, - "source": [ - "Children number representa la cantidad de niños que fueron registrados en la reserva.\\\n", - "Esta variable es **discreta**, porque representa una cantidad discreta de niños.\\\n", - "Sin embargo, esta almacenada como float64 porque tiene valores faltantes." - ] - }, - { - "cell_type": "markdown", - "id": "e90237e8", - "metadata": {}, - "source": [ - "#### Valores nulos/faltantes" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "id": "069bea2b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "4" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.children_num.isna().sum()" - ] - }, - { - "cell_type": "markdown", - "id": "f94bcf2f", - "metadata": {}, - "source": [ - "Vemos que tenemos 4 valores faltantes.\n", - "Vamos a ver cuales son" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "bf00812c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
27359City Hotel12015August325023NaN...NaN0Transient-Party18.002Canceled2015-08-046ad2b270-d3ae-464f-9d4d-0722e4c4e7bc1
32654City Hotel12015August325022NaN...NaN0Transient-Party12.001Canceled2015-08-04af8b8f11-dae4-494a-81f9-9aabb9d3b9ba1
50323City Hotel82015August3313252NaN...NaN0Transient-Party76.501Canceled2015-08-09322fd306-7177-4752-88c2-891293fceba61
58511City Hotel22015August323102NaN...NaN0Transient-Party12.001Canceled2015-08-01d94b4fca-243f-498c-a52f-14b52e7e5e721
\n", - "

4 rows × 33 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month arrival_week_number \\\n", - "27359 City Hotel 1 2015 August 32 \n", - "32654 City Hotel 1 2015 August 32 \n", - "50323 City Hotel 8 2015 August 33 \n", - "58511 City Hotel 2 2015 August 32 \n", - "\n", - " arrival_month_day weekend_nights_num week_nights_num adult_num \\\n", - "27359 5 0 2 3 \n", - "32654 5 0 2 2 \n", - "50323 13 2 5 2 \n", - "58511 3 1 0 2 \n", - "\n", - " children_num ... company_id days_in_waiting_list customer_type \\\n", - "27359 NaN ... NaN 0 Transient-Party \n", - "32654 NaN ... NaN 0 Transient-Party \n", - "50323 NaN ... NaN 0 Transient-Party \n", - "58511 NaN ... NaN 0 Transient-Party \n", - "\n", - " average_daily_rate required_car_parking_spaces_num \\\n", - "27359 18.0 0 \n", - "32654 12.0 0 \n", - "50323 76.5 0 \n", - "58511 12.0 0 \n", - "\n", - " special_requests_num reservation_status reservation_status_date \\\n", - "27359 2 Canceled 2015-08-04 \n", - "32654 1 Canceled 2015-08-04 \n", - "50323 1 Canceled 2015-08-09 \n", - "58511 1 Canceled 2015-08-01 \n", - "\n", - " booking_id is_canceled \n", - "27359 6ad2b270-d3ae-464f-9d4d-0722e4c4e7bc 1 \n", - "32654 af8b8f11-dae4-494a-81f9-9aabb9d3b9ba 1 \n", - "50323 322fd306-7177-4752-88c2-891293fceba6 1 \n", - "58511 d94b4fca-243f-498c-a52f-14b52e7e5e72 1 \n", - "\n", - "[4 rows x 33 columns]" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf[hotelsdf[\"children_num\"].isna() == True]" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "250ce2b3", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Considerando que la cantidad de datos de children_num faltante es 0.0066754560170891675%, lo podemos borrar\n" - ] - } - ], - "source": [ - "cantidadFilas = len(hotelsdf.index)\n", - "cantidadDeChildrenNumVacios = hotelsdf.children_num.isna().sum()\n", - "print(\"Considerando que la cantidad de datos de children_num faltante es \" + str((cantidadDeChildrenNumVacios * 100) / cantidadFilas) + \"%, lo podemos borrar\")" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "id": "fa0c4d3d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
0City Hotel492016September3751210.0...NaN0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120.0...NaN0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
2City Hotel252016October42130122.0...NaN0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c0
3City Hotel262016December51122520.0...NaN0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff1
4City Hotel1042017March12192520.0...NaN0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b5920
..................................................................
59912Resort Hotel242017January4270220.0...NaN0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f1
59913City Hotel02016September3620110.0...NaN0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c0
59914City Hotel102017May1981210.0...153.00Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed450
59915Resort Hotel1432015October41102520.0...NaN0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
59916City Hotel572016April17172520.0...NaN0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
\n", - "

59917 rows × 33 columns

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" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "59912 Resort Hotel 24 2017 January \n", - "59913 City Hotel 0 2016 September \n", - "59914 City Hotel 10 2017 May \n", - "59915 Resort Hotel 143 2015 October \n", - "59916 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "59912 4 27 0 \n", - "59913 36 2 0 \n", - "59914 19 8 1 \n", - "59915 41 10 2 \n", - "59916 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "0 2 1 0.0 ... NaN \n", - "1 1 2 0.0 ... NaN \n", - "2 1 2 2.0 ... NaN \n", - "3 5 2 0.0 ... NaN \n", - "4 5 2 0.0 ... NaN \n", - "... ... ... ... ... ... \n", - "59912 2 2 0.0 ... NaN \n", - "59913 1 1 0.0 ... NaN \n", - "59914 2 1 0.0 ... 153.0 \n", - "59915 5 2 0.0 ... NaN \n", - "59916 5 2 0.0 ... NaN \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "0 0 Transient 115.50 \n", - "1 0 Transient 42.00 \n", - "2 0 Transient 229.00 \n", - "3 0 Transient 75.00 \n", - "4 0 Transient-Party 75.00 \n", - "... ... ... ... \n", - "59912 0 Transient 48.00 \n", - "59913 0 Transient 149.00 \n", - "59914 0 Transient 95.00 \n", - "59915 0 Transient 36.05 \n", - "59916 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "0 0 1 \n", - "1 1 0 \n", - "2 0 2 \n", - "3 0 0 \n", - "4 0 1 \n", - "... ... ... \n", - "59912 0 1 \n", - "59913 0 0 \n", - "59914 0 0 \n", - "59915 0 0 \n", - "59916 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "2 Check-Out 2016-10-14 \n", - "3 Canceled 2016-11-29 \n", - "4 Check-Out 2017-03-26 \n", - "... ... ... \n", - "59912 Canceled 2017-01-23 \n", - "59913 Check-Out 2016-09-03 \n", - "59914 Check-Out 2017-05-11 \n", - "59915 Canceled 2015-07-08 \n", - "59916 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 \n", - "... ... ... \n", - "59912 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 \n", - "59913 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 \n", - "59914 76fb0e83-59df-43ee-9c33-aec51030ed45 0 \n", - "59915 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "59916 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[59917 rows x 33 columns]" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Borramos las columnas sin valores\n", - "hotelsdf.drop((hotelsdf[hotelsdf[\"children_num\"].isna() == True].index.values),inplace=True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "ec0b4edc", - "metadata": {}, - "outputs": [], - "source": [ - "# Casteamos la columna de children number a int, ahora que ya no tiene los valores nana\n", - "hotelsdf = hotelsdf.astype({'children_num':'int'})" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "bab10491", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "int64\n" - ] - } - ], - "source": [ - "# Corroboramos que el casteo funciono\n", - "print(hotelsdf[\"children_num\"].dtypes)" - ] - }, - { - "cell_type": "markdown", - "id": "a343c31b", - "metadata": {}, - "source": [ - "#### Outliers" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "ce28b067", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 56110\n", - "1 2262\n", - "2 1523\n", - "3 21\n", - "10 1\n", - "Name: children_num, dtype: int64" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "eje_y = hotelsdf[\"children_num\"].value_counts()\n", - "eje_x = eje_y.index.tolist()\n", - "sns.barplot(y = eje_y, x = eje_x, palette='Set2')\n", - "plt.xlabel('Cantidad de ninos')\n", - "plt.ylabel(ylabel='Frecuencia')\n", - "plt.title('Numero de ninos por reserva')\n", - "\n", - "hotelsdf[\"children_num\"].value_counts()" - ] - }, - { - "cell_type": "markdown", - "id": "574f1f6d", - "metadata": {}, - "source": [ - "Vemos que la gran mayoria de las reservas fueron hechas con 0 niños.\\\n", - "Unos menos con 1 y 2; e incluso menos con 3. \\\n", - "Sin embargo, nos figura una fila que reservo con 10 niños. Dicha fila es la siguiente:" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "e5ab80b6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
49181Resort Hotel552015July2912410210...NaN0Contract133.1601No-Show2015-07-1244093355-c1c8-41eb-bcb4-40dc494fa1a91
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1 rows × 33 columns

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" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "49181 Resort Hotel 55 2015 July \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "49181 29 12 4 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "49181 10 2 10 ... NaN \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "49181 0 Contract 133.16 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "49181 0 1 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "49181 No-Show 2015-07-12 \n", - "\n", - " booking_id is_canceled \n", - "49181 44093355-c1c8-41eb-bcb4-40dc494fa1a9 1 \n", - "\n", - "[1 rows x 33 columns]" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf[hotelsdf[\"children_num\"] == 10]" - ] - }, - { - "cell_type": "markdown", - "id": "295c70c2", - "metadata": {}, - "source": [ - "#### Ajustes de valor\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "2d18523c", - "metadata": {}, - "source": [ - "Considerando que es un valor tanto mas alto que el resto, que es un unico caso y considerando que fue hecha con **2 adultos** nada mas; podemos considerar que este outlier y que lo podemos remover. " - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "id": "789625fc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
0City Hotel492016September3751210...NaN0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120...NaN0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
2City Hotel252016October42130122...NaN0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c0
3City Hotel262016December51122520...NaN0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff1
4City Hotel1042017March12192520...NaN0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b5920
..................................................................
59911Resort Hotel242017January4270220...NaN0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f1
59912City Hotel02016September3620110...NaN0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c0
59913City Hotel102017May1981210...153.00Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed450
59914Resort Hotel1432015October41102520...NaN0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
59915City Hotel572016April17172520...NaN0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
\n", - "

59916 rows × 33 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "59911 Resort Hotel 24 2017 January \n", - "59912 City Hotel 0 2016 September \n", - "59913 City Hotel 10 2017 May \n", - "59914 Resort Hotel 143 2015 October \n", - "59915 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "59911 4 27 0 \n", - "59912 36 2 0 \n", - "59913 19 8 1 \n", - "59914 41 10 2 \n", - "59915 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "0 2 1 0 ... NaN \n", - "1 1 2 0 ... NaN \n", - "2 1 2 2 ... NaN \n", - "3 5 2 0 ... NaN \n", - "4 5 2 0 ... NaN \n", - "... ... ... ... ... ... \n", - "59911 2 2 0 ... NaN \n", - "59912 1 1 0 ... NaN \n", - "59913 2 1 0 ... 153.0 \n", - "59914 5 2 0 ... NaN \n", - "59915 5 2 0 ... NaN \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "0 0 Transient 115.50 \n", - "1 0 Transient 42.00 \n", - "2 0 Transient 229.00 \n", - "3 0 Transient 75.00 \n", - "4 0 Transient-Party 75.00 \n", - "... ... ... ... \n", - "59911 0 Transient 48.00 \n", - "59912 0 Transient 149.00 \n", - "59913 0 Transient 95.00 \n", - "59914 0 Transient 36.05 \n", - "59915 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "0 0 1 \n", - "1 1 0 \n", - "2 0 2 \n", - "3 0 0 \n", - "4 0 1 \n", - "... ... ... \n", - "59911 0 1 \n", - "59912 0 0 \n", - "59913 0 0 \n", - "59914 0 0 \n", - "59915 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "2 Check-Out 2016-10-14 \n", - "3 Canceled 2016-11-29 \n", - "4 Check-Out 2017-03-26 \n", - "... ... ... \n", - "59911 Canceled 2017-01-23 \n", - "59912 Check-Out 2016-09-03 \n", - "59913 Check-Out 2017-05-11 \n", - "59914 Canceled 2015-07-08 \n", - "59915 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 \n", - "... ... ... \n", - "59911 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 \n", - "59912 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 \n", - "59913 76fb0e83-59df-43ee-9c33-aec51030ed45 0 \n", - "59914 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "59915 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[59916 rows x 33 columns]" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.drop((hotelsdf[hotelsdf[\"children_num\"] == 10].index.values),inplace=True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "ef536bbe", - "metadata": {}, - "source": [ - "Una vez ajustados los valores, nuestros valores toman la siguiente forma:" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "id": "4b7a1968", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 56110\n", - "1 2262\n", - "2 1523\n", - "3 21\n", - "Name: children_num, dtype: int64" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "eje_y = hotelsdf[\"children_num\"].value_counts()\n", - "eje_x = eje_y.index.tolist()\n", - "sns.barplot(y = eje_y, x = eje_x, palette='Set2')\n", - "plt.xlabel('Cantidad de ninos')\n", - "plt.ylabel(ylabel='Frecuencia')\n", - "plt.title('Numero de ninos por reserva')\n", - "\n", - "hotelsdf[\"children_num\"].value_counts()" - ] - }, - { - "cell_type": "markdown", - "id": "62fb1c7b", - "metadata": {}, - "source": [ - "### days in the waiting list " - ] - }, - { - "cell_type": "markdown", - "id": "0e3a9b25", - "metadata": {}, - "source": [ - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "id": "202e6874", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 59916.000000\n", - "mean 2.703485\n", - "std 18.858684\n", - "min 0.000000\n", - "25% 0.000000\n", - "50% 0.000000\n", - "75% 0.000000\n", - "max 391.000000\n", - "Name: days_in_waiting_list, dtype: float64" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf[\"days_in_waiting_list\"].describe()" - ] - }, - { - "cell_type": "markdown", - "id": "55b846bd", - "metadata": {}, - "source": [ - "Days in waiting list representa la cantidad de dias que la reserva estuvo en la lista de espera antes de serconfirmada.\n", - "Esta variable es **discreta**, porque representa una cantidad discreta de dias.\\\n", - "Esta esta alamacenada como int:" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "id": "31895110", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "int64\n" - ] - } - ], - "source": [ - "print(hotelsdf[\"days_in_waiting_list\"].dtype)" - ] - }, - { - "cell_type": "markdown", - "id": "5a7a01b4", - "metadata": {}, - "source": [ - "#### Valores nulos/faltantes" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "id": "f4371859", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.days_in_waiting_list.isna().sum()" - ] - }, - { - "cell_type": "markdown", - "id": "8be7ba79", - "metadata": {}, - "source": [ - "No tiene valores vacios" - ] - }, - { - "cell_type": "markdown", - "id": "b6161829", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "id": "bc9bb033", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Los valores que toma la variable son los siguientes:\n", - "[ 0 1 2 3 4 5 6 7 8 9 10 11 13 14 15 16 17 18\n", - " 19 20 21 22 24 25 26 27 28 30 31 32 33 34 35 36 37 38\n", - " 39 40 41 42 43 44 45 46 47 48 49 50 53 54 55 56 57 58\n", - " 59 60 61 62 63 64 65 68 69 70 71 73 75 76 77 79 80 81\n", - " 83 84 85 87 89 91 93 96 98 99 100 101 105 107 108 109 111 113\n", - " 117 120 121 122 125 142 147 150 160 162 174 175 176 178 187 193 207 215\n", - " 223 224 236 259 330 379 391]\n", - "\n", - "Y toma dichos valores con la siguiente frecuencia\n" - ] - }, - { - "data": { - "text/plain": [ - "0 57699\n", - "39 155\n", - "31 90\n", - "44 83\n", - "58 82\n", - " ... \n", - "54 1\n", - "81 1\n", - "121 1\n", - "193 1\n", - "105 1\n", - "Name: days_in_waiting_list, Length: 115, dtype: int64" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "print(\"Los valores que toma la variable son los siguientes:\")\n", - "daysInWaitingListValores = (hotelsdf[\"days_in_waiting_list\"].unique())\n", - "daysInWaitingListValores.sort()\n", - "print(daysInWaitingListValores)\n", - "print()\n", - "print(\"Y toma dichos valores con la siguiente frecuencia\")\n", - "hotelsdf[\"days_in_waiting_list\"].value_counts()" - ] - }, - { - "cell_type": "markdown", - "id": "dec13433", - "metadata": {}, - "source": [ - "Observamos que la gran mayoria de la gente estuvo 0 dias en la lista de espera. " - ] - }, - { - "cell_type": "markdown", - "id": "c58e7718", - "metadata": {}, - "source": [ - "Vamos a graficar los valores mayores a 0 para poder apreciar la distribución de los otros datos" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "id": "e5282f7f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mayor0=hotelsdf[hotelsdf[\"days_in_waiting_list\"] > 0]\n", - "mayor0.reset_index(drop=True)\n", - "plt.hist(mayor0.days_in_waiting_list)\n", - "plt.title('Histograma dias en la lista de espera')\n", - "plt.xlabel('Cantidad de dias')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "8549d7db", - "metadata": {}, - "source": [ - "Vamos a trazar un boxplot para tratar de identificar valores outliers" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "id": "b406b909", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Dias')" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.boxplot(data = hotelsdf['days_in_waiting_list'])\n", - "plt.title(\"Dias en la lista de espera\")\n", - "plt.xlabel('Frecuencia')\n", - "plt.ylabel('Dias')" - ] - }, - { - "cell_type": "markdown", - "id": "12259237", - "metadata": {}, - "source": [ - "La forma de este grafico nos muestra que tenemos muchos casos de 1 sola ocurrencia para todos los valores que no son 0.\n", - "Sin embargo esos valores representan un:" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "id": "048945d9", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3.7001802523532947%\n" - ] - } - ], - "source": [ - "print(str((len(mayor0)*100)/len(hotelsdf)) + \"%\")" - ] - }, - { - "cell_type": "markdown", - "id": "ee35dc6d", - "metadata": {}, - "source": [ - "Vale casi un 4% del tota. Consideramos un tanto elevado para eliminarlos " - ] - }, - { - "cell_type": "markdown", - "id": "c3e17ba0", - "metadata": {}, - "source": [ - "### lead time " - ] - }, - { - "cell_type": "markdown", - "id": "745d7c32", - "metadata": {}, - "source": [ - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "id": "023fa764", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 59916.000000\n", - "mean 113.737466\n", - "std 111.083474\n", - "min 0.000000\n", - "25% 24.000000\n", - "50% 80.000000\n", - "75% 173.000000\n", - "max 629.000000\n", - "Name: lead_time, dtype: float64" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf[\"lead_time\"].describe()" - ] - }, - { - "cell_type": "markdown", - "id": "5be83391", - "metadata": {}, - "source": [ - "Lead time representa la cantidad de dias que hubo entre el dia que se realizo la reserva y el dia de llegada.\\\n", - "Esta variable es **discreta**, porque representa una cantidad discreta de dias.\\\n", - "Esta esta alamacenada como int:" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "id": "06600070", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "int64\n" - ] - } - ], - "source": [ - "print(hotelsdf[\"lead_time\"].dtype)" - ] - }, - { - "cell_type": "markdown", - "id": "1904932b", - "metadata": {}, - "source": [ - "#### Valores nulos/faltantes" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "id": "2f903cd5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.days_in_waiting_list.isna().sum()" - ] - }, - { - "cell_type": "markdown", - "id": "f458c03e", - "metadata": {}, - "source": [ - "No tiene valores faltantes" - ] - }, - { - "cell_type": "markdown", - "id": "9f3f5489", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "markdown", - "id": "53c1d183", - "metadata": {}, - "source": [ - "Vamos a analizar la frecuencia de los distintos valores que lead time puede tomar" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "id": "d4105d5c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Los valores que toma la variable son los siguientes:\n", - "[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17\n", - " 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35\n", - " 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53\n", - " 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n", - " 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89\n", - " 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107\n", - " 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125\n", - " 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143\n", - " 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161\n", - " 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179\n", - " 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197\n", - " 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215\n", - " 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233\n", - " 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251\n", - " 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269\n", - " 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287\n", - " 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305\n", - " 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323\n", - " 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341\n", - " 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359\n", - " 360 361 363 364 365 366 367 368 370 371 372 373 374 375 377 378 379 380\n", - " 381 382 383 384 385 386 387 388 389 390 391 393 394 395 396 397 398 399\n", - " 400 403 405 406 407 408 409 410 411 412 414 418 419 420 422 423 424 426\n", - " 429 433 434 435 437 440 443 444 445 447 448 450 451 454 457 458 461 462\n", - " 464 465 467 468 471 475 476 478 479 482 489 490 493 496 503 504 507 510\n", - " 517 518 521 524 531 538 542 545 552 559 566 573 580 587 594 601 605 608\n", - " 615 622 626 629]\n", - "\n", - "Y toma dichos valores con la siguiente frecuencia\n" - ] - }, - { - "data": { - "text/plain": [ - "0 2476\n", - "1 1419\n", - "2 851\n", - "3 755\n", - "4 742\n", - " ... \n", - "371 1\n", - "375 1\n", - "399 1\n", - "380 1\n", - "400 1\n", - "Name: lead_time, Length: 472, dtype: int64" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "print(\"Los valores que toma la variable son los siguientes:\")\n", - "daysInWaitingListValores = (hotelsdf[\"lead_time\"].unique())\n", - "daysInWaitingListValores.sort()\n", - "print(daysInWaitingListValores)\n", - "print()\n", - "print(\"Y toma dichos valores con la siguiente frecuencia\")\n", - "hotelsdf[\"lead_time\"].value_counts()" - ] - }, - { - "cell_type": "markdown", - "id": "3fd53f36", - "metadata": {}, - "source": [ - "Vamos a graficarlos para ver su distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "id": "6cdb88ea", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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u/ki/feb069dPr7/+uoqKiiT9dmjuhhtusH6fKmo8agrOaUKl8PT01Lhx4zRu3DgdO3ZMq1ev1iOPPKKePXvq0KFDZZ4bU/whnZ6eXuLL6aeffrLOZyquK/7QPVNGRkaps02lzQ688cYb6tq1q15++WW39nOdsFpea9as0U8//aR169ZZMyOSbN+nqmHDhsrIyCjRXlrb2ZYuXSovLy99+OGHbiHi3XffLVF700036aabblJRUZG+/PJLPf/884qPj1dQUJD+9Kc/nbNvxX1p3Lix1X7q1KkSX8IBAQFq27atnnzyyVLXFRoaes79uNgxvFjF5zqdfUGCXWX9/IrH8I033lCzZs309ttvu71fzz5Ju1GjRioqKlJGRsYF3RKhYcOG2rx5s4wxbuvPzMzUqVOnrN+vi2X3/Vq8veeff14dO3YsdV3n+p+gcyk+R2ratGlu7UeOHLF9e5OzPysaNGggDw8PxcXFnXN2r1mzZpLO//l3Ies6V3+K/fWvf9V//vMfJScn64orrtCWLVtKfJZVxHjUFMw0odLVr19f99xzj0aNGqWsrCzrJFWn0ymp5OzALbfcIum3X/QzbdmyRbt27bJOCu3QoYOcTqfefvttt7qUlJQLOvzicDisvhT75ptvtGnTJtvrsLsdSSW29corr9h6fbdu3fTJJ5+4hcSioqIS+3+ubXt6esrDw8Nq+/XXX7V48eJzvsbDw0MdOnSwruY58/DR2YpPll+yZIlb+7///e8SFxPExsYqLS1NzZs3L3Ums6zQdLFjWJpzvQ9L06lTJ7lcLs2dO9fWBRFn27Fjh77++mu3tjfffFN169bV9ddfL+m3ffT29nb7kszIyChx9Vzx4cyzvyDPp3v37jpx4kSJwPz6669byytCt27dzrm/Z+rcubPq16+vnTt3lvp+aN++vTVra1dpv9MrVqzQjz/+WL6d0W+zlt26ddO2bdvUtm3bUvtZ2qxcaZ9/5V1XaWJiYtS4cWMtWLBACxYsUO3atfXnP//5ko/H5YqZJlSKvn37KjIyUu3bt1ejRo104MABPfPMMwoPD1eLFi0kSW3atJEkPfvssxo0aJC8vLzUqlUrtWrVSsOHD9fzzz+vWrVq6bbbbrOungsLC9Pf//53Sb9NTY8bN06JiYlq0KCB7rzzTv3www+aMmWKQkJC3M47KktsbKyeeOIJTZo0SV26dNHu3bv1+OOPq1mzZrYugberU6dOatCggUaMGKFJkybJy8tLS5YsKfGlci7//Oc/9f777+uWW27RY489Jl9fX7344ou2zvfo06eP5syZo4EDB2r48OE6evSonnrqqRIfpHPnztWaNWvUp08fXXHFFTp58qRee+01SVKPHj3Ouf6IiAjde++9euaZZ+Tl5aUePXooLS1NTz31VImbnj7++ONKTk5Wp06dNHbsWLVq1UonT57U/v37tXLlSs2dO/ech78udgxLU7duXYWHh+u9995T9+7d5e/vr4CAgFJnKuvUqaPZs2dr6NCh6tGjh4YNG6agoCB9//33+vrrr/XCCy+Uua3Q0FD169dPkydPVkhIiN544w0lJydrxowZ1uxrbGysli1bppEjR+qee+7RoUOH9MQTTygkJER79uyx1nXTTTcpLi5OU6dO1c8//6zY2Fg5nU5t27ZNvr6+GjNmTKl9uO+++/Tiiy9q0KBB2r9/v9q0aaMNGzZo2rRp6t27d5k/5wsRHx+v1157TX369NHUqVOtq+e+/fZbt7o6dero+eef16BBg5SVlaV77rnHuqr166+/1uHDhy84GMbGxmrhwoW6+uqr1bZtW23dulWzZs266HtnPfvss7rxxht100036YEHHlDTpk11/Phxff/99/rggw+sqzftfP7ZXdf5eHh46L777tOcOXNUr1493XXXXSVOobhU43FZquQT0VENFV8xtGXLllKX9+nT57xXz82ePdt06tTJBAQEGG9vb3PFFVeYIUOGmP3797u9buLEiSY0NNTUqlXL7YqaoqIiM2PGDNOyZUvj5eVlAgICzL333msOHTrk9vrTp0+bqVOnmiZNmhhvb2/Ttm1b8+GHH5p27dq5XflWfAXKf/7znxL7k5+fb8aPH28aN25sateuba6//nrz7rvvmkGDBrntZ/FVOrNmzXJ7/bnWXdo4bty40URHRxtfX1/TqFEjM3ToUPPVV1+d9+qfYp9//rnp2LGjcTqdJjg42PzjH/8wr776qq2r51577TXTqlUr43Q6zZVXXmkSExPN/Pnz3V67adMmc+edd5rw8HDjdDpNw4YNTZcuXcz7779/3r7l5+ebhIQEExgYaGrXrm06duxoNm3aVOK9YcxvV6yNHTvWNGvWzHh5eRl/f38TFRVlHn30UXPixIkyt2N3DAcNGmT8/PxKvL60K9tWr15trrvuOuN0Ot2u9jv76rliK1euNF26dDF+fn7G19fXtG7d2syYMaPMbYSHh5s+ffqY//3f/zXXXHON8fb2Nk2bNjVz5swp0cfp06ebpk2bGqfTaSIiIsy8efNKXWdRUZF5+umnTWRkpPH29jYul8tER0ebDz74wKop7b1w9OhRM2LECBMSEmI8PT1NeHi4mThxojl58qRbnSQzatSoEv0r7Wdamp07d5pbb73V1K5d2/j7+5shQ4aY9957z+13vdj69etNnz59jL+/v/Hy8jKNGzc2ffr0KfV39kylXT2XnZ1thgwZYgIDA42vr6+58cYbzWeffXbeq0rPt9/F2/vb3/5mGjdubLy8vEyjRo1Mp06dzNSpU60au59/dtZV1mdXse+++866sjk5ObnE8osdj5rEYUw55pCBamzfvn26+uqrNWnSJD3yyCOV3R1A0m83t4yMjLR9Y0gAvz8Oz+Gy9vXXX+utt95Sp06dVK9ePe3evVszZ85UvXr1StzwDQCAshCacFnz8/PTl19+qfnz5+vYsWNyuVzq2rWrnnzyyQu+4gYAULNxeA4AAMAGbjkAAABgA6EJAADABkITAACADZwIXoFOnz6tn376SXXr1i3XH+sEAAC/P2OMjh8/rtDQ0DJvfExoqkA//fSTwsLCKrsbAACgHA4dOlTmndAJTRWobt26kn4b9LP/NAQAAKiacnNzFRYWZn2PnwuhqQIVH5KrV68eoQkAgGrmfKfWcCI4AACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGCDZ2V3APY0fXhFZXfhgu2f3qeyuwAAQIVhpgkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADAhkoNTYmJifrDH/6gunXrKjAwUHfccYd2797tVjN48GA5HA63R8eOHd1q8vPzNWbMGAUEBMjPz0/9+vXTDz/84FaTnZ2tuLg4uVwuuVwuxcXF6dixY241Bw8eVN++feXn56eAgACNHTtWBQUFl2TfAQBA9VKpoWn9+vUaNWqUUlJSlJycrFOnTikmJkZ5eXludb169VJ6err1WLlypdvy+Ph4LV++XEuXLtWGDRt04sQJxcbGqqioyKoZOHCgUlNTlZSUpKSkJKWmpiouLs5aXlRUpD59+igvL08bNmzQ0qVL9c477yghIeHSDgIAAKgWKvVvzyUlJbk9X7BggQIDA7V161bdfPPNVrvT6VRwcHCp68jJydH8+fO1ePFi9ejRQ5L0xhtvKCwsTKtXr1bPnj21a9cuJSUlKSUlRR06dJAkzZs3T9HR0dq9e7datWqlVatWaefOnTp06JBCQ0MlSbNnz9bgwYP15JNPql69epdiCAAAQDVRpc5pysnJkST5+/u7ta9bt06BgYFq2bKlhg0bpszMTGvZ1q1bVVhYqJiYGKstNDRUkZGR2rhxoyRp06ZNcrlcVmCSpI4dO8rlcrnVREZGWoFJknr27Kn8/Hxt3bq11P7m5+crNzfX7QEAAC5PVSY0GWM0btw43XjjjYqMjLTab7vtNi1ZskRr1qzR7NmztWXLFt1yyy3Kz8+XJGVkZMjb21sNGjRwW19QUJAyMjKsmsDAwBLbDAwMdKsJCgpyW96gQQN5e3tbNWdLTEy0zpFyuVwKCwsr/wAAAIAqrVIPz51p9OjR+uabb7Rhwwa39gEDBlj/joyMVPv27RUeHq4VK1borrvuOuf6jDFyOBzW8zP/fTE1Z5o4caLGjRtnPc/NzSU4AQBwmaoSM01jxozR+++/r7Vr16pJkyZl1oaEhCg8PFx79uyRJAUHB6ugoEDZ2dludZmZmdbMUXBwsH7++ecS6zp8+LBbzdkzStnZ2SosLCwxA1XM6XSqXr16bg8AAHB5qtTQZIzR6NGjtWzZMq1Zs0bNmjU772uOHj2qQ4cOKSQkRJIUFRUlLy8vJScnWzXp6elKS0tTp06dJEnR0dHKycnRF198YdVs3rxZOTk5bjVpaWlKT0+3alatWiWn06moqKgK2V8AAFB9VerhuVGjRunNN9/Ue++9p7p161ozPS6XSz4+Pjpx4oQmT56su+++WyEhIdq/f78eeeQRBQQE6M4777RqhwwZooSEBDVs2FD+/v4aP3682rRpY11NFxERoV69emnYsGF65ZVXJEnDhw9XbGysWrVqJUmKiYlR69atFRcXp1mzZikrK0vjx4/XsGHDmEECAACVO9P08ssvKycnR127dlVISIj1ePvttyVJHh4e2r59u26//Xa1bNlSgwYNUsuWLbVp0ybVrVvXWs/TTz+tO+64Q/3791fnzp3l6+urDz74QB4eHlbNkiVL1KZNG8XExCgmJkZt27bV4sWLreUeHh5asWKFateurc6dO6t///6644479NRTT/1+AwIAAKoshzHGVHYnLhe5ublyuVzKycmp8Nmppg+vqND1/R72T+9T2V0AAOC87H5/V4kTwQEAAKo6QhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgQ6WGpsTERP3hD39Q3bp1FRgYqDvuuEO7d+92qzHGaPLkyQoNDZWPj4+6du2qHTt2uNXk5+drzJgxCggIkJ+fn/r166cffvjBrSY7O1txcXFyuVxyuVyKi4vTsWPH3GoOHjyovn37ys/PTwEBARo7dqwKCgouyb4DAIDqpVJD0/r16zVq1CilpKQoOTlZp06dUkxMjPLy8qyamTNnas6cOXrhhRe0ZcsWBQcH69Zbb9Xx48etmvj4eC1fvlxLly7Vhg0bdOLECcXGxqqoqMiqGThwoFJTU5WUlKSkpCSlpqYqLi7OWl5UVKQ+ffooLy9PGzZs0NKlS/XOO+8oISHh9xkMAABQpTmMMaayO1Hs8OHDCgwM1Pr163XzzTfLGKPQ0FDFx8froYcekvTbrFJQUJBmzJih+++/Xzk5OWrUqJEWL16sAQMGSJJ++uknhYWFaeXKlerZs6d27dql1q1bKyUlRR06dJAkpaSkKDo6Wt9++61atWqljz76SLGxsTp06JBCQ0MlSUuXLtXgwYOVmZmpevXqnbf/ubm5crlcysnJsVV/IZo+vKJC1/d72D+9T2V3AQCA87L7/V2lzmnKycmRJPn7+0uS9u3bp4yMDMXExFg1TqdTXbp00caNGyVJW7duVWFhoVtNaGioIiMjrZpNmzbJ5XJZgUmSOnbsKJfL5VYTGRlpBSZJ6tmzp/Lz87V169ZLtMcAAKC68KzsDhQzxmjcuHG68cYbFRkZKUnKyMiQJAUFBbnVBgUF6cCBA1aNt7e3GjRoUKKm+PUZGRkKDAwssc3AwEC3mrO306BBA3l7e1s1Z8vPz1d+fr71PDc31/b+AgCA6qXKzDSNHj1a33zzjd56660SyxwOh9tzY0yJtrOdXVNafXlqzpSYmGidWO5yuRQWFlZmnwAAQPVVJULTmDFj9P7772vt2rVq0qSJ1R4cHCxJJWZ6MjMzrVmh4OBgFRQUKDs7u8yan3/+ucR2Dx8+7FZz9nays7NVWFhYYgaq2MSJE5WTk2M9Dh06dCG7DQAAqpFKDU3GGI0ePVrLli3TmjVr1KxZM7flzZo1U3BwsJKTk622goICrV+/Xp06dZIkRUVFycvLy60mPT1daWlpVk10dLRycnL0xRdfWDWbN29WTk6OW01aWprS09OtmlWrVsnpdCoqKqrU/judTtWrV8/tAQAALk+Vek7TqFGj9Oabb+q9995T3bp1rZkel8slHx8fORwOxcfHa9q0aWrRooVatGihadOmydfXVwMHDrRqhwwZooSEBDVs2FD+/v4aP3682rRpox49ekiSIiIi1KtXLw0bNkyvvPKKJGn48OGKjY1Vq1atJEkxMTFq3bq14uLiNGvWLGVlZWn8+PEaNmwYYQgAAFRuaHr55ZclSV27dnVrX7BggQYPHixJmjBhgn799VeNHDlS2dnZ6tChg1atWqW6deta9U8//bQ8PT3Vv39//frrr+revbsWLlwoDw8Pq2bJkiUaO3asdZVdv3799MILL1jLPTw8tGLFCo0cOVKdO3eWj4+PBg4cqKeeeuoS7T0AAKhOqtR9mqo77tPkjvs0AQCqg2p5nyYAAICqitAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2eJb3hXl5eVq/fr0OHjyogoICt2Vjx4696I4BAABUJeUKTdu2bVPv3r31yy+/KC8vT/7+/jpy5Ih8fX0VGBhIaAIAAJedch2e+/vf/66+ffsqKytLPj4+SklJ0YEDBxQVFaWnnnqqovsIAABQ6coVmlJTU5WQkCAPDw95eHgoPz9fYWFhmjlzph555JGK7iMAAEClK1do8vLyksPhkCQFBQXp4MGDkiSXy2X9GwAA4HJSrnOarrvuOn355Zdq2bKlunXrpscee0xHjhzR4sWL1aZNm4ruIwAAQKUr10zTtGnTFBISIkl64okn1LBhQz3wwAPKzMzUq6++WqEdBAAAqArKNdPUvn1769+NGjXSypUrK6xDAAAAVRE3twQAALDB9kzT9ddfr08++UQNGjTQddddZ50IXpqvvvqqQjoHAABQVdgOTbfffrucTqck6Y477rhU/QEAAKiSbIemSZMmlfrvi/Hpp59q1qxZ2rp1q9LT07V8+XK3QDZ48GAtWrTI7TUdOnRQSkqK9Tw/P1/jx4/XW2+9pV9//VXdu3fXSy+9pCZNmlg12dnZGjt2rN5//31JUr9+/fT888+rfv36Vs3Bgwc1atQorVmzRj4+Pho4cKCeeuopeXt7V8i+AgCA6q1c5zRt2bJFmzdvLtG+efNmffnll7bXk5eXp3bt2umFF144Z02vXr2Unp5uPc4+6Tw+Pl7Lly/X0qVLtWHDBp04cUKxsbEqKiqyagYOHKjU1FQlJSUpKSlJqampiouLs5YXFRWpT58+ysvL04YNG7R06VK98847SkhIsL0vAADg8lauq+dGjRqlCRMmqEOHDm7tP/74o2bMmFFqoCrNbbfdpttuu63MGqfTqeDg4FKX5eTkaP78+Vq8eLF69OghSXrjjTcUFham1atXq2fPntq1a5eSkpKUkpJi9XfevHmKjo7W7t271apVK61atUo7d+7UoUOHFBoaKkmaPXu2Bg8erCeffFL16tWztT8AAODyVa6Zpp07d+r6668v0X7ddddp586dF92pM61bt06BgYFq2bKlhg0bpszMTGvZ1q1bVVhYqJiYGKstNDRUkZGR2rhxoyRp06ZNcrlcbgGvY8eOcrlcbjWRkZFWYJKknj17Kj8/X1u3bj1n3/Lz85Wbm+v2AAAAl6dyhSan06mff/65RHt6ero8Pcs1eVWq2267TUuWLNGaNWs0e/ZsbdmyRbfccovy8/MlSRkZGfL29laDBg3cXhcUFKSMjAyrJjAwsMS6AwMD3WqCgoLcljdo0EDe3t5WTWkSExPlcrmsR1hY2EXtLwAAqLrKFZpuvfVWTZw4UTk5OVbbsWPH9Mgjj+jWW2+tsM4NGDBAffr0UWRkpPr27auPPvpI3333nVasWFHm64wxbrdEKO32COWpOVvxGBQ/Dh06ZGe3AABANVSuaaHZs2fr5ptvVnh4uK677jpJUmpqqoKCgrR48eIK7eCZQkJCFB4erj179kiSgoODVVBQoOzsbLfZpszMTHXq1MmqKW1W7PDhw9bsUnBwcInzsLKzs1VYWFhiBupMTqfTug0DAAC4vJVrpqlx48b65ptvNHPmTLVu3VpRUVF69tlntX379kt6iOro0aM6dOiQ9XfvoqKi5OXlpeTkZKsmPT1daWlpVmiKjo5WTk6OvvjiC6tm8+bNysnJcatJS0tTenq6VbNq1So5nU5FRUVdsv0BAADVR7lPQPLz89Pw4cMvauMnTpzQ999/bz3ft2+fUlNT5e/vL39/f02ePFl33323QkJCtH//fj3yyCMKCAjQnXfeKUlyuVwaMmSIEhIS1LBhQ/n7+2v8+PFq06aNdTVdRESEevXqpWHDhumVV16RJA0fPlyxsbFq1aqVJCkmJkatW7dWXFycZs2apaysLI0fP17Dhg3jyjkAACDpIkLTd999p3Xr1ikzM1OnT592W/bYY4/ZWseXX36pbt26Wc/HjRsnSRo0aJBefvllbd++Xa+//rqOHTumkJAQdevWTW+//bbq1q1rvebpp5+Wp6en+vfvb93ccuHChfLw8LBqlixZorFjx1pX2fXr18/t3lAeHh5asWKFRo4cqc6dO7vd3BIAAECSHMYYc6Evmjdvnh544AEFBAQoODi4xAnVNfVvz+Xm5srlciknJ6fCZ6iaPlz2ye9V0f7pfSq7CwAAnJfd7+9yzTRNnTpVTz75pB566KFydxAAAKA6KdeJ4NnZ2frjH/9Y0X0BAACossoVmv74xz9q1apVFd0XAACAKqtch+euuuoq/etf/1JKSoratGkjLy8vt+Vjx46tkM4BAABUFeU6EbxZs2bnXqHDob17915Up6orTgR3x4ngAIDq4JKeCL5v375ydwwAAKA6Ktc5TcUKCgq0e/dunTp1qqL6AwAAUCWVKzT98ssvGjJkiHx9fXXNNdfo4MGDkn47l2n69OkV2kEAAICqoFyhaeLEifr666+1bt061a5d22rv0aOH3n777QrrHAAAQFVRrnOa3n33Xb399tvq2LGj293AW7durf/+978V1jkAAICqolwzTYcPH1ZgYGCJ9ry8PLcQBQAAcLkoV2j6wx/+oBUr/v8l8MVBad68eYqOjq6YngEAAFQh5To8l5iYqF69emnnzp06deqUnn32We3YsUObNm3S+vXrK7qPAAAAla5cM02dOnXS559/rl9++UXNmzfXqlWrFBQUpE2bNikqKqqi+wgAAFDpyjXTJElt2rTRokWLKrIvAAAAVVa5QlPxfZnO5YorrihXZwAAAKqqcoWmpk2blnmVXFFRUbk7BAAAUBWVKzRt27bN7XlhYaG2bdumOXPm6Mknn6yQjgEAAFQl5QpN7dq1K9HWvn17hYaGatasWbrrrrsuumMAAABVyUX9wd6ztWzZUlu2bKnIVQIAAFQJ5Zppys3NdXtujFF6eromT56sFi1aVEjHAAAAqpJyhab69euXOBHcGKOwsDAtXbq0QjoGAABQlZQrNK1Zs8YtNNWqVUuNGjXSVVddJU/Pct/6CQAAoMoqV8Lp2rVrBXcDAACgaivXieCJiYl67bXXSrS/9tprmjFjxkV3CgAAoKopV2h65ZVXdPXVV5dov+aaazR37tyL7hQAAEBVU67QlJGRoZCQkBLtjRo1Unp6+kV3CgAAoKopV2gKCwvT559/XqL9888/V2ho6EV3CgAAoKop14ngQ4cOVXx8vAoLC3XLLbdIkj755BNNmDBBCQkJFdpBAACAqqBcoWnChAnKysrSyJEjVVBQIEmqXbu2HnroIU2cOLFCOwgAAFAVlCs0ORwOzZgxQ//617+0a9cu+fj4qEWLFnI6nRXdPwAAgCrhou5EmZGRoaysLN18881yOp0yxpS4UzhqrqYPr6jsLlyw/dP7VHYXAABVVLlOBD969Ki6d++uli1bqnfv3tYVc0OHDuWcJgAAcFkqV2j6+9//Li8vLx08eFC+vr5W+4ABA5SUlFRhnQMAAKgqynV4btWqVfr444/VpEkTt/YWLVrowIEDFdIxAACAqqRcM015eXluM0zFjhw5wsngAADgslSu0HTzzTfr9ddft547HA6dPn1as2bNUrdu3SqscwAAAFVFuQ7PzZo1S127dtWXX36pgoICTZgwQTt27FBWVlapdwoHAACo7so109S6dWt98803uuGGG3TrrbcqLy9Pd911l7Zt26bmzZtXdB8BAAAq3QXPNBUWFiomJkavvPKKpkyZcin6BAAAUOVc8EyTl5eX0tLSuIklAACoUcp1eO6+++7T/PnzK7ovAAAAVVa5TgQvKCjQ//zP/yg5OVnt27eXn5+f2/I5c+ZUSOcAAACqigsKTXv37lXTpk2Vlpam66+/XpL03XffudVw2A4AAFyOLig0tWjRQunp6Vq7dq2k3/5synPPPaegoKBL0jkAAICq4oLOaTLGuD3/6KOPlJeXV6EdAgAAqIrKdSJ4sbNDFAAAwOXqgkKTw+Eocc4S5zABAICa4ILOaTLGaPDgwdYf5T158qRGjBhR4uq5ZcuWVVwPAQAAqoALCk2DBg1ye37vvfdWaGcAAACqqgsKTQsWLLhU/QAAAKjSLupEcAAAgJqC0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbKjU0ffrpp+rbt69CQ0PlcDj07rvvui03xmjy5MkKDQ2Vj4+Punbtqh07drjV5Ofna8yYMQoICJCfn5/69eunH374wa0mOztbcXFxcrlccrlciouL07Fjx9xqDh48qL59+8rPz08BAQEaO3asCgoKLsVuAwCAaqhSQ1NeXp7atWunF154odTlM2fO1Jw5c/TCCy9oy5YtCg4O1q233qrjx49bNfHx8Vq+fLmWLl2qDRs26MSJE4qNjVVRUZFVM3DgQKWmpiopKUlJSUlKTU1VXFyctbyoqEh9+vRRXl6eNmzYoKVLl+qdd95RQkLCpdt5AABQrThMFfkDcg6HQ8uXL9cdd9wh6bdZptDQUMXHx+uhhx6S9NusUlBQkGbMmKH7779fOTk5atSokRYvXqwBAwZIkn766SeFhYVp5cqV6tmzp3bt2qXWrVsrJSVFHTp0kCSlpKQoOjpa3377rVq1aqWPPvpIsbGxOnTokEJDQyVJS5cu1eDBg5WZmal69erZ2ofc3Fy5XC7l5OTYfo1dTR9eUaHrQ+n2T+9T2V0AAPzO7H5/V9lzmvbt26eMjAzFxMRYbU6nU126dNHGjRslSVu3blVhYaFbTWhoqCIjI62aTZs2yeVyWYFJkjp27CiXy+VWExkZaQUmSerZs6fy8/O1devWS7qfAACgerigO4L/njIyMiRJQUFBbu1BQUE6cOCAVePt7a0GDRqUqCl+fUZGhgIDA0usPzAw0K3m7O00aNBA3t7eVk1p8vPzlZ+fbz3Pzc21u3sAAKCaqbIzTcUcDofbc2NMibaznV1TWn15as6WmJhonVzucrkUFhZWZr8AAED1VWVDU3BwsCSVmOnJzMy0ZoWCg4NVUFCg7OzsMmt+/vnnEus/fPiwW83Z28nOzlZhYWGJGagzTZw4UTk5Odbj0KFDF7iXAACguqiyoalZs2YKDg5WcnKy1VZQUKD169erU6dOkqSoqCh5eXm51aSnpystLc2qiY6OVk5Ojr744gurZvPmzcrJyXGrSUtLU3p6ulWzatUqOZ1ORUVFnbOPTqdT9erVc3sAAIDLU6We03TixAl9//331vN9+/YpNTVV/v7+uuKKKxQfH69p06apRYsWatGihaZNmyZfX18NHDhQkuRyuTRkyBAlJCSoYcOG8vf31/jx49WmTRv16NFDkhQREaFevXpp2LBheuWVVyRJw4cPV2xsrFq1aiVJiomJUevWrRUXF6dZs2YpKytL48eP17BhwwhCAABAUiWHpi+//FLdunWzno8bN06SNGjQIC1cuFATJkzQr7/+qpEjRyo7O1sdOnTQqlWrVLduXes1Tz/9tDw9PdW/f3/9+uuv6t69uxYuXCgPDw+rZsmSJRo7dqx1lV2/fv3c7g3l4eGhFStWaOTIkercubN8fHw0cOBAPfXUU5d6CAAAQDVRZe7TdDngPk3VH/dpAoCap9rfpwkAAKAqITQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsKFS/2AvUNVUx7/xx9/LA4DfBzNNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgQ5UOTZMnT5bD4XB7BAcHW8uNMZo8ebJCQ0Pl4+Ojrl27aseOHW7ryM/P15gxYxQQECA/Pz/169dPP/zwg1tNdna24uLi5HK55HK5FBcXp2PHjv0euwgAAKqJKh2aJOmaa65Renq69di+fbu1bObMmZozZ45eeOEFbdmyRcHBwbr11lt1/PhxqyY+Pl7Lly/X0qVLtWHDBp04cUKxsbEqKiqyagYOHKjU1FQlJSUpKSlJqampiouL+133EwAAVG2eld2B8/H09HSbXSpmjNEzzzyjRx99VHfddZckadGiRQoKCtKbb76p+++/Xzk5OZo/f74WL16sHj16SJLeeOMNhYWFafXq1erZs6d27dqlpKQkpaSkqEOHDpKkefPmKTo6Wrt371arVq1+v50FAABVVpWfadqzZ49CQ0PVrFkz/elPf9LevXslSfv27VNGRoZiYmKsWqfTqS5dumjjxo2SpK1bt6qwsNCtJjQ0VJGRkVbNpk2b5HK5rMAkSR07dpTL5bJqziU/P1+5ubluDwAAcHmq0jNNHTp00Ouvv66WLVvq559/1tSpU9WpUyft2LFDGRkZkqSgoCC31wQFBenAgQOSpIyMDHl7e6tBgwYlaopfn5GRocDAwBLbDgwMtGrOJTExUVOmTCn3/gEVoenDKyq7C+Wyf3qfyu4CAFyQKj3TdNttt+nuu+9WmzZt1KNHD61Y8duXw6JFi6wah8Ph9hpjTIm2s51dU1q9nfVMnDhROTk51uPQoUPn3ScAAFA9VenQdDY/Pz+1adNGe/bssc5zOns2KDMz05p9Cg4OVkFBgbKzs8us+fnnn0ts6/DhwyVmsc7mdDpVr149twcAALg8VavQlJ+fr127dikkJETNmjVTcHCwkpOTreUFBQVav369OnXqJEmKioqSl5eXW016errS0tKsmujoaOXk5OiLL76wajZv3qycnByrBgAAoEqf0zR+/Hj17dtXV1xxhTIzMzV16lTl5uZq0KBBcjgcio+P17Rp09SiRQu1aNFC06ZNk6+vrwYOHChJcrlcGjJkiBISEtSwYUP5+/tr/Pjx1uE+SYqIiFCvXr00bNgwvfLKK5Kk4cOHKzY2livnAACApUqHph9++EF//vOfdeTIETVq1EgdO3ZUSkqKwsPDJUkTJkzQr7/+qpEjRyo7O1sdOnTQqlWrVLduXWsdTz/9tDw9PdW/f3/9+uuv6t69uxYuXCgPDw+rZsmSJRo7dqx1lV2/fv30wgsv/L47CwAAqjSHMcZUdicuF7m5uXK5XMrJyanw85uq6xVSwLlw9RyAqsLu93e1OqcJAACgshCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwIYqfZ8mAJev6ngbDW6TANRszDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABs8KzsDgBAddH04RWV3YULtn96n8ruAnDZYKYJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGCDZ2V3AABw6TR9eEVld+GC7Z/ep7K7AJSKmSYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgavnAABVClf8oapipgkAAMAGQtNZXnrpJTVr1ky1a9dWVFSUPvvss8ruEgAAqAIITWd4++23FR8fr0cffVTbtm3TTTfdpNtuu00HDx6s7K4BAIBKRmg6w5w5czRkyBANHTpUEREReuaZZxQWFqaXX365srsGAAAqGSeC/5+CggJt3bpVDz/8sFt7TEyMNm7cWEm9AgBUB9Xx5PXqqLJPuCc0/Z8jR46oqKhIQUFBbu1BQUHKyMgo9TX5+fnKz8+3nufk5EiScnNzK7x/p/N/qfB1AgBQnVyK79cz12uMKbOO0HQWh8Ph9twYU6KtWGJioqZMmVKiPSws7JL0DQCAmsz1zKVd//Hjx+Vyuc65nND0fwICAuTh4VFiVikzM7PE7FOxiRMnaty4cdbz06dPKysrSw0bNjxn0CqP3NxchYWF6dChQ6pXr16FrfdywfiUjfE5N8ambIxP2Rifc6tuY2OM0fHjxxUaGlpmHaHp/3h7eysqKkrJycm68847rfbk5GTdfvvtpb7G6XTK6XS6tdWvX/+S9bFevXrV4s1XWRifsjE+58bYlI3xKRvjc27VaWzKmmEqRmg6w7hx4xQXF6f27dsrOjpar776qg4ePKgRI0ZUdtcAAEAlIzSdYcCAATp69Kgef/xxpaenKzIyUitXrlR4eHhldw0AAFQyQtNZRo4cqZEjR1Z2N9w4nU5NmjSpxKFA/IbxKRvjc26MTdkYn7IxPud2uY6Nw5zv+joAAABwR3AAAAA7CE0AAAA2EJoAAABsIDQBAADYQGiqBl566SU1a9ZMtWvXVlRUlD777LPK7tIl9+mnn6pv374KDQ2Vw+HQu+++67bcGKPJkycrNDRUPj4+6tq1q3bs2OFWk5+frzFjxiggIEB+fn7q16+ffvjhh99xLy6NxMRE/eEPf1DdunUVGBioO+64Q7t373arqcnj8/LLL6tt27bWTfWio6P10UcfWctr8ticLTExUQ6HQ/Hx8VZbTR6fyZMny+FwuD2Cg4Ot5TV5bIr9+OOPuvfee9WwYUP5+vrq2muv1datW63ll/0YGVRpS5cuNV5eXmbevHlm586d5sEHHzR+fn7mwIEDld21S2rlypXm0UcfNe+8846RZJYvX+62fPr06aZu3brmnXfeMdu3bzcDBgwwISEhJjc316oZMWKEady4sUlOTjZfffWV6datm2nXrp05derU77w3Fatnz55mwYIFJi0tzaSmppo+ffqYK664wpw4ccKqqcnj8/7775sVK1aY3bt3m927d5tHHnnEeHl5mbS0NGNMzR6bM33xxRemadOmpm3btubBBx+02mvy+EyaNMlcc801Jj093XpkZmZay2vy2BhjTFZWlgkPDzeDBw82mzdvNvv27TOrV68233//vVVzuY8RoamKu+GGG8yIESPc2q6++mrz8MMPV1KPfn9nh6bTp0+b4OBgM336dKvt5MmTxuVymblz5xpjjDl27Jjx8vIyS5cutWp+/PFHU6tWLZOUlPS79f33kJmZaSSZ9evXG2MYn9I0aNDA/M///A9j83+OHz9uWrRoYZKTk02XLl2s0FTTx2fSpEmmXbt2pS6r6WNjjDEPPfSQufHGG8+5vCaMEYfnqrCCggJt3bpVMTExbu0xMTHauHFjJfWq8u3bt08ZGRlu4+J0OtWlSxdrXLZu3arCwkK3mtDQUEVGRl52Y5eTkyNJ8vf3l8T4nKmoqEhLly5VXl6eoqOjGZv/M2rUKPXp00c9evRwa2d8pD179ig0NFTNmjXTn/70J+3du1cSYyNJ77//vtq3b68//vGPCgwM1HXXXad58+ZZy2vCGBGaqrAjR46oqKhIQUFBbu1BQUHKyMiopF5VvuJ9L2tcMjIy5O3trQYNGpyz5nJgjNG4ceN04403KjIyUhLjI0nbt29XnTp15HQ6NWLECC1fvlytW7dmbCQtXbpUX331lRITE0ssq+nj06FDB73++uv6+OOPNW/ePGVkZKhTp046evRojR8bSdq7d69efvlltWjRQh9//LFGjBihsWPH6vXXX5dUM94//BmVasDhcLg9N8aUaKuJyjMul9vYjR49Wt988402bNhQYllNHp9WrVopNTVVx44d0zvvvKNBgwZp/fr11vKaOjaHDh3Sgw8+qFWrVql27drnrKup43PbbbdZ/27Tpo2io6PVvHlzLVq0SB07dpRUc8dGkk6fPq327dtr2rRpkqTrrrtOO3bs0Msvv6z77rvPqrucx4iZpiosICBAHh4eJdJ3ZmZmiSRfkxRfzVLWuAQHB6ugoEDZ2dnnrKnuxowZo/fff19r165VkyZNrHbGR/L29tZVV12l9u3bKzExUe3atdOzzz5b48dm69atyszMVFRUlDw9PeXp6an169frueeek6enp7V/NXV8zubn56c2bdpoz549Nf69I0khISFq3bq1W1tERIQOHjwoqWZ89hCaqjBvb29FRUUpOTnZrT05OVmdOnWqpF5VvmbNmik4ONhtXAoKCrR+/XprXKKiouTl5eVWk56errS0tGo/dsYYjR49WsuWLdOaNWvUrFkzt+U1fXxKY4xRfn5+jR+b7t27a/v27UpNTbUe7du311/+8helpqbqyiuvrNHjc7b8/Hzt2rVLISEhNf69I0mdO3cucXuT7777TuHh4ZJqyGfP73/uOS5E8S0H5s+fb3bu3Gni4+ONn5+f2b9/f2V37ZI6fvy42bZtm9m2bZuRZObMmWO2bdtm3Wph+vTpxuVymWXLlpnt27ebP//5z6Ve1tqkSROzevVq89VXX5lbbrml2lzWWpYHHnjAuFwus27dOrdLo3/55RerpiaPz8SJE82nn35q9u3bZ7755hvzyCOPmFq1aplVq1YZY2r22JTmzKvnjKnZ45OQkGDWrVtn9u7da1JSUkxsbKypW7eu9Xlbk8fGmN9uU+Hp6WmefPJJs2fPHrNkyRLj6+tr3njjDavmch8jQlM18OKLL5rw8HDj7e1trr/+euvS8svZ2rVrjaQSj0GDBhljfru0ddKkSSY4ONg4nU5z8803m+3bt7ut49dffzWjR482/v7+xsfHx8TGxpqDBw9Wwt5UrNLGRZJZsGCBVVOTx+dvf/ub9fvSqFEj0717dyswGVOzx6Y0Z4emmjw+xfcU8vLyMqGhoeauu+4yO3bssJbX5LEp9sEHH5jIyEjjdDrN1VdfbV599VW35Zf7GDmMMaZy5rgAAACqD85pAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAGo9vbv3y+Hw6HU1NRz1qxbt04Oh0PHjh27qG117dpV8fHxF/SayZMn69prr72o7drpS9OmTfXMM89U+HYA/IbQBKBCZGRkaMyYMbryyivldDoVFhamvn376pNPPqnQ7QwePFh33HGHW1tYWJjS09MVGRlZoduqbrZs2aLhw4dXdjeAy5ZnZXcAQPW3f/9+de7cWfXr19fMmTPVtm1bFRYW6uOPP9aoUaP07bffXtLte3h4WH9hvSZr1KhRZXcBuKwx0wTgoo0cOVIOh0NffPGF7rnnHrVs2VLXXHONxo0bp5SUFKtuzpw5atOmjfz8/BQWFqaRI0fqxIkT1vKFCxeqfv36+vjjjxUREaE6deqoV69eSk9Pl/TbYa5Fixbpvffek8PhkMPh0Lp160o9PLdy5Uq1bNlSPj4+6tatm/bv3+/W56NHj+rPf/6zmjRpIl9fX7Vp00ZvvfWWW01eXp7uu+8+1alTRyEhIZo9e7at8Zg+fbqCgoJUt25dDRkyRCdPnixRs2DBAkVERKh27dq6+uqr9dJLL5W5Tjt9Ofvw3PnG+8CBA+rbt68aNGggPz8/XXPNNVq5cqWtfQRqIkITgIuSlZWlpKQkjRo1Sn5+fiWW169f3/p3rVq19NxzzyktLU2LFi3SmjVrNGHCBLf6X375RU899ZQWL16sTz/9VAcPHtT48eMlSePHj1f//v2tIJWenq5OnTqV2OahQ4d01113qXfv3kpNTdXQoUP18MMPu9WcPHlSUVFR+vDDD5WWlqbhw4crLi5Omzdvtmr+8Y9/aO3atVq+fLlWrVqldevWaevWrWWOx7///W9NmjRJTz75pL788kuFhISUCETz5s3To48+qieffFK7du3StGnT9K9//UuLFi0653rL05fzjfeoUaOUn5+vTz/9VNu3b9eMGTNUp06dMtcJ1GiV/ReDAVRvmzdvNpLMsmXLLvi1//73v03Dhg2t5wsWLDCSzPfff2+1vfjiiyYoKMh6PmjQIHP77be7rWffvn1Gktm2bZsxxpiJEyeaiIgIc/r0aavmoYceMpJMdnb2OfvTu3dvk5CQYIwx5vjx48bb29ssXbrUWn706FHj4+NjHnzwwXOuIzo62owYMcKtrUOHDqZdu3bW87CwMPPmm2+61TzxxBMmOjq61HXa7Ut4eLh5+umnz9m3s8e7TZs2ZvLkyeesB+COc5oAXBRjjCTJ4XCct3bt2rWaNm2adu7cqdzcXJ06dUonT55UXl6eNUvl6+ur5s2bW68JCQlRZmbmBfVp165d6tixo1ufoqOj3WqKioo0ffp0vf322/rxxx+Vn5+v/Px8qx///e9/VVBQ4PY6f39/tWrV6rzbHjFihFtbdHS01q5dK0k6fPiwDh06pCFDhmjYsGFWzalTp+RyuUpdZ3n7cr7xHjt2rB544AGtWrVKPXr00N133622bduWuU6gJuPwHICL0qJFCzkcDu3atavMugMHDqh3796KjIzUO++8o61bt+rFF1+UJBUWFlp1Xl5ebq9zOBxWMLPLTv3s2bP19NNPa8KECVqzZo1SU1PVs2dPFRQU2F5HeZw+fVrSb4foUlNTrUdaWprb+V9nKk9f7Iz30KFDtXfvXsXFxWn79u1q3769nn/++XLuGXD5IzQBuCj+/v7q2bOnXnzxReXl5ZVYXnxfpC+//FKnTp3S7Nmz1bFjR7Vs2VI//fTTBW/P29tbRUVFZda0bt26RAA5+/lnn32m22+/Xffee6/atWunK6+8Unv27LGWX3XVVfLy8nJ7XXZ2tr777rsytx0REVHmtoOCgtS4cWPt3btXV111ldujWbNmpa6zPH2xO95hYWEaMWKEli1bpoSEBM2bN6/M/QNqMkITgIv20ksvqaioSDfccIPeeecd7dmzR7t27dJzzz1nHVJq3ry5Tp06peeff1579+7V4sWLNXfu3AveVtOmTfXNN99o9+7dOnLkiNssVbERI0bov//9r8aNG6fdu3frzTff1MKFC91qrrrqKiUnJ2vjxo3atWuX7r//fmVkZFjL69SpoyFDhugf//iHPvnkE6WlpWnw4MGqVavsj80HH3xQr732ml577TV99913mjRpknbs2OFWM3nyZCUmJurZZ5/Vd999p+3bt2vBggWaM2dOqessT1/sjHd8fLw+/vhj7du3T1999ZXWrFmjiIiIMvcPqNEq9YwqAJeNn376yYwaNcqEh4cbb29v07hxY9OvXz+zdu1aq2bOnDkmJCTE+Pj4mJ49e5rXX3/d7eTsBQsWGJfL5bbe5cuXmzM/qjIzM82tt95q6tSpYySZtWvXljgR3BhjPvjgA3PVVVcZp9NpbrrpJvPaa6+5bevo0aPm9ttvN3Xq1DGBgYHmn//8p7nvvvvcTjI/fvy4uffee42vr68JCgoyM2fONF26dCnzRHBjjHnyySdNQECAqVOnjhk0aJCZMGGC24ngxhizZMkSc+211xpvb2/ToEEDc/PNN5d5Mr2dvpx9Ivj5xnv06NGmefPmxul0mkaNGpm4uDhz5MiRMvcNqMkcxlyiA/cAAACXEQ7PAQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMCG/wccE75YvGJQbAAAAABJRU5ErkJggg==", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.hist(hotelsdf.lead_time)\n", - "plt.title('Histograma dias de anticipacion de la reserva')\n", - "plt.xlabel('Cantidad de dias')\n", - "plt.ylabel('Frecuencia')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "c8b6fa9d", - "metadata": {}, - "source": [ - "Vemos que la mayoria de los valores estan por debajo de 300" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "id": "0d874e43", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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lF2RmZmLLli0aMy1nzpwpMtbDwwNRUVEQQiAuLg6RkZGYPXs2TE1NMWXKlBJrK6mWpKQkjR1kq1WrBlNT0xJ3ci3t/Tl//jzOnj2LyMhIDBo0SN1+9erVEp+jT4UB4UU7a5ek8Iv9Wc9/pqKiomBiYoJff/1VY/bo+UPjn63FycmpzDXY2dkhPz8f9+/f1wg8QggkJSXh7bffLvOyXrSev/76q0j785+Rwp93SEgIPvroo2KX9ew+X2Xx448/wtvbG8uXL9dof9F+Z88qbr+xatWqoVGjRpg3b16xzyn8hwYAhgwZgiFDhiAzMxN//vknZsyYAT8/P1y5cgXOzs5aLaukegrX8/XXX6v3cdq+fTuCgoI09j/Ux/tBZceZHdKbwi/pwj/W7dq1w6NHj4p8Iaxbt07dX2j48OFITEzEli1b8MMPP2D79u2IiIgodj0//fSTxuMNGzYAQKk79LVr1w4XL17EqVOnitQik8ng4+MDQPsZBh8fH1y4cAFnz54ttqbSFP6hfHbHUyEEVq1aVepzGjdujIiICFStWrXI63lWy5YtoVQqi7xfR48eLbK5w8/PD9euXYOdnZ16xu7ZW2knwCvudQDAd999V+JzyqIsMxUAUKdOHbi6umL16tXqo/y08fDhQ2zfvl2jbcOGDahSpYp6Z1+ZTAZjY2ONL6usrCysX79e43m+vr4wMjIq8gX2IoW/Cz/++KNG++bNm5GZmanxu6ILHx+fEl/vs+rWrQt3d3ecPXu22M9D8+bNYWlpqdW6ZTJZkc9IXFwcjh07Vr4X8//5+fnh/PnzcHV1LbbO5wMKAJibm6Nz586YOnUqcnNzceHChXIvqzj16tVDixYtsGbNGmzYsAE5OTkYMmSIxpiKej+oeJzZoXI5f/68+lDMlJQUbNmyBdHR0fjwww/h4uICABg4cCCWLl2KQYMG4caNG/Dw8MDhw4cRGhqKLl26oH379gCA77//Hj/++CPWrFmDBg0aoEGDBhg9ejQmT56MNm3aaOxnI5fLsWDBAjx69Ahvv/22+miszp0749133y2x3nHjxmHdunXo2rUrZs+eDWdnZ/z2229YtmwZRowYod4PwNLSEs7Ozti2bRvatWsHW1tbVKtWrcQv+6CgIKxevRpdu3bF3Llz1UdjXbp06YXvYYcOHSCXy9GnTx9MmjQJ2dnZWL58OdLS0jTG/frrr1i2bBm6d++O2rVrQwiBLVu24N9//y1xvyYAsLGxwYQJEzB37lx8+umn+OSTT3Dr1i3MnDmzyGaLoKAgbN68Ge+99x7GjRuHRo0a4cmTJ0hMTMSePXswfvx4tGjRotj1vPXWW3B1dcWUKVMghICtrS127NihsXmgPDw8PHDgwAHs2LEDDg4OsLS0LHE2YenSpejWrRtatmyJcePG4c0330RiYiJ2795dJOw9z87ODiNGjEBiYiLq1KmDnTt3YtWqVRgxYoR6v5iuXbsiPDwcffv2xX/+8x+kpKTgm2++KfJlVatWLXz++eeYM2cOsrKy1IfXX7x4EQ8ePFAfKv28Dh06oGPHjpg8eTIyMjLQpk0b9dFYTZs2xYABA8rxDhY1cOBAREREYODAgZg3bx7c3d2xc+dO7N69u8jY7777Dp07d0bHjh0xePBg1KxZE6mpqYiPj8epU6fwv//9T6t1+/n5Yc6cOZgxYwa8vLxw+fJlzJ49Gy4uLkUOEdfG7NmzER0djdatW2Ps2LGoW7cusrOzcePGDezcuRMrVqzAG2+8gWHDhsHU1BRt2rSBg4MDkpKSEBYWBmtra/XMWVmXVRZDhw5FYGAg7ty5g9atWxf57FbU+0ElMNy+0fQqKu5oLGtra9GkSRMRHh4usrOzNcanpKSI4cOHCwcHB2FsbCycnZ1FSEiIelxcXJwwNTUtctRNdna28PT0FLVq1RJpaWlCiKdHsJibm4u4uDjh7e0tTE1Nha2trRgxYoR49OiRxvOfPxpLCCFu3rwp+vbtK+zs7ISJiYmoW7eu+Prrr4scVfLHH3+Ipk2bCoVCIQAUe0TQsy5evCg6dOgglEqlsLW1FQEBAWLbtm1lOhprx44donHjxkKpVIqaNWuKiRMnil27dmk899KlS6JPnz7C1dVVmJqaCmtra/HOO++IyMjIUusS4umRUWFhYcLJyUnI5XLRqFEjsWPHDuHl5aVxNJYQQjx69Eh88cUXom7dukIulwtra2vh4eEhxo0bJ5KSksr0HlhaWgobGxvxySefiMTExCJH5BQejXX//n2N5xd3pNSZM2dEmzZthJmZmcbRY8UdjSWEEMeOHROdO3cW1tbWQqFQCFdXVzFu3LhS1+Hl5SUaNGggDhw4IJo3by4UCoVwcHAQn3/+eZGjkFavXi3q1q0rFAqFqF27tggLCxM//PBDkWUKIcS6devE22+/LZRKpbCwsBBNmzbVONKpuM9CVlaWmDx5snB2dhYmJibCwcFBjBgxQv35L+Ts7Cy6du1a5GdQ3M+0OLdv3xY9evQQFhYWwtLSUvTo0UMcPXq0yNFYQghx9uxZ0bNnT1GjRg1hYmIi7O3txfvvvy9WrFjxwvU8/7PPyckREyZMEDVr1hRKpVI0a9ZM/PLLLy88SrFQSa9biKdHUY4dO1a4uLgIExMTYWtrKzw9PcXUqVPVfxvWrl0rfHx8hEqlEnK5XDg6OoqePXuKuLg4rZdVeDTW119/XWK96enpwtTUVAAQq1atKtKv6/tB2pEJUcwZsYgqocGDB2PTpk149OiRoUshifD29saDBw9w/vx5Q5dCRBWI++wQERGRpDHsEBERkaRxMxYRERFJGmd2iIiISNIYdoiIiEjSGHaIiIhI0nhSQTy9ts+dO3dgaWlZ4um/iYiIqHIRQuDhw4dwdHRElSolz98w7ODp9ZG0uY4NERERVR63bt0q9ezWDDuA+hovt27dgpWVlYGrISIiorLIyMiAk5PTC6/VxrCD/7uQoZWVFcMOERHRK+ZFu6BwB2UiIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0nkGZiCTN29tbff/AgQMGq4OIDIczO0QkWVFRUaU+JqLXA8MOEUnWihUrSn1MRK8Hhh0ikqSPP/5Yq3Yiki6GHSKSnIyMDDx48KDYvgcPHiAjI+MlV0REhsSwQ0SS079/f536iUhaGHaISHIWLVqkUz8RSQvDDhFJzrBhw3TqJyJpYdghIslZuXKlTv1EJC0MO0QkOWPGjNGpn4ikhWGHiCRnw4YNOvUTkbQw7BCR5JiYmOjUT0TSwrBDRJIzYsQInfqJSFoYdohIcpYvX65TPxFJC8MOEUmOmZkZ5HJ5sX1yuRxmZmYvuSIiMiSGHSKSnMePHyM3N7fYvtzcXDx+/PglV0REhmTwsPPPP/+gf//+sLOzg5mZGZo0aYLY2Fh1vxACM2fOhKOjI0xNTeHt7Y0LFy5oLCMnJwdjxoxBtWrVYG5uDn9/f9y+fftlvxQiqiS4zw4RPcugYSctLQ1t2rSBiYkJdu3ahYsXL2LBggWoWrWqesz8+fMRHh6OJUuWICYmBvb29ujQoQMePnyoHhMUFIStW7ciKioKhw8fxqNHj+Dn54eCggIDvCoiMrSZM2fq1E9E0iITQghDrXzKlCk4cuQIDh06VGy/EAKOjo4ICgrC5MmTATydxVGpVPjqq68QGBiI9PR0VK9eHevXr0evXr0AAHfu3IGTkxN27tyJjh07vrCOjIwMWFtbIz09HVZWVvp7gURkEN7e3i8cc+DAgQqvg4gqVlm/vw06s7N9+3Y0b94cn3zyCWrUqIGmTZti1apV6v6EhAQkJSXB19dX3aZQKODl5YWjR48CAGJjY5GXl6cxxtHREQ0bNlSPeV5OTg4yMjI0bkQkHatXr9apn4ikxaBh5/r161i+fDnc3d2xe/duDB8+HGPHjsW6desAAElJSQAAlUql8TyVSqXuS0pKglwuh42NTYljnhcWFgZra2v1zcnJSd8vjYgM6IsvvtCpn4ikxaBh58mTJ2jWrBlCQ0PRtGlTBAYGYtiwYUXOgSGTyTQeCyGKtD2vtDEhISFIT09X327duqXbCyGiSuXZGeLy9BORtBg07Dg4OKB+/foabfXq1UNiYiIAwN7eHgCKzNAkJyerZ3vs7e2Rm5uLtLS0Esc8T6FQwMrKSuNGRNJhbm5e4j87MpkM5ubmL7kiIjIkg4adNm3a4PLlyxptV65cgbOzMwDAxcUF9vb2iI6OVvfn5ubi4MGDaN26NQDA09MTJiYmGmPu3r2L8+fPq8cQ0eslIyMDJR17IYTgfnpErxmDhp1x48bh+PHjCA0NxdWrV7FhwwasXLkSo0aNAvD0P7CgoCCEhoZi69atOH/+PAYPHgwzMzP07dsXAGBtbY2AgACMHz8ee/fuxenTp9G/f394eHigffv2hnx5RGQg/fv316mfiKTF2JArf/vtt7F161aEhIRg9uzZcHFxwcKFC9GvXz/1mEmTJiErKwsjR45EWloaWrRogT179sDS0lI9JiIiAsbGxujZsyeysrLQrl07REZGwsjIyBAvi4gM7Mcff4S/v3+p/UT0+jDoeXYqC55nh0haHj58iG7dupXYv2PHDo1/mIjo1fRKnGeHiKgiDBw4UKd+IpIWhh0ikpzCc3WVt5+IpIVhh4gk50WbqLgJi+j1wrBDRJLz7IWCy9NPRNLCsENEksN9dojoWQw7RCQ53GeHiJ7FsENEksN9dojoWQw7RCQ53GeHiJ7FsENEksN9dojoWQw7RCQ53GeHiJ7FsENEksN9dojoWQw7RCQ56enpOvUTkbQw7BCR5PTt21enfiKSFoYdIpKcDRs26NRPRNLCsENEkiOTyXTqJyJpYdghIsnp37+/Tv1EJC0MO0QkOT/++KNO/UQkLQw7RCQ5VlZWOvUTkbQw7BCR5PByEUT0LIYdIpIcXi6CiJ7FsENEksPLRRDRsxh2iEhyLC0tIZfLi+2Ty+W8XATRa4Zhh4gkJycnB7m5ucX25ebmIicn5yVXRESGxLBDRJITEhKiUz8RSQvDDhFJDs+gTETPYtghIskJDQ3VqZ+IpIVhh4gkp6CgQKd+IpIWhh0ikpwRI0bo1E9E0sKwQ0SSs3z5cp36iUhaGHaISHK4GYuInsWwQ0SSw8tFENGzGHaISHJ4uQgiehbDDhFJzosuB8HLRRC9Xhh2iEhyMjIydOonImnROuzcu3cPAwYMgKOjI4yNjWFkZKRxIyIytP79++vUT0TSYqztEwYPHozExERMmzYNDg4OPO06EVU6a9asQY8ePUrtJ6LXh9Zh5/Dhwzh06BCaNGlSAeUQEelu1apVL+yfMmXKS6qGiAxN681YTk5OEEJURC1ERHoRFxenUz8RSYvWYWfhwoWYMmUKbty4UQHlEBHpLicnR6d+IpIWmdBymsbGxgaPHz9Gfn4+zMzMYGJiotGfmpqq1wJfhoyMDFhbWyM9PR1WVlaGLoeIdPTo0SP4+fmV2P/rr7/CwsLiJVZERBWhrN/fWu+zs3DhQl3qIiIiInqptJ7ZkSLO7BBJyyeffIL79++X2F+9enX873//e4kVEVFFqLCZHeDpRfR++eUXxMfHQyaToX79+vD39+d5doioUlixYkWph56vWLHiJVZDRIam9Q7KV69eRb169TBw4EBs2bIFmzZtQv/+/dGgQQNcu3ZNq2XNnDkTMplM42Zvb6/uF0Jg5syZcHR0hKmpKby9vXHhwgWNZeTk5GDMmDGoVq0azM3N4e/vj9u3b2v7sohIQr766iud+olIWrQOO2PHjoWrqytu3bqFU6dO4fTp00hMTISLiwvGjh2rdQENGjTA3bt31bdz586p++bPn4/w8HAsWbIEMTExsLe3R4cOHfDw4UP1mKCgIGzduhVRUVE4fPiwesfEgoICrWshImkYPXq0Tv1EJC1a77Njbm6O48ePw8PDQ6P97NmzaNOmDR49elTmZc2cORO//PILzpw5U6RPCAFHR0cEBQVh8uTJAJ7O4qhUKnz11VcIDAxEeno6qlevjvXr16NXr14AgDt37sDJyQk7d+5Ex44dy1QH99khkhZvb+8Xjjlw4ECF10FEFaus399az+woFAqNmZVCjx49glwu13Zx+Pvvv+Ho6AgXFxf07t0b169fBwAkJCQgKSkJvr6+Guv28vLC0aNHAQCxsbHIy8vTGOPo6IiGDRuqxxQnJycHGRkZGjciko6ff/5Zp34ikhatw46fnx/+85//4MSJExBCQAiB48ePY/jw4fD399dqWS1atMC6deuwe/durFq1CklJSWjdujVSUlKQlJQEAFCpVBrPUalU6r6kpCTI5XLY2NiUOKY4YWFhsLa2Vt+cnJy0qpuIKrfn/25o209E0qJ12Fm8eDFcXV3RqlUrKJVKKJVKtGnTBm5ubli0aJFWy+rcuTN69OgBDw8PtG/fHr/99hsAYO3ateoxz19oVAjxwouPvmhMSEgI0tPT1bdbt25pVTcRVW4v2pyuzeZ2Inr1aX3oedWqVbFt2zb8/fffuHTpEoQQqF+/Ptzc3HQuxtzcHB4eHvj777/RvXt3AE9nbxwcHNRjkpOT1f+V2dvbIzc3F2lpaRqzO8nJyWjdunWJ61EoFFAoFDrXS0SV05AhQ17Yz/PsEL0+tJ7ZKeTu7o5u3brB399fL0EHeLovTXx8PBwcHODi4gJ7e3tER0er+3Nzc3Hw4EF1kPH09ISJiYnGmLt37+L8+fOlhh0ikraVK1fq1E9E0lKmmZ3g4GDMmTMH5ubmCA4OLnVseHh4mVc+YcIEdOvWDW+++SaSk5Mxd+5cZGRkYNCgQZDJZAgKCkJoaCjc3d3h7u6O0NBQmJmZoW/fvgAAa2trBAQEYPz48bCzs4OtrS0mTJig3ixGRK+n77777oX9U6ZMeUnVEJGhlSnsnD59Gnl5eer7JXnRvjTPu337Nvr06YMHDx6gevXqaNmyJY4fPw5nZ2cAwKRJk5CVlYWRI0ciLS0NLVq0wJ49e2BpaaleRkREBIyNjdGzZ09kZWWhXbt2iIyM5NmciV5jV69e1amfiKSF18YCz7NDJDX+/v6lnlLCysoK27dvf4kVEVFFqLDz7KSnpyM1NbVIe2pqKs9XQ0SVwk8//aRTPxFJi9Zhp3fv3oiKiirSvnHjRvTu3VsvRRER6aJKldL/tL2on4ikRevf+BMnTsDHx6dIu7e3N06cOKGXooiIdDFs2DCd+olIWrQOOzk5OcjPzy/SnpeXh6ysLL0URUSki/nz5+vUT0TSonXYefvtt4s9R8WKFSvg6empl6KIiHQxePBgnfqJSFq0PoPyvHnz0L59e5w9exbt2rUDAOzduxcxMTHYs2eP3gskItKWSqXCP//8U2o/Eb0+tJ7ZadOmDY4dOwYnJyds3LgRO3bsgJubG+Li4tC2bduKqJGISCulBZ2y9BORtPA8O+B5doikJj4+HiNGjCixf/ny5ahXr95LrIiIKkKFnWfnWVlZWcjIyNC4EREZ2saNG3XqJyJp0TrsPH78GKNHj0aNGjVgYWEBGxsbjRsRkaG9aJM6N7kTvV60DjsTJ07Evn37sGzZMigUCnz//feYNWsWHB0dsW7duoqokYhIK7Nnz9apn4ikReuws2PHDixbtgwff/wxjI2N0bZtW3zxxRcIDQ3lKdiJqFLgoedE9Cytw05qaipcXFwAPL2YXuF1st599138+eef+q2OiKgcIiMjdeonImnROuzUrl0bN27cAADUr19fvaPfjh07ULVqVX3WRkRERKQzrcPOkCFDcPbsWQBASEiIet+dcePGYeLEiXovkIiIiEgXWp9Bedy4cer7Pj4+iI+PR2xsLFxdXdG4cWO9FkdEVB6BgYH47rvvSu0notcHTyoInlSQSGq8vb1fOObAgQMVXgcRVawKPang3r174efnB1dXV7i5ucHPzw9//PFHuYslIiIiqihah50lS5agU6dOsLS0xGeffYaxY8fCysoKXbp0wZIlSyqiRiIirUybNk2nfiKSFq03Y9WsWRMhISEYPXq0RvvSpUsxb9483LlzR68FvgzcjEUkLdyMRfR6qLDNWBkZGejUqVORdl9fX14bi4gqBXt7e536iUhatA47/v7+2Lp1a5H2bdu2oVu3bnopiohIF0lJSTr1E5G0aH3oeb169TBv3jwcOHAArVq1AgAcP34cR44cwfjx47F48WL12LFjx+qvUiKiMurfvz9+/PHHUvuJ6PWh9T47hZeKeOGCZTJcv369XEW9bNxnh0hauM8O0euhrN/fWs/sJCQk6FQYEVFFmz59eqlXNp8+ffpLrIaIDI0nFQRndoikhjM7RK8Hvc7sBAcHY86cOTA3N0dwcHCpY8PDw7WrlIiIiKgClSnsnD59Gnl5eer7JZHJZPqpiohIBytXrsR//vOfUvuJ6PXBzVjgZiwiqfH39y/1vF9WVlbYvn37S6yIiCpChZ1UMD09HampqUXaU1NTeVJBIqoUXvS3iH+riF4vWoed3r17Iyoqqkj7xo0b0bt3b70URUSki2+//VanfiKSFq3DzokTJ+Dj41Ok3dvbGydOnNBLUUREuvjuu+906iciadE67OTk5CA/P79Ie15eHrKysvRSFBGRLs6fP69TPxFJi9Zh5+233y72SIYVK1bA09NTL0UREemiY8eOOvUTkbRofTTWkSNH0L59e7z99tto164dAGDv3r2IiYnBnj170LZt2woptCLxaCwiaeFJBYleDxV2NFabNm1w7NgxODk5YePGjdixYwfc3NwQFxf3SgYdIpKeZs2a6dRPRNKi9bWxAKBJkyb46aef9F0LEZFenDp1Sqd+IpKWMoWdjIwM9fTQi85Pwc1AREREVJmUaTOWjY0NkpOTAQBVq1aFjY1NkVthOxGRoZV2qYiy9BORtJRpZmffvn2wtbUFAOzfv79CCyIi0tWLrn21cuVK9O3b9yVVQ0SGVqaw4+Xlpb7v4uICJyenIhf9FELg1q1b+q2OiIiISEdaH43l4uKC+/fvF2lPTU2Fi4uLXooiIiIi0hetw44QosisDgA8evQISqWy3IWEhYVBJpMhKChIY10zZ86Eo6MjTE1N4e3tjQsXLmg8LycnB2PGjEG1atVgbm4Of39/3L59u9x1ENGrr2bNmjr1E5G0lPnQ8+DgYACATCbDtGnTYGZmpu4rKCjAiRMn0KRJk3IVERMTg5UrV6JRo0Ya7fPnz0d4eDgiIyNRp04dzJ07Fx06dMDly5dhaWkJAAgKCsKOHTsQFRUFOzs7jB8/Hn5+foiNjYWRkVG56iGiV9s///yjUz8RSUuZw87p06cBPJ1tOXfuHORyubpPLpejcePGmDBhgtYFPHr0CP369cOqVaswd+5cdbsQAgsXLsTUqVPx0UcfAQDWrl0LlUqFDRs2IDAwEOnp6fjhhx+wfv16tG/fHgDw448/wsnJCX/88QdPCU9ERERlDzuFR2ENGTIEixYt0tv5dEaNGoWuXbuiffv2GmEnISEBSUlJ8PX1VbcpFAp4eXnh6NGjCAwMRGxsLPLy8jTGODo6omHDhjh69GiJYScnJwc5OTnqxy86dxARvVo6dOiA6OjoUvuJ6PWh9RmU16xZo7eVR0VF4dSpU4iJiSnSl5SUBABQqVQa7SqVCjdv3lSPkcvlRc7vo1Kp1M8vTlhYGGbNmqVr+UTFEkIgOzvb0GW81t57771Sw857772HrKysl1gRPUupVBa77ydRRdE67GRmZuLLL7/E3r17kZycjCdPnmj0X79+vUzLuXXrFj777DPs2bOn1B2bizvE/UW/JC8aExISot4HCXg6s+Pk5FSmuoleJDs7G507dzZ0GVSKadOmGbqE19quXbtgampq6DLoNaJ12Pn0009x8OBBDBgwAA4ODuVO57GxsUhOToanp6e6raCgAH/++SeWLFmCy5cvA3g6e+Pg4KAek5ycrJ7tsbe3R25uLtLS0jRmd5KTk9G6desS161QKKBQKMpVNxEREb1atA47u3btwm+//YY2bdrotOJ27drh3LlzGm1DhgzBW2+9hcmTJ6N27dqwt7dHdHQ0mjZtCgDIzc3FwYMH8dVXXwEAPD09YWJigujoaPTs2RMAcPfuXZw/fx7z58/XqT6i8lIqldi1a5ehy3itPX78GD169Cixf/PmzRpHlNLLpctpSojKQ+uwY2Njo750hC4sLS3RsGFDjTZzc3PY2dmp24OCghAaGgp3d3e4u7sjNDQUZmZm6tO8W1tbIyAgAOPHj4ednR1sbW0xYcIEeHh4qI/OInrZZDIZp+gNzNTUFHXr1lXPED+rXr16sLOzM0BVRGQoWoedOXPmYPr06Vi7dm2F/2c0adIkZGVlYeTIkUhLS0OLFi2wZ88e9Tl2ACAiIgLGxsbo2bMnsrKy0K5dO0RGRvIcO0Svue+++w7e3t5F2pcvX/7yiyEig5IJIYQ2T2jatCmuXbsGIQRq1aoFExMTjf5Tp07ptcCXISMjA9bW1khPT9fbIfVEZHg7d+7U2KT9xRdfcNaXSELK+v2t9cxO9+7ddamLiOil8fHxUYcdY2NjBh2i15TWYWfGjBkVUQcRUYXasWOHoUsgIgPR+kKgRERERK8SrWd2CgoKEBERgY0bNyIxMRG5ubka/ampqXorjoiIiEhXWs/szJo1C+Hh4ejZsyfS09MRHByMjz76CFWqVMHMmTMroEQiIiKi8tM67Pz0009YtWoVJkyYAGNjY/Tp0wfff/89pk+fjuPHj1dEjURERETlpnXYSUpKgoeHBwDAwsIC6enpAAA/Pz/89ttv+q2OiIiISEdah5033ngDd+/eBQC4ublhz549AICYmBheb4qIiIgqHa3Dzocffoi9e/cCAD777DNMmzYN7u7uGDhwIIYOHar3AomIiIh0ofXRWF9++aX6/scffwwnJyccOXIEbm5u8Pf312txRERERLrSOuw8r0WLFmjRooU+aiEiIiLSO55UkIiIiCSNYYeIiIgkjWGHiIiIJI1hh4iIiCStXGHn33//xffff4+QkBD1tbBOnTqFf/75R6/FEREREelK66Ox4uLi0L59e1hbW+PGjRsYNmwYbG1tsXXrVty8eRPr1q2riDqJiIiIykXrmZ3g4GAMHjwYf//9N5RKpbq9c+fO+PPPP/VaHBEREZGutA47MTExCAwMLNJes2ZNJCUl6aUoIiIiIn3ROuwolUpkZGQUab98+TKqV6+ul6KIiIiI9EXrsPPBBx9g9uzZyMvLAwDIZDIkJiZiypQp6NGjh94LJCIiItKF1mHnm2++wf3791GjRg1kZWXBy8sLbm5usLS0xLx58yqiRiIiIqJy0/poLCsrKxw+fBj79u3DqVOn8OTJEzRr1gzt27eviPqIiIiIdFLuC4G+//77eP/99/VZCxEREZHelSnsLF68uMwLHDt2bLmLISIiItK3MoWdiIgIjcf379/H48ePUbVqVQBPz6hsZmaGGjVqMOwQERFRpVKmHZQTEhLUt3nz5qFJkyaIj49HamoqUlNTER8fj2bNmmHOnDkVXS8RERGRVrQ+GmvatGn49ttvUbduXXVb3bp1ERERgS+++EKvxRERERHpSuuwc/fuXfU5dp5VUFCAe/fu6aUoIiIiIn3ROuy0a9cOw4YNw8mTJyGEAACcPHkSgYGBPPyciIiIKh2tw87q1atRs2ZNvPPOO1AqlVAoFGjRogUcHBzw/fffV0SNREREROWm9Xl2qlevjp07d+Lvv/9GfHw8hBCoV68e6tSpUxH1EREREemk3CcVdHd3h7u7uz5rISIiItI7rTdjEREREb1KGHaIiIhI0hh2iIiISNIYdoiIiEjStA47v//+Ow4fPqx+vHTpUjRp0gR9+/ZFWlqaXosjIiIi0pXWYWfixInIyMgAAJw7dw7jx49Hly5dcP36dQQHB+u9QCIiIiJdaH3oeUJCAurXrw8A2Lx5M/z8/BAaGopTp06hS5cuei+QiIiISBdaz+zI5XI8fvwYAPDHH3/A19cXAGBra6ue8SEiIiKqLLSe2Xn33XcRHByMNm3a4K+//sLPP/8MALhy5QreeOMNvRdIREREpAutZ3aWLFkCY2NjbNq0CcuXL0fNmjUBALt27UKnTp20Wtby5cvRqFEjWFlZwcrKCq1atcKuXbvU/UIIzJw5E46OjjA1NYW3tzcuXLigsYycnByMGTMG1apVg7m5Ofz9/XH79m1tXxYRERFJlEwUXrrcAHbs2AEjIyO4ubkBANauXYuvv/4ap0+fRoMGDfDVV19h3rx5iIyMRJ06dTB37lz8+eefuHz5MiwtLQEAI0aMwI4dOxAZGQk7OzuMHz8eqampiI2NhZGRUZnqyMjIgLW1NdLT02FlZVVhr5eIXq6srCx07twZwNN/yExNTQ1cERHpU1m/v3UKO1lZWcjLy9No0zUs2Nra4uuvv8bQoUPh6OiIoKAgTJ48GcDTWRyVSoWvvvoKgYGBSE9PR/Xq1bF+/Xr06tULAHDnzh04OTlh586d6NixY5nWybBDJE0MO0TSVtbvb603Y2VmZmL06NGoUaMGLCwsYGNjo3Err4KCAkRFRSEzMxOtWrVCQkICkpKS1DtAA4BCoYCXlxeOHj0KAIiNjUVeXp7GGEdHRzRs2FA9hoiIiF5vWoedSZMmYd++fVi2bBkUCgW+//57zJo1C46Ojli3bp3WBZw7dw4WFhZQKBQYPnw4tm7divr16yMpKQkAoFKpNMarVCp1X1JSEuRyeZGQ9eyY4uTk5CAjI0PjRkRERNKk9dFYO3bswLp16+Dt7Y2hQ4eibdu2cHNzg7OzM3766Sf069dPq+XVrVsXZ86cwb///ovNmzdj0KBBOHjwoLpfJpNpjBdCFGl73ovGhIWFYdasWVrVSURERK8mrWd2UlNT4eLiAuDp/jmpqakAnh6S/ueff2pdgFwuh5ubG5o3b46wsDA0btwYixYtgr29PQAUmaFJTk5Wz/bY29sjNze3yGUqnh1TnJCQEKSnp6tvt27d0rpuIiIiejVoHXZq166NGzduAADq16+PjRs3Ang641O1alWdCxJCICcnBy4uLrC3t0d0dLS6Lzc3FwcPHkTr1q0BAJ6enjAxMdEYc/fuXZw/f149pjgKhUJ9uHvhjYiIiKRJ681YQ4YMwdmzZ+Hl5YWQkBB07doV3377LfLz8xEeHq7Vsj7//HN07twZTk5OePjwIaKionDgwAH8/vvvkMlkCAoKQmhoKNzd3eHu7o7Q0FCYmZmhb9++AABra2sEBARg/PjxsLOzg62tLSZMmAAPDw+0b99e25dGREREEqR12Bk3bpz6vo+PDy5duoSTJ0/C1dUVjRs31mpZ9+7dw4ABA3D37l1YW1ujUaNG+P3339GhQwcAT3eGzsrKwsiRI5GWloYWLVpgz5496nPsAEBERASMjY3Rs2dPZGVloV27doiMjCzzOXaIiIhI2gx6UsHKgufZIZImnmeHSNrK+v1dppmdxYsX4z//+Q+USiUWL15c6tixY8dqVykRERFRBSpT2ImIiEC/fv2gVCoRERFR4jiZTMawQ0RERJVKmcJOQkJCsfeJiIiIKjutDz0nIiIiepWUaWYnODi4zAvU9vBzIiIioopUprBz+vRpjcexsbEoKChA3bp1AQBXrlyBkZERPD099V8hERERkQ7KFHb279+vvh8eHg5LS0usXbtWfQHOtLQ0DBkyBG3btq2YKomIiIjKSet9dhYsWICwsDCNK43b2Nhg7ty5WLBggV6LIyIiItKV1mEnIyMD9+7dK9KenJyMhw8f6qUoIiIiIn3ROux8+OGHGDJkCDZt2oTbt2/j9u3b2LRpEwICAvDRRx9VRI1ERERE5ab1tbFWrFiBCRMmoH///sjLy3u6EGNjBAQE4Ouvv9Z7gURERES60DrsmJmZYdmyZfj6669x7do1CCHg5uYGc3PziqiPiIiISCdah51C5ubmaNSokT5rISIiItI7nkGZiIiIJI1hh4iIiCSNYYeIiIgkjWGHiIiIJK1cYWf9+vVo06YNHB0dcfPmTQDAwoULsW3bNr0WR0RERKQrrcPO8uXLERwcjC5duuDff/9FQUEBAKBq1apYuHChvusjIiIi0onWYefbb7/FqlWrMHXqVBgZGanbmzdvjnPnzum1OCIiIiJdaR12EhIS0LRp0yLtCoUCmZmZeimKiIiISF+0DjsuLi44c+ZMkfZdu3ahfv36+qiJiIiISG+0PoPyxIkTMWrUKGRnZ0MIgb/++gv//e9/ERYWhu+//74iaiQiIiIqN63DzpAhQ5Cfn49Jkybh8ePH6Nu3L2rWrIlFixahd+/eFVEjERERUbmV69pYw4YNw7Bhw/DgwQM8efIENWrU0HddRERERHpR7guBAkC1atX0VQcRERFRhShT2GnatClkMlmZFnjq1CmdCiIiIiLSpzKFne7du6vvZ2dnY9myZahfvz5atWoFADh+/DguXLiAkSNHVkiRREREROVVprAzY8YM9f1PP/0UY8eOxZw5c4qMuXXrln6rIyIiItKR1ufZ+d///oeBAwcWae/fvz82b96sl6KIiIiI9EXrsGNqaorDhw8XaT98+DCUSqVeiiIiIiLSF62PxgoKCsKIESMQGxuLli1bAni6z87q1asxffp0vRdIREREpAutw86UKVNQu3ZtLFq0CBs2bAAA1KtXD5GRkejZs6feCyQiIiLSRbnOs9OzZ08GGyIiInolaL3PDhEREdGrhGGHiIiIJI1hh4iIiCSNYYeIiIgkjWGHiIiIJK1MR2MFBweXeYHh4eHlLoaIiIhI38oUdk6fPq3xODY2FgUFBahbty4A4MqVKzAyMoKnp6f+KyQiIiLSQZnCzv79+9X3w8PDYWlpibVr18LGxgYAkJaWhiFDhqBt27YVUyURERFROWm9z86CBQsQFhamDjoAYGNjg7lz52LBggV6LY6IiIhIV1qHnYyMDNy7d69Ie3JyMh4+fKjVssLCwvD222/D0tISNWrUQPfu3XH58mWNMUIIzJw5E46OjjA1NYW3tzcuXLigMSYnJwdjxoxBtWrVYG5uDn9/f9y+fVvbl0ZEREQSpHXY+fDDDzFkyBBs2rQJt2/fxu3bt7Fp0yYEBATgo48+0mpZBw8exKhRo3D8+HFER0cjPz8fvr6+yMzMVI+ZP38+wsPDsWTJEsTExMDe3h4dOnTQCFZBQUHYunUroqKicPjwYTx69Ah+fn4oKCjQ9uURERGR1AgtZWZmihEjRgiFQiGqVKkiqlSpIuRyuRgxYoR49OiRtovTkJycLACIgwcPCiGEePLkibC3txdffvmlekx2drawtrYWK1asEEII8e+//woTExMRFRWlHvPPP/+IKlWqiN9//71M601PTxcARHp6uk71E1Hl8vjxY+Hl5SW8vLzE48ePDV0OEelZWb+/tZ7ZMTMzw7Jly5CSkoLTp0/j1KlTSE1NxbJly2Bubq5T8EpPTwcA2NraAgASEhKQlJQEX19f9RiFQgEvLy8cPXoUwNMjw/Ly8jTGODo6omHDhuoxz8vJyUFGRobGjYiIiKSp3CcVNDc3R6NGjdC4cWOdQw7wdN+c4OBgvPvuu2jYsCEAICkpCQCgUqk0xqpUKnVfUlIS5HK5xg7Tz495XlhYGKytrdU3JycnnesnIiKiyqlMh54/LyYmBv/73/+QmJiI3Nxcjb4tW7aUq5DRo0cjLi4Ohw8fLtInk8k0HgshirQ9r7QxISEhGidKzMjIYOAhIiKSKK1ndqKiotCmTRtcvHgRW7duRV5eHi5evIh9+/bB2tq6XEWMGTMG27dvx/79+/HGG2+o2+3t7QGgyAxNcnKyerbH3t4eubm5SEtLK3HM8xQKBaysrDRuREREJE1ah53Q0FBERETg119/hVwux6JFixAfH4+ePXvizTff1GpZQgiMHj0aW7Zswb59++Di4qLR7+LiAnt7e0RHR6vbcnNzcfDgQbRu3RoA4OnpCRMTE40xd+/exfnz59VjiIiI6PWl9Wasa9euoWvXrgCezpBkZmZCJpNh3LhxeP/99zFr1qwyL2vUqFHYsGEDtm3bBktLS/UMjrW1NUxNTSGTyRAUFITQ0FC4u7vD3d0doaGhMDMzQ9++fdVjAwICMH78eNjZ2cHW1hYTJkyAh4cH2rdvr+3LIyIiIonROuzY2tqqz3FTs2ZNnD9/Hh4eHvj333/x+PFjrZa1fPlyAIC3t7dG+5o1azB48GAAwKRJk5CVlYWRI0ciLS0NLVq0wJ49e2BpaakeHxERAWNjY/Ts2RNZWVlo164dIiMjYWRkpO3LIyIiIomRCSGENk/o27cvmjdvjuDgYMybNw+LFi3CBx98gOjoaDRr1qzcOygbUkZGBqytrZGens79d4gkJCsrC507dwYA7Nq1C6ampgauiIj0qazf31rP7CxZsgTZ2dkAnh7VZGJigsOHD+Ojjz7CtGnTyl8xERERUQUo12asQlWqVMGkSZMwadIkvRZFREREpC9lCjvanGGYm4GIiIioMilT2KlateoLT+JXiBffJCIiosqkTGFn//796vs3btzAlClTMHjwYLRq1QoAcOzYMaxduxZhYWEVUyURERFROZUp7Hh5eanvz549G+Hh4ejTp4+6zd/fHx4eHli5ciUGDRqk/yqJiIiIyknrHZSPHTuGFStWFGlv3rw5Pv30U70URdoTQqiPkiOip579neDvB1FRSqWyzLupvMq0DjtOTk5YsWIFFixYoNH+3Xff8WKaBpSdna0+nwgRFfXhhx8augSiSud1Of+U1mEnIiICPXr0wO7du9GyZUsAwPHjx3Ht2jVs3rxZ7wUSERER6ULrsNOlSxdcuXIFy5cvx6VLlyCEwAcffIDhw4dzZqeSeNSkD0QVrX+0RNIjBPAk/+n9KsbAazBdT/Qisif5sDjzX0OX8VKV6xvRyckJoaGh+q6F9ERUMQaMTAxdBlElITd0AUSVilbXiJKIMoWduLg4NGzYEFWqVEFcXFypYxs1aqSXwoiIiIj0oUxhp0mTJkhKSkKNGjXQpEkTyGQyFHf9UJlMxpMKEhERUaVSprCTkJCA6tWrq+8TERERvSrKFHacnZ3V92/evInWrVvD2Fjzqfn5+Th69KjGWCIiIiJDq6LtE3x8fJCamlqkPT09HT4+PnopioiIiEhftA47Qohiz7aYkpICc3NzvRRFREREpC9lPvT8o48+AvB0J+TBgwdDoVCo+woKChAXF4fWrVvrv0IiIiIiHZQ57FhbWwN4OrNjaWmpcXppuVyOli1bYtiwYfqvkIiIiEgHZQ47a9asAQDUqlULEyZM4CYrIiIieiVofQblGTNmVEQdRERERBVC6x2U7927hwEDBsDR0RHGxsYwMjLSuBERERFVJlrP7AwePBiJiYmYNm0aHBwcij0yi4iIiKiy0DrsHD58GIcOHUKTJk0qoBwiIiIi/dJ6M5aTk1Ox18UiIiIiqoy0DjsLFy7ElClTcOPGjQooh4iIiEi/tN6M1atXLzx+/Biurq4wMzODiYmJRn9xl5IgIiIiMhStw87ChQsroAwiIiKiiqF12Bk0aFBF1EFERERUIbQOO8/KyspCXl6eRpuVlZVOBRERERHpk9Y7KGdmZmL06NGoUaMGLCwsYGNjo3EjIiIiqky0DjuTJk3Cvn37sGzZMigUCnz//feYNWsWHB0dsW7duoqokYiIiKjctN6MtWPHDqxbtw7e3t4YOnQo2rZtCzc3Nzg7O+Onn35Cv379KqJOIiIionLRemYnNTUVLi4uAJ7un1N4qPm7776LP//8U7/VEREREelI67BTu3Zt9QkF69evj40bNwJ4OuNTtWpVfdZGREREpDOtw86QIUNw9uxZAEBISIh6351x48Zh4sSJei+QiIiISBda77Mzbtw49X0fHx9cunQJJ0+ehKurKxo3bqzX4oiIiIh0pdN5dgDgzTffxJtvvqmPWoiIiIj0rsybsfbt24f69esjIyOjSF96ejoaNGiAQ4cO6bU4IiIiIl2VOewsXLgQw4YNK/YMydbW1ggMDER4eLheiyMiIiLSVZnDztmzZ9GpU6cS+319fREbG6uXooiIiIj0pcxh5969ezAxMSmx39jYGPfv39dLUURERET6UuawU7NmTZw7d67E/ri4ODg4OGi18j///BPdunWDo6MjZDIZfvnlF41+IQRmzpwJR0dHmJqawtvbGxcuXNAYk5OTgzFjxqBatWowNzeHv78/bt++rVUdREREJF1lDjtdunTB9OnTkZ2dXaQvKysLM2bMgJ+fn1Yrz8zMROPGjbFkyZJi++fPn4/w8HAsWbIEMTExsLe3R4cOHfDw4UP1mKCgIGzduhVRUVE4fPgwHj16BD8/PxQUFGhVCxEREUmTTAghyjLw3r17aNasGYyMjDB69GjUrVsXMpkM8fHxWLp0KQoKCnDq1CmoVKryFSKTYevWrejevTuAp7M6jo6OCAoKwuTJkwE8ncVRqVT46quvEBgYiPT0dFSvXh3r169Hr169AAB37tyBk5MTdu7ciY4dO5Zp3RkZGbC2tkZ6enqxO2C/CrKystC5c2cAwMNmAwCjkjc5EhHRa6wgD5an1gMAdu3aBVNTUwMXVH5l/f4u88yOSqXC0aNH0bBhQ4SEhODDDz9E9+7d8fnnn6Nhw4Y4cuRIuYNOcRISEpCUlARfX191m0KhgJeXF44ePQoAiI2NRV5ensYYR0dHNGzYUD2GiIiIXm9anVTQ2dkZO3fuRFpaGq5evQohBNzd3WFjY6P3wpKSkgCgSIBSqVS4efOmeoxcLi+yfpVKpX5+cXJycpCTk6N+XNy5g4iIiEgaynUGZRsbG7z99tv6rqVYMplM47EQokjb8140JiwsDLNmzdJLfURERFS5aX0h0JfF3t4eAIrM0CQnJ6tne+zt7ZGbm4u0tLQSxxQnJCQE6enp6tutW7f0XD0RERFVFpU27Li4uMDe3h7R0dHqttzcXBw8eBCtW7cGAHh6esLExERjzN27d3H+/Hn1mOIoFApYWVlp3IiIiEiadL4QqC4ePXqEq1evqh8nJCTgzJkzsLW1xZtvvomgoCCEhobC3d0d7u7uCA0NhZmZGfr27Qvg6WUqAgICMH78eNjZ2cHW1hYTJkyAh4cH2rdvb6iXRURERJWIQcPOyZMn4ePjo34cHBwMABg0aBAiIyMxadIkZGVlYeTIkUhLS0OLFi2wZ88eWFpaqp8TEREBY2Nj9OzZE1lZWWjXrh0iIyNhZGT00l8PERERVT5lPs+OlPE8O0RE9NrgeXaIiIiIpIVhh4iIiCTNoPvskP5obI0syDNcIUREVLk98x3xuuzJwrAjEc+eEdrybJQBKyEioldFTk4OzMzMDF1GheNmLCIiIpI0zuxIhEKhUN9/2Lg3j8YiIqLiFeSptwA8+90hZQw7EqFxLTAjE4YdIiJ6oRdda1IquBmLiIiIJI1hh4iIiCSNYYeIiIgkjWGHiIiIJI1hh4iIiCSNYYeIiIgkjWGHiIiIJI1hh4iIiCSNYYeIiIgkjWGHiIiIJI1hh4iIiCSNYYeIiIgkjWGHiIiIJI1hh4iIiCSNYYeIiIgkjWGHiIiIJI1hh4iIiCSNYYeIiIgkjWGHiIiIJI1hh4iIiCSNYYeIiIgkjWGHiIiIJI1hh4iIiCSNYYeIiIgkjWGHiIiIJM3Y0AWQ/sme5EMYugiiykAI4En+0/tVjAGZzLD1EFUCssLfidcIw44EWZz5r6FLICIiqjS4GYuIiIgkjTM7EqFUKrFr1y5Dl0FUqWRnZ+PDDz8EAGzduhVKpdLAFRFVLq/L7wTDjkTIZDKYmpoaugyiSkupVPJ3hOg1xc1YREREJGkMO0RERCRpDDtEREQkaQw7REREJGkMO0RERCRpDDtEREQkaZIJO8uWLYOLiwuUSiU8PT1x6NAhQ5dERERElYAkws7PP/+MoKAgTJ06FadPn0bbtm3RuXNnJCYmGro0IiIiMjBJnFQwPDwcAQEB+PTTTwEACxcuxO7du7F8+XKEhYUZuDp63QghkJ2dbegyCND4OfBnUnkolUrIeFFWeole+bCTm5uL2NhYTJkyRaPd19cXR48eLfY5OTk5yMnJUT/OyMio0Brp9ZKdnY3OnTsbugx6TuFlI8jwdu3axbNZ00v1ym/GevDgAQoKCqBSqTTaVSoVkpKSin1OWFgYrK2t1TcnJ6eXUSoREREZwCs/s1Po+SlRIUSJ06QhISEIDg5WP87IyGDgIb3hRVkrDyGEehZXoVBw00kl8bpcfJIqj1c+7FSrVg1GRkZFZnGSk5OLzPYUUigUUCgUL6M8eg3xoqyVi5mZmaFLICIDe+U3Y8nlcnh6eiI6OlqjPTo6Gq1btzZQVURERFRZvPIzOwAQHByMAQMGoHnz5mjVqhVWrlyJxMREDB8+3NClERERkYFJIuz06tULKSkpmD17Nu7evYuGDRti586dcHZ2NnRpREREZGAyIYQwdBGGlpGRAWtra6Snp8PKysrQ5RAREVEZlPX7+5XfZ4eIiIioNAw7REREJGkMO0RERCRpDDtEREQkaQw7REREJGkMO0RERCRpDDtEREQkaQw7REREJGkMO0RERCRpkrhchK4KTyKdkZFh4EqIiIiorAq/t190MQiGHQAPHz4EADg5ORm4EiIiItLWw4cPYW1tXWI/r40F4MmTJ7hz5w4sLS0hk8kMXQ4R6VFGRgacnJxw69YtXvuOSGKEEHj48CEcHR1RpUrJe+Yw7BCRpPFCv0TEHZSJiIhI0hh2iIiISNIYdohI0hQKBWbMmAGFQmHoUojIQLjPDhEREUkaZ3aIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iEiyli1bBhcXFyiVSnh6euLQoUOGLomIDIBhh4gk6eeff0ZQUBCmTp2K06dPo23btujcuTMSExMNXRoRvWQ89JyIJKlFixZo1qwZli9frm6rV68eunfvjrCwMANWRkQvG2d2iEhycnNzERsbC19fX412X19fHD161EBVEZGhMOwQkeQ8ePAABQUFUKlUGu0qlQpJSUkGqoqIDIVhh4gkSyaTaTwWQhRpIyLpY9ghIsmpVq0ajIyMisziJCcnF5ntISLpY9ghIsmRy+Xw9PREdHS0Rnt0dDRat25toKqIyFCMDV0AEVFFCA4OxoABA9C8eXO0atUKK1euRGJiIoYPH27o0ojoJWPYISJJ6tWrF1JSUjB79mzcvXsXDRs2xM6dO+Hs7Gzo0ojoJeN5doiIiEjSuM8OERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhHp5MaNG5DJZDhz5kyJYw4cOACZTIZ///1Xp3V5e3sjKChIq+fMnDkTTZo00Wm9RPRqY9ghkoCkpCSMGTMGtWvXhkKhgJOTE7p164a9e/fqdT2DBw9G9+7dNdqcnJzUZygmIqqMeLkIolfcjRs30KZNG1StWhXz589Ho0aNkJeXh927d2PUqFG4dOlSha7fyMgI9vb2FbqOyiY3NxdyufylrzcvLw8mJiYvfb1ErzrO7BC94kaOHAmZTIa//voLH3/8MerUqYMGDRogODgYx48fV48LDw+Hh4cHzM3N4eTkhJEjR+LRo0fq/sjISFStWhW7d+9GvXr1YGFhgU6dOuHu3bsAnm4OWrt2LbZt2waZTAaZTIYDBw4Uuxlr586dqFOnDkxNTeHj44MbN25o1JySkoI+ffrgjTfegJmZGTw8PPDf//5XY0xmZiYGDhwICwsLODg4YMGCBWV6P7788kuoVCpYWloiICAA2dnZRcasWbMG9erVg1KpxFtvvYVly5aVukxvb2+MHj0awcHBqFatGjp06AAAuHjxIrp06QILCwuoVCoMGDAADx48UD9v06ZN8PDwgKmpKezs7NC+fXtkZmaWqY7C93Xjxo3w9vaGUqnEsmXLYGpqit9//12jvi1btsDc3Fz985w8eTLq1KkDMzMz1K5dG9OmTUNeXp56/NmzZ+Hj4wNLS0tYWVnB09MTJ0+eLNP7S/RKEkT0ykpJSREymUyEhoa+cGxERITYt2+fuH79uti7d6+oW7euGDFihLp/zZo1wsTERLRv317ExMSI2NhYUa9ePdG3b18hhBAPHz4UPXv2FJ06dRJ3794Vd+/eFTk5OSIhIUEAEKdPnxZCCJGYmCgUCoX47LPPxKVLl8SPP/4oVCqVACDS0tKEEELcvn1bfP311+L06dPi2rVrYvHixcLIyEgcP35cXc+IESPEG2+8Ifbs2SPi4uKEn5+fsLCwEJ999lmJr/Hnn38WcrlcrFq1Sly6dElMnTpVWFpaisaNG6vHrFy5Ujg4OIjNmzeL69evi82bNwtbW1sRGRlZ4nK9vLyEhYWFmDhxorh06ZKIj48Xd+7cEdWqVRMhISEiPj5enDp1SnTo0EH4+PgIIYS4c+eOMDY2FuHh4SIhIUHExcWJpUuXiocPH5apjsL3tVatWuox//zzj+jRo4fo37+/Rn09evQQffr0UT+eM2eOOHLkiEhISBDbt28XKpVKfPXVV+r+Bg0aiP79+4v4+Hhx5coVsXHjRnHmzJkSXz/Rq45hh+gVduLECQFAbNmyRevnbty4UdjZ2akfr1mzRgAQV69eVbctXbpUqFQq9eNBgwaJDz74QGM5z4edkJAQUa9ePfHkyRP1mMmTJ2uEneJ06dJFjB8/XgjxNFjJ5XIRFRWl7k9JSRGmpqalhp1WrVqJ4cOHa7S1aNFCI+w4OTmJDRs2aIyZM2eOaNWqVYnL9fLyEk2aNNFomzZtmvD19dVou3XrlgAgLl++LGJjYwUAcePGjWKX+aI6Ct/XhQsXaozZsmWLsLCwEJmZmUIIIdLT04VSqRS//fZbifXPnz9feHp6qh9bWlqWGu6IpIb77BC9woQQAACZTPbCsfv370doaCguXryIjIwM5OfnIzs7G5mZmTA3NwcAmJmZwdXVVf0cBwcHJCcna1VTfHw8WrZsqVFTq1atNMYUFBTgyy+/xM8//4x//vkHOTk5yMnJUddx7do15ObmajzP1tYWdevWfeG6hw8frtHWqlUr7N+/HwBw//593Lp1CwEBARg2bJh6TH5+PqytrUtddvPmzTUex8bGYv/+/bCwsCgy9tq1a/D19UW7du3g4eGBjh07wtfXFx9//DFsbGy0quP59Xbt2hXGxsbYvn07evfujc2bN8PS0hK+vr7qMZs2bcLChQtx9epVPHr0CPn5+bCyslL3BwcH49NPP8X69evRvn17fPLJJxo/dyKp4T47RK8wd3d3yGQyxMfHlzru5s2b6NKlCxo2bIjNmzcjNjYWS5cuBQCNfTme3/lVJpOpA1VZlWX8ggULEBERgUmTJmHfvn04c+YMOnbsiNzc3DIvozyePHkCAFi1ahXOnDmjvp0/f15j/6biFAaxZ5fVrVs3jeWcOXMGf//9N9577z0YGRkhOjoau3btQv369fHtt9+ibt26SEhI0KqO59crl8vx8ccfY8OGDQCADRs2oFevXjA2fvq/6/Hjx9G7d2907twZv/76K06fPo2pU6eq31vg6f5XFy5cQNeuXbFv3z7Ur18fW7duLcc7SvRqYNgheoXZ2tqiY8eOWLp0qcaOr4UKz2tz8uRJ5OfnY8GCBWjZsiXq1KmDO3fuaL0+uVyOgoKCUsfUr1+/yBf2848PHTqEDz74AP3790fjxo1Ru3Zt/P333+p+Nzc3mJiYaDwvLS0NV65cKXXd9erVK3XdKpUKNWvWxPXr1+Hm5qZxc3FxKXXZz2vWrBkuXLiAWrVqFVlWYUCRyWRo06YNZs2ahdOnT0Mul2Pr1q0619GvXz/8/vvvuHDhAvbv349+/fqp+44cOQJnZ2dMnToVzZs3h7u7O27evFlkGXXq1MG4ceOwZ88efPTRR1izZo1Wr5/oVcKwQ/SKW7ZsGQoKCvDOO+9g8+bN+PvvvxEfH4/FixerNwO5uroiPz8f3377La5fv47169djxYoVWq+rVq1aiIuLw+XLl/HgwQONWaFCw4cPx7Vr1xAcHIzLly9jw4YNiIyM1Bjj5uaG6OhoHD16FPHx8QgMDERSUpK638LCAgEBAZg4cSL27t2L8+fPY/DgwahSpfQ/WZ999hlWr16N1atX48qVK5gxYwYuXLigMWbmzJkICwvDokWLcOXKFZw7dw5r1qxBeHi4Vu/FqFGjkJqaij59+uCvv/7C9evXsWfPHgwdOhQFBQU4ceIEQkNDcfLkSSQmJmLLli24f/8+6tWrp3MdXl5eUKlU6NevH2rVqoWWLVuq+9zc3JCYmIioqChcu3YNixcv1pi1ycrKwujRo3HgwAHcvHkTR44cQUxMjLouIkky7C5DRKQPd+7cEaNGjRLOzs5CLpeLmjVrCn9/f7F//371mPDwcOHg4CBMTU1Fx44dxbp16zR2Gl6zZo2wtrbWWO7WrVvFs38mkpOTRYcOHYSFhYUAIPbv319kB2UhhNixY4dwc3MTCoVCtG3bVqxevVpjXSkpKeKDDz4QFhYWokaNGuKLL74QAwcO1Nj5+eHDh6J///7CzMxMqFQqMX/+fOHl5VXqDspCCDFv3jxRrVo1YWFhIQYNGiQmTZqksYOyEEL89NNPokmTJkIulwsbGxvx3nvvlbqTd0nrvXLlivjwww9F1apVhampqXjrrbdEUFCQePLkibh48aLo2LGjqF69ulAoFKJOnTri22+/LXMdxb2vz5o4caIAIKZPn15sn52dnbCwsBC9evUSERER6p9tTk6O6N27t3BychJyuVw4OjqK0aNHi6ysrJLfVKJXnEyICto4TkRERFQJcDMWERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJ2v8DAjM5BeRbm3oAAAAASUVORK5CYII=", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.boxplot(data=hotelsdf.lead_time)\n", - "plt.xlabel(\"Cantidad de reservas\")\n", - "plt.ylabel(\"Cantidad de dias de anticipacion\")\n", - "plt.title(\"Boxplot dias de anticipacion de la reserva\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "id": "85287ae9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
15City Hotel4652017July30260320...NaN0Transient-Party112.6700Canceled2017-07-18d73d9a15-bcb1-441e-9571-56cbdde0e6701
51City Hotel4892016November46100220...NaN0Transient62.8000Canceled2015-10-21264b4bdc-1f93-41dc-bad8-381405061cb11
82City Hotel4122016August35250220...NaN0Transient62.0000Canceled2015-10-2129230190-f1d1-4d9e-90ec-d9d4a0755cfd1
95City Hotel4542016October4160220...NaN0Transient62.0000Canceled2015-10-2111de0e85-b5c6-4876-96b7-37c65f479ec51
99City Hotel4202016September3632220...NaN0Transient75.0000Canceled2015-10-1214d571b1-1cf3-4058-b50a-46367cd4f47e1
..................................................................
61753City Hotel4332016September3780320...NaN0Transient70.0000Canceled2015-10-2029a08da1-e707-4bd4-bbfe-ca55c19b7c3b1
61761City Hotel4962016November47170220...NaN0Transient62.8000Canceled2015-10-21159515de-2c06-41b2-8364-f34ddee5e1c61
61768City Hotel4332016September38150220...NaN0Transient62.0000Canceled2015-10-216f8bfdd6-6c76-449c-8ef4-ba22b2ece17c1
61783City Hotel4542016October4160220...NaN0Transient62.0000Canceled2015-10-215e1faaa8-cf26-4e74-bc1f-0fbcbfe65c011
61790City Hotel5382016December53290220...NaN0Transient62.8000Canceled2015-10-211f846c65-3238-478d-9a9c-6d998fdd239a1
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1283 rows × 33 columns

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" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month arrival_week_number \\\n", - "15 City Hotel 465 2017 July 30 \n", - "51 City Hotel 489 2016 November 46 \n", - "82 City Hotel 412 2016 August 35 \n", - "95 City Hotel 454 2016 October 41 \n", - "99 City Hotel 420 2016 September 36 \n", - "... ... ... ... ... ... \n", - "61753 City Hotel 433 2016 September 37 \n", - "61761 City Hotel 496 2016 November 47 \n", - "61768 City Hotel 433 2016 September 38 \n", - "61783 City Hotel 454 2016 October 41 \n", - "61790 City Hotel 538 2016 December 53 \n", - "\n", - " arrival_month_day weekend_nights_num week_nights_num adult_num \\\n", - "15 26 0 3 2 \n", - "51 10 0 2 2 \n", - "82 25 0 2 2 \n", - "95 6 0 2 2 \n", - "99 3 2 2 2 \n", - "... ... ... ... ... \n", - "61753 8 0 3 2 \n", - "61761 17 0 2 2 \n", - "61768 15 0 2 2 \n", - "61783 6 0 2 2 \n", - "61790 29 0 2 2 \n", - "\n", - " children_num ... company_id days_in_waiting_list customer_type \\\n", - "15 0 ... NaN 0 Transient-Party \n", - "51 0 ... NaN 0 Transient \n", - "82 0 ... NaN 0 Transient \n", - "95 0 ... NaN 0 Transient \n", - "99 0 ... NaN 0 Transient \n", - "... ... ... ... ... ... \n", - "61753 0 ... NaN 0 Transient \n", - "61761 0 ... NaN 0 Transient \n", - "61768 0 ... NaN 0 Transient \n", - "61783 0 ... NaN 0 Transient \n", - "61790 0 ... NaN 0 Transient \n", - "\n", - " average_daily_rate required_car_parking_spaces_num \\\n", - "15 112.67 0 \n", - "51 62.80 0 \n", - "82 62.00 0 \n", - "95 62.00 0 \n", - "99 75.00 0 \n", - "... ... ... \n", - "61753 70.00 0 \n", - "61761 62.80 0 \n", - "61768 62.00 0 \n", - "61783 62.00 0 \n", - "61790 62.80 0 \n", - "\n", - " special_requests_num reservation_status reservation_status_date \\\n", - "15 0 Canceled 2017-07-18 \n", - "51 0 Canceled 2015-10-21 \n", - "82 0 Canceled 2015-10-21 \n", - "95 0 Canceled 2015-10-21 \n", - "99 0 Canceled 2015-10-12 \n", - "... ... ... ... \n", - "61753 0 Canceled 2015-10-20 \n", - "61761 0 Canceled 2015-10-21 \n", - "61768 0 Canceled 2015-10-21 \n", - "61783 0 Canceled 2015-10-21 \n", - "61790 0 Canceled 2015-10-21 \n", - "\n", - " booking_id is_canceled \n", - "15 d73d9a15-bcb1-441e-9571-56cbdde0e670 1 \n", - "51 264b4bdc-1f93-41dc-bad8-381405061cb1 1 \n", - "82 29230190-f1d1-4d9e-90ec-d9d4a0755cfd 1 \n", - "95 11de0e85-b5c6-4876-96b7-37c65f479ec5 1 \n", - "99 14d571b1-1cf3-4058-b50a-46367cd4f47e 1 \n", - "... ... ... \n", - "61753 29a08da1-e707-4bd4-bbfe-ca55c19b7c3b 1 \n", - "61761 159515de-2c06-41b2-8364-f34ddee5e1c6 1 \n", - "61768 6f8bfdd6-6c76-449c-8ef4-ba22b2ece17c 1 \n", - "61783 5e1faaa8-cf26-4e74-bc1f-0fbcbfe65c01 1 \n", - "61790 1f846c65-3238-478d-9a9c-6d998fdd239a 1 \n", - "\n", - "[1283 rows x 33 columns]" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf[hotelsdf[\"lead_time\"] >= 400]" - ] - }, - { - "cell_type": "markdown", - "id": "54611be3", - "metadata": {}, - "source": [ - "#### Outliers\n" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "id": "45008169", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Los valores mas llamativos son aquellos por encima de 400. Dichos valores representan un: 2.141331197009146%\n" - ] - } - ], - "source": [ - "porcentaje = str((len(hotelsdf[hotelsdf[\"lead_time\"] >= 400]) * 100)/len(hotelsdf))\n", - "print(\"Los valores mas llamativos son aquellos por encima de 400. Dichos valores representan un: \" + porcentaje + \"%\")" - ] - }, - { - "cell_type": "markdown", - "id": "23557ca9", - "metadata": {}, - "source": [ - "Es un porcentaje lo suficientemente bajo para poder borrarlos" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "id": "2df618bb", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
0City Hotel492016September3751210...NaN0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120...NaN0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
2City Hotel252016October42130122...NaN0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c0
3City Hotel262016December51122520...NaN0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff1
4City Hotel1042017March12192520...NaN0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b5920
..................................................................
58628Resort Hotel242017January4270220...NaN0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f1
58629City Hotel02016September3620110...NaN0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c0
58630City Hotel102017May1981210...153.00Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed450
58631Resort Hotel1432015October41102520...NaN0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
58632City Hotel572016April17172520...NaN0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
\n", - "

58633 rows × 33 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "58628 Resort Hotel 24 2017 January \n", - "58629 City Hotel 0 2016 September \n", - "58630 City Hotel 10 2017 May \n", - "58631 Resort Hotel 143 2015 October \n", - "58632 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "58628 4 27 0 \n", - "58629 36 2 0 \n", - "58630 19 8 1 \n", - "58631 41 10 2 \n", - "58632 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "0 2 1 0 ... NaN \n", - "1 1 2 0 ... NaN \n", - "2 1 2 2 ... NaN \n", - "3 5 2 0 ... NaN \n", - "4 5 2 0 ... NaN \n", - "... ... ... ... ... ... \n", - "58628 2 2 0 ... NaN \n", - "58629 1 1 0 ... NaN \n", - "58630 2 1 0 ... 153.0 \n", - "58631 5 2 0 ... NaN \n", - "58632 5 2 0 ... NaN \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "0 0 Transient 115.50 \n", - "1 0 Transient 42.00 \n", - "2 0 Transient 229.00 \n", - "3 0 Transient 75.00 \n", - "4 0 Transient-Party 75.00 \n", - "... ... ... ... \n", - "58628 0 Transient 48.00 \n", - "58629 0 Transient 149.00 \n", - "58630 0 Transient 95.00 \n", - "58631 0 Transient 36.05 \n", - "58632 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "0 0 1 \n", - "1 1 0 \n", - "2 0 2 \n", - "3 0 0 \n", - "4 0 1 \n", - "... ... ... \n", - "58628 0 1 \n", - "58629 0 0 \n", - "58630 0 0 \n", - "58631 0 0 \n", - "58632 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "2 Check-Out 2016-10-14 \n", - "3 Canceled 2016-11-29 \n", - "4 Check-Out 2017-03-26 \n", - "... ... ... \n", - "58628 Canceled 2017-01-23 \n", - "58629 Check-Out 2016-09-03 \n", - "58630 Check-Out 2017-05-11 \n", - "58631 Canceled 2015-07-08 \n", - "58632 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 \n", - "... ... ... \n", - "58628 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 \n", - "58629 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 \n", - "58630 76fb0e83-59df-43ee-9c33-aec51030ed45 0 \n", - "58631 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "58632 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[58633 rows x 33 columns]" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.drop(hotelsdf[hotelsdf[\"lead_time\"] >= 400].index, inplace = True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "cb7d0e8b", - "metadata": {}, - "source": [ - "Vamos a observar como se ve nuestro grafico despues de sacar los outliers" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "id": "f742e2dc", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.boxplot(data=hotelsdf.lead_time)\n", - "plt.xlabel(\"Cantidad de reservas\")\n", - "plt.ylabel(\"Cantidad de dias de anticipacion\")\n", - "plt.title(\"Boxplot dias de anticipacion de la reserva\")\n", - "plt.show()\n", - "\n", - "plt.hist(hotelsdf.lead_time)\n", - "plt.title('Histograma dias de anticipacion de la reserva')\n", - "plt.xlabel('Cantidad de dias')\n", - "plt.ylabel('Frecuencia')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "261cc4f4", - "metadata": {}, - "source": [ - "### previous booking not cancelled number\n", - "\n", - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "id": "f736ece5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 58633.000000\n", - "mean 0.109733\n", - "std 1.387391\n", - "min 0.000000\n", - "25% 0.000000\n", - "50% 0.000000\n", - "75% 0.000000\n", - "max 70.000000\n", - "Name: previous_bookings_not_canceled_num, dtype: float64" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf[\"previous_bookings_not_canceled_num\"].describe()" - ] - }, - { - "cell_type": "markdown", - "id": "14b681a7", - "metadata": {}, - "source": [ - "Esta variable representa la cantidad de reservasa que no fueron canceladas por el usuario antes de la reserva actual" - ] - }, - { - "cell_type": "markdown", - "id": "95fcfee7", - "metadata": {}, - "source": [ - "#### Valores nulos/faltantes" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "id": "444b3fae", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.previous_bookings_not_canceled_num.isna().sum()" - ] - }, - { - "cell_type": "markdown", - "id": "94b930d0", - "metadata": {}, - "source": [ - "#### Grafica de distribución\n" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "id": "c977e5eb", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Los valores que toma la variable son los siguientes:\n", - "[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n", - " 24 25 26 27 28 29 30 31 32 33 36 38 40 41 43 49 50 55 56 58 59 61 62 63\n", - " 64 69 70]\n", - "\n", - "Y toma dichos valores con la siguiente frecuencia\n" - ] - }, - { - "data": { - "text/plain": [ - "0 57246\n", - "1 569\n", - "2 236\n", - "3 139\n", - "4 97\n", - "5 71\n", - "6 36\n", - "8 28\n", - "7 27\n", - "10 20\n", - "9 20\n", - "11 18\n", - "13 15\n", - "12 13\n", - "14 10\n", - "25 10\n", - "15 7\n", - "18 7\n", - "24 6\n", - "26 5\n", - "17 5\n", - "28 4\n", - "22 4\n", - "19 3\n", - "27 3\n", - "21 3\n", - "20 3\n", - "16 2\n", - "58 2\n", - "29 2\n", - "23 2\n", - "49 1\n", - "56 1\n", - "32 1\n", - "63 1\n", - "36 1\n", - "59 1\n", - "69 1\n", - "31 1\n", - "43 1\n", - "50 1\n", - "41 1\n", - "40 1\n", - "61 1\n", - "55 1\n", - "33 1\n", - "70 1\n", - "38 1\n", - "30 1\n", - "62 1\n", - "64 1\n", - "Name: previous_bookings_not_canceled_num, dtype: int64" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "print(\"Los valores que toma la variable son los siguientes:\")\n", - "daysInWaitingListValores = (hotelsdf[\"previous_bookings_not_canceled_num\"].unique())\n", - "daysInWaitingListValores.sort()\n", - "print(daysInWaitingListValores)\n", - "print()\n", - "print(\"Y toma dichos valores con la siguiente frecuencia\")\n", - "hotelsdf[\"previous_bookings_not_canceled_num\"].value_counts()" - ] - }, - { - "cell_type": "markdown", - "id": "b7e4db06", - "metadata": {}, - "source": [ - "Vamos a graficar los valores mayores a 0 para poder apreciar la distribución de los otros datos" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "id": "920c5b6d", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mayor0=hotelsdf[hotelsdf[\"previous_bookings_not_canceled_num\"] > 0]\n", - "mayor0.reset_index(drop=True)\n", - "plt.hist(mayor0.days_in_waiting_list)\n", - "plt.title('Histograma dias en la lista de espera mayor a 0')\n", - "plt.xlabel('Cantidad de dias')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "e26a00a7", - "metadata": {}, - "source": [ - "Del grafico se observa que la gran mayoria de la gente que no cancelo, no cancelaron entre 1 y 10 veces" - ] - }, - { - "cell_type": "markdown", - "id": "9534d830", - "metadata": {}, - "source": [ - "#### Outliers" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "id": "2c9e9f6c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Dias')" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.boxplot(data = hotelsdf['previous_bookings_not_canceled_num'])\n", - "plt.xlabel('Dias en la lista de espera')\n", - "plt.ylabel('Dias')" - ] - }, - { - "cell_type": "markdown", - "id": "1688b132", - "metadata": {}, - "source": [ - "Debido a la gran cantidad de valores con 0, y a la poca cantidad de valores sin 0 todos los valores distintos a 0 figuran como outliers. \\\n", - "Dichos valores representan:" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "id": "448c2b5a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2.365562055497757%\n" - ] - } - ], - "source": [ - "print(str((len(hotelsdf[hotelsdf[\"previous_bookings_not_canceled_num\"] > 0])*100)/len(hotelsdf)) + \"%\")" - ] - }, - { - "cell_type": "markdown", - "id": "85bb089d", - "metadata": {}, - "source": [ - "Considerando el bajo volumen que representan, decidimos dropearlos" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "id": "778a6bdb", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
0City Hotel492016September3751210...NaN0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120...NaN0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
2City Hotel252016October42130122...NaN0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c0
3City Hotel262016December51122520...NaN0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff1
4City Hotel1042017March12192520...NaN0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b5920
..................................................................
57241Resort Hotel242017January4270220...NaN0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f1
57242City Hotel02016September3620110...NaN0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c0
57243City Hotel102017May1981210...153.00Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed450
57244Resort Hotel1432015October41102520...NaN0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
57245City Hotel572016April17172520...NaN0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
\n", - "

57246 rows × 33 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "57241 Resort Hotel 24 2017 January \n", - "57242 City Hotel 0 2016 September \n", - "57243 City Hotel 10 2017 May \n", - "57244 Resort Hotel 143 2015 October \n", - "57245 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "57241 4 27 0 \n", - "57242 36 2 0 \n", - "57243 19 8 1 \n", - "57244 41 10 2 \n", - "57245 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "0 2 1 0 ... NaN \n", - "1 1 2 0 ... NaN \n", - "2 1 2 2 ... NaN \n", - "3 5 2 0 ... NaN \n", - "4 5 2 0 ... NaN \n", - "... ... ... ... ... ... \n", - "57241 2 2 0 ... NaN \n", - "57242 1 1 0 ... NaN \n", - "57243 2 1 0 ... 153.0 \n", - "57244 5 2 0 ... NaN \n", - "57245 5 2 0 ... NaN \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "0 0 Transient 115.50 \n", - "1 0 Transient 42.00 \n", - "2 0 Transient 229.00 \n", - "3 0 Transient 75.00 \n", - "4 0 Transient-Party 75.00 \n", - "... ... ... ... \n", - "57241 0 Transient 48.00 \n", - "57242 0 Transient 149.00 \n", - "57243 0 Transient 95.00 \n", - "57244 0 Transient 36.05 \n", - "57245 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "0 0 1 \n", - "1 1 0 \n", - "2 0 2 \n", - "3 0 0 \n", - "4 0 1 \n", - "... ... ... \n", - "57241 0 1 \n", - "57242 0 0 \n", - "57243 0 0 \n", - "57244 0 0 \n", - "57245 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "2 Check-Out 2016-10-14 \n", - "3 Canceled 2016-11-29 \n", - "4 Check-Out 2017-03-26 \n", - "... ... ... \n", - "57241 Canceled 2017-01-23 \n", - "57242 Check-Out 2016-09-03 \n", - "57243 Check-Out 2017-05-11 \n", - "57244 Canceled 2015-07-08 \n", - "57245 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 \n", - "... ... ... \n", - "57241 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 \n", - "57242 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 \n", - "57243 76fb0e83-59df-43ee-9c33-aec51030ed45 0 \n", - "57244 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "57245 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[57246 rows x 33 columns]" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.drop(hotelsdf[hotelsdf[\"previous_bookings_not_canceled_num\"] > 0].index, inplace = True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "1ff1bf6d", - "metadata": {}, - "source": [ - "Sin embargo, al dropearlos, el resto de nuestros valores son 0. Esto quiere decir que todo el resto de las columnas presentan los mismos valores. \\\n", - "Es por esto que decidimos eliminar la totalidad de la columna visto a que no nos aporta informacion." - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "id": "ac4b9e89", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
0City Hotel492016September3751210...NaN0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120...NaN0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
2City Hotel252016October42130122...NaN0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c0
3City Hotel262016December51122520...NaN0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff1
4City Hotel1042017March12192520...NaN0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b5920
..................................................................
57241Resort Hotel242017January4270220...NaN0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f1
57242City Hotel02016September3620110...NaN0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c0
57243City Hotel102017May1981210...153.00Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed450
57244Resort Hotel1432015October41102520...NaN0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
57245City Hotel572016April17172520...NaN0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
\n", - "

57246 rows × 32 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "57241 Resort Hotel 24 2017 January \n", - "57242 City Hotel 0 2016 September \n", - "57243 City Hotel 10 2017 May \n", - "57244 Resort Hotel 143 2015 October \n", - "57245 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "57241 4 27 0 \n", - "57242 36 2 0 \n", - "57243 19 8 1 \n", - "57244 41 10 2 \n", - "57245 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "0 2 1 0 ... NaN \n", - "1 1 2 0 ... NaN \n", - "2 1 2 2 ... NaN \n", - "3 5 2 0 ... NaN \n", - "4 5 2 0 ... NaN \n", - "... ... ... ... ... ... \n", - "57241 2 2 0 ... NaN \n", - "57242 1 1 0 ... NaN \n", - "57243 2 1 0 ... 153.0 \n", - "57244 5 2 0 ... NaN \n", - "57245 5 2 0 ... NaN \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "0 0 Transient 115.50 \n", - "1 0 Transient 42.00 \n", - "2 0 Transient 229.00 \n", - "3 0 Transient 75.00 \n", - "4 0 Transient-Party 75.00 \n", - "... ... ... ... \n", - "57241 0 Transient 48.00 \n", - "57242 0 Transient 149.00 \n", - "57243 0 Transient 95.00 \n", - "57244 0 Transient 36.05 \n", - "57245 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "0 0 1 \n", - "1 1 0 \n", - "2 0 2 \n", - "3 0 0 \n", - "4 0 1 \n", - "... ... ... \n", - "57241 0 1 \n", - "57242 0 0 \n", - "57243 0 0 \n", - "57244 0 0 \n", - "57245 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "2 Check-Out 2016-10-14 \n", - "3 Canceled 2016-11-29 \n", - "4 Check-Out 2017-03-26 \n", - "... ... ... \n", - "57241 Canceled 2017-01-23 \n", - "57242 Check-Out 2016-09-03 \n", - "57243 Check-Out 2017-05-11 \n", - "57244 Canceled 2015-07-08 \n", - "57245 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 \n", - "... ... ... \n", - "57241 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 \n", - "57242 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 \n", - "57243 76fb0e83-59df-43ee-9c33-aec51030ed45 0 \n", - "57244 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "57245 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[57246 rows x 32 columns]" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.drop(\"previous_bookings_not_canceled_num\", axis=1, inplace=True)\n", - "cuantitativas.remove(\"previous_bookings_not_canceled_num\")\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "7cd0c769", - "metadata": {}, - "source": [ - "### previous booking cancellation number" - ] - }, - { - "cell_type": "markdown", - "id": "0cec9917", - "metadata": { - "lines_to_next_cell": 0 - }, - "source": [ - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "id": "f7420828", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 57246.000000\n", - "mean 0.101387\n", - "std 0.897503\n", - "min 0.000000\n", - "25% 0.000000\n", - "50% 0.000000\n", - "75% 0.000000\n", - "max 26.000000\n", - "Name: previous_cancellations_num, dtype: float64" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf[\"previous_cancellations_num\"].describe()" - ] - }, - { - "cell_type": "markdown", - "id": "50fe7a4a", - "metadata": {}, - "source": [ - "Esta variable representa la cantidad de reservasa que si fueron canceladas por el usuario antes de la reserva actual" - ] - }, - { - "cell_type": "markdown", - "id": "e090bc4c", - "metadata": { - "lines_to_next_cell": 0 - }, - "source": [ - "#### Valores nulos/faltantes" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "id": "0e57d623", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.previous_cancellations_num.isna().sum()" - ] - }, - { - "cell_type": "markdown", - "id": "d9d7cd46", - "metadata": { - "lines_to_next_cell": 0 - }, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "id": "b7d0e2d9", - "metadata": { - "lines_to_next_cell": 0 - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Los valores que toma la variable son los siguientes:\n", - "[ 0 1 2 3 6 11 14 19 21 24 25 26]\n", - "\n", - "Y toma dichos valores con la siguiente frecuencia\n" - ] - }, - { - "data": { - "text/plain": [ - "0 53274\n", - "1 3860\n", - "26 20\n", - "19 17\n", - "24 17\n", - "25 16\n", - "2 16\n", - "14 12\n", - "3 7\n", - "11 3\n", - "6 3\n", - "21 1\n", - "Name: previous_cancellations_num, dtype: int64" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "print(\"Los valores que toma la variable son los siguientes:\")\n", - "daysInWaitingListValores = (hotelsdf[\"previous_cancellations_num\"].unique())\n", - "daysInWaitingListValores.sort()\n", - "print(daysInWaitingListValores)\n", - "print()\n", - "print(\"Y toma dichos valores con la siguiente frecuencia\")\n", - "hotelsdf[\"previous_cancellations_num\"].value_counts()" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "id": "037184c4", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x='previous_cancellations_num', palette='Set1')\n", - "plt.title('Countplot reservas previas no canceladas')\n", - "plt.xlabel('Cantidad de reservas')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "9cdc8ca3", - "metadata": {}, - "source": [ - "Del grafico y la distribución previa se observa que la gran mayoria de la gente que cancelo, cancelo 1 vez." - ] - }, - { - "cell_type": "markdown", - "id": "64795ba3", - "metadata": {}, - "source": [ - "#### Outliers" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "id": "525d95df", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Dias')" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.boxplot(data = hotelsdf['previous_cancellations_num'])\n", - "plt.xlabel('Dias en la lista de espera')\n", - "plt.ylabel('Dias')" - ] - }, - { - "cell_type": "markdown", - "id": "762dcc9e", - "metadata": {}, - "source": [ - "Del grafico se ve que todos los valores por encima de 0 estan por fuera de los cuartiles.\\\n", - "Sin embargo, esos datos representan:" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "id": "398ddcc6", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6.938476050728435%\n" - ] - } - ], - "source": [ - "print(str((len(hotelsdf[hotelsdf[\"previous_cancellations_num\"] > 0])*100)/len(hotelsdf)) + \"%\")" - ] - }, - { - "cell_type": "markdown", - "id": "8dae00c0", - "metadata": {}, - "source": [ - "Porcentaje que es demasiado elevado como para eliminar" - ] - }, - { - "cell_type": "markdown", - "id": "a26fd6a1", - "metadata": {}, - "source": [ - "Sin embargo, la mayoria de estos datos estan concetrados en los registros con 1 cancelacion. Si tomamos un umbral un poco mayor podemos descartar los valores atipicos. Por ejemplo, los registros con 2 cancelaciones o mas represenan un" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "id": "7dfb991f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.19564685742235266%\n" - ] - } - ], - "source": [ - "print(str((len(hotelsdf[hotelsdf[\"previous_cancellations_num\"] >= 2])*100)/len(hotelsdf)) + \"%\")" - ] - }, - { - "cell_type": "markdown", - "id": "0a7c48fb", - "metadata": {}, - "source": [ - "Al ser un porcentaje tan insignificante, decidimos eliminar esas" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "id": "078f7536", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
0City Hotel492016September3751210...NaN0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120...NaN0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
2City Hotel252016October42130122...NaN0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c0
3City Hotel262016December51122520...NaN0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff1
4City Hotel1042017March12192520...NaN0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b5920
..................................................................
57129Resort Hotel242017January4270220...NaN0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f1
57130City Hotel02016September3620110...NaN0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c0
57131City Hotel102017May1981210...153.00Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed450
57132Resort Hotel1432015October41102520...NaN0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
57133City Hotel572016April17172520...NaN0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
\n", - "

57134 rows × 32 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "57129 Resort Hotel 24 2017 January \n", - "57130 City Hotel 0 2016 September \n", - "57131 City Hotel 10 2017 May \n", - "57132 Resort Hotel 143 2015 October \n", - "57133 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "57129 4 27 0 \n", - "57130 36 2 0 \n", - "57131 19 8 1 \n", - "57132 41 10 2 \n", - "57133 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "0 2 1 0 ... NaN \n", - "1 1 2 0 ... NaN \n", - "2 1 2 2 ... NaN \n", - "3 5 2 0 ... NaN \n", - "4 5 2 0 ... NaN \n", - "... ... ... ... ... ... \n", - "57129 2 2 0 ... NaN \n", - "57130 1 1 0 ... NaN \n", - "57131 2 1 0 ... 153.0 \n", - "57132 5 2 0 ... NaN \n", - "57133 5 2 0 ... NaN \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "0 0 Transient 115.50 \n", - "1 0 Transient 42.00 \n", - "2 0 Transient 229.00 \n", - "3 0 Transient 75.00 \n", - "4 0 Transient-Party 75.00 \n", - "... ... ... ... \n", - "57129 0 Transient 48.00 \n", - "57130 0 Transient 149.00 \n", - "57131 0 Transient 95.00 \n", - "57132 0 Transient 36.05 \n", - "57133 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "0 0 1 \n", - "1 1 0 \n", - "2 0 2 \n", - "3 0 0 \n", - "4 0 1 \n", - "... ... ... \n", - "57129 0 1 \n", - "57130 0 0 \n", - "57131 0 0 \n", - "57132 0 0 \n", - "57133 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "2 Check-Out 2016-10-14 \n", - "3 Canceled 2016-11-29 \n", - "4 Check-Out 2017-03-26 \n", - "... ... ... \n", - "57129 Canceled 2017-01-23 \n", - "57130 Check-Out 2016-09-03 \n", - "57131 Check-Out 2017-05-11 \n", - "57132 Canceled 2015-07-08 \n", - "57133 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 \n", - "... ... ... \n", - "57129 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 \n", - "57130 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 \n", - "57131 76fb0e83-59df-43ee-9c33-aec51030ed45 0 \n", - "57132 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "57133 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[57134 rows x 32 columns]" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.drop(hotelsdf[hotelsdf[\"previous_cancellations_num\"] >= 2].index, inplace = True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "329338b1", - "metadata": {}, - "source": [ - "Observamos como nuestros valores cambiaron despues del ajuste" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "id": "fb60098a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x='previous_cancellations_num', palette='Set1')\n", - "plt.title('Countplot reservas previas no canceladas')\n", - "plt.xlabel('Cantidad de reservas')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "75b289c3", - "metadata": {}, - "source": [ - "#### Ajustes de valor\n", - "\n", - "### required car space number \n", - "\n", - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "id": "08e978d3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 57134.000000\n", - "mean 0.046102\n", - "std 0.210790\n", - "min 0.000000\n", - "25% 0.000000\n", - "50% 0.000000\n", - "75% 0.000000\n", - "max 3.000000\n", - "Name: required_car_parking_spaces_num, dtype: float64" - ] - }, - "execution_count": 83, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.required_car_parking_spaces_num.describe()" - ] - }, - { - "cell_type": "markdown", - "id": "d5315000", - "metadata": {}, - "source": [ - "#### Valores nulos/faltantes" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "id": "799d6606", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "La cantidad de valores nulos/faltantes es 0\n" - ] - } - ], - "source": [ - "print(\"La cantidad de valores nulos/faltantes es\", hotelsdf.required_car_parking_spaces_num.isna().sum())" - ] - }, - { - "cell_type": "markdown", - "id": "9578e278", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "id": "e21b8e8d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Espacios de autos requeridos')" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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zZw6OHj2KpKQk7NixAwD0vujNzc1hZmYmG6ZWq/Hw4cMq9Xvr1i0AgLOzs9640sN27NiBwYMHo379+ti8eTMSEhKQlJSEt956Szb/W7duwdjYGHZ2dhVOr6KelPRz48YNAMBrr70GExMT2WP+/PkQQii6tUPpKwkrM91t27YhNDQUn332GXQ6HWxtbTF06FBkZmZWuceyrmzs3bs36tWrhw0bNgAAcnJysHv3bgwdOhRGRkYA/jgnxt/fHzt27MDkyZNx6NAh/Pjjj0hMTAQgfy89re+nKb0tSrZ3yfup5L9lLYuLi4s0vqJlLkvJ+pw0aZLe+gwPDwcA6fytTz75BFOmTMGuXbvQrVs32NraYsCAAfjll1/K7L2s5SvpMy0tDS+//DL++9//Yvny5fjhhx+QlJSETz/9FMD/X7cl54dU9iRvpetLq9UiPj4ebdu2xfvvv48XXngBLi4umDFjRoWhozKf8xs3buDs2bN669fKygpCCL3z40q/Fqiez05FfvzxR/j7+wP440rl48ePIykpCR988AGA6tkexsbGehfNqFQqODs7671/S79/gD++l5/8zC1ZsgTvvPMOfHx8sH37diQmJiIpKQm9evUqM9Db2trKnpuamlY4vKLfgBs3buDOnTswNTXV2y6ZmZl621TJ8pSnsp/9v0rtuLSH9BgZGaFHjx44cOAArl279tQP6+HDh3H9+nUcPXpU2rsEQO9kw5pS8uEo64sqMzNTdnLk5s2b0bhxY2zbtk32r+iSk9CfnOajR49w69Yt2YdP6Q+ynZ1duf08yd7eHgCwYsUKdOrUqcxpOTk5PXV+pfcIVGa69vb2WLZsGZYtW4a0tDTs3r0bU6dORVZWFmJiYqrUY1l7KIyMjBASEoJPPvkEd+7cwdatW1FQUIA333xTqjl37hzOnDmDqKgohIaGSsPLOoH8aX0/TWZmJurXry89L729S/6bkZGh9xm4fv26tF4qWuaylLxu2rRpGDhwYJk17u7uAAALCwvMmjULs2bNwo0bN6S9TkFBQbh48WK5vZcs35PLsWvXLuTn52PHjh2yPTMpKSmyeZf8yD7tpOzSKrO+vLy8EB0dDSEEzp49i6ioKHz00UfQaDSYOnVqhdNX8jm3t7eHRqPRO5H5yfHlqc7PTkWio6NhYmKCvXv3yv4RuWvXLlndk9vD1dW1wmk+qeQ7LDs7WxachBDIzMxEx44dFU+rxObNm+Hr64vVq1fLhpd3gUt1sre3h52dXbnr1crKqtrm9eR7ubSyPvt/Fe5pqsWmTZsGIQRGjBiBwsJCvfFFRUXYs2cPgP//Y1H6Kru1a9dWef4l01Lyr4JOnTrBzMwMW7ZskQ0/ceKE3q5YlUoFU1NT2Q9cZmam3tVz3bp1AwC9aW7dulVR/926dcP58+dx5syZCl/fpUsX1K1bFxcuXECHDh3KfJT8K6wyqjrdhg0bYsyYMfDz88NPP/1U7T2++eabePjwIf79738jKioKOp0OLVu2lMZX9b1UVt9PU3rbfvXVV3j06JF0xU7JobbNmzfL6pKSkpCamooePXoomk9p7u7uaN68Oc6cOVPu+izrB8DJyQlhYWEYMmQILl26pHdlXHnv1ZLlKWvdCiGwfv162es6d+4MrVaLNWvWlHkVV3mqsr5UKhXatGmDpUuXom7duhVuu8p8zgMDA/Gf//wHdnZ2Za7fiu7JU52fHaD8vRsltwUp2csK/PF9t2nTJlmdv78/jIyM9ILK05Ss79LbY/v27cjPz6/S+1elUul9Ns+ePYuEhIRKT6uyAgMDcevWLRQXF5e5TUr+oVEZ5f3O6HQ6aDQavXV37do1HD58uMqf/T+Le5pqMZ1Oh9WrVyM8PBze3t5455138MILL6CoqAinT5/GunXr4OnpiaCgIHTu3Bk2NjYYNWoUZsyYARMTE2zZskUvMFSGlZUV3Nzc8O2336JHjx6wtbWFvb19mV92NjY2mDRpEubMmYPhw4dj0KBBSE9Px8yZM/V22wcGBmLHjh0IDw/Ha6+9hvT0dMyePRv16tWTHfLw9/fHK6+8gsmTJyM/Px8dOnTA8ePH9b7QyhMREYEvvvgCffv2xZw5c+Dk5IQtW7bI9g4AgKWlJVasWIHQ0FDcvn0br732GhwdHZGdnY0zZ84gOzu70l+WlZlubm4uunXrhuDgYLRs2RJWVlZISkpCTEyMtBekOnts2bIldDodIiMjkZ6ejnXr1umNb9q0KaZOnQohBGxtbbFnzx7ExcXJ6pT0/TQ7duyAsbEx/Pz8cP78eUyfPh1t2rTB4MGDAfwRbkaOHIkVK1agTp066N27N37//XdMnz4drq6uGD9+vKL5lGXt2rXo3bs3AgICEBYWhvr16+P27dtITU3FTz/9hK+//hoA4OPjg8DAQLRu3Ro2NjZITU3Fpk2boNPpZPeAMjU1xeLFi3Hv3j107NgRJ06cwJw5c9C7d2+89NJLAP64v5qpqSmGDBmCyZMn4+HDh1i9ejVycnJkvVlaWmLx4sUYPnw4evbsiREjRsDJyQm//vorzpw5g5UrV5a5TErX1969e7Fq1SoMGDAATZo0gRACO3bswJ07d+Dn51fuOqvM5zwiIgLbt2/HK6+8gvHjx6N169Z4/Pgx0tLSEBsbi4kTJ8LHx6fM+VTnZwf4Y6/ajh07sHr1anh7e6NOnTro0KED+vbtiyVLliA4OBgjR47ErVu3sGjRIr1Q0qhRI7z//vuYPXs2Hjx4gCFDhkCr1eLChQu4efOmdBPg0vz8/BAQEIApU6YgLy8PXbp0wdmzZzFjxgy0a9cOISEh5a7r8gQGBmL27NmYMWMGunbtikuXLuGjjz5C48aN8ejRo0pPrzL++c9/YsuWLejTpw/effddvPjiizAxMcG1a9dw5MgR9O/fH6+++mqlpunp6QkAWLduHaysrGBmZobGjRvDzs4O06dPx/vvv4+hQ4diyJAhuHXrFmbNmgUzMzPMmDGjJhbx6Qxy+jlVSkpKiggNDRUNGzYUpqam0uWqH374oXRpphBCnDhxQuh0OmFubi4cHBzE8OHDxU8//aR3CXVoaKiwsLDQm09Zly8fPHhQtGvXTqjVagFAhIaGCiHKvuXA48ePRWRkpHB1dRWmpqaidevWYs+ePXpXYAghxMcffywaNWok1Gq1aNWqlVi/fn2Z879z54546623RN26dYW5ubnw8/MTFy9eVHT1nBBCXLhwQfj5+QkzMzNha2srhg0bJr799tsyr9aIj48Xffv2Fba2tsLExETUr19f9O3bV3z99dcVzqPk6rny6p423YcPH4pRo0aJ1q1bC2tra6HRaIS7u7uYMWOGyM/Pr3SPJevxycvxS1u3bp0AIDQajexqmdLrzcrKStjY2IhBgwaJtLQ02XqvTN+llfSYnJwsgoKChKWlpbCyshJDhgwRN27ckNUWFxeL+fPnixYtWggTExNhb28v/vWvf4n09HRZXdeuXcULL7xQ4XxLO3PmjBg8eLBwdHQUJiYmwtnZWXTv3l2sWbNGqpk6daro0KGDsLGxEWq1WjRp0kSMHz9e3Lx5U6op+UydPXtW+Pr6Co1GI2xtbcU777wj7t27J5vnnj17RJs2bYSZmZmoX7++eO+996QrRUu/J/fv3y+6du0qLCwshLm5ufDw8BDz58/XW4+VXV8XL14UQ4YMEU2bNhUajUZotVrx4osviqioqKeus8p8zu/duyf+7//+T7i7uwtTU1Oh1WqFl5eXGD9+vMjMzHzqvKrrs3P79m3x2muvibp16wqVSiVbZ1988YVwd3eXtm1kZKT4/PPP9b7fhBBi48aNomPHjsLMzExYWlqKdu3a6X23lr5K78GDB2LKlCnCzc1NmJiYiHr16ol33nlH5OTkyOrc3NxE37599dZB6fVaUFAgJk2aJOrXry/MzMxE+/btxa5du/TmXXL13MKFC2XTK+/7quQ7/cmrHcvapkVFRWLRokXSe9jS0lK0bNlSvP322+KXX36p9PII8ccVfY0bNxZGRkZ6v1efffaZaN26tfT+6d+/vzh//rzedP8qKiEqse+XiKgazJw5E7NmzUJ2drbBzk2oTmFhYfjmm29w7949Q7dCRDWI5zQRERERKcDQRERERKQAD88RERERKcA9TUREREQKMDQRERERKcDQRERERKQAb25ZjR4/fozr16/DysqqUn9kk4iIiAxHCIG7d+/CxcVF9geOS2NoqkbXr1+v1N8lIiIiotojPT29wr/1ytBUjUr+VlV6ejqsra0N3A0REREpkZeXB1dX16f+0WGGpmpUckjO2tqaoYmIiOgZ87RTa3giOBEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESlgbOgG/u6839to6Bbof5IXDjV0C0REVItxTxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKSAQUPTzJkzoVKpZA9nZ2dpvBACM2fOhIuLCzQaDXx9fXH+/HnZNAoKCjB27FjY29vDwsIC/fr1w7Vr12Q1OTk5CAkJgVarhVarRUhICO7cuSOrSUtLQ1BQECwsLGBvb49x48ahsLCwxpadiIiIni0G39P0wgsvICMjQ3r8/PPP0rgFCxZgyZIlWLlyJZKSkuDs7Aw/Pz/cvXtXqomIiMDOnTsRHR2NY8eO4d69ewgMDERxcbFUExwcjJSUFMTExCAmJgYpKSkICQmRxhcXF6Nv377Iz8/HsWPHEB0dje3bt2PixIl/zUogIiKiWs/Y4A0YG8v2LpUQQmDZsmX44IMPMHDgQADAl19+CScnJ2zduhVvv/02cnNz8fnnn2PTpk3o2bMnAGDz5s1wdXXFwYMHERAQgNTUVMTExCAxMRE+Pj4AgPXr10On0+HSpUtwd3dHbGwsLly4gPT0dLi4uAAAFi9ejLCwMMydOxfW1tZ/0dogIiKi2srge5p++eUXuLi4oHHjxvjnP/+J3377DQBw5coVZGZmwt/fX6pVq9Xo2rUrTpw4AQBITk5GUVGRrMbFxQWenp5STUJCArRarRSYAKBTp07QarWyGk9PTykwAUBAQAAKCgqQnJxcbu8FBQXIy8uTPYiIiOj5ZNDQ5OPjg40bN+K7777D+vXrkZmZic6dO+PWrVvIzMwEADg5Ocle4+TkJI3LzMyEqakpbGxsKqxxdHTUm7ejo6OspvR8bGxsYGpqKtWUJTIyUjpPSqvVwtXVtZJrgIiIiJ4VBg1NvXv3xj/+8Q94eXmhZ8+e2LdvH4A/DsOVUKlUstcIIfSGlVa6pqz6qtSUNm3aNOTm5kqP9PT0CvsiIiKiZ5fBD889ycLCAl5eXvjll1+k85xK7+nJysqS9go5OzujsLAQOTk5FdbcuHFDb17Z2dmymtLzycnJQVFRkd4eqCep1WpYW1vLHkRERPR8qlWhqaCgAKmpqahXrx4aN24MZ2dnxMXFSeMLCwsRHx+Pzp07AwC8vb1hYmIiq8nIyMC5c+ekGp1Oh9zcXPz4449SzcmTJ5GbmyurOXfuHDIyMqSa2NhYqNVqeHt71+gyExER0bPBoFfPTZo0CUFBQWjYsCGysrIwZ84c5OXlITQ0FCqVChEREZg3bx6aN2+O5s2bY968eTA3N0dwcDAAQKvVYtiwYZg4cSLs7Oxga2uLSZMmSYf7AKBVq1bo1asXRowYgbVr1wIARo4cicDAQLi7uwMA/P394eHhgZCQECxcuBC3b9/GpEmTMGLECO49IiIiIgAGDk3Xrl3DkCFDcPPmTTg4OKBTp05ITEyEm5sbAGDy5Ml48OABwsPDkZOTAx8fH8TGxsLKykqaxtKlS2FsbIzBgwfjwYMH6NGjB6KiomBkZCTVbNmyBePGjZOusuvXrx9WrlwpjTcyMsK+ffsQHh6OLl26QKPRIDg4GIsWLfqL1gQRERHVdiohhDB0E8+LvLw8aLVa5ObmKt5D5f3exhruipRKXjjU0C0QEZEBKP39rlXnNBERERHVVgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECtSY0RUZGQqVSISIiQhomhMDMmTPh4uICjUYDX19fnD9/Xva6goICjB07Fvb29rCwsEC/fv1w7do1WU1OTg5CQkKg1Wqh1WoREhKCO3fuyGrS0tIQFBQECwsL2NvbY9y4cSgsLKypxSUiIqJnTK0ITUlJSVi3bh1at24tG75gwQIsWbIEK1euRFJSEpydneHn54e7d+9KNREREdi5cyeio6Nx7Ngx3Lt3D4GBgSguLpZqgoODkZKSgpiYGMTExCAlJQUhISHS+OLiYvTt2xf5+fk4duwYoqOjsX37dkycOLHmF56IiIieCQYPTffu3cMbb7yB9evXw8bGRhouhMCyZcvwwQcfYODAgfD09MSXX36J+/fvY+vWrQCA3NxcfP7551i8eDF69uyJdu3aYfPmzfj5559x8OBBAEBqaipiYmLw2WefQafTQafTYf369di7dy8uXboEAIiNjcWFCxewefNmtGvXDj179sTixYuxfv165OXl/fUrhYiIiGodg4em0aNHo2/fvujZs6ds+JUrV5CZmQl/f39pmFqtRteuXXHixAkAQHJyMoqKimQ1Li4u8PT0lGoSEhKg1Wrh4+Mj1XTq1AlarVZW4+npCRcXF6kmICAABQUFSE5OLrf3goIC5OXlyR5ERET0fDI25Myjo6Px008/ISkpSW9cZmYmAMDJyUk23MnJCVevXpVqTE1NZXuoSmpKXp+ZmQlHR0e96Ts6OspqSs/HxsYGpqamUk1ZIiMjMWvWrKctJhERET0HDLanKT09He+++y42b94MMzOzcutUKpXsuRBCb1hppWvKqq9KTWnTpk1Dbm6u9EhPT6+wLyIiInp2GSw0JScnIysrC97e3jA2NoaxsTHi4+PxySefwNjYWNrzU3pPT1ZWljTO2dkZhYWFyMnJqbDmxo0bevPPzs6W1ZSeT05ODoqKivT2QD1JrVbD2tpa9iAiIqLnk8FCU48ePfDzzz8jJSVFenTo0AFvvPEGUlJS0KRJEzg7OyMuLk56TWFhIeLj49G5c2cAgLe3N0xMTGQ1GRkZOHfunFSj0+mQm5uLH3/8Uao5efIkcnNzZTXnzp1DRkaGVBMbGwu1Wg1vb+8aXQ9ERET0bDDYOU1WVlbw9PSUDbOwsICdnZ00PCIiAvPmzUPz5s3RvHlzzJs3D+bm5ggODgYAaLVaDBs2DBMnToSdnR1sbW0xadIkeHl5SSeWt2rVCr169cKIESOwdu1aAMDIkSMRGBgId3d3AIC/vz88PDwQEhKChQsX4vbt25g0aRJGjBjBvUdEREQEwMAngj/N5MmT8eDBA4SHhyMnJwc+Pj6IjY2FlZWVVLN06VIYGxtj8ODBePDgAXr06IGoqCgYGRlJNVu2bMG4ceOkq+z69euHlStXSuONjIywb98+hIeHo0uXLtBoNAgODsaiRYv+uoUlIiKiWk0lhBCGbuJ5kZeXB61Wi9zcXMV7qLzf21jDXZFSyQuHGroFIiIyAKW/3wa/TxMRERHRs4ChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAeOqvjA/Px/x8fFIS0tDYWGhbNy4ceP+dGNEREREtUmVQtPp06fRp08f3L9/H/n5+bC1tcXNmzdhbm4OR0dHhiYiIiJ67lTp8Nz48eMRFBSE27dvQ6PRIDExEVevXoW3tzcWLVpU3T0SERERGVyVQlNKSgomTpwIIyMjGBkZoaCgAK6urliwYAHef//96u6RiIiIyOCqFJpMTEygUqkAAE5OTkhLSwMAaLVa6f+JiIiInidVOqepXbt2OHXqFFq0aIFu3brhww8/xM2bN7Fp0yZ4eXlVd49EREREBlelPU3z5s1DvXr1AACzZ8+GnZ0d3nnnHWRlZWHdunXV2iARERFRbVClPU0dOnSQ/t/BwQH79++vtoaIiIiIaiPe3JKIiIhIAcV7mtq3b49Dhw7BxsYG7dq1k04EL8tPP/1ULc0RERER1RaKQ1P//v2hVqsBAAMGDKipfoiIiIhqJcWhacaMGWX+PxEREdHfQZXOaUpKSsLJkyf1hp88eRKnTp36000RERER1TZVCk2jR49Genq63vD//ve/GD169J9uioiIiKi2qVJounDhAtq3b683vF27drhw4cKfboqIiIiotqlSaFKr1bhx44be8IyMDBgbV+nWT0RERES1WpVCk5+fH6ZNm4bc3Fxp2J07d/D+++/Dz8+v2pojIiIiqi2qtFto8eLFeOWVV+Dm5oZ27doBAFJSUuDk5IRNmzZVa4NEREREtUGVQlP9+vVx9uxZbNmyBWfOnIFGo8Gbb76JIUOGwMTEpLp7JCIiIjK4Kp+AZGFhgZEjR1ZnL0RERES1VpX/9tzly5exbt06zJkzBx999JHsodTq1avRunVrWFtbw9raGjqdDgcOHJDGCyEwc+ZMuLi4QKPRwNfXF+fPn5dNo6CgAGPHjoW9vT0sLCzQr18/XLt2TVaTk5ODkJAQaLVaaLVahISE4M6dO7KatLQ0BAUFwcLCAvb29hg3bhwKCwsrv2KIiIjouVSlPU3r16/HO++8A3t7ezg7O8v+Dp1KpcKHH36oaDoNGjTAxx9/jGbNmgEAvvzyS/Tv3x+nT5/GCy+8gAULFmDJkiWIiopCixYtMGfOHPj5+eHSpUuwsrICAERERGDPnj2Ijo6GnZ0dJk6ciMDAQCQnJ8PIyAgAEBwcjGvXriEmJgYAMHLkSISEhGDPnj0AgOLiYvTt2xcODg44duwYbt26hdDQUAghsGLFiqqsIiIiInrOqIQQorIvcnNzQ3h4OKZMmVLtDdna2mLhwoV466234OLigoiICGk+BQUFcHJywvz58/H2228jNzcXDg4O2LRpE15//XUAwPXr1+Hq6or9+/cjICAAqamp8PDwQGJiInx8fAAAiYmJ0Ol0uHjxItzd3XHgwAEEBgYiPT0dLi4uAIDo6GiEhYUhKysL1tbWinrPy8uDVqtFbm6u4td4v7exsquIakjywqGGboGIiAxA6e93lQ7P5eTkYNCgQVVurizFxcWIjo5Gfn4+dDodrly5gszMTPj7+0s1arUaXbt2xYkTJwAAycnJKCoqktW4uLjA09NTqklISIBWq5UCEwB06tQJWq1WVuPp6SkFJgAICAhAQUEBkpOTy+25oKAAeXl5sgcRERE9n6oUmgYNGoTY2NhqaeDnn3+GpaUl1Go1Ro0ahZ07d8LDwwOZmZkAACcnJ1m9k5OTNC4zMxOmpqawsbGpsMbR0VFvvo6OjrKa0vOxsbGBqampVFOWyMhI6TwprVYLV1fXSi49ERERPSuqdE5Ts2bNMH36dCQmJsLLy0vvNgPjxo1TPC13d3ekpKTgzp072L59O0JDQxEfHy+Nf/J8KeCPk8NLDyutdE1Z9VWpKW3atGmYMGGC9DwvL4/BiYiI6DlVpdC0bt06WFpaIj4+XhZwgD/CR2VCk6mpqXQieIcOHZCUlITly5dL5zFlZmaiXr16Un1WVpa0V8jZ2RmFhYXIycmR7W3KyspC586dpZqy/uRLdna2bDonT56Ujc/JyUFRUZHeHqgnqdVqqNVqxctKREREz64qHZ67cuVKuY/ffvvtTzUkhEBBQQEaN24MZ2dnxMXFSeMKCwsRHx8vBSJvb2+YmJjIajIyMnDu3DmpRqfTITc3Fz/++KNUc/LkSeTm5spqzp07h4yMDKkmNjYWarUa3t7ef2p5iIiI6Pnwp/66bmFhIa5cuYKmTZtW6Q/1vv/+++jduzdcXV1x9+5dREdH4+jRo4iJiYFKpUJERATmzZuH5s2bo3nz5pg3bx7Mzc0RHBwMANBqtRg2bBgmTpwIOzs72NraYtKkSfDy8kLPnj0BAK1atUKvXr0wYsQIrF27FsAftxwIDAyEu7s7AMDf3x8eHh4ICQnBwoULcfv2bUyaNAkjRoxQfBUcERERPd+qFJru37+PsWPH4ssvvwTwx40umzRpgnHjxsHFxQVTp05VNJ0bN24gJCQEGRkZ0Gq1aN26NWJiYqQ/+jt58mQ8ePAA4eHhyMnJgY+PD2JjY6V7NAHA0qVLYWxsjMGDB+PBgwfo0aMHoqKipHs0AcCWLVswbtw46Sq7fv36YeXKldJ4IyMj7Nu3D+Hh4ejSpQs0Gg2Cg4OxaNGiqqweIiIieg5V6T5N7777Lo4fP45ly5ahV69eOHv2LJo0aYLdu3djxowZOH36dE30WuvxPk3PNt6niYjo70np73eV9jTt2rUL27ZtQ6dOnWRXl3l4eOA///lPVSZJREREVKtV6UTw7OzsMu99lJ+f/9TbARARERE9i6oUmjp27Ih9+/ZJz0uC0vr166HT6aqnMyIiIqJapEqH5yIjI9GrVy9cuHABjx49wvLly3H+/HkkJCTo3beJiIiI6HlQpT1NnTt3xvHjx3H//n00bdoUsbGxcHJyQkJCAu9rRERERM+lKt+nycvLS7rlABEREdHzrkqhKS0trcLxDRs2rFIzRERERLVVlUJTo0aNKrxKrri4uMoNEREREdVGVQpNpW9eWVRUhNOnT2PJkiWYO3dutTRGREREVJtUKTS1adNGb1iHDh3g4uKChQsXYuDAgX+6MSIiIqLapEpXz5WnRYsWSEpKqs5JEhEREdUKVdrTlJeXJ3suhEBGRgZmzpyJ5s2bV0tjRERERLVJlUJT3bp19U4EF0LA1dUV0dHR1dIYERERUW1SpdB0+PBhWWiqU6cOHBwc0KxZMxgbV/nWT0RERES1VpUSjq+vbzW3QURERFS7VelE8MjISHzxxRd6w7/44gvMnz//TzdFREREVNtUKTStXbsWLVu21Bv+wgsvYM2aNX+6KSIiIqLapkqhKTMzE/Xq1dMb7uDggIyMjD/dFBEREVFtU6XQ5OrqiuPHj+sNP378OFxcXP50U0RERES1TZVOBB8+fDgiIiJQVFSE7t27AwAOHTqEyZMnY+LEidXaIBEREVFtUKXQNHnyZNy+fRvh4eEoLCwEAJiZmWHKlCmYNm1atTZIREREVBtUKTSpVCrMnz8f06dPR2pqKjQaDZo3bw61Wl3d/RERERHVCn/qb89lZmbi9u3baNq0KdRqNYQQ1dUXERERUa1SpdB069Yt9OjRAy1atECfPn2kK+aGDx/Oc5qIiIjouVSl0DR+/HiYmJggLS0N5ubm0vDXX38dMTEx1dYcERERUW1RpXOaYmNj8d1336FBgway4c2bN8fVq1erpTEiIiKi2qRKe5ry8/Nle5hK3Lx5kyeDExER0XOpSqHplVdewcaNG6XnKpUKjx8/xsKFC9GtW7dqa46IiIiotqjS4bmFCxfC19cXp06dQmFhISZPnozz58/j9u3bZd4pnIiIiOhZV6U9TR4eHjh79ixefPFF+Pn5IT8/HwMHDsTp06fRtGnT6u6RiIiIyOAqvaepqKgI/v7+WLt2LWbNmlUTPRERERHVOpXe02RiYoJz585BpVLVRD9EREREtVKVDs8NHToUn3/+eXX3QkRERFRrVelE8MLCQnz22WeIi4tDhw4dYGFhIRu/ZMmSammOiIiIqLaoVGj67bff0KhRI5w7dw7t27cHAFy+fFlWw8N2RERE9DyqVGhq3rw5MjIycOTIEQB//NmUTz75BE5OTjXSHBEREVFtUalzmoQQsucHDhxAfn5+tTZEREREVBtV6UTwEqVDFBEREdHzqlKhSaVS6Z2zxHOYiIiI6O+gUuc0CSEQFhYm/VHehw8fYtSoUXpXz+3YsaP6OiQiIiKqBSoVmkJDQ2XP//Wvf1VrM0RERES1VaVC04YNG2qqDyIiIqJa7U+dCE5ERET0d8HQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIGDU2RkZHo2LEjrKys4OjoiAEDBuDSpUuyGiEEZs6cCRcXF2g0Gvj6+uL8+fOymoKCAowdOxb29vawsLBAv379cO3aNVlNTk4OQkJCoNVqodVqERISgjt37shq0tLSEBQUBAsLC9jb22PcuHEoLCyskWUnIiKiZ4tBQ1N8fDxGjx6NxMRExMXF4dGjR/D390d+fr5Us2DBAixZsgQrV65EUlISnJ2d4efnh7t370o1ERER2LlzJ6Kjo3Hs2DHcu3cPgYGBKC4ulmqCg4ORkpKCmJgYxMTEICUlBSEhIdL44uJi9O3bF/n5+Th27Biio6Oxfft2TJw48a9ZGURERFSrqYQQwtBNlMjOzoajoyPi4+PxyiuvQAgBFxcXREREYMqUKQD+2Kvk5OSE+fPn4+2330Zubi4cHBywadMmvP766wCA69evw9XVFfv370dAQABSU1Ph4eGBxMRE+Pj4AAASExOh0+lw8eJFuLu748CBAwgMDER6ejpcXFwAANHR0QgLC0NWVhasra2f2n9eXh60Wi1yc3MV1QOA93sbq7KqqAYkLxxq6BaIiMgAlP5+16pzmnJzcwEAtra2AIArV64gMzMT/v7+Uo1arUbXrl1x4sQJAEBycjKKiopkNS4uLvD09JRqEhISoNVqpcAEAJ06dYJWq5XVeHp6SoEJAAICAlBQUIDk5OQaWmIiIiJ6VhgbuoESQghMmDABL730Ejw9PQEAmZmZAAAnJydZrZOTE65evSrVmJqawsbGRq+m5PWZmZlwdHTUm6ejo6OspvR8bGxsYGpqKtWUVlBQgIKCAul5Xl6e4uUlIiKiZ0ut2dM0ZswYnD17Fv/+97/1xqlUKtlzIYTesNJK15RVX5WaJ0VGRkonlmu1Wri6ulbYExERET27akVoGjt2LHbv3o0jR46gQYMG0nBnZ2cA0NvTk5WVJe0VcnZ2RmFhIXJyciqsuXHjht58s7OzZTWl55OTk4OioiK9PVAlpk2bhtzcXOmRnp5emcUmIiKiZ4hBQ5MQAmPGjMGOHTtw+PBhNG7cWDa+cePGcHZ2RlxcnDSssLAQ8fHx6Ny5MwDA29sbJiYmspqMjAycO3dOqtHpdMjNzcWPP/4o1Zw8eRK5ubmymnPnziEjI0OqiY2NhVqthre3d5n9q9VqWFtbyx5ERET0fDLoOU2jR4/G1q1b8e2338LKykra06PVaqHRaKBSqRAREYF58+ahefPmaN68OebNmwdzc3MEBwdLtcOGDcPEiRNhZ2cHW1tbTJo0CV5eXujZsycAoFWrVujVqxdGjBiBtWvXAgBGjhyJwMBAuLu7AwD8/f3h4eGBkJAQLFy4ELdv38akSZMwYsQIhiEiIiIybGhavXo1AMDX11c2fMOGDQgLCwMATJ48GQ8ePEB4eDhycnLg4+OD2NhYWFlZSfVLly6FsbExBg8ejAcPHqBHjx6IioqCkZGRVLNlyxaMGzdOusquX79+WLlypTTeyMgI+/btQ3h4OLp06QKNRoPg4GAsWrSohpaeiIiIniW16j5Nzzrep+nZxvs0ERH9PT2T92kiIiIiqq0YmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBQwaGj6/vvvERQUBBcXF6hUKuzatUs2XgiBmTNnwsXFBRqNBr6+vjh//ryspqCgAGPHjoW9vT0sLCzQr18/XLt2TVaTk5ODkJAQaLVaaLVahISE4M6dO7KatLQ0BAUFwcLCAvb29hg3bhwKCwtrYrGJiIjoGWTQ0JSfn482bdpg5cqVZY5fsGABlixZgpUrVyIpKQnOzs7w8/PD3bt3pZqIiAjs3LkT0dHROHbsGO7du4fAwEAUFxdLNcHBwUhJSUFMTAxiYmKQkpKCkJAQaXxxcTH69u2L/Px8HDt2DNHR0di+fTsmTpxYcwtPREREzxSVEEIYugkAUKlU2LlzJwYMGADgj71MLi4uiIiIwJQpUwD8sVfJyckJ8+fPx9tvv43c3Fw4ODhg06ZNeP311wEA169fh6urK/bv34+AgACkpqbCw8MDiYmJ8PHxAQAkJiZCp9Ph4sWLcHd3x4EDBxAYGIj09HS4uLgAAKKjoxEWFoasrCxYW1srWoa8vDxotVrk5uYqfo33exsrs5qoBiUvHGroFoiIyACU/n7X2nOarly5gszMTPj7+0vD1Go1unbtihMnTgAAkpOTUVRUJKtxcXGBp6enVJOQkACtVisFJgDo1KkTtFqtrMbT01MKTAAQEBCAgoICJCcnl9tjQUEB8vLyZA8iIiJ6PtXa0JSZmQkAcHJykg13cnKSxmVmZsLU1BQ2NjYV1jg6OupN39HRUVZTej42NjYwNTWVasoSGRkpnSel1Wrh6upayaUkIiKiZ0WtDU0lVCqV7LkQQm9YaaVryqqvSk1p06ZNQ25urvRIT0+vsC8iIiJ6dtXa0OTs7AwAent6srKypL1Czs7OKCwsRE5OToU1N27c0Jt+dna2rKb0fHJyclBUVKS3B+pJarUa1tbWsgcRERE9n2ptaGrcuDGcnZ0RFxcnDSssLER8fDw6d+4MAPD29oaJiYmsJiMjA+fOnZNqdDodcnNz8eOPP0o1J0+eRG5urqzm3LlzyMjIkGpiY2OhVqvh7e1do8tJREREzwZjQ8783r17+PXXX6XnV65cQUpKCmxtbdGwYUNERERg3rx5aN68OZo3b4558+bB3NwcwcHBAACtVothw4Zh4sSJsLOzg62tLSZNmgQvLy/07NkTANCqVSv06tULI0aMwNq1awEAI0eORGBgINzd3QEA/v7+8PDwQEhICBYuXIjbt29j0qRJGDFiBPceEREREQADh6ZTp06hW7du0vMJEyYAAEJDQxEVFYXJkyfjwYMHCA8PR05ODnx8fBAbGwsrKyvpNUuXLoWxsTEGDx6MBw8eoEePHoiKioKRkZFUs2XLFowbN066yq5fv36ye0MZGRlh3759CA8PR5cuXaDRaBAcHIxFixbV9CogIiKiZ0StuU/T84D3aXq28T5NRER/T8/8fZqIiIiIahOGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAWNDN0D0d5L2kZehW6D/afjhz4ZugYieMdzTRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDSVsmrVKjRu3BhmZmbw9vbGDz/8YOiWiIiIqBZgaHrCtm3bEBERgQ8++ACnT5/Gyy+/jN69eyMtLc3QrREREZGBMTQ9YcmSJRg2bBiGDx+OVq1aYdmyZXB1dcXq1asN3RoREREZGEPT/xQWFiI5ORn+/v6y4f7+/jhx4oSBuiIiIqLawtjQDdQWN2/eRHFxMZycnGTDnZyckJmZWeZrCgoKUFBQID3Pzc0FAOTl5Smeb3HBgyp0SzWhMtutqu4+LK7xeZAyf8X2JqJnQ8n3gRCiwjqGplJUKpXsuRBCb1iJyMhIzJo1S2+4q6trjfRGNUu7YpShW6C/UqTW0B0QUS1z9+5daLXlfzcwNP2Pvb09jIyM9PYqZWVl6e19KjFt2jRMmDBBev748WPcvn0bdnZ25Qat51FeXh5cXV2Rnp4Oa2trQ7dDNYzb+++F2/vv5e+6vYUQuHv3LlxcXCqsY2j6H1NTU3h7eyMuLg6vvvqqNDwuLg79+/cv8zVqtRpqtVo2rG7dujXZZq1mbW39t/qQ/d1xe/+9cHv/vfwdt3dFe5hKMDQ9YcKECQgJCUGHDh2g0+mwbt06pKWlYdQoHrYhIiL6u2NoesLrr7+OW7du4aOPPkJGRgY8PT2xf/9+uLm5Gbo1IiIiMjCGplLCw8MRHh5u6DaeKWq1GjNmzNA7VEnPJ27vvxdu778Xbu+KqcTTrq8jIiIiIt7ckoiIiEgJhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJ/pRVq1ahcePGMDMzg7e3N3744QdDt0Q15Pvvv0dQUBBcXFygUqmwa9cuQ7dENSQyMhIdO3aElZUVHB0dMWDAAFy6dMnQbVENWb16NVq3bi3d0FKn0+HAgQOGbqtWYmiiKtu2bRsiIiLwwQcf4PTp03j55ZfRu3dvpKWlGbo1qgH5+flo06YNVq5caehWqIbFx8dj9OjRSExMRFxcHB49egR/f3/k5+cbujWqAQ0aNMDHH3+MU6dO4dSpU+jevTv69++P8+fPG7q1Woe3HKAq8/HxQfv27bF69WppWKtWrTBgwABERkYasDOqaSqVCjt37sSAAQMM3Qr9BbKzs+Ho6Ij4+Hi88sorhm6H/gK2trZYuHAhhg0bZuhWahXuaaIqKSwsRHJyMvz9/WXD/f39ceLECQN1RUQ1ITc3F8AfP6T0fCsuLkZ0dDTy8/Oh0+kM3U6twzuCU5XcvHkTxcXFcHJykg13cnJCZmamgboiouomhMCECRPw0ksvwdPT09DtUA35+eefodPp8PDhQ1haWmLnzp3w8PAwdFu1DkMT/SkqlUr2XAihN4yInl1jxozB2bNncezYMUO3QjXI3d0dKSkpuHPnDrZv347Q0FDEx8czOJXC0ERVYm9vDyMjI729SllZWXp7n4jo2TR27Fjs3r0b33//PRo0aGDodqgGmZqaolmzZgCADh06ICkpCcuXL8fatWsN3FntwnOaqEpMTU3h7e2NuLg42fC4uDh07tzZQF0RUXUQQmDMmDHYsWMHDh8+jMaNGxu6JfqLCSFQUFBg6DZqHe5poiqbMGECQkJC0KFDB+h0Oqxbtw5paWkYNWqUoVujGnDv3j38+uuv0vMrV64gJSUFtra2aNiwoQE7o+o2evRobN26Fd9++y2srKykPcparRYajcbA3VF1e//999G7d2+4urri7t27iI6OxtGjRxETE2Po1mod3nKA/pRVq1ZhwYIFyMjIgKenJ5YuXcpLkp9TR48eRbdu3fSGh4aGIioq6q9viGpMeeclbtiwAWFhYX9tM1Tjhg0bhkOHDiEjIwNarRatW7fGlClT4OfnZ+jWah2GJiIiIiIFeE4TERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBERFXm6+uLiIiIv3SejRo1wrJly/7SeVLlREVFoW7duhXWzJw5E23btv1L+iGqLgxNRLVUWFgYVCqV3qNXr16Gbk2yY8cOzJ4929BtGIQhAuOz4vXXX8fly5cN3QZRtePfniOqxXr16oUNGzbIhqnVagN1o8/W1tbQLfytCCFQXFwMY+Pa+9VdVFQEjUbDv1FHzyXuaSKqxdRqNZydnWUPGxsbafzMmTPRsGFDqNVquLi4YNy4cdK4Ro0aYfbs2QgODoalpSVcXFywYsUK2fSXLFkCLy8vWFhYwNXVFeHh4bh3756s5vjx4+jatSvMzc1hY2ODgIAA5OTkANDf25KTk4OhQ4fCxsYG5ubm6N27N3755Rdp/NWrVxEUFAQbGxtYWFjghRdewP79+8td/qysLAQFBUGj0aBx48bYsmWLXk1ubi5GjhwJR0dHWFtbo3v37jhz5kyF63XKlClo0aIFzM3N0aRJE0yfPh1FRUXS+LCwMAwYMED2moiICPj6+krj4+PjsXz5cmkP4O+//w4AiI+Px4svvgi1Wo169eph6tSpePTokTSdb775Bl5eXtBoNLCzs0PPnj2Rn59fZp9Hjx6FSqXCd999hw4dOkCtVuOHH36AEAILFixAkyZNoNFo0KZNG3zzzTey1+7fvx8tWrSARqNBt27dEBUVBZVKhTt37gAo+/DYsmXL0KhRI9mwDRs2oFWrVjAzM0PLli2xatUqadzvv/8OlUqFr776Cr6+vjAzM8PmzZvLPDz38ccfw8nJCVZWVhg2bBgePnwoG//48WN89NFHaNCgAdRqNdq2bSv7g7GFhYUYM2YM6tWrBzMzMzRq1AiRkZFlrjeimsLQRPSM+uabb7B06VKsXbsWv/zyC3bt2gUvLy9ZzcKFC9G6dWv89NNPmDZtGsaPH4+4uDhpfJ06dfDJJ5/g3Llz+PLLL3H48GFMnjxZGp+SkoIePXrghRdeQEJCAo4dO4agoCAUFxeX2VNYWBhOnTqF3bt3IyEhAUII9OnTRwoko0ePRkFBAb7//nv8/PPPmD9/PiwtLctdxrCwMPz+++84fPgwvvnmG6xatQpZWVnSeCEE+vbti8zMTOzfvx/Jyclo3749evTogdu3b5c7XSsrK0RFReHChQtYvnw51q9fj6VLl1a8wp+wfPly6HQ6jBgxAhkZGcjIyICrqyv++9//ok+fPujYsSPOnDmD1atX4/PPP8ecOXMAABkZGRgyZAjeeustpKam4ujRoxg4cCCe9idAJ0+ejMjISKSmpqJ169b4v//7P2zYsAGrV6/G+fPnMX78ePzrX/9CfHw8ACA9PR0DBw5Enz59kJKSguHDh2Pq1KmKl6/E+vXr8cEHH2Du3LlITU3FvHnzMH36dHz55ZeyuilTpmDcuHFITU1FQECA3nS++uorzJgxA3PnzsWpU6dQr149WfgqWaeLFy/GokWLcPbsWQQEBKBfv35S6P7kk0+we/dufPXVV7h06RI2b96sF/CIapwgolopNDRUGBkZCQsLC9njo48+EkIIsXjxYtGiRQtRWFhY5uvd3NxEr169ZMNef/110bt373Ln+dVXXwk7Ozvp+ZAhQ0SXLl3Kre/atat49913hRBCXL58WQAQx48fl8bfvHlTaDQa8dVXXwkhhPDy8hIzZ86seMH/59KlSwKASExMlIalpqYKAGLp0qVCCCEOHTokrK2txcOHD2Wvbdq0qVi7dq2i+QghxIIFC4S3t7f0PDQ0VPTv319W8+6774quXbtKz59c9hLvv/++cHd3F48fP5aGffrpp8LS0lIUFxeL5ORkAUD8/vvvivo6cuSIACB27dolDbt3754wMzMTJ06ckNUOGzZMDBkyRAghxLRp00SrVq1kfUyZMkUAEDk5OUIIIWbMmCHatGkjm8bSpUuFm5ub9NzV1VVs3bpVVjN79myh0+mEEEJcuXJFABDLli2T1WzYsEFotVrpuU6nE6NGjZLV+Pj4yObv4uIi5s6dK6vp2LGjCA8PF0IIMXbsWNG9e3fZMhH91WrvgXEiQrdu3bB69WrZsJLziAYNGoRly5ahSZMm6NWrF/r06YOgoCDZ+S46nU72Wp1OJ7vy7MiRI5g3bx4uXLiAvLw8PHr0CA8fPkR+fj4sLCyQkpKCQYMGKeo1NTUVxsbG8PHxkYbZ2dnB3d0dqampAIBx48bhnXfeQWxsLHr27Il//OMfaN26dYXT69ChgzSsZcuWssM+ycnJuHfvHuzs7GSvffDgAf7zn/+U2+s333yDZcuW4ddff8W9e/fw6NEjWFtbK1rOiqSmpkKn00GlUknDunTpgnv37uHatWto06YNevToAS8vLwQEBMDf3x+vvfaa7JBrWZ5cBxcuXMDDhw/h5+cnqyksLES7du2kPjp16iTro/R74Wmys7ORnp6OYcOGYcSIEdLwR48eQavVlttfWVJTUzFq1CjZMJ1OhyNHjgAA8vLycP36dXTp0kVW06VLF+lQa1hYGPz8/ODu7o5evXohMDAQ/v7+lVomoj+LoYmoFrOwsECzZs3KHOfq6opLly4hLi4OBw8eRHh4OBYuXIj4+HiYmJiUO82SH9KrV6+iT58+GDVqFGbPng1bW1scO3YMw4YNkw6nVeZkXlHOISYhhDTP4cOHIyAgAPv27UNsbCwiIyOxePFijB07ttzpPfnDX9rjx49Rr149HD16VG9ceZe8JyYm4p///CdmzZqFgIAAaLVaREdHY/HixVJNnTp19JbnyXOeyvPkspa1HEZGRoiLi8OJEycQGxuLFStW4IMPPsDJkyfRuHHjcqdrYWEh/f/jx48BAPv27UP9+vVldSUXCZS3LZ70tGUsmc/69etlQRgAjIyMyu3vzyhr3ZUMa9++Pa5cuYIDBw7g4MGDGDx4MHr27Kl3LhdRTeI5TUTPMI1Gg379+uGTTz7B0aNHkZCQgJ9//lkan5iYKKtPTExEy5YtAQCnTp3Co0ePsHjxYnTq1AktWrTA9evXZfWtW7fGoUOHFPXi4eGBR48e4eTJk9KwW7du4fLly2jVqpU0zNXVFaNGjcKOHTswceJErF+/vszptWrVCo8ePcKpU6ekYZcuXZJOZAb++CHNzMyEsbExmjVrJnvY29uXOd3jx4/Dzc0NH3zwATp06IDmzZvj6tWrshoHBwdkZGTIhqWkpMiem5qa6p3b5eHhgRMnTsjCyIkTJ2BlZSUFHJVKhS5dumDWrFk4ffo0TE1NsXPnzjJ7LYuHhwfUajXS0tL0ltnV1VWqKWvbl17GzMxMWa9PLqOTkxPq16+P3377TW8+FQW8srRq1arCfqytreHi4oJjx47Jak6cOCF771hbW+P111/H+vXrsW3bNmzfvr3Cc9eIqhv3NBHVYgUFBcjMzJQNMzY2hr29PaKiolBcXAwfHx+Ym5tj06ZN0Gg0cHNzk2qPHz+OBQsWYMCAAYiLi8PXX3+Nffv2AQCaNm2KR48eYcWKFQgKCsLx48exZs0a2bymTZsGLy8vhIeHY9SoUTA1NcWRI0cwaNAgvVDSvHlz9O/fHyNGjMDatWthZWWFqVOnon79+ujfvz+AP65A6927N1q0aIGcnBwcPnxY9qP4pJLDMCNGjMC6detgbGyMiIgI2d6vnj17QqfTYcCAAZg/fz7c3d1x/fp17N+/HwMGDCjzsFGzZs2QlpaG6OhodOzYEfv27dMLLd27d8fChQuxceNG6HQ6bN68GefOnZMOfwF/XJ148uRJ/P7777C0tIStrS3Cw8OxbNkyjB07FmPGjMGlS5cwY8YMTJgwAXXq1MHJkydx6NAh+Pv7w9HRESdPnkR2dna566AsVlZWmDRpEsaPH4/Hjx/jpZdeQl5eHk6cOAFLS0uEhoZi1KhRWLx4MSZMmIC3334bycnJiIqKkk3H19cX2dnZWLBgAV577TXExMTgwIEDssOUM2fOxLhx42BtbY3evXujoKAAp06dQk5ODiZMmKC453fffRehoaHo0KEDXnrpJWzZsgXnz59HkyZNpJr33nsPM2bMQNOmTdG2bVts2LABKSkp0hWTS5cuRb169dC2bVvUqVMHX3/9NZydnZ96E02iamWgc6mI6ClCQ0MFAL2Hu7u7EEKInTt3Ch8fH2FtbS0sLCxEp06dxMGDB6XXu7m5iVmzZonBgwcLc3Nz4eTkpHfC7pIlS0S9evWERqMRAQEBYuPGjbKThYUQ4ujRo6Jz585CrVaLunXrioCAAGl86ZOhb9++LUJCQoRWq5WmefnyZWn8mDFjRNOmTYVarRYODg4iJCRE3Lx5s9x1kJGRIfr27SvUarVo2LCh2Lhxo3Bzc5NOBBdCiLy8PDF27Fjh4uIiTExMhKurq3jjjTdEWlpaudN97733hJ2dnbC0tBSvv/66WLp0qezEZSGE+PDDD4WTk5PQarVi/PjxYsyYMbITwS9duiQ6deokNBqNACCuXLkira+OHTsKU1NT4ezsLKZMmSKKioqEEEJcuHBBBAQECAcHB6FWq0WLFi3EihUryu2z5ETwJ7eHEEI8fvxYLF++XLi7uwsTExPh4OAgAgICRHx8vFSzZ88e0axZM6FWq8XLL78svvjiC71prV69Wri6ugoLCwsxdOhQMXfuXNmJ4EIIsWXLFtG2bVthamoqbGxsxCuvvCJ27NghhPj/J4KfPn1a9prSJ4ILIcTcuXOFvb29sLS0FKGhoWLy5MmyE8GLi4vFrFmzRP369YWJiYlo06aNOHDggDR+3bp1om3btsLCwkJYW1uLHj16iJ9++qncdUdUE1RCKDj4TUTPnEaNGiEiIoJ3rSYAf9zzqVu3bsjJyeHeGaIq4jlNRERERAowNBEREREpwMNzRERERApwTxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQL/D6LptBbyQzp8AAAAAElFTkSuQmCC", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x='required_car_parking_spaces_num')\n", - "plt.title(\"Cantidad de reservas por espacios de estacionamiento\")\n", - "plt.ylabel(\"Frecuencia\")\n", - "plt.xlabel(\"Espacios de autos requeridos\")" - ] - }, - { - "cell_type": "markdown", - "id": "bb321c37", - "metadata": {}, - "source": [ - "#### Outliers" - ] - }, - { - "cell_type": "markdown", - "id": "6353e3ec", - "metadata": {}, - "source": [ - "Viendo el grafico podemos identificar que el numero de espacios de estacionamiento mas comun es 0, seguido por 1. \n", - "Además encontramos algunos pocos casos en los que se reservaron 2, 3 y 8 espacios.\n", - "Estos ultimos son posibles Outliers.\n", - "\n", - "Mostramos dichos registros junto con la columnas de adult_num para analizarlos más en detalle y determinar si alguno de ellos puede ser Outlier y por que.\n", - "Nuestro criterio para determinar que un valor es adecuado para esta variable es que haya como mucho 1 espacio de estacionamiento por adulto en la reserva." - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "id": "49508241", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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adult_numrequired_car_parking_spaces_num
1371323
216822
1105622
1182022
1438932
2208822
3863222
4262822
5127022
5394122
5550422
\n", - "
" - ], - "text/plain": [ - " adult_num required_car_parking_spaces_num\n", - "13713 2 3\n", - "2168 2 2\n", - "11056 2 2\n", - "11820 2 2\n", - "14389 3 2\n", - "22088 2 2\n", - "38632 2 2\n", - "42628 2 2\n", - "51270 2 2\n", - "53941 2 2\n", - "55504 2 2" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "registrosDosOMasEspacios = hotelsdf[hotelsdf[\"required_car_parking_spaces_num\"]>=2]\n", - "display(registrosDosOMasEspacios[['adult_num', \"required_car_parking_spaces_num\"]].sort_values(\n", - " by = \"required_car_parking_spaces_num\", \n", - " ascending = False\n", - "))" - ] - }, - { - "cell_type": "markdown", - "id": "e34527a0", - "metadata": {}, - "source": [ - "De la tabla anterior se pueden sacar las siguientes conclusiones:\n", - "- El resgistro con valor de 8 espacios de estacionamiento es claramente un Outlier ya que no es coherente que una habitacion para dos personas haya reservado esa cantidad de espacios de estacionamiento.\n", - "- El resgistro con el valor de 3 espacios de estacionamiento y 2 adultos tambien es un Outliers ya que tampoco es coherente que 2 personas hayan reservado 3 espacios de estacionamiento.\n", - "- Los registros restantes NO son Outliers ya que si bien contienen valores poco freciuentes, son coherentes con el criterio explicado en el parrafo de arriba." - ] - }, - { - "cell_type": "markdown", - "id": "8ac5f637", - "metadata": {}, - "source": [ - "#### Ajustes de valor" - ] - }, - { - "cell_type": "markdown", - "id": "2239d7bd", - "metadata": {}, - "source": [ - "Con el analisis anteior, tomamos las siguiuentes decisiones:\n", - "- Para el resgistro con valor de 8 espacios de estacionamiento,lo eliminamos por tratarse de un Outlier muy grosero.\n", - "- En el registro resgistro con el valor de 3 espacios de estacionamiento y 2 adultos, cambiamos el valor de required_car_parking_spaces_num por el valor \"2\" suponiendo un error de tipeo.\n", - "- Se mantienen sin cambios el resto de los registros restantes listados arriba." - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "id": "7217ec57", - "metadata": {}, - "outputs": [], - "source": [ - "hotelsdf.loc[ (hotelsdf.required_car_parking_spaces_num==3) & (hotelsdf.adult_num==2) , \"required_car_parking_spaces_num\"] = 2" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "id": "307e9533", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Espacios de autos requeridos')" - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x='required_car_parking_spaces_num')\n", - "plt.title(\"Cantidad de reservas por espacios de estacionamiento\")\n", - "plt.ylabel(\"Frecuencia\")\n", - "plt.xlabel(\"Espacios de autos requeridos\")" - ] - }, - { - "cell_type": "markdown", - "id": "77e6d8f7", - "metadata": {}, - "source": [ - "### special requests number " - ] - }, - { - "cell_type": "markdown", - "id": "9223c057", - "metadata": {}, - "source": [ - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "id": "559a3188", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 57134.000000\n", - "mean 0.523909\n", - "std 0.770758\n", - "min 0.000000\n", - "25% 0.000000\n", - "50% 0.000000\n", - "75% 1.000000\n", - "max 5.000000\n", - "Name: special_requests_num, dtype: float64" - ] - }, - "execution_count": 89, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.special_requests_num.describe() " - ] - }, - { - "cell_type": "markdown", - "id": "66f46825", - "metadata": {}, - "source": [ - "#### Valores nulos/faltanteS" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "id": "f2e5b2c8", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "La cantidad de valores nulos/faltantes es 0\n" - ] - } - ], - "source": [ - "print(\"La cantidad de valores nulos/faltantes es\", hotelsdf.special_requests_num.isna().sum())" - ] - }, - { - "cell_type": "markdown", - "id": "15e64dc0", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "id": "b2cce766", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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mtc1HfR6q+r116xa+++67Gvvs2LEjgP/9/XX79m04OTmhSZMn+3G8a9cuDB8+HM2aNcPWrVtx/PhxJCUlYcyYMbh///5jz4mcz1Rdz/mzjHOaSLb27dtLk7979+6NiooK/Pvf/8bXX3+NV155RZr3M2vWLAwbNqzWbVTNATE1NZXmity6dUsavRk0aBAyMjKeaFtVHjZf5M0330R4eDjS09Nx5coVZGdna93tp1ar8f3332Pu3Ll47733pOVVcwYe9Li+HycnJ6fWZa1btwbwvxCSnZ1do+7mzZvSeXncMVdnZWUFPT09rQmttdm6dSt69eqFdevWaS2vbSL2n8Ha2vqh5+hBaWlp+PXXX7F582aMHj1aWn7p0iWtOktLSygUClnbfFg/D6vNycnRmkxtY2MDY2NjbNy4sdZtVX/valPb+yl3u9bW1igvL0deXp5WcKqtdyMjoxqTrIGa/xCpjb6+PqZNm4Zp06ahsLAQP/74I2bPno3AwEBkZWU98d1+1tbWOHHiBIQQWsefm5uL8vJyrfM2ZMgQDBkyBBqNBomJiYiOjkZISAhatmwJX1/fWrdvY2MDhUKBo0ePSqH+QQ8u8/DwQExMDIQQOH36NDZv3ox58+bB2NhY6++GR32eqs69jY0NPD09sXDhwlr7cnJyAvDHnYYJCQmorKx8ouC0detWuLq6Sje8VKntfa3uST6rdTnnzzRdXhukxqFqfkL169/5+fnC0tJStG/fXppf1KZNmxrzceSKiIgQAERJSckTbeth/VWpmpcyY8YM8corr4hmzZpJ/QohhFqtFgBEdHS01utWr14tADxyHkFtfT+qx4fNjZk/f77Uq7GxsRg8eLBWXVZWllAqleL111+Xlo0ePVqYmpo+srcH9enTR1haWorbt28/tKZr164iMDBQa9mvv/4qmjRpojUfpWpO09KlS2tsA9Xmz0ybNk0AEL///nuN2rrOaTp9+nSNuVNCCBEZGVlj/08zpyk/P1/2nKYFCxYIExMTceXKlUdu82F69uwpOnbsWGO53O0+yZymqjktD87L0Wg0onXr1o+d01Sbjz/+WGueTm1zmoYNGybs7OxqvHb9+vUCgNi1a5fW8qVLlwoAIj4+/qH7TU1NFQDEmjVrHlqTkJAgAIgdO3Y88hgepmnTpuLVV1+VnuMRc5patWolLXvrrbeEk5OTyM/Pf+T2q+Y0ff7554+sq/4+DBs2TLi5uWnVZGdnCzMzs8e+h0/zWZVzzp9lHGmiOrO0tMSsWbMwY8YMbN++HW+88QbWr1+PoKAgBAYGIiwsDM2aNUN+fj7S09Pxyy+/4L///S8AwMfHB8HBwfD09ISlpSXS09OxZcsW+Pr6Sv9Slbutx2natCleeuklbN68GYWFhYiMjNT6F52FhQV69OiBpUuXwsbGBi1btsSRI0fw+eefS3e0VZHT96MkJyfjrbfewquvvoqsrCy8//77aNasmXTJsWnTpvjggw8we/ZsjBo1CiNHjkReXh4+/PBDGBkZYe7cubKOuTZVd5b5+PjgvffeQ+vWrXHr1i18++23WL9+PczNzREcHIz58+dj7ty56NmzJ86fP4958+bB1dX1kXfmPYqHhwcAYPHixQgKCoKenh48PT1haGhYozYiIgIbN27EwIEDsWDBAunuueqjeO3atUOrVq3w3nvvQQgBKysrfPfdd4iPj6+xzfnz56N///7w9/fH9OnTUVFRgcWLF8PU1LTGSGJ1lpaWiIyMxIIFC7Tet6ioqBqXaCIiIrBz50706NED7777Ljw9PVFZWYnMzEzExcVh+vTp8PHxedLTJ3u7AQEB6NGjB2bMmIGSkhJ4e3vj559/xpYtW2psc8SIEZgzZw5ee+01/OMf/8D9+/fxySefoKKi4rH9DBo0SPrONltbW1y/fh0ff/wxXFxctO7srM7DwwO7du3CunXr4OXlhSZNmsDb2xujRo3CmjVrMHr0aFy7dg0eHh5ISEjAokWLMGDAAPTr1w8AMGfOHNy4cQN9+/ZF8+bNUVhYiFWrVsHAwAA9e/Z86H67d++O8ePH480330RycjJ69OgBU1NTZGdnIyEhAR4eHpg0aRK+//57rF27FkOHDsVzzz0HIQR27dqFwsJC+Pv7a23TxsYGffr0wQcffCDdPZeRkaH1tQPz5s1DfHw8/Pz8MHXqVLi5ueH+/fu4du0a9u3bh08//RTNmzfHyJEjsWnTJkycOBHnz59H7969UVlZiRMnTqB9+/Z47bXXaj2u4OBg7Nq1C+Hh4dJdnfPnz4ejo+NjpwvI/UzV9Zw/03Sd2qjhe9RIzr1790SLFi1EmzZtpLuofv31VzF8+HBhZ2cnDAwMhIODg+jTp4/49NNPpde99957wtvbW1haWgqlUimee+458e6774o7d+5obV/Oth430iSEEHFxcQKAACAuXLhQY/2NGzfEyy+/LCwtLYW5ubno37+/SEtLq/EvNLl9P+wcxsXFidDQUNG0aVPpLrmLFy/WqP/3v/8tPD09haGhoVCpVGLIkCHSv+KrPOlIkxB/3Dn46quvCmtra2FoaChatGghwsLCxP3794UQf4w2REZGimbNmgkjIyPRtWtXsWfPnhp3Wz3JSJNGoxFvvfWWsLW1FQqFQmsEorZRjHPnzgl/f39hZGQkrKysxNixY8U333xT4+65qjpzc3NhaWkpXn31VZGZmVlj/0II8e2330rns0WLFuKjjz6q9U6x2lRWVoro6Gjh7OwsDA0Nhaenp/juu+9Ez549tUaahBCiuLhY/POf/xRubm7Se+fh4SHeffddrZGJ2jxspOlJtltYWCjGjBkjmjZtKkxMTIS/v7/IyMio9Zzs27dPdO7cWRgbG4vnnntOrF69Wtbdc8uXLxd+fn7CxsZGOp9jx44V165dk2pqG2nKz88Xr7zyimjatKn0OaiSl5cnJk6cKBwdHYW+vr5wcXERs2bNkj6XQgjx/fffi6CgINGsWTNhaGgo7OzsxIABA8TRo0cfeV6rbNy4Ufj4+AhTU1NhbGwsWrVqJUaNGiWSk5OFEEJkZGSIkSNHilatWgljY2OhUqnECy+8IDZv3qy1HQBi8uTJYu3ataJVq1bCwMBAtGvXTmzbtq3GPm/fvi2mTp0qXF1dhYGBgbCyshJeXl7i/fffF8XFxVLdvXv3xJw5c0SbNm2EoaGhsLa2Fn369BHHjh176PsghBAfffSRaNmypVAqlaJ9+/Ziw4YNst5DIeR9pp72nD+LFEII8ZcnNaK/mc2bN+PNN99EUlKSNC+M6K+iUCgwd+7ch/4OQJJPoVBg8uTJWL16ta5bIR3g3XNEREREMjA0EREREcnAy3NEREREMnCkiYiIiEgGhiYiIiIiGRiaiIiIiGTgl1vWo8rKSty8eRPm5uayf70FERER6ZYQAnfv3n3s7wFkaKpHN2/ehLOzs67bICIiojrIysp65C82Z2iqR+bm5gD+OOlyfvM8ERER6V5RURGcnZ2ln+MPw9BUj6ouyVlYWDA0ERERNTKPm1rDieBEREREMjA0EREREcnA0EREREQkA0MTERERkQwMTUREREQyMDQRERERycDQRERERCQDQxMRERGRDAxNRERERDIwNBERERHJwNBEREREJANDExEREZEMDE1EREREMjA0EREREcnA0EREREQkg76uG/i7SfZ+QdctNAjeySd13QIREdET0elI07p16+Dp6QkLCwtYWFjA19cX+/fvl9aHhYVBoVBoPbp166a1DY1GgylTpsDGxgampqYYPHgwbty4oVVTUFCA0NBQqFQqqFQqhIaGorCwUKsmMzMTgwYNgqmpKWxsbDB16lSUlpb+acdOREREjYtOQ1Pz5s3x0UcfITk5GcnJyejTpw+GDBmCs2fPSjX9+/dHdna29Ni3b5/WNiIiIrB7927ExMQgISEBxcXFCA4ORkVFhVQTEhKC1NRUxMbGIjY2FqmpqQgNDZXWV1RUYODAgSgpKUFCQgJiYmKwc+dOTJ8+/c8/CURERNQoKIQQQtdNPMjKygpLly7F2LFjERYWhsLCQuzZs6fWWrVaDVtbW2zZsgUjRowAANy8eRPOzs7Yt28fAgMDkZ6ejg4dOiAxMRE+Pj4AgMTERPj6+iIjIwNubm7Yv38/goODkZWVBScnJwBATEwMwsLCkJubCwsLC1m9FxUVQaVSQa1WP/Q1vDz3B16eIyKihkLOz2+gAU0Er6ioQExMDEpKSuDr6ystP3z4MOzs7NC2bVuMGzcOubm50rqUlBSUlZUhICBAWubk5AR3d3ccO3YMAHD8+HGoVCopMAFAt27doFKptGrc3d2lwAQAgYGB0Gg0SElJeWjPGo0GRUVFWg8iIiJ6Nuk8NJ05cwZmZmZQKpWYOHEidu/ejQ4dOgAAgoKCsG3bNhw8eBDLly9HUlIS+vTpA41GAwDIycmBoaEhLC0ttbZpb2+PnJwcqcbOzq7Gfu3s7LRq7O3ttdZbWlrC0NBQqqlNdHS0NE9KpVLB2dm57ieCiIiIGjSd3z3n5uaG1NRUFBYWYufOnRg9ejSOHDmCDh06SJfcAMDd3R3e3t5wcXHB3r17MWzYsIduUwgBhUIhPX/w/5+mprpZs2Zh2rRp0vOioiIGJyIiomeUzkeaDA0N0bp1a3h7eyM6OhqdOnXCqlWraq11dHSEi4sLLl68CABwcHBAaWkpCgoKtOpyc3OlkSMHBwfcunWrxrZu376tVVN9RKmgoABlZWU1RqAepFQqpTv/qh5ERET0bNJ5aKpOCCFdfqsuLy8PWVlZcHR0BAB4eXnBwMAA8fHxUk12djbS0tLg5+cHAPD19YVarcbJk/+beHzixAmo1WqtmrS0NGRnZ0s1cXFxUCqV8PLyqvdjJCIiosZHp5fnZs+ejaCgIDg7O+Pu3buIiYnB4cOHERsbi+LiYkRFReHll1+Go6Mjrl27htmzZ8PGxgYvvfQSAEClUmHs2LGYPn06rK2tYWVlhcjISHh4eKBfv34AgPbt26N///4YN24c1q9fDwAYP348goOD4ebmBgAICAhAhw4dEBoaiqVLlyI/Px+RkZEYN24cR4+IiIgIgI5D061btxAaGors7GyoVCp4enoiNjYW/v7+uHfvHs6cOYMvv/wShYWFcHR0RO/evbFjxw6Ym5tL21i5ciX09fUxfPhw3Lt3D3379sXmzZuhp6cn1Wzbtg1Tp06V7rIbPHgwVq9eLa3X09PD3r17ER4eju7du8PY2BghISFYtmzZX3cyiIiIqEFrcN/T1Jjxe5rk4/c0ERFRQ9HovqeJiIiIqCFjaCIiIiKSgaGJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGgiIiIikoGhiYiIiEgGhiYiIiIiGRiaiIiIiGRgaCIiIiKSgaGJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGgiIiIikoGhiYiIiEgGhiYiIiIiGRiaiIiIiGRgaCIiIiKSgaGJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGgiIiIikoGhiYiIiEgGhiYiIiIiGRiaiIiIiGRgaCIiIiKSQaehad26dfD09ISFhQUsLCzg6+uL/fv3S+uFEIiKioKTkxOMjY3Rq1cvnD17VmsbGo0GU6ZMgY2NDUxNTTF48GDcuHFDq6agoAChoaFQqVRQqVQIDQ1FYWGhVk1mZiYGDRoEU1NT2NjYYOrUqSgtLf3Tjp2IiIgaF52GpubNm+Ojjz5CcnIykpOT0adPHwwZMkQKRkuWLMGKFSuwevVqJCUlwcHBAf7+/rh79660jYiICOzevRsxMTFISEhAcXExgoODUVFRIdWEhIQgNTUVsbGxiI2NRWpqKkJDQ6X1FRUVGDhwIEpKSpCQkICYmBjs3LkT06dP/+tOBhERETVoCiGE0HUTD7KyssLSpUsxZswYODk5ISIiAjNnzgTwx6iSvb09Fi9ejAkTJkCtVsPW1hZbtmzBiBEjAAA3b96Es7Mz9u3bh8DAQKSnp6NDhw5ITEyEj48PACAxMRG+vr7IyMiAm5sb9u/fj+DgYGRlZcHJyQkAEBMTg7CwMOTm5sLCwkJW70VFRVCpVFCr1Q99TbL3C097ip4J3skndd0CERERAHk/v4EGNKepoqICMTExKCkpga+vL65evYqcnBwEBARINUqlEj179sSxY8cAACkpKSgrK9OqcXJygru7u1Rz/PhxqFQqKTABQLdu3aBSqbRq3N3dpcAEAIGBgdBoNEhJSflTj5uIiIgaB31dN3DmzBn4+vri/v37MDMzw+7du9GhQwcp0Njb22vV29vb4/r16wCAnJwcGBoawtLSskZNTk6OVGNnZ1djv3Z2dlo11fdjaWkJQ0NDqaY2Go0GGo1Gel5UVCT3sImIiKiR0flIk5ubG1JTU5GYmIhJkyZh9OjROHfunLReoVBo1QshaiyrrnpNbfV1qakuOjpamlyuUqng7Oz8yL6IiIio8dJ5aDI0NETr1q3h7e2N6OhodOrUCatWrYKDgwMA1Bjpyc3NlUaFHBwcUFpaioKCgkfW3Lp1q8Z+b9++rVVTfT8FBQUoKyurMQL1oFmzZkGtVkuPrKysJzx6IiIiaix0HpqqE0JAo9HA1dUVDg4OiI+Pl9aVlpbiyJEj8PPzAwB4eXnBwMBAqyY7OxtpaWlSja+vL9RqNU6e/N/E4xMnTkCtVmvVpKWlITs7W6qJi4uDUqmEl5fXQ3tVKpXS1yVUPYiIiOjZpNM5TbNnz0ZQUBCcnZ1x9+5dxMTE4PDhw4iNjYVCoUBERAQWLVqENm3aoE2bNli0aBFMTEwQEhICAFCpVBg7diymT58Oa2trWFlZITIyEh4eHujXrx8AoH379ujfvz/GjRuH9evXAwDGjx+P4OBguLm5AQACAgLQoUMHhIaGYunSpcjPz0dkZCTGjRvHIEREREQAdByabt26hdDQUGRnZ0OlUsHT0xOxsbHw9/cHAMyYMQP37t1DeHg4CgoK4OPjg7i4OJibm0vbWLlyJfT19TF8+HDcu3cPffv2xebNm6GnpyfVbNu2DVOnTpXushs8eDBWr14trdfT08PevXsRHh6O7t27w9jYGCEhIVi2bNlfdCaIiIiooWtw39PUmPF7muTj9zQREVFD0ei+p4mIiIioIWNoIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGgiIiIikoGhiYiIiEgGhiYiIiIiGRiaiIiIiGRgaCIiIiKSgaGJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGgiIiIikoGhiYiIiEgGhiYiIiIiGRiaiIiIiGRgaCIiIiKSgaGJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGgiIiIikoGhiYiIiEgGhiYiIiIiGRiaiIiIiGRgaCIiIiKSgaGJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpKBoYmIiIhIBp2GpujoaDz//PMwNzeHnZ0dhg4divPnz2vVhIWFQaFQaD26deumVaPRaDBlyhTY2NjA1NQUgwcPxo0bN7RqCgoKEBoaCpVKBZVKhdDQUBQWFmrVZGZmYtCgQTA1NYWNjQ2mTp2K0tLSP+XYiYiIqHHRaWg6cuQIJk+ejMTERMTHx6O8vBwBAQEoKSnRquvfvz+ys7Olx759+7TWR0REYPfu3YiJiUFCQgKKi4sRHByMiooKqSYkJASpqamIjY1FbGwsUlNTERoaKq2vqKjAwIEDUVJSgoSEBMTExGDnzp2YPn36n3sSiIiIqFFQCCGErpuocvv2bdjZ2eHIkSPo0aMHgD9GmgoLC7Fnz55aX6NWq2Fra4stW7ZgxIgRAICbN2/C2dkZ+/btQ2BgINLT09GhQwckJibCx8cHAJCYmAhfX19kZGTAzc0N+/fvR3BwMLKysuDk5AQAiImJQVhYGHJzc2FhYfHY/ouKiqBSqaBWqx9an+z9wpOelmeSd/JJXbdAREQEQN7Pb6CBzWlSq9UAACsrK63lhw8fhp2dHdq2bYtx48YhNzdXWpeSkoKysjIEBARIy5ycnODu7o5jx44BAI4fPw6VSiUFJgDo1q0bVCqVVo27u7sUmAAgMDAQGo0GKSkptfar0WhQVFSk9SAiIqJnU4MJTUIITJs2DS+++CLc3d2l5UFBQdi2bRsOHjyI5cuXIykpCX369IFGowEA5OTkwNDQEJaWllrbs7e3R05OjlRjZ2dXY592dnZaNfb29lrrLS0tYWhoKNVUFx0dLc2RUqlUcHZ2rvsJICIiogZNX9cNVHn77bdx+vRpJCQkaC2vuuQGAO7u7vD29oaLiwv27t2LYcOGPXR7QggoFArp+YP//zQ1D5o1axamTZsmPS8qKmJwIiIiekY1iJGmKVOm4Ntvv8WhQ4fQvHnzR9Y6OjrCxcUFFy9eBAA4ODigtLQUBQUFWnW5ubnSyJGDgwNu3bpVY1u3b9/Wqqk+olRQUICysrIaI1BVlEolLCwstB5ERET0bNJpaBJC4O2338auXbtw8OBBuLq6PvY1eXl5yMrKgqOjIwDAy8sLBgYGiI+Pl2qys7ORlpYGPz8/AICvry/UajVOnvzf5OMTJ05ArVZr1aSlpSE7O1uqiYuLg1KphJeXV70cLxERETVeOr17Ljw8HNu3b8c333wDNzc3ablKpYKxsTGKi4sRFRWFl19+GY6Ojrh27Rpmz56NzMxMpKenw9zcHAAwadIkfP/999i8eTOsrKwQGRmJvLw8pKSkQE9PD8Afc6Nu3ryJ9evXAwDGjx8PFxcXfPfddwD++MqBzp07w97eHkuXLkV+fj7CwsIwdOhQ/Otf/5J1PLx7Tj7ePUdERA1Fo7h7bt26dVCr1ejVqxccHR2lx44dOwAAenp6OHPmDIYMGYK2bdti9OjRaNu2LY4fPy4FJgBYuXIlhg4diuHDh6N79+4wMTHBd999JwUmANi2bRs8PDwQEBCAgIAAeHp6YsuWLdJ6PT097N27F0ZGRujevTuGDx+OoUOHYtmyZX/dCSEiIqIGq0F9T1Njx5Em+TjSREREDUWjGGkiIiIiaiwYmoiIiIhkYGgiIiIikoGhiYiIiEgGhiYiIiIiGRiaiIiIiGRgaCIiIiKSgaGJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGgiIiIikoGhiYiIiEgGhiYiIiIiGRiaiIiIiGRgaCIiIiKSgaGJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpJBv64vLCkpwZEjR5CZmYnS0lKtdVOnTn3qxoiIiIgakjqFplOnTmHAgAH4/fffUVJSAisrK9y5cwcmJiaws7NjaCIiIqJnTp0uz7377rsYNGgQ8vPzYWxsjMTERFy/fh1eXl5YtmxZffdIREREpHN1Ck2pqamYPn069PT0oKenB41GA2dnZyxZsgSzZ8+u7x6JiIiIdK5OocnAwAAKhQIAYG9vj8zMTACASqWS/p+IiIjoWVKnOU1dunRBcnIy2rZti969e2POnDm4c+cOtmzZAg8Pj/rukYiIiEjn6jTStGjRIjg6OgIA5s+fD2tra0yaNAm5ubn47LPP6rVBIiIiooagTiNN3t7e0v/b2tpi37599dYQERERUUPEL7ckIiIikkH2SFPXrl1x4MABWFpaokuXLtJE8Nr88ssv9dIcERERUUMhOzQNGTIESqUSADB06NA/qx8iIiKiBkkhhBC6buJZUVRUBJVKBbVaDQsLi1prkr1f+Iu7api8k0/qugUiIiIA8n5+A3Wc05SUlIQTJ07UWH7ixAkkJyfXZZNEREREDVqdQtPkyZORlZVVY/lvv/2GyZMnP3VTRERERA1NnULTuXPn0LVr1xrLu3TpgnPnzj11U0REREQNTZ1Ck1KpxK1bt2osz87Ohr6+/K9+io6OxvPPPw9zc3PY2dlh6NChOH/+vFaNEAJRUVFwcnKCsbExevXqhbNnz2rVaDQaTJkyBTY2NjA1NcXgwYNx48YNrZqCggKEhoZCpVJBpVIhNDQUhYWFWjWZmZkYNGgQTE1NYWNjg6lTp6K0tFT28RAREdGzq06hyd/fH7NmzYJarZaWFRYWYvbs2fD395e9nSNHjmDy5MlITExEfHw8ysvLERAQgJKSEqlmyZIlWLFiBVavXo2kpCQ4ODjA398fd+/elWoiIiKwe/duxMTEICEhAcXFxQgODkZFRYVUExISgtTUVMTGxiI2NhapqakIDQ2V1ldUVGDgwIEoKSlBQkICYmJisHPnTkyfPr0up4iIiIieMXW6e+63335Djx49kJeXhy5dugAAUlNTYW9vj/j4eDg7O9epmdu3b8POzg5HjhxBjx49IISAk5MTIiIiMHPmTAB/jCrZ29tj8eLFmDBhAtRqNWxtbbFlyxaMGDECAHDz5k04Oztj3759CAwMRHp6Ojp06IDExET4+PgAABITE+Hr64uMjAy4ublh//79CA4ORlZWFpycnAAAMTExCAsLQ25u7iNn01fh3XPy8e45IiJqKP7Uu+eaNWuG06dPY8mSJejQoQO8vLywatUqnDlzps6BCYA0cmVlZQUAuHr1KnJychAQECDVKJVK9OzZE8eOHQMApKSkoKysTKvGyckJ7u7uUs3x48ehUqmkwAQA3bp1g0ql0qpxd3eXAhMABAYGQqPRICUlpc7HRERERM+GOv3uOQAwNTXF+PHj660RIQSmTZuGF198Ee7u7gCAnJwcAIC9vb1Wrb29Pa5fvy7VGBoawtLSskZN1etzcnJgZ2dXY592dnZaNdX3Y2lpCUNDQ6mmOo1GA41GIz0vKiqSfbxERETUuNQ5NF24cAGHDx9Gbm4uKisrtdbNmTPnibf39ttv4/Tp00hISKixrvqvbBFCPPLXuNRWU1t9XWoeFB0djQ8//PCRfRAREdGzoU6hacOGDZg0aRJsbGzg4OBQI3g8aWiaMmUKvv32W/z0009o3ry5tNzBwQHAH6NAjo6O0vLc3FxpVMjBwQGlpaUoKCjQGm3Kzc2Fn5+fVFPb3X63b9/W2k71L+wsKChAWVlZjRGoKrNmzcK0adOk50VFRU91eZKIiIgarjrNaVqwYAEWLlyInJwcpKam4tSpU9LjSX5ZrxACb7/9Nnbt2oWDBw/C1dVVa72rqyscHBwQHx8vLSstLcWRI0ekQOTl5QUDAwOtmuzsbKSlpUk1vr6+UKvVOHnyf5OPT5w4AbVarVWTlpaG7OxsqSYuLg5KpRJeXl619q9UKmFhYaH1ICIiomdTnUaaCgoK8Oqrrz71zidPnozt27fjm2++gbm5uTR3SKVSwdjYGAqFAhEREVi0aBHatGmDNm3aYNGiRTAxMUFISIhUO3bsWEyfPh3W1tawsrJCZGQkPDw80K9fPwBA+/bt0b9/f4wbNw7r168HAIwfPx7BwcFwc3MDAAQEBKBDhw4IDQ3F0qVLkZ+fj8jISIwbN45hiIiIiOo20vTqq68iLi7uqXe+bt06qNVq9OrVC46OjtJjx44dUs2MGTMQERGB8PBweHt747fffkNcXBzMzc2lmpUrV2Lo0KEYPnw4unfvDhMTE3z33XfQ09OTarZt2wYPDw8EBAQgICAAnp6e2LJli7ReT08Pe/fuhZGREbp3747hw4dj6NChWLZs2VMfJxERETV+dfqepujoaKxYsQIDBw6Eh4cHDAwMtNZPnTq13hpsTPg9TfLxe5qIiKihkPs9TXUKTdXnHmltUKHAlStXnnSTzwSGJvkYmoiIqKGQG5rqNKfp6tWrdW6MiIiIqDGq05ymKqWlpTh//jzKy8vrqx8iIiKiBqlOoen333/H2LFjYWJigo4dOyIzMxPAH3OZPvroo3ptkIiIiKghqFNomjVrFn799VccPnwYRkZG0vJ+/fpp3flGRERE9Kyo05ymPXv2YMeOHejWrZvWt4F36NABly9frrfmiIiIiBqKOo003b59u9ZfgFtSUvLY3wlHRERE1BjVKTQ9//zz2Lt3r/S8Kiht2LABvr6+9dMZERERUQNSp8tz0dHR6N+/P86dO4fy8nKsWrUKZ8+exfHjx3HkyJH67pGIiIhI5+o00uTn54eff/4Zv//+O1q1aoW4uDjY29vj+PHjD/3ltkRERESNWZ1GmgDAw8MDX3zxRX32QkRERNRg1Sk0VX0v08O0aNGiTs0QERERNVR1Ck0tW7Z85F1yFRUVdW6IiIiIqCGqU2g6deqU1vOysjKcOnUKK1aswMKFC+ulMSIiIqKGpE6hqVOnTjWWeXt7w8nJCUuXLsWwYcOeujEiIiKihuSpfmFvdW3btkVSUlJ9bpKIiIioQajTSFNRUZHWcyEEsrOzERUVhTZt2tRLY0REREQNSZ1CU9OmTWtMBBdCwNnZGTExMfXSGBEREVFDUqfQdPDgQa3Q1KRJE9ja2qJ169bQ16/zVz8RERERNVh1Sji9evWq5zaIiIiIGrY6TQSPjo7Gxo0bayzfuHEjFi9e/NRNERERETU0dQpN69evR7t27Wos79ixIz799NOnboqIiIiooalTaMrJyYGjo2ON5ba2tsjOzn7qpoiIiIgamjqFJmdnZ/z88881lv/8889wcnJ66qaIiIiIGpo6TQR/6623EBERgbKyMvTp0wcAcODAAcyYMQPTp0+v1waJiIiIGoI6haYZM2YgPz8f4eHhKC0tBQAYGRlh5syZmDVrVr02SERERNQQKIQQoq4vLi4uRnp6OoyNjdGmTRsolcr67K3RKSoqgkqlglqthoWFRa01yd4v/MVdNUzeySd13QIREREAeT+/gaf83XM5OTnIz89Hq1atoFQq8RT5i4iIiKhBq1NoysvLQ9++fdG2bVsMGDBAumPurbfe4pwmIiIieibVKTS9++67MDAwQGZmJkxMTKTlI0aMQGxsbL01R0RERNRQ1GkieFxcHH744Qc0b95ca3mbNm1w/fr1emmMiIiIqCGp00hTSUmJ1ghTlTt37vztJ4MTERHRs6lOoalHjx748ssvpecKhQKVlZVYunQpevfuXW/NERERETUUdbo8t3TpUvTq1QvJyckoLS3FjBkzcPbsWeTn59f6TeFEREREjV2dRpo6dOiA06dP44UXXoC/vz9KSkowbNgwnDp1Cq1atarvHomIiIh07olHmsrKyhAQEID169fjww8//DN6IiIiImpwnnikycDAAGlpaVAoFH9GP0REREQNUp0uz40aNQqff/55ffdCRERE1GDVaSJ4aWkp/v3vfyM+Ph7e3t4wNTXVWr9ixYp6aY6IiIiooXiikaYrV66gsrISaWlp6Nq1KywsLHDhwgWcOnVKeqSmpsre3k8//YRBgwbByckJCoUCe/bs0VofFhYGhUKh9ejWrZtWjUajwZQpU2BjYwNTU1MMHjwYN27c0KopKChAaGgoVCoVVCoVQkNDUVhYqFWTmZmJQYMGwdTUFDY2Npg6dSpKS0uf5PQQERHRM+yJRpratGmD7OxsHDp0CMAfvzblk08+gb29fZ12XlJSgk6dOuHNN9/Eyy+/XGtN//79sWnTJum5oaGh1vqIiAh89913iImJgbW1NaZPn47g4GCkpKRAT08PABASEoIbN25Iv+Jl/PjxCA0NxXfffQcAqKiowMCBA2Fra4uEhATk5eVh9OjREELgX//6V52OjYiIiJ4tTxSahBBaz/fv34+SkpI67zwoKAhBQUGPrFEqlXBwcKh1nVqtxueff44tW7agX79+AICtW7fC2dkZP/74IwIDA5Geno7Y2FgkJibCx8cHALBhwwb4+vri/PnzcHNzQ1xcHM6dO4esrCw4OTkBAJYvX46wsDAsXLgQFhYWdT5GIiIiejbUaSJ4leoh6s9w+PBh2NnZoW3bthg3bhxyc3OldSkpKdJXIFRxcnKCu7s7jh07BgA4fvw4VCqVFJgAoFu3blCpVFo17u7uUmACgMDAQGg0GqSkpDy0N41Gg6KiIq0HERERPZueKDRVzSuqvuzPEhQUhG3btuHgwYNYvnw5kpKS0KdPH2g0GgBATk4ODA0NYWlpqfU6e3t75OTkSDV2dnY1tm1nZ6dVU/0So6WlJQwNDaWa2kRHR0vzpFQqFZydnZ/qeImIiKjheuLLc2FhYdIv5b1//z4mTpxY4+65Xbt21UtzI0aMkP7f3d0d3t7ecHFxwd69ezFs2LBH9vlgmKst2NWlprpZs2Zh2rRp0vOioiIGJyIiomfUE4Wm0aNHaz1/44036rWZx3F0dISLiwsuXrwIAHBwcEBpaSkKCgq0Rptyc3Ph5+cn1dy6davGtm7fvi2NLjk4OODEiRNa6wsKClBWVvbISe5KpVIKkERERPRse6LQ9OBdbLqQl5eHrKwsODo6AgC8vLxgYGCA+Ph4DB8+HACQnZ2NtLQ0LFmyBADg6+sLtVqNkydP4oUXXgAAnDhxAmq1WgpWvr6+WLhwIbKzs6Vtx8XFQalUwsvL668+TCIiImqA6vTllvWluLgYly5dkp5fvXoVqampsLKygpWVFaKiovDyyy/D0dER165dw+zZs2FjY4OXXnoJAKBSqTB27FhMnz4d1tbWsLKyQmRkJDw8PKS76dq3b4/+/ftj3LhxWL9+PYA/vnIgODgYbm5uAICAgAB06NABoaGhWLp0KfLz8xEZGYlx48bxzrkGrP8HO3TdQoMQO3/E44uIiOip6TQ0JScno3fv3tLzqvlBo0ePxrp163DmzBl8+eWXKCwshKOjI3r37o0dO3bA3Nxces3KlSuhr6+P4cOH4969e+jbty82b94sfUcTAGzbtg1Tp06V7rIbPHgwVq9eLa3X09PD3r17ER4eju7du8PY2BghISFYtmzZn30KiIiIqJFQiL/iewP+JoqKiqBSqaBWqx86QpXs/cJf3FXD5J188qm3wZGmP3CkiYjo6cj5+Q085fc0EREREf1dMDQRERERycDQRERERCQDQxMRERGRDAxNRERERDIwNBERERHJwNBEREREJANDExEREZEMDE1EREREMjA0EREREcnA0EREREQkA0MTERERkQwMTUREREQyMDQRERERycDQRERERCQDQxMRERGRDAxNRERERDIwNBERERHJwNBEREREJANDExEREZEMDE1EREREMjA0EREREcnA0EREREQkA0MTERERkQwMTUREREQyMDQRERERycDQRERERCQDQxMRERGRDAxNRERERDIwNBERERHJwNBEREREJANDExEREZEMDE1EREREMjA0EREREcnA0EREREQkA0MTERERkQwMTUREREQyMDQRERERyaDT0PTTTz9h0KBBcHJygkKhwJ49e7TWCyEQFRUFJycnGBsbo1evXjh79qxWjUajwZQpU2BjYwNTU1MMHjwYN27c0KopKChAaGgoVCoVVCoVQkNDUVhYqFWTmZmJQYMGwdTUFDY2Npg6dSpKS0v/jMMmIiKiRkinoamkpASdOnXC6tWra12/ZMkSrFixAqtXr0ZSUhIcHBzg7++Pu3fvSjURERHYvXs3YmJikJCQgOLiYgQHB6OiokKqCQkJQWpqKmJjYxEbG4vU1FSEhoZK6ysqKjBw4ECUlJQgISEBMTEx2LlzJ6ZPn/7nHTwRERE1Kvq63HlQUBCCgoJqXSeEwMcff4z3338fw4YNAwB88cUXsLe3x/bt2zFhwgSo1Wp8/vnn2LJlC/r16wcA2Lp1K5ydnfHjjz8iMDAQ6enpiI2NRWJiInx8fAAAGzZsgK+vL86fPw83NzfExcXh3LlzyMrKgpOTEwBg+fLlCAsLw8KFC2FhYfEXnA0iIiJqyBrsnKarV68iJycHAQEB0jKlUomePXvi2LFjAICUlBSUlZVp1Tg5OcHd3V2qOX78OFQqlRSYAKBbt25QqVRaNe7u7lJgAoDAwEBoNBqkpKT8qcdJREREjYNOR5oeJScnBwBgb2+vtdze3h7Xr1+XagwNDWFpaVmjpur1OTk5sLOzq7F9Ozs7rZrq+7G0tIShoaFUUxuNRgONRiM9Lyoqknt4RERE1Mg02JGmKgqFQuu5EKLGsuqq19RWX5ea6qKjo6XJ5SqVCs7Ozo/si4iIiBqvBhuaHBwcAKDGSE9ubq40KuTg4IDS0lIUFBQ8subWrVs1tn/79m2tmur7KSgoQFlZWY0RqAfNmjULarVaemRlZT3hURIREVFj0WBDk6urKxwcHBAfHy8tKy0txZEjR+Dn5wcA8PLygoGBgVZNdnY20tLSpBpfX1+o1WqcPHlSqjlx4gTUarVWTVpaGrKzs6WauLg4KJVKeHl5PbRHpVIJCwsLrQcRERE9m3Q6p6m4uBiXLl2Snl+9ehWpqamwsrJCixYtEBERgUWLFqFNmzZo06YNFi1aBBMTE4SEhAAAVCoVxo4di+nTp8Pa2hpWVlaIjIyEh4eHdDdd+/bt0b9/f4wbNw7r168HAIwfPx7BwcFwc3MDAAQEBKBDhw4IDQ3F0qVLkZ+fj8jISIwbN45BiIiIiADoODQlJyejd+/e0vNp06YBAEaPHo3NmzdjxowZuHfvHsLDw1FQUAAfHx/ExcXB3Nxces3KlSuhr6+P4cOH4969e+jbty82b94MPT09qWbbtm2YOnWqdJfd4MGDtb4bSk9PD3v37kV4eDi6d+8OY2NjhISEYNmyZX/2KSAiIqJGQiGEELpu4llRVFQElUoFtVr90BGqZO8X/uKuGibv5JOPL3qM/h/sqIdOGr/Y+SN03QIRUaMm5+c30IDnNBERERE1JAxNRERERDIwNBERERHJwNBEREREJANDExEREZEMDE1EREREMjA0EREREcnA0EREREQkA0MTERERkQwMTUREREQyMDQRERERycDQRERERCQDQxMRERGRDAxNRERERDIwNBERERHJwNBEREREJANDExEREZEMDE1EREREMjA0EREREcnA0EREREQkA0MTERERkQwMTUREREQyMDQRERERycDQRERERCQDQxMRERGRDAxNRERERDIwNBERERHJwNBEREREJANDExEREZEMDE1EREREMjA0EREREcnA0EREREQkA0MTERERkQwMTUREREQyMDQRERERycDQRERERCSDvq4bICLdCtnymq5baBC2h8bougUiauA40kREREQkA0MTERERkQwNOjRFRUVBoVBoPRwcHKT1QghERUXByckJxsbG6NWrF86ePau1DY1GgylTpsDGxgampqYYPHgwbty4oVVTUFCA0NBQqFQqqFQqhIaGorCw8K84RCIiImokGnRoAoCOHTsiOztbepw5c0Zat2TJEqxYsQKrV69GUlISHBwc4O/vj7t370o1ERER2L17N2JiYpCQkIDi4mIEBwejoqJCqgkJCUFqaipiY2MRGxuL1NRUhIaG/qXHSURERA1bg58Irq+vrzW6VEUIgY8//hjvv/8+hg0bBgD44osvYG9vj+3bt2PChAlQq9X4/PPPsWXLFvTr1w8AsHXrVjg7O+PHH39EYGAg0tPTERsbi8TERPj4+AAANmzYAF9fX5w/fx5ubm5/3cESERFRg9XgR5ouXrwIJycnuLq64rXXXsOVK1cAAFevXkVOTg4CAgKkWqVSiZ49e+LYsWMAgJSUFJSVlWnVODk5wd3dXao5fvw4VCqVFJgAoFu3blCpVFLNw2g0GhQVFWk9iIiI6NnUoEOTj48PvvzyS/zwww/YsGEDcnJy4Ofnh7y8POTk5AAA7O3ttV5jb28vrcvJyYGhoSEsLS0fWWNnZ1dj33Z2dlLNw0RHR0vzoFQqFZydnet8rERERNSwNejQFBQUhJdffhkeHh7o168f9u7dC+CPy3BVFAqF1muEEDWWVVe9prZ6OduZNWsW1Gq19MjKynrsMREREVHj1KBDU3Wmpqbw8PDAxYsXpXlO1UeDcnNzpdEnBwcHlJaWoqCg4JE1t27dqrGv27dv1xjFqk6pVMLCwkLrQURERM+mRhWaNBoN0tPT4ejoCFdXVzg4OCA+Pl5aX1paiiNHjsDPzw8A4OXlBQMDA62a7OxspKWlSTW+vr5Qq9U4efKkVHPixAmo1WqphoiIiKhB3z0XGRmJQYMGoUWLFsjNzcWCBQtQVFSE0aNHQ6FQICIiAosWLUKbNm3Qpk0bLFq0CCYmJggJCQEAqFQqjB07FtOnT4e1tTWsrKwQGRkpXe4DgPbt26N///4YN24c1q9fDwAYP348goODeeccERERSRp0aLpx4wZGjhyJO3fuwNbWFt26dUNiYiJcXFwAADNmzMC9e/cQHh6OgoIC+Pj4IC4uDubm5tI2Vq5cCX19fQwfPhz37t1D3759sXnzZujp6Uk127Ztw9SpU6W77AYPHozVq1f/tQdLREREDZpCCCF03cSzoqioCCqVCmq1+qHzm5K9X/iLu2qYvJNPPr7oMfp/sKMeOmn8YuePeKrX8xf2/oG/sJfo70vOz2+gkc1pIiIiItIVhiYiIiIiGRiaiIiIiGRgaCIiIiKSgaGJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGgiIiIikoGhiYiIiEgGhiYiIiIiGRiaiIiIiGRgaCIiIiKSgaGJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGgiIiIikoGhiYiIiEgGhiYiIiIiGRiaiIiIiGRgaCIiIiKSgaGJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpJBX9cNEBE9K1aFrNd1Cw3CO9sn6LoFoj8FR5qIiIiIZGBoIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGiqZu3atXB1dYWRkRG8vLxw9OhRXbdEREREDQBD0wN27NiBiIgIvP/++zh16hT+7//+D0FBQcjMzNR1a0RERKRjDE0PWLFiBcaOHYu33noL7du3x8cffwxnZ2esW7dO160RERGRjjE0/X+lpaVISUlBQECA1vKAgAAcO3ZMR10RERFRQ8FvBP//7ty5g4qKCtjb22stt7e3R05OTq2v0Wg00Gg00nO1Wg0AKCoqeuh+iisq6qHbxu9R50iucs3v9dBJ4/e057LsXlk9ddK41cdn8n7ZvXropPGrj3N5PdqjHjpp/FxmndF1C38LVZ9ZIcQj6xiaqlEoFFrPhRA1llWJjo7Ghx9+WGO5s7Pzn9LbM0Wl0nUHzwzV0jG6buGZ8PWEXbpu4Znx3tfv6rqFZ8dH/Lvyr3T37l2oHvHziaHp/7OxsYGenl6NUaXc3Nwao09VZs2ahWnTpknPKysrkZ+fD2tr64cGLV0rKiqCs7MzsrKyYGFhoet2GjWey/rB81h/eC7rD89l/Wgs51EIgbt378LJyemRdQxN/5+hoSG8vLwQHx+Pl156SVoeHx+PIUOG1PoapVIJpVKptaxp06Z/Zpv1xsLCokF/gBsTnsv6wfNYf3gu6w/PZf1oDOfxUSNMVRiaHjBt2jSEhobC29sbvr6++Oyzz5CZmYmJEyfqujUiIiLSMYamB4wYMQJ5eXmYN28esrOz4e7ujn379sHFxUXXrREREZGOMTRVEx4ejvDwcF238adRKpWYO3dujcuK9OR4LusHz2P94bmsPzyX9eNZO48K8bj764iIiIiIX25JREREJAdDExEREZEMDE1EREREMjA0EREREcnA0PQ3snbtWri6usLIyAheXl44evSorltqlH766ScMGjQITk5OUCgU2LNnj65bapSio6Px/PPPw9zcHHZ2dhg6dCjOnz+v67YapXXr1sHT01P6AkFfX1/s379f1201etHR0VAoFIiIiNB1K41OVFQUFAqF1sPBwUHXbT01hqa/iR07diAiIgLvv/8+Tp06hf/7v/9DUFAQMjMzdd1ao1NSUoJOnTph9erVum6lUTty5AgmT56MxMRExMfHo7y8HAEBASgpKdF1a41O8+bN8dFHHyE5ORnJycno06cPhgwZgrNnz+q6tUYrKSkJn332GTw9PXXdSqPVsWNHZGdnS48zZxr/Lx/mVw78Tfj4+KBr165Yt26dtKx9+/YYOnQooqOjddhZ46ZQKLB7924MHTpU1600erdv34adnR2OHDmCHj166LqdRs/KygpLly7F2LFjdd1Ko1NcXIyuXbti7dq1WLBgATp37oyPP/5Y1201KlFRUdizZw9SU1N13Uq94kjT30BpaSlSUlIQEBCgtTwgIADHjh3TUVdE2tRqNYA/fthT3VVUVCAmJgYlJSXw9fXVdTuN0uTJkzFw4ED069dP1600ahcvXoSTkxNcXV3x2muv4cqVK7pu6anxG8H/Bu7cuYOKigrY29trLbe3t0dOTo6OuiL6HyEEpk2bhhdffBHu7u66bqdROnPmDHx9fXH//n2YmZlh9+7d6NChg67banRiYmLwyy+/ICkpSdetNGo+Pj748ssv0bZtW9y6dQsLFiyAn58fzp49C2tra123V2cMTX8jCoVC67kQosYyIl14++23cfr0aSQkJOi6lUbLzc0NqampKCwsxM6dOzF69GgcOXKEwekJZGVl4Z133kFcXByMjIx03U6jFhQUJP2/h4cHfH190apVK3zxxReYNm2aDjt7OgxNfwM2NjbQ09OrMaqUm5tbY/SJ6K82ZcoUfPvtt/jpp5/QvHlzXbfTaBkaGqJ169YAAG9vbyQlJWHVqlVYv369jjtrPFJSUpCbmwsvLy9pWUVFBX766SesXr0aGo0Genp6Ouyw8TI1NYWHhwcuXryo61aeCuc0/Q0YGhrCy8sL8fHxWsvj4+Ph5+eno67o704Igbfffhu7du3CwYMH4erqquuWnilCCGg0Gl230aj07dsXZ86cQWpqqvTw9vbG66+/jtTUVAamp6DRaJCeng5HR0ddt/JUONL0NzFt2jSEhobC29sbvr6++Oyzz5CZmYmJEyfqurVGp7i4GJcuXZKeX716FampqbCyskKLFi102FnjMnnyZGzfvh3ffPMNzM3NpZFQlUoFY2NjHXfXuMyePRtBQUFwdnbG3bt3ERMTg8OHDyM2NlbXrTUq5ubmNebUmZqawtramnPtnlBkZCQGDRqEFi1aIDc3FwsWLEBRURFGjx6t69aeCkPT38SIESOQl5eHefPmITs7G+7u7ti3bx9cXFx03Vqjk5ycjN69e0vPq67Pjx49Gps3b9ZRV41P1ddf9OrVS2v5pk2bEBYW9tc31IjdunULoaGhyM7OhkqlgqenJ2JjY+Hv76/r1uhv6saNGxg5ciTu3LkDW1tbdOvWDYmJiY3+Zw6/p4mIiIhIBs5pIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGgiIiIikoGhiYiIiEgGhiYiIiIiGRiaiJ4R165dg0KhQGpq6kNrDh8+DIVCgcLCwqfaV69evRAREfFU22iIwsLCMHTo0KfaRn2d478rOZ/j6urjfSOSg6GJqB7l5ORgypQpeO6556BUKuHs7IxBgwbhwIED9bqf2n5IODs7S9/2TnWzatWqp/5Wdz8/P+mbuetLXYJEY8XPMTVk/DUqRPXk2rVr6N69O5o2bYolS5bA09MTZWVl+OGHHzB58mRkZGT8qfvX09ODg4PDn7qPuiorK4OBgYGu23ioiooKKBSKegk6hoaGDfZ9aAwa8ueYiCNNRPUkPDwcCoUCJ0+exCuvvIK2bduiY8eOmDZtGhITE6W6FStWwMPDA6ampnB2dkZ4eDiKi4ul9Zs3b0bTpk3xww8/oH379jAzM0P//v2RnZ0NAIiKisIXX3yBb775BgqFAgqFAocPH651NGLfvn1o27YtjI2N0bt3b1y7dk2r57y8PIwcORLNmzeHiYkJPDw88J///EerpqSkBKNGjYKZmRkcHR2xfPnyx56LqKgodO7cGRs3bpRG3YQQUKvVGD9+POzs7GBhYYE+ffrg119/1XrtRx99BHt7e5ibm2Ps2LF477330LlzZ2l9bZcGhw4dqvX76kpLSzFjxgw0a9YMpqam8PHxweHDh2uc4++//x4dOnSAUqnE9evXa4zg9erVC1OmTEFERAQsLS1hb2+Pzz77DCUlJXjzzTdhbm6OVq1aYf/+/dJrars8d+zYMfTo0QPGxsZwdnbG1KlTUVJSIq1v2bIlFi1ahDFjxsDc3BwtWrTAZ599Jq13dXUFAHTp0gUKhUL6fX2VlZWYN28emjdvDqVSic6dOz/2l/QKIbBkyRI899xzMDY2RqdOnfD1119L6wsKCvD666/D1tYWxsbGaNOmDTZt2gTgfyNeMTEx8PPzg5GRETp27Kh1bgHg3LlzGDBgAMzMzGBvb4/Q0FDcuXNHWl9ZWYnFixejdevWUCqVaNGiBRYuXKi1j6rPcUVFBcaOHQtXV1cYGxvDzc0Nq1at+tOOkeiRBBE9tby8PKFQKMSiRYseW7ty5Upx8OBBceXKFXHgwAHh5uYmJk2aJK3ftGmTMDAwEP369RNJSUkiJSVFtG/fXoSEhAghhLh7964YPny46N+/v8jOzhbZ2dlCo9GIq1evCgDi1KlTQgghMjMzhVKpFO+8847IyMgQW7duFfb29gKAKCgoEEIIcePGDbF06VJx6tQpcfnyZfHJJ58IPT09kZiYKPUzadIk0bx5cxEXFydOnz4tgoODhZmZmXjnnXceeoxz584VpqamIjAwUPzyyy/i119/FZWVlaJ79+5i0KBBIikpSVy4cEFMnz5dWFtbi7y8PCGEEDt27BCGhoZiw4YNIiMjQ7z//vvC3NxcdOrUSdp2z549a+x7yJAhYvTo0dLzkJAQ4efnJ3766Sdx6dIlsXTpUqFUKsWFCxe0zrGfn5/4+eefRUZGhiguLhajR48WQ4YM0dqXubm5mD9/vrhw4YKYP3++aNKkiQgKChKfffaZuHDhgpg0aZKwtrYWJSUlQgghDh06pHWOT58+LczMzMTKlSvFhQsXxM8//yy6dOkiwsLCpP24uLgIKysrsWbNGnHx4kURHR0tmjRpItLT04UQQpw8eVIAED/++KPIzs6WzteKFSuEhYWF+M9//iMyMjLEjBkzhIGBgXSctZk9e7Zo166diI2NFZcvXxabNm0SSqVSHD58WAghxOTJk0Xnzp1FUlKSuHr1qoiPjxfffvutEEJIn7HmzZuLr7/+Wpw7d0689dZbwtzcXNy5c0cIIcTNmzeFjY2NmDVrlkhPTxe//PKL8Pf3F71795Z6mDFjhrC0tBSbN28Wly5dEkePHhUbNmzQ2kfV57i0tFTMmTNHnDx5Uly5ckVs3bpVmJiYiB07dkjbq/6+Pc0xEj0KQxNRPThx4oQAIHbt2vXEr/3qq6+EtbW19HzTpk0CgLh06ZK0bM2aNcLe3l56Xv2HhBA1f9jMmjVLtG/fXlRWVko1M2fO1PqBXpsBAwaI6dOnCyH+CGiGhoYiJiZGWp+XlyeMjY0fG5oMDAxEbm6utOzAgQPCwsJC3L9/X6u2VatWYv369UIIIXx9fcXEiRO11vv4+DxRaLp06ZJQKBTit99+06rp27evmDVrlhDif+c4NTVVq6a20PTiiy9Kz8vLy4WpqakIDQ2VlmVnZwsA4vjx40KImqEpNDRUjB8/Xms/R48eFU2aNBH37t0TQvwRmt544w1pfWVlpbCzsxPr1q0TQtR8b6s4OTmJhQsXai17/vnnRXh4uKhNcXGxMDIyEseOHdNaPnbsWDFy5EghhBCDBg0Sb775Zq2vr+rjo48+kpaVlZWJ5s2bi8WLFwshhPjggw9EQECA1uuysrIEAHH+/HlRVFQklEqlFJIeto/qx/qg8PBw8fLLL0vPH3zfnvYYiR6Fc5qI6oEQAgCgUCgeW3vo0CEsWrQI586dQ1FREcrLy3H//n2UlJTA1NQUAGBiYoJWrVpJr3F0dERubu4T9ZSeno5u3bpp9eTr66tVU1FRgY8++gg7duzAb7/9Bo1GA41GI/Vx+fJllJaWar3OysoKbm5uj92/i4sLbG1tpecpKSkoLi6GtbW1Vt29e/dw+fJlqeeJEydqrff19cWhQ4dkHjXwyy+/QAiBtm3bai3XaDRa+zY0NISnp+djt/dgjZ6eHqytreHh4SEts7e3B4CHvj8pKSm4dOkStm3bJi0TQqCyshJXr15F+/bta+xHoVDAwcHhke95UVERbt68ie7du2st7969e41LnlXOnTuH+/fvw9/fX2t5aWkpunTpAgCYNGkSXn75Zfzyyy8ICAjA0KFD4efnp1X/4OdBX18f3t7eSE9Pl4730KFDMDMzq7H/y5cvo7CwEBqNBn379n3osVX36aef4t///jeuX7+Oe/fuobS0VOuS7Z9xjES1YWgiqgdt2rSBQqFAenr6I299vn79OgYMGICJEydi/vz5sLKyQkJCAsaOHYuysjKprvqkaYVCIQUzueTUL1++HCtXrsTHH38szbOKiIhAaWmp7G08TFXwqlJZWQlHR8ca818AoGnTprK326RJkxp9PXjuKisroaenh5SUFOjp6WnVPfiD3NjYWFbIre29eHBZ1TYqKytrfX1lZSUmTJiAqVOn1ljXokWLR+7nYdusXvcgIcRDj6tqe3v37kWzZs201imVSgBAUFAQrl+/jr179+LHH39E3759MXnyZCxbtkxWH5WVlRg0aBAWL15co8bR0RFXrlx57DE96KuvvsK7776L5cuXw9fXF+bm5li6dClOnDjxlx8jESeCE9UDKysrBAYGYs2aNVoTfKtUTQpOTk5GeXk5li9fjm7duqFt27a4efPmE+/P0NAQFRUVj6zp0KGD1gR0ADWeHz16FEOGDMEbb7yBTp064bnnnsPFixel9a1bt4aBgYHW6woKCnDhwoUn7rlr167IycmBvr4+WrdurfWwsbEBALRv3/6xPdva2kqT4oE/RsvS0tKk5126dEFFRQVyc3Nr7EcXd2V17doVZ8+erdFL69atYWhoKGsbVXUPvucWFhZwcnJCQkKCVu2xY8ek0avqqia9Z2Zm1ujF2dlZqrO1tUVYWBi2bt2Kjz/+WGtSOqD9npSXlyMlJQXt2rXTOt6WLVvW2IepqSnatGkDY2Nj2V/DcfToUfj5+SE8PBxdunRB69atpZHJP/MYiWrD0ERUT9auXYuKigq88MIL2LlzJy5evIj09HR88skn0uWMVq1aoby8HP/6179w5coVbNmyBZ9++ukT76tly5Y4ffo0zp8/jzt37miNtFSZOHEiLl++jGnTpuH8+fPYvn17je8gat26NeLj43Hs2DGkp6djwoQJyMnJkdabmZlh7Nix+Mc//oEDBw4gLS0NYWFhaNLkyf/q6NevH3x9fTF06FD88MMPuHbtGo4dO4Z//vOfSE5OBgC888472LhxIzZu3IgLFy5g7ty5OHv2rNZ2+vTpg71792Lv3r3IyMhAeHi41p1qbdu2xeuvv45Ro0Zh165duHr1KpKSkrB48WLs27fvift+WjNnzsTx48cxefJkpKam4uLFi/j2228xZcoU2duws7ODsbExYmNjcevWLajVagDAP/7xDyxevBg7duzA+fPn8d577yE1NRXvvPNOrdsxNzdHZGQk3n33XXzxxRe4fPkyTp06hTVr1uCLL74AAMyZMwfffPMNLl26hLNnz+L777+vEcLWrFmD3bt3IyMjA5MnT0ZBQQHGjBkDAJg8eTLy8/MxcuRInDx5EleuXEFcXBzGjBmDiooKGBkZYebMmZgxYwa+/PJLXL58GYmJifj8889r7bl169ZITk7GDz/8gAsXLuCDDz5AUlLSQ89VfR0jUa10N52K6Nlz8+ZNMXnyZOHi4iIMDQ1Fs2bNxODBg8WhQ4ekmhUrVghHR0dhbGwsAgMDxZdffqk1cXjTpk1CpVJpbXf37t3iwT+uubm5wt/fX5iZmQkA4tChQ7VOoP3uu+9E69athVKpFP/3f/8nNm7cqLWvvLw8MWTIEGFmZibs7OzEP//5TzFq1CitydB3794Vb7zxhjAxMRH29vZiyZIltU7GftDcuXO1Jm9XKSoqElOmTBFOTk7CwMBAODs7i9dff11kZmZKNQsXLhQ2NjbCzMxMjB49WsyYMUNrW6WlpWLSpEnCyspK2NnZiejo6Bp3z1XdcdWyZUthYGAgHBwcxEsvvSROnz790HMsRO0Twasfp4uLi1i5cqXWMgBi9+7dQoiaE8GF+OPut6r3y9TUVHh6empN4K5tm506dRJz586Vnm/YsEE4OzuLJk2aiJ49ewohhKioqBAffvihaNasmTAwMBCdOnUS+/fvr3FcD6qsrBSrVq0Sbm5uwsDAQNja2orAwEBx5MgRIYQQ8+fPF+3btxfGxsbCyspKDBkyRFy5ckUI8b9J2tu3bxc+Pj7C0NBQtG/fXhw4cEBrHxcuXBAvvfSSaNq0qTA2Nhbt2rUTERER0k0JFRUVYsGCBcLFxUUYGBiIFi1aSHeeVv8c379/X4SFhQmVSiWaNm0qJk2aJN577z2tz0T19+1pjpHoURRCPMWkBSKiP1lUVBT27Nnzt/g27Ibu2rVrcHV1xalTpx46EZvoWcbLc0REREQyMDQRERERycDLc0REREQycKSJiIiISAaGJiIiIiIZGJqIiIiIZGBoIiIiIpKBoYmIiIhIBoYmIiIiIhkYmoiIiIhkYGgiIiIikoGhiYiIiEiG/wfuQs/g8j6WjQAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x='special_requests_num', palette='Set1')\n", - "plt.title(\"Reservas por cantidad de requisitos especiales\")\n", - "plt.xlabel(\"Cantidad requerimiento especiales\")\n", - "plt.ylabel(\"Frecuencia\")" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "id": "79f54a9d", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.boxplot(data=hotelsdf.special_requests_num)\n", - "plt.xlabel(\"Cantidad de reservas\")\n", - "plt.ylabel(\"Canidad de requisitos especiales\")\n", - "plt.title(\"Canidad de requisitos especiales por reserva\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "9377c16e", - "metadata": {}, - "source": [ - "#### Outliers" - ] - }, - { - "cell_type": "markdown", - "id": "4f4e5ac5", - "metadata": {}, - "source": [ - "Viendo los graficos vemos que los valores mas frecuentes de requisitos especiales son 0 (ninguno), 1 y 2 y algunos menos con 3. Ademas hay muy pocos con 4 y 5. \n", - "Los valores que podrian levantar sosppecha son 4 y 5.\n", - "Miramos la cantidad de registros de cada uno de ellos para ver que no sean casos puntuales." - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "id": "30d71693", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "hay 112 reservas con 4 requisitos especiales\n", - "hay 17 reservas con 5 requisitos especiales\n" - ] - } - ], - "source": [ - "print(\"hay\", hotelsdf[hotelsdf.special_requests_num==4].shape[0] ,\"reservas con 4 requisitos especiales\")\n", - "print(\"hay\", hotelsdf[hotelsdf.special_requests_num==5].shape[0] ,\"reservas con 5 requisitos especiales\")" - ] - }, - { - "cell_type": "markdown", - "id": "21ba7e93", - "metadata": {}, - "source": [ - "#### Ajustes de valor" - ] - }, - { - "cell_type": "markdown", - "id": "f42ab861", - "metadata": {}, - "source": [ - "Debido a la la cantidad de reservas para estos casos y que el rango de valores es relativamente acotado, no parcen ser casos puntuales. \n", - "Procedemos a cambiar la cantidad de requisitos especiales de dichos registros el valor mas frecuente" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "id": "97e5c41a", - "metadata": {}, - "outputs": [], - "source": [ - "media_special_requests = round(hotelsdf.special_requests_num.mean())\n", - "hotelsdf.loc[hotelsdf['special_requests_num'] >= 4, 'special_requests_num'] = media_special_requests" - ] - }, - { - "cell_type": "markdown", - "id": "bebc9eec", - "metadata": {}, - "source": [ - "Graficamos nuevamente la distribución de la variable para validar los cambios realizados " - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "id": "21f39923", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x='special_requests_num', palette='Set1')\n", - "plt.title(\"Reservas por cantidad de requisitos especiales\")\n", - "plt.xlabel(\"Cantidad requerimiento especiales\")\n", - "plt.ylabel(\"Frecuencia\")" - ] - }, - { - "cell_type": "markdown", - "id": "634eb5a4", - "metadata": {}, - "source": [ - "### weekend nights number" - ] - }, - { - "cell_type": "markdown", - "id": "573d1528", - "metadata": {}, - "source": [ - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "id": "5c79342e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 57134.000000\n", - "mean 0.947404\n", - "std 0.995895\n", - "min 0.000000\n", - "25% 0.000000\n", - "50% 1.000000\n", - "75% 2.000000\n", - "max 16.000000\n", - "Name: weekend_nights_num, dtype: float64" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.weekend_nights_num.describe() " - ] - }, - { - "cell_type": "markdown", - "id": "3e566dfc", - "metadata": {}, - "source": [ - "#### Valores nulos/faltantes" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "id": "eae6b181", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "La cantidad de valores nulos/faltantes es 0\n" - ] - } - ], - "source": [ - "print(\"La cantidad de valores nulos/faltantes es\", hotelsdf.weekend_nights_num.isna().sum())" - ] - }, - { - "cell_type": "markdown", - "id": "4ee1cb91", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "id": "0a5b63de", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x='weekend_nights_num', palette='Set1')\n", - "plt.title(\"Reservas por cantidad de noches de fin de semana\")\n", - "plt.xlabel(\"Numero de noches de fin de semana\")\n", - "plt.ylabel(\"Frecuencia\")" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "id": "b4d63388", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.boxplot(data=hotelsdf.weekend_nights_num)\n", - "plt.xlabel(\"Cantidad de reservas\")\n", - "plt.ylabel(\"Cantidad de noches de fin de semana\")\n", - "plt.title(\"Cantdad de noches de fin de semana por reserva\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "0495456a", - "metadata": {}, - "source": [ - "#### Outliers" - ] - }, - { - "cell_type": "markdown", - "id": "76438fde", - "metadata": {}, - "source": [ - "Podriamos suponer como posibles outliers, reservas con muchos dias de estadia. A simple vista se puede ver que hay pocas reservas con 5 o mas noches de fin de semana de estadia. Comenzamos estudiando los valores de 9 o mas dias de fin de semana ya que equivaldrian a un minimo de 4 semanas de estadia." - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "id": "120fb4ea", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "13" - ] - }, - "execution_count": 100, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mayores_a_nueve = hotelsdf[hotelsdf[\"weekend_nights_num\"]>=9]\n", - "mayores_a_nueve.shape[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "id": "139f9750", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = mayores_a_nueve, x='weekend_nights_num', palette='Set1')\n", - "plt.title(\"Reservas por cantidad de noches de fin de semana\")\n", - "plt.xlabel(\"Numero de noches de fin de semana\")\n", - "plt.ylabel(\"Frecuencia\")" - ] - }, - { - "cell_type": "markdown", - "id": "4734d2d3", - "metadata": {}, - "source": [ - "#### Ajustes de valor" - ] - }, - { - "cell_type": "markdown", - "id": "4590760c", - "metadata": {}, - "source": [ - "Son solo 13 registros, es decir, representan muy poca cantidad del total. Tomamos la decision de eliminarlos para evitar que generen ruido al momento de generar el modelo." - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "id": "d90e0768", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...company_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
0City Hotel492016September3751210...NaN0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120...NaN0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
2City Hotel252016October42130122...NaN0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c0
3City Hotel262016December51122520...NaN0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff1
4City Hotel1042017March12192520...NaN0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b5920
..................................................................
57116Resort Hotel242017January4270220...NaN0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f1
57117City Hotel02016September3620110...NaN0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c0
57118City Hotel102017May1981210...153.00Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed450
57119Resort Hotel1432015October41102520...NaN0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
57120City Hotel572016April17172520...NaN0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
\n", - "

57121 rows × 32 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "57116 Resort Hotel 24 2017 January \n", - "57117 City Hotel 0 2016 September \n", - "57118 City Hotel 10 2017 May \n", - "57119 Resort Hotel 143 2015 October \n", - "57120 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "57116 4 27 0 \n", - "57117 36 2 0 \n", - "57118 19 8 1 \n", - "57119 41 10 2 \n", - "57120 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... company_id \\\n", - "0 2 1 0 ... NaN \n", - "1 1 2 0 ... NaN \n", - "2 1 2 2 ... NaN \n", - "3 5 2 0 ... NaN \n", - "4 5 2 0 ... NaN \n", - "... ... ... ... ... ... \n", - "57116 2 2 0 ... NaN \n", - "57117 1 1 0 ... NaN \n", - "57118 2 1 0 ... 153.0 \n", - "57119 5 2 0 ... NaN \n", - "57120 5 2 0 ... NaN \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "0 0 Transient 115.50 \n", - "1 0 Transient 42.00 \n", - "2 0 Transient 229.00 \n", - "3 0 Transient 75.00 \n", - "4 0 Transient-Party 75.00 \n", - "... ... ... ... \n", - "57116 0 Transient 48.00 \n", - "57117 0 Transient 149.00 \n", - "57118 0 Transient 95.00 \n", - "57119 0 Transient 36.05 \n", - "57120 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "0 0 1 \n", - "1 1 0 \n", - "2 0 2 \n", - "3 0 0 \n", - "4 0 1 \n", - "... ... ... \n", - "57116 0 1 \n", - "57117 0 0 \n", - "57118 0 0 \n", - "57119 0 0 \n", - "57120 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "2 Check-Out 2016-10-14 \n", - "3 Canceled 2016-11-29 \n", - "4 Check-Out 2017-03-26 \n", - "... ... ... \n", - "57116 Canceled 2017-01-23 \n", - "57117 Check-Out 2016-09-03 \n", - "57118 Check-Out 2017-05-11 \n", - "57119 Canceled 2015-07-08 \n", - "57120 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 \n", - "... ... ... \n", - "57116 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 \n", - "57117 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 \n", - "57118 76fb0e83-59df-43ee-9c33-aec51030ed45 0 \n", - "57119 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "57120 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[57121 rows x 32 columns]" - ] - }, - "execution_count": 102, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mas_de_nueve_noches_finde = hotelsdf[hotelsdf[\"weekend_nights_num\"]>=9]\n", - "hotelsdf.drop(mas_de_nueve_noches_finde.index, inplace = True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "af6e3de5", - "metadata": {}, - "source": [ - "Hasta ahora analizamos las estadias con mas de 9 noches de fin de semana (al menos un mes de esatdia)\n", - "Sin embargo nos resta estudiar, los casos de 5, 6, 7 y 8 dias de fin de semana.\n", - "Vemos cuantos registros son" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "id": "590f2c9d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "167" - ] - }, - "execution_count": 103, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mayores_a_5_menores_a_nueve_finde = hotelsdf[hotelsdf[\"weekend_nights_num\"]>=5]\n", - "mayores_a_5_menores_a_nueve_finde.shape[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "id": "beeb5d5d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 104, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mayores_a_5_menores_a_nueve_finde = hotelsdf[hotelsdf[\"weekend_nights_num\"]>=5]\n", - "sns.countplot(data = mayores_a_5_menores_a_nueve_finde, x='weekend_nights_num', palette='Set1')" - ] - }, - { - "cell_type": "markdown", - "id": "64e8e06b", - "metadata": {}, - "source": [ - "Como son muchos mas registros posponemos su analisis para estudiarlos en un analisis multivariado despues de terminar de estudiar todas las variables cuantitativas pero los dejamos marcados como posibles registros a modificar." - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "id": "37409b21", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 105, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x='weekend_nights_num', palette='Set1')\n", - "plt.title(\"Reservas por cantidad de noches de fin de semana\")\n", - "plt.xlabel(\"Numero de noches de fin de semana\")\n", - "plt.ylabel(\"Frecuencia\")" - ] - }, - { - "cell_type": "markdown", - "id": "6d671322", - "metadata": {}, - "source": [ - "### week nights number " - ] - }, - { - "cell_type": "markdown", - "id": "e464ebbe", - "metadata": {}, - "source": [ - "#### Valores estadisticos relevantes" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "id": "85d9eb69", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 57121.000000\n", - "mean 2.547907\n", - "std 1.858205\n", - "min 0.000000\n", - "25% 1.000000\n", - "50% 2.000000\n", - "75% 3.000000\n", - "max 22.000000\n", - "Name: week_nights_num, dtype: float64" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.week_nights_num.describe() " - ] - }, - { - "cell_type": "markdown", - "id": "fab62933", - "metadata": {}, - "source": [ - "#### Valores nulos/faltantes" - ] - }, - { - "cell_type": "code", - "execution_count": 107, - "id": "959af5d7", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "La cantidad de valores nulos/faltantes es 0\n" - ] - } - ], - "source": [ - "print(\"La cantidad de valores nulos/faltantes es\", hotelsdf.week_nights_num.isna().sum())" - ] - }, - { - "cell_type": "markdown", - "id": "7f315925", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "id": "c6fad149", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x='week_nights_num', palette='Set1')\n", - "plt.title(\"Reservas por cantidad de noches de de semana\")\n", - "plt.xlabel(\"Noches de semana\")\n", - "plt.ylabel(\"Frecuencia\")" - ] - }, - { - "cell_type": "markdown", - "id": "c01393b1", - "metadata": {}, - "source": [ - "Se puede ver que la gran mayoria de las reservas son estadias de entre ningna (0) y 5 noches de semana y en menor medida estadias de entre 6 y 10 noches de semana. \n", - "Como en el grafico no se ven puntualmente los registros con estadias de 11 o mas noches de semana, los graficamos de nuevo para ver como se distribuyen y estudiarlos mejor" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "id": "5c2754f9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "200" - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mayores_a_11_noches_semana = hotelsdf[hotelsdf[\"week_nights_num\"]>=11]\n", - "mayores_a_11_noches_semana.shape[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "id": "d9ac3b39", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 110, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = mayores_a_11_noches_semana, x='week_nights_num', palette='Set1')\n", - "plt.title(\"Estancias de mas de once dias\")\n", - "plt.xlabel(\"Noches de semana\")\n", - "plt.ylabel(\"Frecuencia\")" - ] - }, - { - "cell_type": "markdown", - "id": "2b2b5360", - "metadata": {}, - "source": [ - "Como son muchos registros y no contienen valores incoherentes a primera vista posponemos su tratamiento para estudiarlos con un analisis multivariado comparandolo con weekend_nights_number en dicha seccion.\n", - "\n", - "Ocurre que ademas los registros que este caso representarian una desviacion muy grande fueron eliminados al momento de eliminar aquellos outliers de noches de fin de semana" - ] - }, - { - "cell_type": "markdown", - "id": "94ae3b36", - "metadata": {}, - "source": [ - "## Cualitativas\n", - "\n", - "Variables cualitativas\n", - "\n", - "En un principio establecemos una lista que contenga todas las variables cualitativas" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "id": "0c4c6b0b", - "metadata": {}, - "outputs": [], - "source": [ - "cualitativas = [\n", - "\"agent_id\",\n", - "\"arrival_month\",\n", - "\"assigned_room_type\",\n", - "\"booking_id\",\n", - "\"company_id\",\n", - "\"country\",\n", - "\"customer_type\",\n", - "\"deposit_type\",\n", - "\"distribution_channel\",\n", - "\"hotel_name\",\n", - "'is_canceled',\n", - "\"is_repeated_guest\",\n", - "\"market_segment_type\",\n", - "\"meal_type\",\n", - "\"reserved_room_type\",\n", - "]" - ] - }, - { - "cell_type": "markdown", - "id": "c439bd10", - "metadata": {}, - "source": [ - "### Valores nulos" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "id": "2370a77e", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_19312/2120960639.py:4: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n", - " cuantitativas_nulas_per = pd.Series()\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cualitativas_nulas = hotelsdf[cualitativas].isnull().sum()\n", - "cualitativas_nulas = cualitativas_nulas[cualitativas_nulas > 0]\n", - "\n", - "cuantitativas_nulas_per = pd.Series()\n", - "\n", - "for indice in cualitativas_nulas.index:\n", - " cuantitativas_nulas_per[indice] = cualitativas_nulas[indice]/len(hotelsdf[indice])*100\n", - "\n", - "sns.barplot(x = cuantitativas_nulas_per.index, y = cuantitativas_nulas_per)\n", - "plt.ylabel(ylabel= 'Porcentaje')\n", - "plt.xlabel(xlabel= 'Nombre columna')\n", - "plt.title(label = 'Porcentaje de valores nulos')\n", - "plt.ylim(0, 100)\n", - "plt.yticks([0,10,20,30,40,50,60,70,80,90,100])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "96ab51a7", - "metadata": {}, - "source": [ - "Viendo que la columna company_id tiene un 92% de valores faltantes es conveniente para el analisis eliminar la columna " - ] - }, - { - "cell_type": "code", - "execution_count": 113, - "id": "2e6eadda", - "metadata": {}, - "outputs": [], - "source": [ - "hotelsdf.drop(\"company_id\", axis=1, inplace=True)\n", - "hotelsdf.reset_index(drop=True)\n", - "cualitativas.remove(\"company_id\")" - ] - }, - { - "cell_type": "markdown", - "id": "cbdd0225", - "metadata": {}, - "source": [ - "Por otro lado la variable booking ID no sera graficada puesto que corresponde a una cadena que representa un codigo unico para cada reserva \n", - "\n", - "### Agent ID\n", - "\n", - "#### Valores que toma" - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "id": "2bfd7169", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14.\n", - " 15. 16. 17. 19. 20. 21. 22. 23. 24. 25. 26. 27. 28. 29.\n", - " 30. 31. 32. 33. 34. 35. 36. 37. 38. 39. 40. 41. 42. 44.\n", - " 45. 47. 50. 52. 53. 55. 56. 57. 58. 59. 60. 61. 63. 64.\n", - " 66. 67. 68. 69. 71. 72. 74. 75. 77. 78. 79. 81. 82. 83.\n", - " 85. 86. 87. 88. 89. 91. 92. 93. 94. 95. 96. 98. 99. 103.\n", - " 104. 105. 106. 107. 110. 111. 112. 114. 115. 118. 119. 121. 126. 127.\n", - " 128. 129. 132. 133. 134. 138. 139. 141. 142. 143. 144. 146. 147. 149.\n", - " 151. 152. 153. 154. 155. 156. 157. 159. 162. 163. 167. 168. 170. 171.\n", - " 173. 174. 175. 177. 179. 180. 181. 182. 183. 184. 185. 187. 191. 192.\n", - " 193. 195. 196. 197. 201. 205. 208. 210. 214. 215. 219. 220. 223. 227.\n", - " 229. 234. 235. 236. 240. 241. 242. 243. 244. 245. 247. 248. 249. 250.\n", - " 251. 252. 253. 254. 256. 257. 258. 261. 262. 265. 267. 269. 270. 273.\n", - " 275. 276. 278. 281. 283. 286. 287. 288. 289. 290. 291. 295. 296. 298.\n", - " 299. 301. 303. 304. 305. 306. 307. 308. 310. 313. 314. 315. 321. 323.\n", - " 324. 325. 326. 327. 328. 330. 332. 333. 334. 335. 336. 339. 341. 344.\n", - " 348. 350. 352. 354. 355. 359. 360. 364. 368. 370. 371. 375. 378. 385.\n", - " 387. 388. 390. 391. 393. 394. 403. 405. 410. 411. 414. 416. 418. 420.\n", - " 423. 425. 427. 429. 430. 431. 432. 434. 436. 438. 440. 441. 449. 450.\n", - " 451. 455. 459. 461. 464. 467. 468. 472. 474. 475. 476. 479. 481. 483.\n", - " 484. 492. 493. 495. 497. 502. 508. 509. 526. 527. 531. 535. nan]\n" - ] - } - ], - "source": [ - "agent_id_valores = (hotelsdf[\"agent_id\"].unique())\n", - "agent_id_valores.sort()\n", - "print(agent_id_valores)" - ] - }, - { - "cell_type": "markdown", - "id": "163243cd", - "metadata": {}, - "source": [ - "#### Ajuste de valores faltantes\n", - "\n", - "Reemplazamos valores faltantes por 0 ya que no existe previamente y servira para regular los tipos de atos de la columna" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "id": "c650e54c", - "metadata": {}, - "outputs": [], - "source": [ - "hotelsdf.loc[hotelsdf['agent_id'].isnull(), 'agent_id'] = 0\n", - "hotelsdf[hotelsdf.agent_id.isnull()]\n", - "hotelsdf['agent_id'] = hotelsdf['agent_id'].astype(int)" - ] - }, - { - "cell_type": "markdown", - "id": "0b1da14f", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "id": "72a5e7c9", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "La cantidad de identificaciones de empresa es: 293\n" - ] - } - ], - "source": [ - "cantidad = len(hotelsdf['agent_id'].value_counts().index.tolist())\n", - "print(f\"La cantidad de identificaciones de empresa es: {cantidad}\")" - ] - }, - { - "cell_type": "markdown", - "id": "24ab3b98", - "metadata": {}, - "source": [ - "Debido a que existen 295 id de empresas, graficamos un muestreo de los 10 ids mas frecuentes en el dataframe" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "id": "e81e3ddd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 117, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "data = hotelsdf.agent_id.value_counts().sort_values(ascending=False).head(10)\n", - "sns.barplot(y = data, x = data.index.tolist())\n", - "plt.title('Top 10 ID de agencia mas frecuentes')\n", - "plt.xlabel('ID de agencia')\n", - "plt.ylabel('Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "913df7a3", - "metadata": {}, - "source": [ - "El resto de valores tienen representaciones de ids validas pero aparecen de manera menos frecuente, al ser tantos, mostramos los mas frecuentes para darnos una idea. En este caso el id mas frecuente es el 9 con aproximadamente unos 16 mil registros \n", - "\n", - "### arrival month\n", - "\n", - "#### Valores que toma" - ] - }, - { - "cell_type": "code", - "execution_count": 118, - "id": "0a616143", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['January',\n", - " 'February',\n", - " 'March',\n", - " 'April',\n", - " 'May',\n", - " 'June',\n", - " 'July',\n", - " 'August',\n", - " 'September',\n", - " 'October',\n", - " 'November',\n", - " 'December']" - ] - }, - "execution_count": 118, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "arrival_month_valores = (hotelsdf[\"arrival_month\"].unique())\n", - "month_lookup = list(month_name)\n", - "months = arrival_month_valores\n", - "sorted(months, key=month_lookup.index)" - ] - }, - { - "cell_type": "markdown", - "id": "f47e71f7", - "metadata": {}, - "source": [ - "#### Grafica de la distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "id": "6a2cc8e9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 119, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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FxQUAkJiYiH379mHKlCkAAFdXVxgbGyM8PBz+/v4AgOjoaJw9exZTp04FALi7uyMuLg5HjhxBrVq1AACHDx9GXFwc6tSpkyPPlYj+z79HWui6BNjV2q7rEohIj+g0EA0cOBB16tTBpEmT4O/vjyNHjmDhwoVYuHAhgNTTXMHBwZg0aRIcHR3h6OiISZMmwczMDAEBAQAAtVqNrl27YvDgwbCysoKlpSWGDBkCZ2dneHl5AUjtdWrWrBm6d++OBQsWAAB69OgBHx+f97rCjIiIiD5tOg1ENWvWxKZNmxASEoLvv/8epUqVwsyZM9GhQwelzdChQxEfH48+ffogNjYWbm5u2LVrF8zNzZU2M2bMgJGREfz9/REfH4/GjRvj119/RZ48eZQ2q1evRv/+/ZWr0Xx9fTFnzpyce7JERESkt3Q6D1FuwnmIiLIOT5kZFs5DRLqUK+YhIiIiItIHDERERERk8BiIiIiIyOAxEBEREZHBYyAiIiIig8dARERERAaPgYiIiIgMHgMRERERGTwGIiIiIjJ4Or11BxEREX1ars7bp+sSULa35wf/DXuIiIiIyOAxEBEREZHBYyAiIiIig8cxREREudTWrVt1XQJ8fHx0XQJRlmAPERERERk8BiIiIiIyeAxEREREZPAYiIiIiMjgMRARERGRwWMgIiIiIoPHQEREREQGj4GIiIiIDB4nZiQiysDVv5fpugSU9eii6xKIDAYD0Sfu/ryhui4B1r2n6roEIiKid+IpMyIiIjJ4DERERERk8BiIiIiIyOAxEBEREZHBYyAiIiIig8dARERERAaPgYiIiIgMHgMRERERGTwGIiIiIjJ4DERERERk8BiIiIiIyOAxEBEREZHBYyAiIiIig8dARERERAaPgYiIiIgMnpGuC8jNBu9YoesS8FPzTrougYiIKNdjDxEREREZPAYiIiIiMngMRERERGTwGIiIiIjI4Ok0EI0dOxYqlUrrx9bWVlkvIhg7dizs7OxgamqKBg0a4Ny5c1qPkZCQgH79+qFw4cLInz8/fH19cefOHa02sbGxCAwMhFqthlqtRmBgIJ48eZITT5GIiIhyAZ33EFWuXBnR0dHKz5kzZ5R1U6dOxfTp0zFnzhwcPXoUtra2aNKkCZ49e6a0CQ4OxqZNmxAaGooDBw7g+fPn8PHxQXJystImICAAUVFRCAsLQ1hYGKKiohAYGJijz5OIiIj0l84vuzcyMtLqFdIQEcycORMjR46En58fAGD58uWwsbHBmjVr0LNnT8TFxWHJkiVYuXIlvLy8AACrVq2Cg4MDdu/ejaZNm+LChQsICwvDoUOH4ObmBgBYtGgR3N3dcenSJZQvXz7nniwRERHpJZ33EF25cgV2dnYoVaoU2rVrh3/++QcAcP36dcTExMDb21tpa2JiAk9PT0RERAAAjh8/jqSkJK02dnZ2cHJyUtpERkZCrVYrYQgAateuDbVarbTJSEJCAp4+far1Q0RERJ8mnQYiNzc3rFixAjt37sSiRYsQExODOnXq4NGjR4iJiQEA2NjYaP2NjY2Nsi4mJgZ58+ZFoUKF3tnG2to63batra2VNhmZPHmyMuZIrVbDwcHho54rERER6S+dBqLmzZvjyy+/hLOzM7y8vLBt2zYAqafGNFQqldbfiEi6ZW96s01G7f/rcUJCQhAXF6f83L59+72eExEREeU+Oj9lllb+/Pnh7OyMK1euKOOK3uzFuX//vtJrZGtri8TERMTGxr6zzb1799Jt68GDB+l6n9IyMTGBhYWF1g8RERF9mvQqECUkJODChQsoWrQoSpUqBVtbW4SHhyvrExMTsW/fPtSpUwcA4OrqCmNjY6020dHROHv2rNLG3d0dcXFxOHLkiNLm8OHDiIuLU9oQERGRYdPpVWZDhgxBy5YtUbx4cdy/fx8TJkzA06dPERQUBJVKheDgYEyaNAmOjo5wdHTEpEmTYGZmhoCAAACAWq1G165dMXjwYFhZWcHS0hJDhgxRTsEBQMWKFdGsWTN0794dCxYsAAD06NEDPj4+vMKMiIiIAOg4EN25cwft27fHw4cPUaRIEdSuXRuHDh1CiRIlAABDhw5FfHw8+vTpg9jYWLi5uWHXrl0wNzdXHmPGjBkwMjKCv78/4uPj0bhxY/z666/IkyeP0mb16tXo37+/cjWar68v5syZk7NPloiIiPSWTgNRaGjoO9erVCqMHTsWY8eOfWubfPnyYfbs2Zg9e/Zb21haWmLVqlWZLZOIiIg+cXo1hoiIiIhIFxiIiIiIyOAxEBEREZHBYyAiIiIig8dARERERAaPgYiIiIgMHgMRERERGTwGIiIiIjJ4DERERERk8BiIiIiIyOAxEBEREZHBYyAiIiIig8dARERERAaPgYiIiIgMHgMRERERGTwGIiIiIjJ4DERERERk8Ix0XQBRbnF13j5dl4CyvT11XQIR0SeJPURERERk8BiIiIiIyOAxEBEREZHBYyAiIiIig8dARERERAaPgYiIiIgMHgMRERERGTwGIiIiIjJ4DERERERk8BiIiIiIyOAxEBEREZHBYyAiIiIig8dARERERAaPgYiIiIgMHgMRERERGTwGIiIiIjJ4DERERERk8BiIiIiIyOAxEBEREZHBYyAiIiIig8dARERERAaPgYiIiIgMHgMRERERGTwGIiIiIjJ4DERERERk8BiIiIiIyODpTSCaPHkyVCoVgoODlWUigrFjx8LOzg6mpqZo0KABzp07p/V3CQkJ6NevHwoXLoz8+fPD19cXd+7c0WoTGxuLwMBAqNVqqNVqBAYG4smTJznwrIiIiCg30ItAdPToUSxcuBBVqlTRWj516lRMnz4dc+bMwdGjR2Fra4smTZrg2bNnSpvg4GBs2rQJoaGhOHDgAJ4/fw4fHx8kJycrbQICAhAVFYWwsDCEhYUhKioKgYGBOfb8iIiISL/pPBA9f/4cHTp0wKJFi1CoUCFluYhg5syZGDlyJPz8/ODk5ITly5fj5cuXWLNmDQAgLi4OS5YswU8//QQvLy+4uLhg1apVOHPmDHbv3g0AuHDhAsLCwrB48WK4u7vD3d0dixYtwtatW3Hp0iWdPGciIiLSLzoPRH379sXnn38OLy8vreXXr19HTEwMvL29lWUmJibw9PREREQEAOD48eNISkrSamNnZwcnJyelTWRkJNRqNdzc3JQ2tWvXhlqtVtpkJCEhAU+fPtX6ISIiok+TkS43HhoaihMnTuDo0aPp1sXExAAAbGxstJbb2Njg5s2bSpu8efNq9Sxp2mj+PiYmBtbW1uke39raWmmTkcmTJ2PcuHEf9oSIiIgoV9JZD9Ht27cxYMAArFq1Cvny5XtrO5VKpfW7iKRb9qY322TU/r8eJyQkBHFxccrP7du337lNIiIiyr10FoiOHz+O+/fvw9XVFUZGRjAyMsK+ffswa9YsGBkZKT1Db/bi3L9/X1lna2uLxMRExMbGvrPNvXv30m3/wYMH6Xqf0jIxMYGFhYXWDxEREX2aMn3K7MWLF9i3bx9u3bqFxMRErXX9+/f/z79v3Lgxzpw5o7WsS5cuqFChAoYNG4bSpUvD1tYW4eHhcHFxAQAkJiZi3759mDJlCgDA1dUVxsbGCA8Ph7+/PwAgOjoaZ8+exdSpUwEA7u7uiIuLw5EjR1CrVi0AwOHDhxEXF4c6depk9ukTERHRJyRTgejkyZNo0aIFXr58iRcvXsDS0hIPHz6EmZkZrK2t3ysQmZubw8nJSWtZ/vz5YWVlpSwPDg7GpEmT4OjoCEdHR0yaNAlmZmYICAgAAKjVanTt2hWDBw+GlZUVLC0tMWTIEDg7OyuDtCtWrIhmzZqhe/fuWLBgAQCgR48e8PHxQfny5TPz9ImIiOgTk6lANHDgQLRs2RLz5s1DwYIFcejQIRgbG6Njx44YMGBAlhU3dOhQxMfHo0+fPoiNjYWbmxt27doFc3Nzpc2MGTNgZGQEf39/xMfHo3Hjxvj111+RJ08epc3q1avRv39/5Wo0X19fzJkzJ8vqJCIiotwtU4EoKioKCxYsQJ48eZAnTx4kJCSgdOnSmDp1KoKCguDn55epYv766y+t31UqFcaOHYuxY8e+9W/y5cuH2bNnY/bs2W9tY2lpiVWrVmWqJiIiIvr0ZWpQtbGxsXKFlo2NDW7dugUg9RSW5v+JiIiIcotM9RC5uLjg2LFjKFeuHBo2bIjRo0fj4cOHWLlyJZydnbO6RiIiIqJslalANGnSJOV+YuPHj0dQUBB69+6NsmXLYtmyZVlaIBERUXa7P2+orkuAde+pui7BoGUqENWoUUP5/yJFimD79u1ZVhARERFRTtP5vcyIiIiIdO29e4iqV6+OPXv2oFChQnBxcXnnbS9OnDiRJcURERER5YT3DkStWrWCiYkJAKB169bZVQ8RERFRjnvvQDRmzJgM/5+IiIgot8vUGKKjR4/i8OHD6ZYfPnwYx44d++iiiIiIiHJSpgJR3759cfv27XTL7969i759+350UUREREQ5KVOB6Pz586hevXq65S4uLjh//vxHF0VERESUkzIViExMTHDv3r10y6Ojo2FklKmpjYiIiIh0JlOBqEmTJggJCUFcXJyy7MmTJxgxYgSaNGmSZcURERER5YRMdef89NNPqF+/PkqUKAEXFxcAQFRUFGxsbLBy5cosLZCIiIgou2UqENnb2+P06dNYvXo1Tp06BVNTU3Tp0gXt27eHsbFxVtdIRERElK0yPeAnf/786NGjR1bWQkRERKQTmQ5Ely9fxl9//YX79+8jJSVFa93o0aM/ujAiIiKinJKpQLRo0SL07t0bhQsXhq2trdZ9zVQqFQMRERER5SqZCkQTJkzAxIkTMWzYsKyuh4iIiCjHZeqy+9jYWLRp0yarayEiIiLSiUwFojZt2mDXrl1ZXQsRERGRTmTqlFnZsmUxatQoHDp0CM7Ozukute/fv3+WFEdERESUEzIViBYuXIgCBQpg37592Ldvn9Y6lUrFQERERES5SqYC0fXr17O6DiIiIiKdydQYIo3ExERcunQJr1+/zqp6iIiIiHJcpgLRy5cv0bVrV5iZmaFy5cq4desWgNSxQz/88EOWFkhERESU3TIViEJCQnDq1Cn89ddfyJcvn7Lcy8sL69aty7LiiIiIiHJCpsYQbd68GevWrUPt2rW1ZqmuVKkSrl27lmXFEREREeWETPUQPXjwANbW1umWv3jxQisgEREREeUGmQpENWvWxLZt25TfNSFo0aJFcHd3z5rKiIiIiHJIpk6ZTZ48Gc2aNcP58+fx+vVr/Pzzzzh37hwiIyPTzUtEREREpO8y1UNUp04dHDx4EC9fvkSZMmWwa9cu2NjYIDIyEq6urlldIxEREVG2ylQPEQA4Oztj+fLlWVkLERERkU5kKhBp5h16m+LFi2eqGCIiIiJdyFQgKlmy5DuvJktOTs50QUREREQ5LVOB6OTJk1q/JyUl4eTJk5g+fTomTpyYJYURERER5ZRMBaKqVaumW1ajRg3Y2dlh2rRp8PPz++jCiIiIiHLKR93c9U3lypXD0aNHs/IhiYiIiLJdpnqInj59qvW7iCA6Ohpjx46Fo6NjlhRGRERElFMyFYgKFiyYblC1iMDBwQGhoaFZUhgRERFRTslUINq7d69WIPrss89QpEgRlC1bFkZGmZ7aiIiIiEgnMpVeGjRokMVlkKGbu+qArktAn471dF3CR1t5uIeuS0Cg20Jdl0BE9MEyNah68uTJWLp0abrlS5cuxZQpUz66KCIiIqKclKlAtGDBAlSoUCHd8sqVK2P+/PkfXRQRERFRTspUIIqJiUHRokXTLS9SpAiio6Pf+3HmzZuHKlWqwMLCAhYWFnB3d8eOHTuU9SKCsWPHws7ODqampmjQoAHOnTun9RgJCQno168fChcujPz588PX1xd37tzRahMbG4vAwECo1Wqo1WoEBgbiyZMnH/akiYiI6JOVqUDk4OCAgwcPplt+8OBB2NnZvffjFCtWDD/88AOOHTuGY8eOoVGjRmjVqpUSeqZOnYrp06djzpw5OHr0KGxtbdGkSRM8e/ZMeYzg4GBs2rQJoaGhOHDgAJ4/fw4fHx+t24cEBAQgKioKYWFhCAsLQ1RUFAIDAzPz1ImIiOgTlKlB1d26dUNwcDCSkpLQqFEjAMCePXswdOhQDB48+L0fp2XLllq/T5w4EfPmzcOhQ4dQqVIlzJw5EyNHjlRmvl6+fDlsbGywZs0a9OzZE3FxcViyZAlWrlwJLy8vAMCqVavg4OCA3bt3o2nTprhw4QLCwsJw6NAhuLm5AQAWLVoEd3d3XLp0CeXLl8/MS0BERESfkEwFoqFDh+Lx48fo06cPEhMTAQD58uXDsGHDEBISkqlCkpOT8dtvv+HFixdwd3fH9evXERMTA29vb6WNiYkJPD09ERERgZ49e+L48eNISkrSamNnZwcnJydERESgadOmiIyMhFqtVsIQANSuXRtqtRoRERFvDUQJCQlISEhQfn9zMkoiIiL6dGQqEKlUKkyZMgWjRo3ChQsXYGpqCkdHR5iYmHzwY505cwbu7u549eoVChQogE2bNqFSpUqIiIgAANjY2Gi1t7Gxwc2bNwGkjmXKmzcvChUqlK5NTEyM0sba2jrddq2trZU2GZk8eTLGjRv3wc+HiIiIcp+PupdZTEwMHj9+jDJlysDExAQi8sGPUb58eURFReHQoUPo3bs3goKCcP78eWV9RjNiv7nsTW+2yaj9fz1OSEgI4uLilJ/bt2+/71MiIiKiXCZTgejRo0do3LgxypUrhxYtWihXlnXr1u2DxhABQN68eVG2bFnUqFEDkydPRtWqVfHzzz/D1tYWANL14ty/f1/pNbK1tUViYiJiY2Pf2ebevXvptvvgwYN0vU9pmZiYKFe/aX6IiIjo05SpQDRw4EAYGxvj1q1bMDMzU5a3bdsWYWFhH1WQiCAhIQGlSpWCra0twsPDlXWJiYnYt28f6tSpAwBwdXWFsbGxVpvo6GicPXtWaePu7o64uDgcOXJEaXP48GHExcUpbYiIiMiwZWoM0a5du7Bz504UK1ZMa7mjo6Myvud9jBgxAs2bN4eDgwOePXuG0NBQ/PXXXwgLC4NKpUJwcDAmTZoER0dHODo6YtKkSTAzM0NAQAAAQK1Wo2vXrhg8eDCsrKxgaWmJIUOGwNnZWbnqrGLFimjWrBm6d++OBQsWAAB69OgBHx8fXmFGREREADIZiF68eKHVM6Tx8OHDDxpYfe/ePQQGBiI6OhpqtRpVqlRBWFgYmjRpAiD1arb4+Hj06dMHsbGxcHNzw65du2Bubq48xowZM2BkZAR/f3/Ex8ejcePG+PXXX5EnTx6lzerVq9G/f3/lajRfX1/MmTMnM0+diIiIPkGZCkT169fHihUrMH78eACpg5ZTUlIwbdo0NGzY8L0fZ8mSJe9cr1KpMHbsWIwdO/atbfLly4fZs2dj9uzZb21jaWmJVatWvXddREREZFgyFYimTZuGBg0a4NixY0hMTMTQoUNx7tw5PH78OMMZrImIiIj0WaYGVVeqVAmnT59GrVq10KRJE7x48QJ+fn44efIkypQpk9U1EhEREWWrD+4h0swMvWDBAk5cSERERJ+ED+4hMjY2xtmzZ/9zckQiIiKi3CJTp8w6der0nwOiiYiIiHKLTA2qTkxMxOLFixEeHo4aNWogf/78WuunT5+eJcURERER5YQPCkT//PMPSpYsibNnz6J69eoAgMuXL2u14ak0IiIiym0+KBA5OjoiOjoaf/75J4DUW3XMmjXrnfcEIyIiItJ3HzSG6M272e/YsQMvXrzI0oKIiIiIclqmxhBpvBmQiIiIKHvMXXVA1yWgT8d6ui4h23xQD5FKpUo3RohjhoiIiCi3+6AeIhFB586dlRu4vnr1Cr169Up3ldnGjRuzrkIiIiKibPZBgSgoKEjr944dO2ZpMURERES68EGBaNmyZdlVBxEREZHOZGqmaiIiIqJPCQMRERERGTwGIiIiIjJ4DERERERk8BiIiIiIyOAxEBEREZHBYyAiIiIig8dARERERAaPgYiIiIgMHgMRERERGTwGIiIiIjJ4DERERERk8BiIiIiIyOAxEBEREZHBYyAiIiIig8dARERERAaPgYiIiIgMHgMRERERGTwGIiIiIjJ4DERERERk8BiIiIiIyOAxEBEREZHBYyAiIiIig8dARERERAaPgYiIiIgMHgMRERERGTwGIiIiIjJ4DERERERk8BiIiIiIyOAxEBEREZHB02kgmjx5MmrWrAlzc3NYW1ujdevWuHTpklYbEcHYsWNhZ2cHU1NTNGjQAOfOndNqk5CQgH79+qFw4cLInz8/fH19cefOHa02sbGxCAwMhFqthlqtRmBgIJ48eZLdT5GIiIhyAZ0Gon379qFv3744dOgQwsPD8fr1a3h7e+PFixdKm6lTp2L69OmYM2cOjh49CltbWzRp0gTPnj1T2gQHB2PTpk0IDQ3FgQMH8Pz5c/j4+CA5OVlpExAQgKioKISFhSEsLAxRUVEIDAzM0edLRERE+slIlxsPCwvT+n3ZsmWwtrbG8ePHUb9+fYgIZs6ciZEjR8LPzw8AsHz5ctjY2GDNmjXo2bMn4uLisGTJEqxcuRJeXl4AgFWrVsHBwQG7d+9G06ZNceHCBYSFheHQoUNwc3MDACxatAju7u64dOkSypcvn7NPnIiIiPSKXo0hiouLAwBYWloCAK5fv46YmBh4e3srbUxMTODp6YmIiAgAwPHjx5GUlKTVxs7ODk5OTkqbyMhIqNVqJQwBQO3ataFWq5U2b0pISMDTp0+1foiIiOjTpDeBSEQwaNAg1KtXD05OTgCAmJgYAICNjY1WWxsbG2VdTEwM8ubNi0KFCr2zjbW1dbptWltbK23eNHnyZGW8kVqthoODw8c9QSIiItJbehOIvvnmG5w+fRpr165Nt06lUmn9LiLplr3pzTYZtX/X44SEhCAuLk75uX379vs8DSIiIsqF9CIQ9evXD1u2bMGff/6JYsWKKcttbW0BIF0vzv3795VeI1tbWyQmJiI2Nvadbe7du5duuw8ePEjX+6RhYmICCwsLrR8iIiL6NOk0EIkIvvnmG2zcuBF79+5FqVKltNaXKlUKtra2CA8PV5YlJiZi3759qFOnDgDA1dUVxsbGWm2io6Nx9uxZpY27uzvi4uJw5MgRpc3hw4cRFxentCEiIiLDpdOrzPr27Ys1a9bgjz/+gLm5udITpFarYWpqCpVKheDgYEyaNAmOjo5wdHTEpEmTYGZmhoCAAKVt165dMXjwYFhZWcHS0hJDhgyBs7OzctVZxYoV0axZM3Tv3h0LFiwAAPTo0QM+Pj68woyIiIh0G4jmzZsHAGjQoIHW8mXLlqFz584AgKFDhyI+Ph59+vRBbGws3NzcsGvXLpibmyvtZ8yYASMjI/j7+yM+Ph6NGzfGr7/+ijx58ihtVq9ejf79+ytXo/n6+mLOnDnZ+wSJiIgoV9BpIBKR/2yjUqkwduxYjB079q1t8uXLh9mzZ2P27NlvbWNpaYlVq1ZlpkwiIiL6xOnFoGoiIiIiXWIgIiIiIoPHQEREREQGj4GIiIiIDB4DERERERk8BiIiIiIyeAxEREREZPAYiIiIiMjgMRARERGRwWMgIiIiIoPHQEREREQGj4GIiIiIDB4DERERERk8BiIiIiIyeAxEREREZPAYiIiIiMjgMRARERGRwWMgIiIiIoPHQEREREQGj4GIiIiIDB4DERERERk8BiIiIiIyeAxEREREZPAYiIiIiMjgMRARERGRwWMgIiIiIoPHQEREREQGj4GIiIiIDB4DERERERk8BiIiIiIyeAxEREREZPAYiIiIiMjgMRARERGRwWMgIiIiIoPHQEREREQGj4GIiIiIDB4DERERERk8BiIiIiIyeAxEREREZPAYiIiIiMjgMRARERGRwWMgIiIiIoPHQEREREQGj4GIiIiIDJ5OA9H+/fvRsmVL2NnZQaVSYfPmzVrrRQRjx46FnZ0dTE1N0aBBA5w7d06rTUJCAvr164fChQsjf/788PX1xZ07d7TaxMbGIjAwEGq1Gmq1GoGBgXjy5Ek2PzsiIiLKLXQaiF68eIGqVatizpw5Ga6fOnUqpk+fjjlz5uDo0aOwtbVFkyZN8OzZM6VNcHAwNm3ahNDQUBw4cADPnz+Hj48PkpOTlTYBAQGIiopCWFgYwsLCEBUVhcDAwGx/fkRERJQ7GOly482bN0fz5s0zXCcimDlzJkaOHAk/Pz8AwPLly2FjY4M1a9agZ8+eiIuLw5IlS7By5Up4eXkBAFatWgUHBwfs3r0bTZs2xYULFxAWFoZDhw7Bzc0NALBo0SK4u7vj0qVLKF++fM48WSIiItJbejuG6Pr164iJiYG3t7eyzMTEBJ6enoiIiAAAHD9+HElJSVpt7Ozs4OTkpLSJjIyEWq1WwhAA1K5dG2q1WmmTkYSEBDx9+lTrh4iIiD5NehuIYmJiAAA2NjZay21sbJR1MTExyJs3LwoVKvTONtbW1uke39raWmmTkcmTJytjjtRqNRwcHD7q+RAREZH+0ttApKFSqbR+F5F0y970ZpuM2v/X44SEhCAuLk75uX379gdWTkRERLmF3gYiW1tbAEjXi3P//n2l18jW1haJiYmIjY19Z5t79+6le/wHDx6k631Ky8TEBBYWFlo/RERE9GnS20BUqlQp2NraIjw8XFmWmJiIffv2oU6dOgAAV1dXGBsba7WJjo7G2bNnlTbu7u6Ii4vDkSNHlDaHDx9GXFyc0oaIiIgMm06vMnv+/DmuXr2q/H79+nVERUXB0tISxYsXR3BwMCZNmgRHR0c4Ojpi0qRJMDMzQ0BAAABArVaja9euGDx4MKysrGBpaYkhQ4bA2dlZueqsYsWKaNasGbp3744FCxYAAHr06AEfHx9eYUZEREQAdByIjh07hoYNGyq/Dxo0CAAQFBSEX3/9FUOHDkV8fDz69OmD2NhYuLm5YdeuXTA3N1f+ZsaMGTAyMoK/vz/i4+PRuHFj/Prrr8iTJ4/SZvXq1ejfv79yNZqvr+9b5z4iIiIiw6PTQNSgQQOIyFvXq1QqjB07FmPHjn1rm3z58mH27NmYPXv2W9tYWlpi1apVH1MqERERfcL0dgwRERERUU5hICIiIiKDx0BEREREBo+BiIiIiAweAxEREREZPAYiIiIiMngMRERERGTwGIiIiIjI4DEQERERkcFjICIiIiKDx0BEREREBo+BiIiIiAweAxEREREZPAYiIiIiMngMRERERGTwGIiIiIjI4DEQERERkcFjICIiIiKDx0BEREREBo+BiIiIiAweAxEREREZPAYiIiIiMngMRERERGTwGIiIiIjI4DEQERERkcFjICIiIiKDx0BEREREBo+BiIiIiAweAxEREREZPAYiIiIiMngMRERERGTwGIiIiIjI4DEQERERkcFjICIiIiKDx0BEREREBo+BiIiIiAweAxEREREZPAYiIiIiMngMRERERGTwGIiIiIjI4DEQERERkcFjICIiIiKDx0BEREREBo+BiIiIiAyeQQWiuXPnolSpUsiXLx9cXV3x999/67okIiIi0gMGE4jWrVuH4OBgjBw5EidPnoSHhweaN2+OW7du6bo0IiIi0jGDCUTTp09H165d0a1bN1SsWBEzZ86Eg4MD5s2bp+vSiIiISMcMIhAlJibi+PHj8Pb21lru7e2NiIgIHVVFRERE+sJI1wXkhIcPHyI5ORk2NjZay21sbBATE5Ph3yQkJCAhIUH5PS4uDgDw9OnT/2vzMj4bqv0waevJyLP4hHeuzwn5/qNGAIiPf5EDlbzbf7+W+l9j/IvEHKrk7f6rRgB49jwpByp5t//8936h/+/vly9f5lAlb/c+/948Vr6f/zpW5objJKB/x0rN/4vIu/9IDMDdu3cFgERERGgtnzBhgpQvXz7DvxkzZowA4A9/+MMf/vCHP5/Az+3bt9+ZFQyih6hw4cLIkydPut6g+/fvp+s10ggJCcGgQYOU31NSUvD48WNYWVlBpVJ9dE1Pnz6Fg4MDbt++DQsLi49+vOySG+pkjVknN9TJGrNObqiTNWad3FBndtQoInj27Bns7Oze2c4gAlHevHnh6uqK8PBwfPHFF8ry8PBwtGrVKsO/MTExgYmJidayggULZnltFhYWertjppUb6mSNWSc31Mkas05uqJM1Zp3cUGdW16hWq/+zjUEEIgAYNGgQAgMDUaNGDbi7u2PhwoW4desWevXqpevSiIiISMcMJhC1bdsWjx49wvfff4/o6Gg4OTlh+/btKFGihK5LIyIiIh0zmEAEAH369EGfPn10XQaA1FNyY8aMSXdaTt/khjpZY9bJDXWyxqyTG+pkjVknN9SpyxpVIv91HRoRERHRp80gJmYkIiIiehcGIiIiIjJ4DERERERk8BiIiIgoHQ4vJUPDQEREuVZKSoquS/jkbNu2DQkJCVCpVAxFBs7Q3l8MRJ+YtDtwfLxub6ioOZhqboybm/CDIHf47LPUQ1hoaCju378PQD//7dLWpPl/faxz9uzZ6N+/PxYsWIDExESGohykj+FD8/66dOkSAN3VmFP7IAPRJ0azAw8dOhT9+vVDUpLu7iquUqmwadMm9OzZU/mwyi1UKhWWL1+O8ePH67SO3P5hpKn/2bNn2fb4cXFx6NixI3799VcAyJJ7DWallJQUpabXr18jISH1rur6VicAdO7cGQ0aNEBoaCjmzZuXq0LRqVOnlOPMuHHjcOLECR1X9GE0x+7bt28D0J/3/p49e1CxYkXcuHFDqTGnad4rz58/z9btMBB9ItK+efbs2YOwsDB069YNxsbGOqvl8uXL+O677+Dt7Q0rK6scryMzNLXfvHkTQ4YMQd68eXNs28nJyQCA6OhoXLt2DYB+fmh+CJVKhdDQUPTp0yfbQrFarca4ceOwd+9e3Lt3L1u2kVkpKSnKh8jMmTPx5ZdfolGjRujXr59e1frtt9/i9OnTMDc3x+zZs1G+fHmsXbs214Sis2fPIiAgAL/88gt69+6NcePGIV++fLou64Nt2bIF5cqVw+PHj/XmvV+9enV4enrijz/+AKC7XqKpU6dixIgR2boNBqJPhObN88cff2Dt2rXw8vJC7dq18fr1a53UcvToUWzevBlubm4IDAzUmzf3f1GpVDh06BBWrVqFDh06YNiwYdm6vUWLFiEiIgLJycnIkycPfv/9d9StWxcNGzZE7dq1cfDgQZ328mWW5sPz8ePHGD16NGrVqgVra+uPflxNaNTQ7Fd16tTByZMnce7cOa3t65omDI0YMQJTpkxBvXr1MGLECPzyyy/o168fYmNjdVwhsG/fPjx9+hSVKlUCAJiZmWH27NmoUKFCrglFTk5O6NChA+bPn4/ly5dj9+7dqFSpUrr9Rd/VqlUL1apVw6ZNmwDkfPjIaHuFChVCuXLlsGbNGgDQWS+RjY0N1q5di/Pnz2ffRoQ+GbGxsVK3bl0xNTWVli1bKsuTk5NzvBZfX19RqVTi7Owsz58/FxGRlJSUHK/jQ8XGxkq7du0kf/78Wq9hdtSekpIi9vb2UqFCBTl+/LicOnVKSpQoIT/88IPs2LFD6tWrJ46OjrJlyxZJSEjI8u1nt7CwMBk3bpz07NlT2Qcy69SpU5KUlKT8vnPnTvn777+12gQFBUndunUlLi7uo7aV1c6cOSMVK1aUvXv3iojIX3/9JaamprJo0SKtdrp8f2i2HRoaqryuz549k6CgIHFzc5OZM2cq+6A+vY+Tk5OV49sff/whRYsWlfLly8uYMWPk7t27IqJf9aaVUV1JSUnStm1badKkiQ4q+j/Xrl2TV69eKb8/ePBA7OzsZNasWTmy/Tdfm5SUFLl69arUq1dPlixZIiIir1+/zvLtMhDlYhkFnWvXrskXX3whxYsXl6VLlyrLdXFQ6Ny5s1haWsrcuXNzVSjas2ePfPXVV2JiYiJ79uwRkayvW/N4iYmJUq1aNXF1dZUVK1bIsGHDtNo1a9YsV4ai5ORkGTdunKhUKilTpow8ffo004+leZzdu3dLYmKinD17VipXriyWlpbSp08fCQsLExGRAwcOSK1ateTw4cNKDfrgwIED4uzsLCIimzZtkgIFCsj8+fNFROTJkyfyxx9/6Ky2xMRE5f+vXLkirq6u0qxZM+U1TBuKfv75Z70KRWn/fW/evCmvXr2SR48eycSJE8XFxUWGDx8u//77rw4rfD+3bt3Sej2vXr0qVlZWsmLFihyrIe1rOXfuXHF2dhYfHx85fvy4PH78WEREevfuLZ06dZKUlJQc+/d/84tUv379pGTJkhIfH58t22MgyqXS7sCXL1+Wq1evyp07d0Qk9eDg4+MjDRs2lDVr1mT4N1lJ8+b4999/JSYmRi5evKis++qrr6Ry5cqyatUqZSfWh4OphqaWFy9eSGxsrLL81KlT4uvrK05OTvLXX39ptc0qmg+jxMREqVSpkqhUKvH19U23nWbNmkmlSpXkt99+0/oA03dxcXEybdo0+eyzzz76m2XTpk2lWLFisnv3bhERuXPnjuzatUvc3NzEzc1NPD09Zf/+/WJvby+9e/fOivIzJaN95Pz58+Ls7Czjxo0TCwsLJQyJiERGRoqHh4ecOnUqJ8tMZ8yYMXLy5ElZt26dNGvWTHx8fOTQoUMikhqKOnfuLHXq1JEJEyboxT6Y9lg2btw4qVGjhvI+FREZO3asuLi4yHfffSfR0dEikvoF7fTp0zle65vS1j579mypUaOGBAQEyLVr15QvDp06dZK+ffuma5/dpk2bJuPHj5c5c+ZIu3btxMrKSvz9/WXTpk2ye/duMTIyStczm10WLFggX331lfJFSCS1B79GjRoyd+5cEcn6YzIDUS6UdicYM2aMODk5SYUKFcTGxkZ++eUXERH5559/pEWLFtKoUSNZu3ZttteyefNmcXNzk4oVK0q5cuVkxIgRShs/Pz9xcnKSNWvWyMuXL7Otlg+lqf1///ufNG7cWCpWrChNmzaV0NBQSUpKkiNHjoi/v79UqVJF9u3bly3b1nz7SkxMFHd3d7GxsZEDBw6kOwi6u7tLjRo15NmzZ1laR1bRPJ+YmBi5dOmSPHr0SDmIjRo1SlQqldLV/SHSfvh6eXmJjY2N1gHy0aNHcuLECfH19RUvLy+xtLQUCwsLOXr0aBY8qw+T9t8sbW/ew4cP5auvvhJTU1MZOHCgsvzVq1fSsmVL8fPzy/HerLTb27Rpk6hUKuU127Bhg3h5eaULRb6+vtK9e3e9+kIzdOhQsbGxkS1btsj169e11o0bN05cXFzE29tbPD09xdraWuu0q679/PPPMnbsWPnxxx+ladOmUrRoUQkKCpL9+/fLxo0bJV++fHLmzJlsrSHtfvD7779LkSJF5Pz588qyP/74Q4YPHy758+eXNm3aiJGRkXTs2FFevnyZ7fvBtGnTpEOHDpI3b14JCAiQWbNmSXJysrRr107at2+fLdtkIMrFJk6cKEWKFJHw8HB5+fKltGnTRiwsLOTs2bMiknr6rGXLllKlShUJDw/PtjrCwsIkX758MnfuXLlw4YLMmDFDVCqVbNu2TWnz1Vdfib29vaxfvz7b6siMbdu2iZmZmXz//fdy/Phx8fb2Fjs7Ozl48KCIpJ7uaNeunTg4OMiBAweyZJuaA8nOnTslKChIIiIiRCR1/ICzs7M4OTnJkSNH0h1wbt68mSXbz2qaOjdu3CjVqlWT4sWLS926deXrr7+WBw8eSEpKinLaa9myZe/9uBmFhMaNG0vRokUlPDw83SnEiIgImTdvnpiZmcmkSZO0astuabczbdo0ad++vfj6+srJkydFROTvv/+WWrVqSb169WTChAny888/S+PGjcXJyUkJd7o4xbd27VqZO3euLFy4UGv5xo0bpUmTJlqhKD4+XqlRH0JRRESElC1bVnn/vHr1SmJiYmTTpk1Kb/SiRYtkwIAB0rVrVyUMZcfYk/eR9t93zZo1YmlpqdWbvnLlSundu7eYmJhIUFCQqFQq6dOnjyQkJGT76/3777/LxIkTZcqUKSIi6XoBr1+/LqNGjZJ69epJoUKFJCYmRkSybj94176/f/9+GThwoNjb28vnn38u3bp1E5VKJf/73/+yZNtpMRDlUvHx8dKiRQtZuXKliKR+yytUqJDSlaj5sLhw4YIMGTIkWw8C33zzjdIjdOPGDSlTpoz07NlTRLR39I4dO8q1a9eyrY4PkZycLC9evBAfHx8ZN26ciIg8ffpUihcvrnRVa+zfv186d+6cpbVv3LhRCWKRkZFaY4qcnJzEyclJjh49qhcfPO9j9+7dYmZmJj///LPExsbK+PHjRaVSKeMgXrx4Id9//72oVCpln31fW7duVT70RFJDkZ2dnYSHh2f4jX/hwoVSrFixHBs/knYfnzx5sqjVaunfv79Uq1ZNChcuLKtWrRKR1A/wgQMHioODgzRr1kzrQ1oXPRdXrlwRBwcHUalU8tNPP4mIaA2k3bhxozRt2lTc3d2VL1kiuhub9eZ74X//+5/Y2NjI69ev5fTp0zJs2DBxdHQUY2NjqVWrVoa9qfrQQ7R161aZMGGCzJw5U0TSh48TJ07IwIEDxdnZWYoVK6Y8j+y6sOPFixeSP39+UalU0qtXL2Wd5t9Z89mRnJwsiYmJ4ubmphzfs0La/WnLli2yfPlyWbBggVKfSOpr9OjRIxkwYID4+fmJSqXK8DPmYzEQ5VL37t0TW1tbOX/+vPz1119SoEABmTdvnoiIvHz5UkaOHJnuAzw7QlFSUpK4urrK/PnzJS4uTuzt7aVHjx7Kjjxv3jzZuXNnlm83K6SkpEidOnXk5MmTEh0dLXZ2dtKjRw9l/ZYtW+Sff/4REcnSU33Xrl2TsmXLys8//6y1XBNiNQOt7e3t5cSJE1m23eygucqnf//+MnjwYBFJ3TcdHBy0gmViYqK8fv1afvjhB60u+f9y8eJFsbGxkaCgIK3TYJpQtHv3bq0DtojIsWPHpEqVKsq/XU65ceOG9OjRQ/bv368s69y5s9jY2MiKFSuU98SbA8xz6kP6zQ/U+Ph42bx5s1SpUkVcXV2V5Wl73lavXi0DBgzQmwHqIqLsPw8ePJDy5ctL2bJlpXDhwtK9e3dZs2aNxMTESJ48eWTdunU6rlRbSkqKPHz4UFQqlahUKvn222+VdZrXV/PfpKQkefLkiZQvXz7dhRZZSbO9R48eSaVKlaRs2bIZ9k5r6hdJHZ/11VdfZen2RUSGDx8udnZ2UqdOHSlSpIg0bdpUTpw4kW7fe/nypcyaNUvy5csnFy5cyJI6NBiIcoG3fTNo3769NG3aVMzMzLSuKIuOjpb69evL8uXL3/n3WWXkyJESEBAgdnZ20qtXL2UHjo+Pl86dO8v48eMlMTFRr3o7kpOTJSUlRVxcXKRHjx5StmxZ6dmzp/Jt7eHDh9K6desPOsXzNm8+78OHD0upUqXkypUr6dpoPtwTEhLE3d1db3rU/ku7du3kl19+kbt376YLxVu2bJGNGze+1+NktI+sX79enJyc5Ouvv9YKRV5eXuLg4CBbt25N10uTJ08eZTBtTli5cqWoVCqpUKFCuvFLXbp0kaJFi8rKlSvlyZMnWuty6j2R9vVJSUlReoISExNl+/btUqJECWncuLHSJqMrGvUhFK1fv15q1KihnHq/dOmSTJgwQbZu3apMt/DixQtxd3fXuy9imn/rq1evir29vbi4uLx1jJCm7ZAhQyQoKCjLanjXv+H9+/elWLFiUrduXa0ewTd17txZqlatKi9evMiyun766Sexs7OTY8eOiUjqKUWVSiUeHh5y4sQJ5fVI+37x8PBQTvFlFQYiPZd2B3706JHWQX7BggViY2MjPj4+yrK4uDhp0aKFNGjQIEt7hF6/fq31DTftt9wNGzaIlZWV1KxZU/lWnpiYKCNGjJASJUrI1atXs6yOzEg7V8nLly+VMCSS+g3YyspK6xuySGrIK1++fLqBmpmh2da+ffvk0KFDsm/fPrG3t9f64NS0CQ8PV8Yv5QavX7+W5ORk6dSpk3h6ekqpUqW0utNfvHghQUFBMn78+A/qCXlzLqHff/9dKlasKF9//bUcP35cWV6tWjXx9fVVfk9MTJQVK1YoY3eyS0YfLK1atVJOE755GqRr166iUqlkx44d2VrXf5kyZYq0bt1aateuLXPnzpUbN26IiMj27dulXLly4u3trbTVh6vJ3nT48GFp3ry5NGnSJF3IfvXqlURHR4uPj4/UrFlTZ2OFNN4VPi5evCgFCxYUHx+fdx4f27ZtK+7u7vLq1auPDs9p61mwYIEMHDhQ2rRpI0eOHFEu7rh3757Y29uLh4dHhqHo1q1b8sUXXyjBJbN27typXOzz5MkT6dWrl3JqecOGDVKwYEGZPn26lClTRjw8POTYsWPpnn/16tVlzJgxH1XHmxiI9NTq1au1DkgjR46UqlWriqWlpbRr104ZUDZq1ChxdnaWKlWqyJdffilubm5SrVo15W8/9qDw5kFn8+bN4urqKpUqVZLGjRvL9u3bRST1DVaqVCmpX7++tGnTRlq3bi1WVlY6PeVz9OhRuX//vvL7li1b5IsvvhB3d3cZM2aMREZGikjqlSpWVlYSGBgoI0eOlE6dOolarf7o2tO+gffs2SMqlUq2b98uV69eFWtra+nbt2+G82x88803WXIAzGqa8COSeuB88eKFPHr0SERSTxeVLl1aHBwclG+OycnJMmLECClevLhcvnz5nY8dEREhly5dEhGRGTNmyDfffJMujK5fv16KFCkigYGBWqHozQ+enHzd3hzf1LRpU7G1tZXw8PB0772JEyfm+Id02tdmzJgxYmlpqQwytrS0lICAAOW13LZtm1SqVElcXFxytMa3eVugOHHihPj4+Ejjxo2VnqLk5GRZvny5eHh4SO3atbPs+JdZaWtfunSpjBw5Urp37y4XLlxQxgSdP39e1Gq1tGzZMsOe4GvXrkmTJk0+Ony8adiwYWJjYyPdu3cXHx8fsbe3l9mzZytj7u7duyclSpSQ8uXLZ3ja+WMnWT1w4ICoVCqpUaOGrF69WkRSj48xMTFy8uRJKVOmjDKcYMWKFaJSqaRSpUrK8UEkdboKExOTLJ9GgYFID+3fv19UKpWMHDlSRERmzZol1tbWMn/+fFm+fLl4enpK7dq1lcuYd+3aJUOHDpXg4GCZOXNmlg3UvH79uqhUKvHz8xOR1ICRL18+GT58uCxcuFCaNGkiFStWVHberVu3ytixY6V169Yyfvx4rSsoclp4eLhYWFjI9OnTJSEhQSIiIsTExESCg4OlU6dO4uXlJSVKlFDmtVm3bp3UqVNHvL29pXv37h80zuW/3L17VxYuXKhc+SSSGjTz5MkjPXv2lL1798rJkydl0KBBUrBgwSzddlb4/ffftXpcNmzYIFWrVpVy5cpJnTp1lNOK27Ztk4IFC0qNGjWkadOm4ufn916h+Pr16+Lm5iYtW7aU6OhoWbp0qVhZWUlISIjSg6ExduxYKViwoLRp00bOnTunLNfFB9+HjG9KSxe13rx5U4YPH67Mli2S+i3d1dVVOnfuLC9evJD4+Hj57bffpH379npxekxjw4YN6a6SPX78uLRs2VI8PDyUL4cHDx6UOXPm6HSg+puGDRsm1tbW0rFjR6lTp46ULVtWli5dKg8fPhSR1FBkaWkpderUUWbW1nj9+vVHTWiakSVLlkiJEiWU92RkZKSoVCpxcHCQn376Sbl6LDo6Wlq3bp0t+6pmmof69euLr6+vhIaGKuvmzJkjjRo1Ur7Irly5Uvr27Svt2rXTqiU2NjZbTokzEOmpNWvWSN68eWXcuHEyadIkpTtRJHUCxJ49e4qbm9tbP2yyYkdOSUmRnTt3io2NjbRr104JPGn169dPKlSooMzorE/69+8vZcqUkV9++UWGDBkiEydOVNadOXNG+vTpI2XKlJEjR45o/V1WHgRu3rwpKpVKLCws5IcfftBat3PnTilbtqzY29tL2bJlxcnJKdtP9Xyoc+fOiYuLi7Rs2VKuXLki//zzj5ibm8sPP/wgP//8swwcOFBUKpVMnjxZRFK71AcNGiS9e/eWKVOm/GfPkMbChQulYcOG0rZtW3n27JmsW7dObG1tZdiwYVo9RTNmzBBPT08JCgrK8Q/trBjfpAt//PGHqFQqsba2Tvc+3b59u+TNm1f+/PNPEdEOEbq+miw5OVmuXbsmFSpUkNatW6ebCywqKkpsbGykTp06Wh+qIrrrGUprwYIFUrx4ceUYrfmi6+joKAsWLFBOU50+fVq8vb2z/fWOj4+X+fPny5w5c0Qk9UuZWq2W5cuXS//+/SV//vwyY8YMuXXrltbfZcdr2bFjR/H09BQ/Pz9p0KCBcjWqZqhCdHS0xMXFiY+Pj1JvdtWSFgORHlu1apUYGxuLSqVSLtHUHCwePnwoJUqUSBdQslpKSors2rVLrK2t5bPPPlPGh6TdMT09PeXzzz/P1jo+RNraBgwYII6OjuLo6Jjuqq5Tp06Jp6enTJ06VevvsvqUy/z58yVv3rzSpUsX5XSSZhv37t2TCxcuSFRUlDx48CBLt5tVVq1aJY0bN5Y2bdrI6NGjJTg4WGv9kiVLRKVSaYX295X2tV62bJnUrVtX2rZtK0+fPpW1a9dK0aJFZejQoXL48GFJTEwUPz8/+e2337Q+NHNaZsc35ZQ3r1i6e/eu9O3bV1Qqlfz6668ioh18KleurLwH9Imm/m3btkm9evXkyy+/1JqNWiR1FveSJUsqVzjqi5cvX8r06dOViXI3bNggarValixZIu3btxcrKytZuHCh3Lt3T+vvsnt/PnfunPz7779y48YNqVq1qkyfPl1EUr+4mZubi1qtVsb2ZMepZ81g/lWrVkn37t3l0KFD4ufnJx4eHrJlyxa5f/++FC1aVIoWLSqlS5cWZ2fnHB3LxkCkRzLaATUzlrZr107i4uK02gQEBEjHjh2zfczE69evJTw8XBwdHcXd3V25BF0TIH744Qdxd3fXq3ttpX0TjRgxQlQqlbRp00ZrTJGISOvWraV58+bZXs+8efNEpVLJlClT9G5s0NukPTivXr1amjVrJsWLF5euXbuKSOr+qtkHevfuLd7e3vL06dMPDpbvCkW//fabODs7S9GiRcXR0VEqV66sfJjn1OuYleObstuaNWukU6dOcu7cOa3gFh0dLZ06dRJTU1OtXqK4uDgpXbq0MmWHLqV9rdauXSvNmzdX3sc7duwQd3d3+eqrr5RQ9Pz5c+natausX79e571wGe2LUVFREh0dLdeuXRMnJyeZMWOGiKSeajU1NRUbGxvZvHnzW/8+q8yaNUsZfqHx999/i5OTk0RFRYlI6inIvn37yo8//pjlvTB79+6VxYsXay37999/xd7eXpYsWSLR0dHi5+cn9erVk61bt8rjx49l1qxZMnfu3Bw//clApCfSvqHfnPNmzZo1YmRkJIMHD1a+UcTHx0vVqlW1bgWQVd42B8WuXbvEyspK/Pz85Pnz50q7wMBAadSokdakbrrytgPLt99+K3Z2djJt2jStnpi2bdtK586ds+RbiGbbZ86ckT179simTZu01s+ePVtUKpVMnTo114SitAfHNWvWSLVq1cTOzk45kGqex/jx48XFxSXTB663haLHjx/L5cuXZc2aNTJv3rwcn204N41vevLkiZQpU0aKFCkiTk5OEhQUpHW7lBcvXkj79u0lX758MmDAAJkyZYr4+PiIk5OTzsfbpD3+7dmzR7p37y558uSRbt26aYUiT09PcXNzk06dOknDhg2lRo0a6XrEdGnWrFlKb77Gzp07pWrVqsqYyr///lt69+4t48aNy/Z949mzZ8og6rSn7Ddu3CjW1taybt06OX36tPj4+Ejnzp2V9VlV1969e5V5l5o2bSrz5s1TphpYu3attGzZUp49eyZnz56VL7/8Ujw9PZWB1lldy/tgINIz06ZNk7Zt20qHDh3kzJkzWl2MRkZGUrNmTenYsaO0atVKqlSpkuXdiZoPpj///FPGjh0rgYGBsnXrVuXgv3PnTuUy9YCAABkwYIAUKFBA+YDUpbS1Dxo0SObMmaM1Pqh///5ia2srLVu2lIkTJ0pwcLCYm5tnyY01096+olixYuLs7CwFCxYUb29vOX36tHKwnj17tpiYmCizY+urtDPEprVu3TqpW7eufP7551qvW9++fcXDw+Oj7rWWNhQtXbpU6tWrJ23btlWudHlzrqackhvGN4mkvi4hISEyf/58OX78uEybNk3UarX4+/vLxIkTJSEhQe7fvy+DBg0SlUolX331laxbt045xug6FImIDBo0SFxdXaVnz55Sq1YtsbW1lXbt2in7YWRkpHz33Xfi7e0tXbp00eltT9705MkT6d27t1hbW8uiRYuU5StXrhQ7OzvZtm2bXLlyRVq2bCnffPONsj4r9+eMXoe7d+/K+PHjpVixYloXdnz55ZdSsGBBcXBwEFdX12w5NXXlyhWpX7++NGrUSBo2bCj9+vUTKysrmTFjhkyfPl0aNWqk3Cz23Llz0qBBg3R3CshJDER6ZPr06VKoUCEZNGiQlC5dWipWrChr1qxRxp2sW7dOChQoII6OjrJ79+5s607csGGDmJqaSuvWrcXd3V3s7OykXbt2yuWfu3btksqVK4tKpZJ9+/bp1eSBYWFhYmJiIt7e3mJtbS1NmzZVJqgUSb3EXnMZ55gxY7Qu5fwQGR14wsPDpVChQkr38PHjx0WlUkmjRo3k+PHjygf61KlTxdLSUrlkXd9o6ty+fbu0bNlSunfvrkylL5J6Kay7u7sUKVJE/P39pUePHmJpaZklUyy8GYrq168vHTt2lNu3b3/0Y39MLbllfNOOHTvEwsJCCavx8fEyevRoUalUUr16dZk4caJs27ZN+SKjmfNKH3p3d+3aJYULF1amMUhOTpbp06dL1apVJSAgQPnAfvN4p6sgl9G/77Vr12To0KFiZ2en9Z5p0KCBWFpaSrFixcTFxSXbx8W8eTn63bt35fvvv5dixYrJhAkTlOV79uyRAwcOKKEsO17LS5cuiZ+fn7Rs2VJ2794tO3fuFD8/P2nevLmoVCqtq9muX7+u03DLQKRDb/7DjxgxQv744w/l9y+++EKcnJxk1apVymm0pUuXioeHR7Z9W75x44ZUqFBB5s+fryxbv369NG3aVDp06CB3796V169fy7Zt26Rs2bI5dr+o9zV69Gjlfm7Hjh2T9u3bS926dbVmnO7Tp4/UrFkz3eDY96X5d7t+/bry75WQkCDBwcHKRGH//POPlC5dWjp37iylS5eW2rVry7Fjx5S/1Vxhoq/2798vBQoUkM6dO4u3t7eULFlS6/TsunXrlG/wP/74o9y5cyfLtp02iCxZskTc3NyUUz85fapR38c3ZaRv377Sp08f5fdKlSpJ69atZejQodKiRQtRqVQyceJE6dixoxQsWFC5wkzXVq1aJXZ2dsol6SKpk8COHj1azMzMpGvXrul6hPTh1PObX6r++ecfGTJkiNjZ2WmNzdq6davs2rUrW8OHSOqXwiJFimidLhURuXPnjgQHB4tarU53gYlI9va8Xrx4UZo1aybe3t5y4cIFef36tZw7d066du2a7vS7iO56/BiIdCTtP/7OnTtl06ZN0qVLl3SzFPv5+Ymzs7OsXr1amRArK7+BvnlAuXz5stjb26eb9yM0NFRsbW2VAY2am6Pqmqb+K1euyK1bt6RPnz6yZcsWZX1UVJQSitL2FH3sHBZ3796VwoULS8WKFZVz3rt27ZJz585JbGys1KxZU7p16yYi/3ce3dXVVS9OLb6P3377TbnhZ0xMjMydO1esrKxkwIABSptFixZJmzZtsiUUp90vP//8c2nVqlWWbyMztejT+Ka3Wbx4sdStW1cePXokLi4uUrduXSX8//vvv/L7779LUlKSPH/+XFq1aiX29vZZeq++95FRkNm/f79UqFBBdu3apbX81q1bYm9vL46OjtK1a1edv75pj7vbt2+XokWLphsvePXqVenatatYWVlleDPj7HwOp06dkl69eknlypXT3Xpo3759yo1cs+K2RB/i8uXL4u3tLd7e3lr3+xPRj1OeIgxEOpH2YKCZjM/GxkZUKpX0798/XdBo06aNFClSJMvuzfPmXYxFUt9Ejx8/lqtXr0qJEiWUN3jaK8ecnZ1l0KBBWVJDVlq/fr1YW1tLkSJFxMLCQmu+IZHU5xYYGCiVK1dON2AvszQhp2bNmuLr66tcqiqSOpt3zZo1lXuVbd++XXx9fcXFxUWvTi+mpdknT5w4IX/++ad06NBBmVtIJHUiNE0oSrsPvHlvruyoSTMxmy6vYtTX8U1vU7NmTVGpVOLp6fnWU7NJSUny8OHDdBMC5qQffvhBmV8oJiZGqlevLj4+Plq3jbh27Zp89dVXysD9AwcO6Kpcrf0gLCxMQkNDJSgoSJydnbV690VSe4Q006a87738PtTbgsS5c+ekb9++Ur58ea2eojNnzkhgYKCsW7dOJ/vq5cuXpVmzZtKsWTNl7JA+YSDKYWnfUMePH5cmTZrIwYMH5fbt29K1a1epXr26/Pjjj+lC0YgRI7J0B75+/bp4enqKSOrMoXZ2dsoYkPbt24u9vb3WVTSJiYni6ekps2bNyrIaPobmddTcpXnBggWyYcMG6dSpkzg4OKS7jPjEiRPSvXv3LLk3mcbXX38tVatWlS+//FIaNmyoTC62cOFCsbe3V04jjRgxQkaPHq03H5Zvo5nioVSpUlKoUCHx9/fXWv/kyRNZsGCBqFQqGT58eI7U9ODBA6lbt+5bb4KZk/RpfNPbaGpcuXKlODk5KeP+9OHU0puePn0qvr6+8tlnnykh59y5c2JnZydNmzaVn376SXbv3i1eXl7Svn17efz4sZibmytz5+S0tOFj1KhRUqxYMbl165YcPXpUgoKCpFKlSspl9CKpM/t37NhRli9fni3v/bT/prNmzZJvvvlGunXrpkwtcunSJenbt6+UKlVKvv/+ezly5Ii0aNFCunTpotMAf/nyZfn888+lRo0aWXJBS1ZiINKR0NBQZVyOZudMSEiQnj17Ss2aNTMMRSJZtwOfO3dOypYtK+XKlROVSqXVc/LkyRNp1KiR2NrayooVK2TDhg0yfPhwKVSo0HvPPJwTdu/eLQMGDJC+ffsqvQdXr16V4OBgKV++fLpQlNkehje/hWkGoG7btk06d+6sDBKsX7++bNq0SWJjY8Xe3l7KlCkjdevWFbVarXczUGto9r3Y2Fjx9PSUFStWyJkzZ2TJkiViamqa7oqPx48fy5IlSzI9GD0z4uPjc2xb/0Wfxje9y507d6Ro0aJavXy6ltG4n1u3bkmnTp0kb968Sk/RhQsX5KuvvpIKFSpImTJlxNPTUzml5+7unm5W6pymmehScx9HkdQvt507d5YyZcrI/Pnz5ezZs+Lj4yO9evXKlvCR9pg0evRoKViwoLRt21a5n6AmYF67dk0mTJggpqamUr58eXFzc1PGYelyfz1//rwMGjRIb06VaTAQ6UBSUpIMHDhQSpQoIc7OzlrrEhMTpWfPnlK7dm0ZM2ZMtl79oZkXp2TJksoyzZv26dOn0qVLF6lQoYKULl1aatasqdMbtb4pISFBxo0bJ8bGxlK1alWtdZcvX5bg4GCpXLmyMhlaZmnesLdu3Uo3TuD+/ftSoUIFmTNnjty/f1/8/Pykbt268r///U/u3bsnQ4YMkZCQEL27N9mbdu3aJW3bthV/f39lPFBSUpKsX78+w1CkTx/8uqBP45veZdasWWJlZaU1J5I+0JzC07yOt2/flo4dO0revHmVsSXPnj2TR48eyc2bN5W/CwkJETs7uyzt5f1Q69atU46ZaW/qK5J6Zde3334rKpVKypUrp3Upe3a9Z+7duydBQUHK9CJJSUnSokULsbW11Rqnc/v2bYmKilKOZ/owxYKGPoUiBqIckNE/+PPnz2XixIlSokQJGTBggNagxsTERGnbtq1069Yty99IaeeXOXDggPz000/i4uIiVatWVQZepn2z3Lt3T+7cuaOXV0XdunVLJk6cKCqVShkArHHlyhXp1q2b1KxZU2JjYz96O1ZWVqJSqaRFixaybt06pYdky5Yt4uHhIffv35fz588r9+b57bffPmqbOWnPnj1iYmIi+fPn1wpvmlCkVqulU6dOOqxQ/+jT+Ka3uXr1qnTq1EmvPnDWrVsnZmZmcuHCBRH5v9fx5s2b0qpVKzEzM9Oa6VtE5OTJk9KyZUspWrSozr+UvXz5Ujp27CgqlUrWrFkjIunDzsWLF+Xw4cPZHj4WL14sFhYWUqNGjXQ30m7RooUULVpU/v7773Q9U/q0P+gbBqJslnbni4yMlL/++ktJ7ppeDjc3Nxk8eLBWb1BSUlKWX1qqeZzw8HD57rvvlNM4p0+flipVqkiVKlWUK9lEUj8o9WWuHE3tMTExcu3aNeUu0K9evZLRo0dLgQIF0s0Qe+3aNeXuzR/jxo0bUqNGDXF3dxdXV1fp1q2blChRQubPny/r1q0THx8fpfv83Llz4uXlJT4+Ppm+rF8X9u/fL+bm5tKxY0etfSApKUmZWC477i6dm+nT+Ka30fVg7zdnkT506JA0bdpUSpUqpXyIa9atX79emdX4zXl0fvnll3Qf+tntbUEmISFBWrVqJUWKFJFDhw5prXvzWJ2d4ePevXvSuHFjMTIyUk6Rpd1ey5YtRaVS5ZorW/UBA1E2SvvmCAkJkVKlSkm1atXE3NxcOnToIFevXlUmTqtdu7Z8++236cZLZPUbSjPp4oQJE7TeKGfOnFFC0bFjx2TYsGFSsmTJLJ1fJrM0r+OmTZvE2dlZypQpo1zxdvv2bYmLi5Nx48aJubl5tg36vnz5svj5+Unr1q1l48aNsnnzZmnQoIG0bt1aVCqV1KpVS+kluHjxol4NtE1L81pevnxZ9uzZIxEREUqtu3btkvz580uXLl20QtHr16+VAEra9Gl8k755233VTp48Kc2bNxcHBwelp0gk9ZYWPXr0kOnTp+v0lM6bs62vW7dOpk6dKitWrNAaBPz555+LjY1NulCUHd72OXD//n2pVauWVKxYUbmqNe3nzpAhQ/T+Yg59wkCUA2bNmiU2NjZy+PBhERGZMGGCGBkZKT1FL1++lLFjx0rp0qVl9uzZ2VbH+fPnpWTJklozqKZ16dIlcXNzEwcHByldurRyhYo+2L17t+TPn19mzJghz549kxEjRki+fPmUy91jYmJk/PjxolKpsu1GlRcvXpTmzZuLt7e3XLp0SZ4/fy6RkZHi4+OjXGGmz+NrNLVt2LBBSpUqJZUrVxY3NzepWrWqREZGikjqdAIFChSQbt26fdRtOMiwZXRftbQ3+Lx8+bI0bdpUbG1tZffu3XLu3Dlp3bq19O7dW2mji1D0xRdfSN++fZUhAsOHDxczMzOpW7euWFpaipubm/z4449K+5YtW4qdnV26eXWyUtowdPr0aTlx4oTWF9UHDx6Iq6urVK5cOcNQJKI/00HoOwaiHNClSxflHjLr16+XggULKrMpa64ke/78uSxatCjLd9yUlBStWzGUK1dOa1BiRh/gkZGRWXKqKSskJydLSkqK9O7dW/r37y8iqeGnZMmSWrPxvn79Wh4+fChTpkzJ1q71tJOL6XI+lMyKiIgQCwsLZf/buHGjqFQqren8NXMs9e3bV68DHumvt91XrU2bNjJ58mRJSEiQs2fPSo8ePUSlUkmZMmW07s2oq/1u3rx5olKpJCQkRCIjI8XNzU0ZPH3t2jUZOHCgVK9eXXn/JCQkSL169cTHxydb6nnzUv/SpUtL6dKlpUCBArJs2TIluD18+FBq1KghVapU0ep1ow/DQJSNEhISJCkpSapVqya//fabHDlyRAoUKKD0YCQmJsr48eO1Lt8U+bg0r3kDvXz5Ul69eiU3b95UBmz//vvvYmNjo0yml/YbWEREhNKDpY/8/f1l9erV8uDBA7Gzs5MePXooB80//vhDmbQyJwYMaiYXa9q0qV5OLpYRzevy888/S2BgoIikXnlSvHhxravIHjx4ICKpM9rywEof4133VatRo4ZMnDhRLly4ICdPnpTIyMhsv6XF+1qxYoWoVCoJDAyUL774Quu06PXr1yUoKEhatGihHFcTExOz/bjz/fffi62trezatUtSUlKkY8eOYmFhIVOnTlUuGnn48KEUL15cOnbsmK21fMoYiLJQZGSk0pU5ZswY2bZtm/L/JUuWlLx58yqnVkRS535p3LixTJ06NUu2r3lTaq52cnJyEiMjI6lWrZqMGzdO7t27J4ULF5bg4OB0fxscHCyTJ0/O9psOvg9N0El7T6OAgABxdXWVkiVLSt++fZWDZnx8vAQEBMj48eNz9EB6+fJl8fHxkdq1ayunm/TRm9+0R4wYId27d5cbN25IsWLFtILljh07ZOrUqVrjh4g+xtvuq/btt99K06ZNRaVSydKlS5X1ujy1k/a9snLlSlGpVGJpaZlu2ozw8HBRqVTp5hbLylAUERGhXMl65swZ8fLyUm5JtHnzZilUqJC0atVKVCqVTJ06VTlWPnnyhKfHPgIDURa5cuWK1KxZUwIDA5VuYM3VJ/v37xcPDw+pWrWqXL16VURS76XVvHlzqV27dpbswJo38+nTp0WtVkvfvn1l8eLFsnHjRmnVqpXkyZNHvvzyS1m1apVYWVlJ37595fbt23Lu3DkJCQmRggUL6kWPgOZ5bN26VTw8PGTr1q0iktpd7ezsLPb29lptR4wYIcWLF9fJhJGaCeTSzpWijyIjI5WxVrNmzZJy5copvWwar1+/lp49e0rv3r1z/L5W9Ol6133VoqOjZf369TrvEXpbkFm7dq1yO6W09+s7c+aMlCtXLtsmW71+/bq4ubmJr6+vXLt2TV69eiWLFy+WV69eyf79+8XOzk4Za+rv7y8FCxaU0aNHa134wFCUOQxEWWjp0qVStGhRyZcvX7r7jq1evVq8vLzEwsJCqlatKtWqVZOaNWsqPTJZsQPfv39fXFxc0t1W4f79+zJnzhwxNzcXHx8f2bJli9ja2oqdnZ2UKVNGypcvr/P5PdLavHmzmJqayg8//KDc7DYhIUHWrVsntra24uzsLF988YW0bt1arKysdFq7Ps4/o5GSkiKvX7+WRo0aSbNmzZTlTZo0EWNjY4mMjJTnz5/L06dPJSQkRGxsbPQiFNOn5X3vq6YLacPQvn37ZNOmTbJ582blNNnSpUtFpVJJUFCQbNmyRY4ePSotWrSQatWqZetpsoULF0qjRo3E399f64rVHj16SJcuXZTPjW+++UYJmhzv9/EYiLKA5o2xZ88ecXR0lKpVq0qXLl207gUmIvLPP/9IaGiozJw5U37//fcsP2d+4sQJcXJykjNnziiPraktNjZWxo8fLxYWFhIWFiYPHjyQ8PBwiYiI0Kv5Ze7duyfVq1eXH374Id26pKQkuXHjhvTv31969uwpEyZM0KtbiegbzQHy8OHDYmlpqfQSPXz4UGrXri0lSpSQ0qVLS6NGjbTuZUeUFfT9vmpp6xg6dKiUL19eKlasKB4eHlK6dGnlnmCrVq1S5kcKCgqS9u3bZ+kX2bfVtGzZMvHw8BB/f3/l9FnDhg21xvx98cUXEhUVpfydvry2uRUD0Ud48xvC48eP5fHjx7Jo0SKpW7eudOzY8T9Pp2TlG2rZsmWSL18+5fc33xzXrl0TtVqtV/c3etOVK1fE3t5eGayc9io5+m8ZTQwXFxcnAQEB0qNHD63wHRoaKjNmzJDffvtN70/7Ue6lj/dVS3sV7dy5c6VIkSLK7S9+/vlnUalUWnev37Bhg6hUKvn111+V91h29Wq9GYo8PT3F399fHj58KL/88ot89tln0r59e3FxcZFKlSopdfA4+fEYiDIpbRjav3+/HDhwQGuCrvnz50udOnUkKChIbt26JSIiQUFBsnv37myr6e+//5Z8+fLJ77///tY2Li4uyqBqfXwD3bx5U0qWLCnLly9Xlmle6507dyoDC0X0s359cPjwYdm4caPWshUrVoipqane3V2aDIM+3Vdt5syZ4uDgoAxE7tevnzK30KZNm8Tc3FwWLlwoIiJxcXHKafGtW7fmWPh4MxTVq1dP2rZtK9HR0bJgwQLx9/eXnj17ZltPlaFiIMqEtDvrwIEDpXDhwlK0aFEpVKiQdOrUSZkbYv78+eLh4SFVqlSR+vXri62tbbaeK799+7ZYW1uLr6+v1jd+TaB4/Pix1KlTR1auXJltNXyItK+jpsbnz59LgwYNpGHDhnL27Fmt9sHBwdK8eXNeBfUWKSkp8ujRIwkMDFQuG077b92mTRvx9/fn60c5Tl/uqzZ//nwxMTGRdevWKctatGghEydOlG3btkmBAgWUOYaSk5Nl9uzZMnv2bK26c2q8U9rj49KlS5VQpOnd0scbteZ2DEQfKO1OevToUSlbtqxERkbKqVOnZNeuXWJlZSXNmzdXEvvmzZtl1KhR0q9fP2XHzc40v2HDBsmbN6906tQpXaD47rvvpGTJkunGNulC2vuqBQcHS5MmTWT+/PkSExMjt27dkqJFi4q3t7fMmTNH/ve//0mfPn1ErVbr9X2j9MXz58/l0KFD0rx5c6lataq4uLhIeHi4jBo1Spo3b65c6UiUk3R9X7WFCxdK3rx5ZdOmTVrLBw8eLJ6enmJhYSG//PKLsvzBgwfSokULmTJlSg5X+n/eDEUeHh4SGBioDLRmL3nWYiDKpCVLlkhAQID06tVLa/nly5elQIEC8u2332b4d9l9MHj9+rXMnz9fjIyMpHz58vL111/LyJEjpUOHDmJpaalXA2c13dO9evWSUaNGib29vXh7e0tCQoJcuXJFWrVqJeXLl5cyZcpIvXr1eJPCDGgOiBcvXpSdO3fK0aNHlbmwHj9+LGfOnJEvvvhC3N3dxc3NTVQqlYwYMUKXJRPluD///FNUKpWMGzdOa/k333wjPXr0UGaA1lx5eePGDWnevLnUqlVL5z0waUPPkiVLxM3NTZYsWZJuHX08BqJMiImJkfbt20uhQoWkdevWynLN3eqnTZsm1apVk4cPH+qsi/jQoUPi5+cnlStXlrp160rfvn316pLq27dvS9WqVZVZu1NSUsTc3FyGDh2qhMbExER5+vSp3LlzhzcXzYDmYPj777+Lvb29lCxZUkqUKCHly5dPN4N2WFiY/PDDD2JjY8NxRGRwLl++LB4eHuLr6ytHjx4VERE/Pz8pW7asJCQkyK1bt6R8+fLi7OwshQsXVr5A6MsYnbTB5/PPP5dWrVrprphPmEpEBPROKSkp+Oyzz7SWHT9+HHPmzMHq1auxbNkydOjQQVk3b948zJs3DxEREShQoEBOl6tITk7GZ599BpVKleFzyAkiApVKlW75nTt30LJlSxw8eBB3795Fw4YN0aJFCyxcuBAAcPjwYVSsWBEWFhY5XbLeSvtv+Pr1axgZGeHIkSPw8vLCtGnT4OPjg6tXr2Lx4sX4/fffsXfvXri7u2s9Rnx8PExNTXVRPpFOXblyBf3790eePHkQFxeHly9fYsOGDShZsiQA4MGDBzhz5gyuXbuGsmXLon79+siTJ4/yXtM1zbH0m2++waNHj7B8+XLkzZtX12V9WnSbx/Rf2h6eW7duydmzZ5Vl169fl06dOilXRb148UJiYmLEy8tLmjVrpvPuzLTb10UtmtfpxYsX8uDBA9m7d6/cuXNHnjx5Ijdu3JAiRYrI3r17pUyZMtKtWzel/alTp6Rdu3Z6dXpPX9y4cUNrLMbixYulYcOGWvtpdHS0BAQEiIuLi3JvMg1d75NEunT58mXx8vIStVot69evV5a/7bSYrnuG3vTgwQOpW7cux1Jmk5zvMshFRET5Rj569Gj4+PigSZMmqFmzJn766SdYW1tj+PDhqF+/Pjp37oyKFSti+PDhSExMxKZNm5SeGV1J2zOTUS9NdtL0Zly+fBm9e/eGh4cHWrRogcqVK6NPnz54+vQpAgMD0bhxY7i4uGDRokXKax0aGopr167B1tY2R2vWdwkJCWjXrh1Kly4NEUGePHnw9OlTREVF4enTpwBS91lbW1sEBATg4cOHePjwodZj5PR+QKRPHB0dMX/+fNSuXRvLli3DgQMHAABGRkaQDE6W5MmTJ6dLfKfChQtj9+7dcHJy0nUpnyQGonfQfHhMnjwZCxcuxOTJk3H79m0UKlQIs2fPxtWrV1GxYkUMGzYMXbp0Qd68eVGlShXs27cP+fLlQ0JCgk5OU+maJgydPn0aDRo0gJmZGYYPH46TJ0+iV69eOHz4MPz9/VGwYEG0b98eUVFR2L17NzZs2IBBgwZhzpw5WLRoEYoWLarrp6JX8ubNi2nTpqFAgQKoXr06RAStWrVC0aJFsWzZMsTFxSn7rKOjI4yNjZWgRESpypQpg9mzZ0NEMHHiRBw8eBBA7vmykC9fPl2X8OnSZfeUvtIMjhZJnZirUaNGyl3qd+3aJebm5rJgwQIR+b8u1VOnTkn37t2lYsWK6S7rNCRpT3uZmZlJSEhIuu7otWvXSq1atcTNzU0WL14sXbp0EbVaLc7OzuLl5cVBv/9fRgPyk5OTJTIyUsqXLy81a9YUEZGRI0eKs7OzTJs2TWJiYuTZs2cybNgwKVu2rNy7dy+nyybKFS5fviyff/651KhRg8ccEhFeZZbOzp07Zdq0acp9d2JjY6Vy5cpy//592bVrlxQoUEC5Mio+Pl4WLFig3GcmKipKevToITY2NrJ582adPQddu3XrlhQuXFjatGmjLEtJSdEKRvPnzxcrKytlRtgrV64oNxql/wtD0dHREhkZqbUuMTFRDh8+LKVKlZL69euLSOocU05OTpIvXz6pXbu2FClShGOwiP7D+fPnZdCgQTqfMJL0A68yS2PZsmUYNWoUfH190bVrV7i6ugIAatWqBTMzM5w8eRLTp09H165dAQC3bt1Cp06d0KtXL7Rr1w5A6tVny5cvx4ABA1CmTBmdPRddunHjBvz9/VG0aFF8++23qFevnrJO0lx15uHhgSJFimDjxo1ITk7Wu/P1unb79m24uLjg8ePH8PT0hLu7O7y8vFCzZk2Ym5vj6NGj6Nq1KywsLHDgwAHExMRg+/btKFSoEKpXr44SJUro+ikQ5Rq6uhKX9AcD0f8XGhqKrl27YtmyZWjWrBksLCyUD+8NGzYgJCQEtra22L9/PwDg+fPnaNu2LV6+fIndu3drfZgnJCTAxMREV09FL2gucRURfPfdd0ooShuIGjZsCHt7e6xatUqXpeqtmzdvonXr1oiPj4e5uTkqV66MdevWoUKFCnByckLLli2hUqkQEhKC0qVLY+fOnblmHAQRkb5hIAJw//59tGnTBv7+/ujbt6+y/Pnz57h69Spu376NM2fOYPXq1TAzM4ODgwPu37+PZ8+e4dixYzA2NmYPRwbShqJRo0ahbt26AFK/if3777/o0aMH2rZti6CgoLfOV2Torl69iqFDhyIlJQUhISEoWrQoIiIiMGfOHCQlJeHMmTMoU6YMzp07h1atWmHTpk18LYmIMoGBCKmBqEGDBpg0aRJat24NIHVyxb1792LDhg0oW7YszMzMMH/+fKxZswafffYZHBwcMGDAABgZGenNxF366G09RcOHD0dYWBi2bt2KYsWK6bhK/Xbp0iUMGDAAKSkpmDhxImrWrAkAePLkCf73v//h0qVL2LFjBxYvXgwXFxcdV0tElDsxECE1EFWvXh3NmzdH+/btMXfuXFy6dAn16tXDF198gbi4OIwYMQJ9+/ZFcHCw1t+yZ+i/pQ1FkydPRnh4OMaPH48DBw6gatWqui4vV7hy5Qr69esHAAgJCYGnp6fWeoZyIqKPw0D0/+3ZswdffvklrKysYG5ujunTp6NKlSooXLgwYmNj0ahRI/j4+GD8+PG6LjVXunLlCgYNGoQjR44gNjYWkZGRyqB1ej9pg+Xo0aNRp04dXZdERPTJ4JD6/69x48a4cuUKdu/ejaioKDRq1AiFCxdW1ltYWMDBwUGHFeZujo6O+PHHH1G7dm2cPHmSYSgTHB0dMWvWLBgbG2Pw4ME4dOiQrksiIvpksIfoPzx48ABdunTBw4cPcfDgQZ4e+0hJSUkwNjbWdRm52sWLFzFq1Cj89NNPKF68uK7LISL6JDAQvcXDhw+xePFiHDhwAPfv38fBgwd5NRnpjcTERN7pmogoC/GU2VvcuXMHBw8eRNmyZREREQFjY2O8fv2aYYj0AsMQEVHWYg/ROzx58gRqtRoqlYo9Q0RERJ8wBqL3wInuiIiIPm08ZfYeGIaIiIg+bQxEREREZPAYiIiIiMjgMRARERGRwWMgIiIiIoPHQEREREQGj4GIiIiIDB4DERHlSp07d4ZKpUKvXr3SrevTpw9UKhU6d+6c84URUa7EQEREuZaDgwNCQ0MRHx+vLHv16hXWrl3LG98S0QdhICKiXKt69eooXrw4Nm7cqCzbuHEjHBwc4OLioiwTEUydOhWlS5eGqakpqlatit9//11ZHxsbiw4dOqBIkSIwNTWFo6Mjli1bpqy/e/cu2rZti0KFCsHKygqtWrXCjRs3lPV//fUXatWqhfz586NgwYKoW7cubt68mb1PnoiyFAMREeVqXbp00QovS5cuxddff63V5rvvvsOyZcswb948nDt3DgMHDkTHjh2xb98+AMCoUaNw/vx57NixAxcuXMC8efNQuHBhAMDLly/RsGFDFChQAPv378eBAwdQoEABNGvWDImJiXj9+jVat24NT09PnD59GpGRkejRowdnuCfKZXgvMyLKlTp37ownT55g8eLFKFasGC5evAiVSoUKFSrg9u3b6NatGwoWLIhffvkFhQsXxt69e+Hu7q78fbdu3fDy5UusWbMGvr6+KFy4MJYuXZpuO0uXLsXUqVNx4cIFJeQkJiaiYMGC2Lx5M2rUqAErKyv89ddf8PT0zLHnT0RZy0jXBRARfYzChQvj888/x/LlyyEi+Pzzz5XeHQA4f/48Xr16hSZNmmj9XWJionJarXfv3vjyyy9x4sQJeHt7o3Xr1qhTpw4A4Pjx47h69SrMzc21/v7Vq1e4du0avL290blzZzRt2hRNmjSBl5cX/P39UbRo0Wx+5kSUlRiIiCjX+/rrr/HNN98AAH755RetdSkpKQCAbdu2wd7eXmudiYkJAKB58+a4efMmtm3bht27d6Nx48bo27cvfvzxR6SkpMDV1RWrV69Ot90iRYoAAJYtW4b+/fsjLCwM69atw3fffYfw8HDUrl07y58rEWUPBiIiyvU043kAoGnTplrrKlWqBBMTE9y6deudp7SKFCmCzp07o3PnzvDw8MC3336LH3/8EdWrV8e6detgbW0NCwuLt/69i4sLXFxcEBISAnd3d6xZs4aBiCgXYSAiolwvT548uHDhgvL/aZmbm2PIkCEYOHAgUlJSUK9ePTx9+hQREREoUKAAgoKCMHr0aLi6uqJy5cpISEjA1q1bUbFiRQBAhw4dMG3aNLRq1Qrff/89ihUrhlu3bmHjxo349ttvkZSUhIULF8LX1xd2dna4dOkSLl++jE6dOuX460BEmcdARESfhHf13owfPx7W1taYPHky/vnnHxQsWBDVq1fHiBEjAAB58+ZFSEgIbty4AVNTU3h4eCA0NBQAYGZmhv3792PYsGHw8/PDs2fPYG9vj8aNG8PCwgLx8fG4ePEili9fjkePHqFo0aL45ptv0LNnzxx53kSUNXiVGRERERk8zkNEREREBo+BiIiIiAweAxEREREZPAYiIiIiMngMRERERGTwGIiIiIjI4DEQERERkcFjICIiIiKDx0BEREREBo+BiIiIiAweAxEREREZPAYiIiIiMnj/Dy0kxKy2y5x+AAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.title('Meses de llegada')\n", - "sns.countplot(data = hotelsdf, x = 'arrival_month', palette='Set2')\n", - "plt.xticks(rotation=45)\n", - "plt.xlabel('Meses')\n", - "plt.ylabel('Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "599bde57", - "metadata": {}, - "source": [ - "Del siguiente grafico observamos que el mes de agosto es el mes con mas reservas hechas, por otro lado enero es el mes con menos reservas \n", - "\n", - "### Assigned Room type\n", - "\n", - "### Valores que toma" - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "id": "ec84268b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'K']\n" - ] - } - ], - "source": [ - "assigned_room_type = hotelsdf['assigned_room_type'].unique().tolist()\n", - "ordenado = sorted(assigned_room_type)\n", - "print(ordenado) " - ] - }, - { - "cell_type": "markdown", - "id": "3be2b801", - "metadata": { - "lines_to_next_cell": 0 - }, - "source": [ - "Realizamos un grafico de la frecuencia de los tipos de habitaciones asignadas \n", - "\n", - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 121, - "id": "1d1a2714", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 121, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x='assigned_room_type', palette='Set2')\n", - "plt.title('Tipos de habitacion asignada')\n", - "plt.xlabel('Tipo de habitacion')\n", - "plt.ylabel('Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "dc982e0f", - "metadata": {}, - "source": [ - "Del cual concluimos que las habitaciones de tipo: H, I y K son las menos frecuentas y la habitacion tipo A se lleva la mayoria de las apariciones en los registros \n", - "\n", - "### Country\n", - "\n", - "#### Valores que toma" - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "id": "3b2c7579", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['USA', 'PRT', 'CHE', 'FRA', 'AGO', 'GBR', 'DEU', 'ESP', 'ROU', 'SWE', 'IRL', 'CN', 'ITA', 'NLD', 'NOR', 'MAR', 'BEL', 'ISR', 'KOR', 'IND', 'TUN', 'JPN', 'FIN', 'TUR', 'CHN', 'AUT', 'ZAF', 'LUX', 'BRA', 'POL', 'DNK', 'IRN', 'RUS', 'VEN', 'AUS', 'MLT', 'BGR', 'GEO', 'SRB', 'PHL', 'ARG', 'LVA', 'LTU', 'ARE', 'VNM', 'MOZ', nan, 'THA', 'MEX', 'HUN', 'DZA', 'GAB', 'UKR', 'SVN', 'HRV', 'SVK', 'CHL', 'BLR', 'CPV', 'CRI', 'EST', 'TWN', 'ALB', 'SGP', 'IDN', 'DOM', 'MUS', 'OMN', 'EGY', 'SAU', 'NZL', 'FRO', 'CYP', 'PER', 'CZE', 'GRC', 'ARM', 'COL', 'PAK', 'MDG', 'HKG', 'MYS', 'MKD', 'ISL', 'BIH', 'NGA', 'AZE', 'MAC', 'JEY', 'SUR', 'KWT', 'BGD', 'IRQ', 'MDV', 'GGY', 'VGB', 'ECU', 'URY', 'ETH', 'LBN', 'BOL', 'QAT', 'JOR', 'COM', 'GNB', 'UGA', 'BEN', 'GIB', 'SEN', 'TZA', 'LBY', 'SYC', 'PRY', 'MNE', 'ZWE', 'CAF', 'ATA', 'MWI', 'JAM', 'AND', 'LIE', 'FJI', 'PRI', 'TJK', 'LKA', 'KAZ', 'HND', 'PAN', 'CMR', 'KEN', 'UMI', 'MYT', 'PYF', 'GLP', 'BRB', 'CIV', 'ZMB', 'CUB', 'TGO', 'SYR', 'SDN', 'NAM', 'GHA', 'GTM', 'BHR', 'STP', 'MCO', 'IMN', 'KNA', 'RWA']\n" - ] - } - ], - "source": [ - "country = hotelsdf['country'].unique().tolist()\n", - "print(country) " - ] - }, - { - "cell_type": "markdown", - "id": "417f852e", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 123, - "id": "a13c5caf", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 123, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "data = hotelsdf.country.value_counts().sort_values(ascending=False).head(20)\n", - "plt.xticks(rotation=45)\n", - "sns.barplot(y = data, x = data.index.tolist(), palette='Set2')\n", - "plt.title('Paises por reserva')\n", - "plt.xlabel('Pais')\n", - "plt.ylabel('Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "4a49174b", - "metadata": {}, - "source": [ - "Del grafico concluimos que Portugal es el pais del cual hay mayor numero de reservas, seguido de: Alemania, Fracia, España. Por otro lado aun hay registros con valores faltantes \n", - "\n", - "#### Valores faltantes\n", - "\n", - "Para evitar la eliminacion de los registros y debido a la muy marcada tendencia de las reservas a venir de Portugal asignamos a los valores faltantes dicho pais, puesto que representas aproximadamente un 0.2% de los datos " - ] - }, - { - "cell_type": "code", - "execution_count": 124, - "id": "07d283da", - "metadata": { - "lines_to_next_cell": 0 - }, - "outputs": [], - "source": [ - "hotelsdf.loc[hotelsdf['country'].isnull(), 'country'] = 'PRT'" - ] - }, - { - "cell_type": "markdown", - "id": "14acae92", - "metadata": {}, - "source": [ - "Dicha asignacion no genera una desviacion, la prueba de eso en el siguiente grafico " - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "id": "a373d159", - "metadata": { - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 125, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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t22PrExG938Ap7Pdw1JTJKzIyElOnTn38RhEREdELq0yczhsxYgR+/fVX/PHHH3BzcyuybOXKleHh4YHz588DAFxcXJCZmYnk5GS9cklJSUrPkouLC27cuFGgrps3b+qVyd/jlJycjKysrAI9VDoTJ05ESkqKcrt69WrxNpiIiIiee880RIkIhg8fjvXr12PXrl2oVq3aEx9z+/ZtXL16FZUrVwYA1KtXD6amptixY4dSJiEhAbGxsWjcuDEAIDAwECkpKTh06JBS5uDBg0hJSdErExsbi4SEBKXM9u3bYW5ujnr16hXaFnNzc9ja2urdiIiI6N9BIyLyrFY+dOhQfPfdd/jll1/g5eWlLNdqtbC0tMT9+/fx0UcfoXv37qhcuTIuX76M999/H3FxcTh9+jRsbGwAAO+88w5+++03rFy5Evb29hgzZgxu376NI0eOwMTEBMCjsVXXr1/H0qVLAQCDBg2Ch4cHNm7cCODRFAevvvoqnJ2dMWfOHNy5cwfh4eHo2rUrFi1aVKztSU1NhVarRUpKCgMVERHRc0Lt9/czDVGPG2u0YsUKhIeHIz09HV27dsWxY8dw9+5dVK5cGS1btsTHH38Md3d3pfzDhw8xduxYfPfdd0hPT0fr1q3x+eef65W5c+cORo4ciV9//RUA0LlzZyxevBgVK1ZUysTFxWHo0KHYtWsXLC0t0bt3b8ydOxfm5ubF2p68L8LU/RsMf0KKMK/DW0atj4iIiB55LkPUi4YhioiI6PmjNkSViYHlRERERM8bhigiIiIiFRiiiIiIiFRgiCIiIiJSgSGKiIiISAWGKCIiIiIVGKKIiIiIVGCIIiIiIlKBIYqIiIhIBYYoIiIiIhUYooiIiIhUYIgiIiIiUoEhioiIiEgFhigiIiIiFRiiiIiIiFRgiCIiIiJSgSGKiIiISAWGKCIiIiIVGKKIiIiIVGCIIiIiIlKBIYqIiIhIBYYoIiIiIhUYooiIiIhUYIgiIiIiUoEhioiIiEgFhigiIiIiFRiiiIiIiFRgiCIiIiJSgSGKiIiISAWGKCIiIiIVGKKIiIiIVGCIIiIiIlKBIYqIiIhIBYYoIiIiIhUYooiIiIhUYIgiIiIiUoEhioiIiEgFhigiIiIiFRiiiIiIiFRgiCIiIiJSgSGKiIiISAWGKCIiIiIVGKKIiIiIVGCIIiIiIlKBIYqIiIhIBYYoIiIiIhUYooiIiIhUYIgiIiIiUoEhioiIiEgFhigiIiIiFRiiiIiIiFRgiCIiIiJSgSGKiIiISAWGKCIiIiIVGKKIiIiIVGCIIiIiIlKBIYqIiIhIBYYoIiIiIhUYooiIiIhUYIgiIiIiUuGZhqjIyEg0aNAANjY2cHJyQteuXXH27Fm9MiKCjz76CK6urrC0tERQUBBOnjypVyYjIwMjRoyAg4MDrKys0LlzZ8THx+uVSU5ORlhYGLRaLbRaLcLCwnD37l29MnFxcQgNDYWVlRUcHBwwcuRIZGZmlsq2ExER0fPtmYao3bt3Y9iwYYiOjsaOHTuQnZ2N4OBgpKWlKWVmz56N+fPnY/HixTh8+DBcXFzQtm1b3Lt3TykTERGBn3/+GWvXrsW+fftw//59hISEICcnRynTu3dvxMTEYOvWrdi6dStiYmIQFham3J+Tk4NOnTohLS0N+/btw9q1a/HTTz9h9OjRT+fJICIioueKRkTkWTdC5+bNm3BycsLu3bvRvHlziAhcXV0RERGB8ePHA3jU6+Ts7IxZs2Zh8ODBSElJgaOjI1atWoVevXoBAK5fvw53d3ds3rwZ7dq1w+nTp+Hr64vo6GgEBAQAAKKjoxEYGIgzZ87Ay8sLW7ZsQUhICK5evQpXV1cAwNq1axEeHo6kpCTY2to+sf2pqanQarVISUnB1P0bjPrczOvwllHrIyIiokfyfn8X5/tep0yNiUpJSQEA2NvbAwAuXbqExMREBAcHK2XMzc3RokULHDhwAABw5MgRZGVl6ZVxdXWFn5+fUiYqKgparVYJUADQqFEjaLVavTJ+fn5KgAKAdu3aISMjA0eOHCmlLSYiIqLnVfln3QAdEcGoUaPQtGlT+Pn5AQASExMBAM7OznplnZ2dceXKFaWMmZkZ7OzsCpTRPT4xMRFOTk4F1unk5KRXJv967OzsYGZmppTJLyMjAxkZGcrfqampxd5eIiIier6VmZ6o4cOH48SJE/j+++8L3KfRaPT+FpECy/LLX6aw8mrK5BUZGakMVNdqtXB3dy+yTURERPTiKBMhasSIEfj111/xxx9/wM3NTVnu4uICAAV6gpKSkpReIxcXF2RmZiI5ObnIMjdu3Ciw3ps3b+qVyb+e5ORkZGVlFeih0pk4cSJSUlKU29WrVw3ZbCIiInqOPdMQJSIYPnw41q9fj127dqFatWp691erVg0uLi7YsWOHsiwzMxO7d+9G48aNAQD16tWDqampXpmEhATExsYqZQIDA5GSkoJDhw4pZQ4ePIiUlBS9MrGxsUhISFDKbN++Hebm5qhXr16h7Tc3N4etra3ejYiIiP4dnumYqGHDhuG7777DL7/8AhsbG6UnSKvVwtLSEhqNBhEREZg5cyY8PT3h6emJmTNnokKFCujdu7dStn///hg9ejQqVaoEe3t7jBkzBv7+/mjTpg0AwMfHB+3bt8fAgQOxdOlSAMCgQYMQEhICLy8vAEBwcDB8fX0RFhaGOXPm4M6dOxgzZgwGDhzIcEREREQFPNMQtWTJEgBAUFCQ3vIVK1YgPDwcADBu3Dikp6dj6NChSE5ORkBAALZv3w4bGxul/IIFC1C+fHm8/vrrSE9PR+vWrbFy5UqYmJgoZdasWYORI0cqV/F17twZixcvVu43MTHBpk2bMHToUDRp0gSWlpbo3bs35s6dW0pbT0RERM+zMjVP1POO80QRERE9f16IeaKIiIiInhcMUUREREQqMEQRERERqcAQRURERKQCQxQRERGRCgxRRERERCowRBERERGpwBBFREREpAJDFBEREZEKDFFEREREKjBEEREREanAEEVERESkAkMUERERkQoMUUREREQqMEQRERERqcAQRURERKQCQxQRERGRCgxRRERERCowRBERERGpwBBFREREpAJDFBEREZEKDFFEREREKjBEEREREanAEEVERESkAkMUERERkQoMUUREREQqMEQRERERqcAQRURERKQCQxQRERGRCgxRRERERCowRBERERGpwBBFREREpAJDFBEREZEKDFFEREREKjBEEREREanAEEVERESkAkMUERERkQoMUUREREQqMEQRERERqcAQRURERKQCQxQRERGRCgxRRERERCowRBERERGpwBBFREREpAJDFBEREZEKDFFEREREKjBEEREREanAEEVERESkAkMUERERkQoMUUREREQqMEQRERERqcAQRURERKQCQxQRERGRCgxRRERERCowRBERERGpwBBFREREpAJDFBEREZEKDFFEREREKjBEEREREanAEEVERESkAkMUERERkQqqQ1RaWho2b96ML774Ap999pnerbj27NmD0NBQuLq6QqPRYMOGDXr3h4eHQ6PR6N0aNWqkVyYjIwMjRoyAg4MDrKys0LlzZ8THx+uVSU5ORlhYGLRaLbRaLcLCwnD37l29MnFxcQgNDYWVlRUcHBwwcuRIZGZmGvScEBER0b9HeTUPOnbsGDp27IgHDx4gLS0N9vb2uHXrFipUqAAnJyeMHDmyWPWkpaWhdu3a6NevH7p3715omfbt22PFihXK32ZmZnr3R0REYOPGjVi7di0qVaqE0aNHIyQkBEeOHIGJiQkAoHfv3oiPj8fWrVsBAIMGDUJYWBg2btwIAMjJyUGnTp3g6OiIffv24fbt2+jbty9EBIsWLTL4+SEiIqIXn6oQ9d577yE0NBRLlixBxYoVER0dDVNTU/Tp0wfvvvtusevp0KEDOnToUGQZc3NzuLi4FHpfSkoKli9fjlWrVqFNmzYAgNWrV8Pd3R2///472rVrh9OnT2Pr1q2Ijo5GQEAAAODLL79EYGAgzp49Cy8vL2zfvh2nTp3C1atX4erqCgCYN28ewsPDMWPGDNja2hZ7m4iIiOjfQdXpvJiYGIwePRomJiYwMTFBRkYG3N3dMXv2bLz//vtGbeCff/4JJycnvPzyyxg4cCCSkpKU+44cOYKsrCwEBwcry1xdXeHn54cDBw4AAKKioqDVapUABQCNGjWCVqvVK+Pn56cEKABo164dMjIycOTIkce2LSMjA6mpqXo3IiIi+ndQFaJMTU2h0WgAAM7OzoiLiwMAaLVa5f/G0KFDB6xZswa7du3CvHnzcPjwYbRq1QoZGRkAgMTERJiZmcHOzk7vcc7OzkhMTFTKODk5FajbyclJr4yzs7Pe/XZ2djAzM1PKFCYyMlIZZ6XVauHu7l6i7SUiIqLnh6rTeXXq1MFff/2Fl19+GS1btsTkyZNx69YtrFq1Cv7+/kZrXK9evZT/+/n5oX79+vDw8MCmTZvQrVu3xz5ORJSQB0Dv/yUpk9/EiRMxatQo5e/U1FQGKSIion8JVT1RM2fOROXKlQEAH3/8MSpVqoR33nkHSUlJWLZsmVEbmFflypXh4eGB8+fPAwBcXFyQmZmJ5ORkvXJJSUlKz5KLiwtu3LhRoK6bN2/qlcnf45ScnIysrKwCPVR5mZubw9bWVu9GRERE/w6qQlT9+vXRsmVLAICjoyM2b96M1NRUHD16FLVr1zZqA/O6ffs2rl69qgS4evXqwdTUFDt27FDKJCQkIDY2Fo0bNwYABAYGIiUlBYcOHVLKHDx4ECkpKXplYmNjkZCQoJTZvn07zM3NUa9evVLbHiIiInp+qTqdZyz379/HhQsXlL8vXbqEmJgY2Nvbw97eHh999BG6d++OypUr4/Lly3j//ffh4OCA1157DcCjMVj9+/fH6NGjUalSJdjb22PMmDHw9/dXrtbz8fFB+/btMXDgQCxduhTAoykOQkJC4OXlBQAIDg6Gr68vwsLCMGfOHNy5cwdjxozBwIED2btEREREhSp2iKpbty527twJOzs71KlTp8ixQkePHi1WnX/99ZfSowVAGV/Ut29fLFmyBH///Te+/fZb3L17F5UrV0bLli3xww8/wMbGRnnMggULUL58ebz++utIT09H69atsXLlSmWOKABYs2YNRo4cqVzF17lzZyxevFi538TEBJs2bcLQoUPRpEkTWFpaonfv3pg7d27xnhwiIiL61yl2iOrSpQvMzc0BAF27djXKyoOCgiAij71/27ZtT6zDwsICixYtKnJSTHt7e6xevbrIeqpUqYLffvvtiesjIiIiAgwIUVOmTCn0/0RERET/RqoGlh8+fBgHDx4ssPzgwYP466+/StwoIiIiorJOVYgaNmwYrl69WmD5tWvXMGzYsBI3ioiIiKisUxWiTp06hbp16xZYXqdOHZw6darEjSIiIiIq61SFKHNz80InsExISED58s901gQiIiKip0JViGrbti0mTpyIlJQUZdndu3fx/vvvo23btkZrHBEREVFZparbaN68eWjevDk8PDxQp04dAEBMTAycnZ2xatUqozaQiIiIqCxSFaJeeuklnDhxAmvWrMHx48dhaWmJfv364T//+Q9MTU2N3UYiIiKiMkf1ACYrKysMGjTImG0hIiIiem6oDlHnzp3Dn3/+iaSkJOTm5urdN3ny5BI3jIiIiKgsUxWivvzyS7zzzjtwcHCAi4uL3u/oaTQahigiIiJ64akKUdOnT8eMGTMwfvx4Y7eHiIiI6LmgaoqD5ORk9OzZ09htISIiInpuqApRPXv2xPbt243dFiIiIqLnhqrTeTVr1sSkSZMQHR0Nf3//AtMajBw50iiNIyIiIiqrVIWoZcuWwdraGrt378bu3bv17tNoNAxRRERE9MJTFaIuXbpk7HYQERERPVdUjYnSyczMxNmzZ5GdnW2s9hARERE9F1SFqAcPHqB///6oUKECatWqhbi4OACPxkJ98sknRm0gERERUVmkKkRNnDgRx48fx59//gkLCwtleZs2bfDDDz8YrXFEREREZZWqMVEbNmzADz/8gEaNGunNVu7r64t//vnHaI0jIiIiKqtU9UTdvHkTTk5OBZanpaXphSoiIiKiF5WqENWgQQNs2rRJ+VsXnL788ksEBgYap2VEREREZZiq03mRkZFo3749Tp06hezsbHz66ac4efIkoqKiCswbRURERPQiUtUT1bhxY+zfvx8PHjxAjRo1sH37djg7OyMqKgr16tUzdhuJiIiIyhxVPVEA4O/vj2+++caYbSEiIiJ6bqgKUbp5oR6nSpUqqhpDRERE9LxQFaKqVq1a5FV4OTk5qhtERERE9DxQFaKOHTum93dWVhaOHTuG+fPnY8aMGUZpGBEREVFZpipE1a5du8Cy+vXrw9XVFXPmzEG3bt1K3DAiIiKisqxEP0Cc38svv4zDhw8bs0oiIiKiMklVT1Rqaqre3yKChIQEfPTRR/D09DRKw4iIiIjKMlUhqmLFigUGlosI3N3dsXbtWqM0jIiIiKgsUxWidu3apReiypUrB0dHR9SsWRPly6ueeoqIiIjouaEq8QQFBRm5GURERETPF1UDyyMjI/H1118XWP71119j1qxZJW4UERERUVmnKkQtXboU3t7eBZbXqlULX3zxRYkbRURERFTWqQpRiYmJqFy5coHljo6OSEhIKHGjiIiIiMo6VSHK3d0d+/fvL7B8//79cHV1LXGjiIiIiMo6VQPLBwwYgIiICGRlZaFVq1YAgJ07d2LcuHEYPXq0URtIREREVBapClHjxo3DnTt3MHToUGRmZgIALCwsMH78eEycONGoDSQiIiIqi1SFKI1Gg1mzZmHSpEk4ffo0LC0t4enpCXNzc2O3j4iIiKhMKtFv5yUmJuLOnTuoUaMGzM3NISLGahcRERFRmaYqRN2+fRutW7fGyy+/jI4dOypX5A0YMIBjooiIiOhfQVWIeu+992Bqaoq4uDhUqFBBWd6rVy9s3brVaI0jIiIiKqtUjYnavn07tm3bBjc3N73lnp6euHLlilEaRkRERFSWqeqJSktL0+uB0rl16xYHlxMREdG/gqoQ1bx5c3z77bfK3xqNBrm5uZgzZw5atmxptMYRERERlVWqTufNmTMHQUFB+Ouvv5CZmYlx48bh5MmTuHPnTqEzmRMRERG9aFT1RPn6+uLEiRNo2LAh2rZti7S0NHTr1g3Hjh1DjRo1jN1GIiIiojLH4J6orKwsBAcHY+nSpZg6dWpptImIiIiozDO4J8rU1BSxsbHQaDSl0R4iIiKi54Kq03lvvfUWli9fbuy2EBERET03VA0sz8zMxFdffYUdO3agfv36sLKy0rt//vz5RmkcERERUVllUIi6ePEiqlatitjYWNStWxcAcO7cOb0yPM1HRERE/wYGhShPT08kJCTgjz/+APDoZ14+++wzODs7l0rjiIiIiMoqg8ZEiYje31u2bEFaWppRG0RERET0PFA1sFwnf6giIiIi+rcwKERpNJoCY544BoqIiIj+jQwaEyUiCA8PV35k+OHDhxgyZEiBq/PWr19vvBYSERERlUEG9UT17dsXTk5O0Gq10Gq16NOnD1xdXZW/dbfi2rNnD0JDQ+Hq6gqNRoMNGzbo3S8i+Oijj+Dq6gpLS0sEBQXh5MmTemUyMjIwYsQIODg4wMrKCp07d0Z8fLxemeTkZISFhSntCwsLw927d/XKxMXFITQ0FFZWVnBwcMDIkSORmZlpyNNDRERE/yIG9UStWLHCqCtPS0tD7dq10a9fP3Tv3r3A/bNnz8b8+fOxcuVKvPzyy5g+fTratm2Ls2fPwsbGBgAQERGBjRs3Yu3atahUqRJGjx6NkJAQHDlyBCYmJgCA3r17Iz4+Hlu3bgUADBo0CGFhYdi4cSMAICcnB506dYKjoyP27duH27dvo2/fvhARLFq0yKjbTERERC8GjZSR0eEajQY///wzunbtCuBRL5SrqysiIiIwfvx4AI96nZydnTFr1iwMHjwYKSkpcHR0xKpVq9CrVy8AwPXr1+Hu7o7NmzejXbt2OH36NHx9fREdHY2AgAAAQHR0NAIDA3HmzBl4eXlhy5YtCAkJwdWrV+Hq6goAWLt2LcLDw5GUlARbW9tibUNqaiq0Wi1SUlIwdf8Goz4/8zq8ZdT6iIiI6JG839/F/c4HSnh1Xmm6dOkSEhMTERwcrCwzNzdHixYtcODAAQDAkSNHlB9E1nF1dYWfn59SJioqClqtVglQANCoUSNotVq9Mn5+fkqAAoB27dohIyMDR44ceWwbMzIykJqaqncjIiKif4cyG6ISExMBoMBEns7Ozsp9iYmJMDMzg52dXZFlnJycCtTv5OSkVyb/euzs7GBmZqaUKUxkZKTeWDB3d3cDt5KIiIieV2U2ROnkn0JBRJ44rUL+MoWVV1Mmv4kTJyIlJUW5Xb16tch2ERER0YujzIYoFxcXACjQE5SUlKT0Grm4uCAzMxPJyclFlrlx40aB+m/evKlXJv96kpOTkZWVVeRP2pibm8PW1lbvRkRERP8OZTZEVatWDS4uLtixY4eyLDMzE7t370bjxo0BAPXq1YOpqalemYSEBMTGxiplAgMDkZKSgkOHDillDh48iJSUFL0ysbGxSEhIUMps374d5ubmqFevXqluJxERET2fDJriwNju37+PCxcuKH9funQJMTExsLe3R5UqVRAREYGZM2fC09MTnp6emDlzJipUqIDevXsDALRaLfr374/Ro0ejUqVKsLe3x5gxY+Dv7482bdoAAHx8fNC+fXsMHDgQS5cuBfBoioOQkBB4eXkBAIKDg+Hr64uwsDDMmTMHd+7cwZgxYzBw4ED2LhEREVGhnmmI+uuvv9CyZUvl71GjRgF4NKnnypUrMW7cOKSnp2Po0KFITk5GQEAAtm/frswRBQALFixA+fLl8frrryM9PR2tW7fGypUrlTmiAGDNmjUYOXKkchVf586dsXjxYuV+ExMTbNq0CUOHDkWTJk1gaWmJ3r17Y+7cuaX9FBAREdFzqszME/Ui4DxRREREz58Xbp4oIiIiorKMIYqIiIhIBYYoIiIiIhUYooiIiIhUYIgiIiIiUoEhioiIiEgFhigiIiIiFRiiiIiIiFRgiCIiIiJSgSGKiIiISAWGKCIiIiIVGKKIiIiIVGCIIiIiIlKBIYqIiIhIBYYoIiIiIhUYooiIiIhUYIgiIiIiUoEhioiIiEgFhigiIiIiFRiiiIiIiFRgiCIiIiJSgSGKiIiISAWGKCIiIiIVGKKIiIiIVGCIIiIiIlKBIYqIiIhIBYYoIiIiIhUYooiIiIhUYIgiIiIiUoEhioiIiEgFhigiIiIiFRiiiIiIiFRgiCIiIiJSgSGKiIiISAWGKCIiIiIVGKKIiIiIVGCIIiIiIlKBIYqIiIhIBYYoIiIiIhUYooiIiIhUYIgiIiIiUoEhioiIiEgFhigiIiIiFRiiiIiIiFRgiCIiIiJSgSGKiIiISAWGKCIiIiIVGKKIiIiIVGCIIiIiIlKBIYqIiIhIBYYoIiIiIhUYooiIiIhUYIgiIiIiUoEhioiIiEgFhigiIiIiFRiiiIiIiFRgiCIiIiJSofyzbgCpl7RknFHrc3pntlHrIyIiepGxJ4qIiIhIBYYoIiIiIhXKdIj66KOPoNFo9G4uLi7K/SKCjz76CK6urrC0tERQUBBOnjypV0dGRgZGjBgBBwcHWFlZoXPnzoiPj9crk5ycjLCwMGi1Wmi1WoSFheHu3btPYxOJiIjoOVWmQxQA1KpVCwkJCcrt77//Vu6bPXs25s+fj8WLF+Pw4cNwcXFB27Ztce/ePaVMREQEfv75Z6xduxb79u3D/fv3ERISgpycHKVM7969ERMTg61bt2Lr1q2IiYlBWFjYU91OIiIier6U+YHl5cuX1+t90hERLFy4EB988AG6desGAPjmm2/g7OyM7777DoMHD0ZKSgqWL1+OVatWoU2bNgCA1atXw93dHb///jvatWuH06dPY+vWrYiOjkZAQAAA4Msvv0RgYCDOnj0LLy+vp7exRERE9Nwo8z1R58+fh6urK6pVq4Y33ngDFy9eBABcunQJiYmJCA4OVsqam5ujRYsWOHDgAADgyJEjyMrK0ivj6uoKPz8/pUxUVBS0Wq0SoACgUaNG0Gq1SpnHycjIQGpqqt6NiIiI/h3KdIgKCAjAt99+i23btuHLL79EYmIiGjdujNu3byMxMREA4OzsrPcYZ2dn5b7ExESYmZnBzs6uyDJOTk4F1u3k5KSUeZzIyEhlHJVWq4W7u7vqbSUiIqLnS5kOUR06dED37t3h7++PNm3aYNOmTQAenbbT0Wg0eo8RkQLL8stfprDyxaln4sSJSElJUW5Xr1594jYRERHRi6FMh6j8rKys4O/vj/PnzyvjpPL3FiUlJSm9Uy4uLsjMzERycnKRZW7cuFFgXTdv3izQy5Wfubk5bG1t9W5ERET07/BchaiMjAycPn0alStXRrVq1eDi4oIdO3Yo92dmZmL37t1o3LgxAKBevXowNTXVK5OQkIDY2FilTGBgIFJSUnDo0CGlzMGDB5GSkqKUISIiIsqvTF+dN2bMGISGhqJKlSpISkrC9OnTkZqair59+0Kj0SAiIgIzZ86Ep6cnPD09MXPmTFSoUAG9e/cGAGi1WvTv3x+jR49GpUqVYG9vjzFjxiinBwHAx8cH7du3x8CBA7F06VIAwKBBgxASEsIr84iIiOixynSIio+Px3/+8x/cunULjo6OaNSoEaKjo+Hh4QEAGDduHNLT0zF06FAkJycjICAA27dvh42NjVLHggULUL58ebz++utIT09H69atsXLlSpiYmChl1qxZg5EjRypX8XXu3BmLFy9+uhtbRn2+ep9R6xvap6lR6yMiInpWNCIiz7oRL4rU1FRotVqkpKRg6v4NRq17Xoe3Cix7Gj9AzBBFREQvurzf34aMb36uxkQRERERlRUMUUREREQqMEQRERERqcAQRURERKQCQxQRERGRCgxRRERERCowRBERERGpwBBFREREpEKZnrGc/h0uLNlttLpqvtPCaHUREREVhT1RRERERCowRBERERGpwBBFREREpAJDFBEREZEKDFFEREREKjBEEREREanAEEVERESkAkMUERERkQoMUUREREQqMEQRERERqcAQRURERKQCfzuPXnirDg4yan1hAcuMWh8RET2f2BNFREREpAJDFBEREZEKDFFEREREKjBEEREREanAEEVERESkAkMUERERkQoMUUREREQqMEQRERERqcAQRURERKQCQxQRERGRCgxRRERERCowRBERERGpwBBFREREpAJDFBEREZEKDFFEREREKjBEEREREanAEEVERESkQvln3QCiF8H1Qx2NWp9rw81GrY+IiIyPPVFEREREKjBEEREREanAEEVERESkAsdEET0nLuxdYdT6ajbrZ9T6iIj+bdgTRURERKQCQxQRERGRCgxRRERERCowRBERERGpwBBFREREpAJDFBEREZEKnOKAiBS//fabUesLCQkpsGz0lm+NVv+8Dm8ZrS4iIkOxJ4qIiIhIBfZEEdELJWnJOKPW5/TO7ALLPl+9z6jrGNqnqVHrI6Kngz1RRERERCqwJ4qIqAy6sGS3Ueur+U4Lo9ZHROyJIiIiIlKFIYqIiIhIBZ7OIyL6l1p1cJBR6wsLWGbU+ojKOoYoIiIqNdcPdTRaXa4NNxdYdmHvCqPVDwA1m/Uzan30YmOIIiIiKsLTmISWnk8MUURERM+YMWfyBzib/9PCEJXP559/jjlz5iAhIQG1atXCwoUL0axZs2fdLCIiohJ53iaifR4moWWIyuOHH35AREQEPv/8czRp0gRLly5Fhw4dcOrUKVSpUuVZN4+IiOhfrazNn8YpDvKYP38++vfvjwEDBsDHxwcLFy6Eu7s7lixZ8qybRkRERGUMQ9T/l5mZiSNHjiA4OFhveXBwMA4cOPCMWkVERERlFU/n/X+3bt1CTk4OnJ2d9ZY7OzsjMTGx0MdkZGQgIyND+TslJQUAkJqaiowH6UZtX2pqaoFl99IzCimpnkUh60hPTzPqOgrfDuOto7D609MyjVb/49Zx735W6a8jrfTfUw8ePCj1dRjzs8HPRcnW8bx9Nvi5KNk6nrfPxtP8XOj+FRHDKhASEZFr164JADlw4IDe8unTp4uXl1ehj5kyZYoA4I033njjjTfeXoDb1atXDcoO7In6/xwcHGBiYlKg1ykpKalA75TOxIkTMWrUKOXv3Nxc3LlzB5UqVYJGo3niOlNTU+Hu7o6rV6/C1ta2ZBvwAq/jRdgGrqPs1M91lK11vAjbwHWUnfrVrkNEcO/ePbi6uhq0Loao/8/MzAz16tXDjh078NprrynLd+zYgS5duhT6GHNzc5ibm+stq1ixosHrtrW1LbU304u0jhdhG7iOslM/11G21vEibAPXUXbqV7MOrVZr8DoYovIYNWoUwsLCUL9+fQQGBmLZsmWIi4vDkCFDnnXTiIiIqIxhiMqjV69euH37NqZNm4aEhAT4+flh8+bN8PDweNZNIyIiojKGISqfoUOHYujQoU9lXebm5pgyZUqBU4Jcx9Otn+soW+t4EbaB6yg79XMdZWsdL8I25KURMfR6PiIiIiLiZJtEREREKjBEEREREanAEEVERESkAkMUERGVKampqXj48OGzbgbREzFEERUDr7+g501pvGefxufg6NGjaNeuHS5evFjq6yIqKYaoMuTvv//G6tWrn9r6GAyKdu3aNezevRsAoNFo+HxRmXfixAlMnjwZAIr101PFlZiYiHv37pX65yAmJgZNmzZFYGAgfH19S209AHDu3Dls2rSpVNcBAHFxcbh27Vqpr+d59bT3q7m5uUatjyGqjDh+/Djq16+PCxculOp6Hj58iJSUFADG3cnq6D4QpfXBuHv3Li5evIjLly+X6ocvMzMT4eHhmDRpEnbu3AmAQaooOTk5z7oJ/3rHjx9Ho0aNjF5vSkoK+vXrhzfffBMpKSml9jk4ffo0mjVrhg8++ADz588v9c/aqlWrEBoail9++aXU1hETE4OqVasiKiqq1NZR2m7cuIFDhw7h7t27Rq03IyMDIoKsrCxlWWm95llZWcp6ypUzcuwx6OeKqVQcP35cLC0t5YMPPijV9Zw6dUpCQ0OlTp060qRJE9m9e7dkZWUZpe7z589LdHS0pKWlKctyc3ONUrdObGysNGzYUKpWrSrly5eXcePGycWLF426jrz++usvCQwMlJCQENmxY4eyXO12Xb58Wc6dOyd37tzRq8fYz5Ox63ucc+fOyYIFC+TatWvPZP3GkpOTo/d3abQ/JSVFLl++LOvWrZNjx44pvxRvrHXFxMRIhQoV5P333zdKfXllZ2fL3LlzpVmzZvLmm2/K3bt3RcS4z9OJEyfEzs5OKlasKLt27VKW539tjCkjI0PGjBkjZmZmsn79eqPXHxMTI9bW1jJhwgRlWWl95ktLbGys1K9fX/r16yfR0dFGq/f06dPy1ltvSZMmTWTw4MGyd+9eo9Wd35kzZ+SNN96QZs2aSdeuXeXKlSsiYrzXgCHqGTt16pRUqlRJ+vXrV6rriYmJETs7O+nfv7/MmzdPXnnlFfH19ZW4uLgS152UlCQajUYqVaok7777rsycOVNE/m8HmJ2dXeJ16HZI7733nqxbt04++OAD0Wg0MmvWrBLXXRhd22NiYqRBgwYSEhIi27dvV+439AOYmJgolpaW0qFDB2nXrp1s375d+TIylvT0dNXtM1RaWpr4+/uLnZ2duLq6yowZM2TLli16ZUryut++fbukTSyWv//+W5o2bSq//vqrHDt2TO8+Y32BnzlzRrp37y4+Pj5ibm4u5ubm0qBBA9m8ebOIlPy1OnHihFSoUEEmT56st3z58uXy/fffl6huXduys7Nl8eLFEhgYaPQgpQuAb7zxhvTq1UuCgoJk48aNBdpgTLrXNj09Xd577z2jByndgXH+ULtnz54S1617PkozYIo8+mxUrFhRRo8eLYcOHTJavTExMWJvby/9+vWT/v37S/Xq1aVRo0byzz//GG0dOseOHRN7e3t566235L333hN3d3dp3LixPHjwwGjrYIh6hnQ7D61WK15eXnLixIlSWc+JEyfEyspKbye7evVq0Wg08vnnnyvLSrKz+s9//iNvvPGGLF26VLy8vKRZs2YyZcqUAiFNzTpOnjwpFhYWMmnSJL3lPXv2FE9PT0lNTVXd7sLapts5FRak/vzzT1V1x8XFibOzs4waNUoWL14sVapUkddff10iIyMlJydHCRxqg8fFixelT58+snv37gLbUxoePHggQ4YMkc8++0x+//13GTRokFSuXFn69esnP//8c4nqvnv3rjg6OsrEiRON09gi9OnTRzQajfTp00eaNWsmY8eOlX/++ceoPUROTk4yYsQI+eWXXyQ1NVW++OILadq0qZiZmZX4ubp165b4+vrKK6+8ord85syZUrFiRYmKilJdr67HVCczM1MWL14sAQEBRgtSFy9eFI1Go4SNvXv3SpcuXSQoKEh+++03pZwxXo+LFy/KwoUL5fz585KSkqJ334gRI8TU1FT+97//lXg9//zzj2g0Ghk7dqze8hkzZohGo5ELFy6orvvSpUsSFBSktL+0gtTNmzclICBArxdN5+HDh8oZB0Nfl9jYWLGyspKpU6cqy6ZNmyYajUb27dunV6exDy6ys7MlMjJSNBqN/Pjjj0q5kj6HDFHPSExMjJiZmcmkSZMkNzdXWrZsKVWrVjV6kHrw4IE0b95cbG1t9ZaPGTNG6cnZvHmz3L9/X+7fv29w/bo34GeffSaDBg0SkUdHdwsXLpS33npL7OzsZPr06QV6KQzx0UcfiUajUY7iHj58KCIiH3zwgQQGBhbY2avxuJ1T3iBVu3Zt6dGjhyQkJBS73mvXrklSUpKIiHz11Vfy+uuvi4hIVFSULF++XDw9PaVBgwYyYcIESUxMVN3+2NhYcXR0lG7dusmBAweU5aUZpLZs2SJWVlZy9uxZEXn05fH222+Lvb29NGvWTDZs2CCXL19WVff8+fPFwsJCPv7442KVV7udhw8flr59+8pvv/0mf/zxh3h7e0tISIh07txZTp8+XaBHzJD1HD9+XKysrOT9998v8LioqChp3769ODg4lOg0SXx8vIwZM0b8/f2VL6Y5c+ZIpUqVZNu2bYU+5klfGufOnRMTExPx9PSU4OBgWbt2rRw8eFC5f+XKldK4cWN54403JDk5uVh1Fubu3bty6NAhWbt2rd7yvXv3SteuXY0apG7duiU1atQQjUYjlStXlnbt2snIkSNl586dkp6eLhkZGTJ9+nQpX768bNiwQfV6REQOHjwoGo1G+vfvr+xTIyMjxdHRUbZu3Vqiuk+dOiUvvfSS1K9fX+7duyciRT/3ap+zU6dOib+/v14Ij46OlgULFki9evUkJCREfvnlF4PqTE5OFhcXF2nQoIHyvhERGT9+vGg0Gvnyyy/l3LlzcuPGDb3HqXlvpaSkSIMGDcTd3V1v+YgRI0Sj0cjy5cvlr7/+EpGSnylhiHoGHjx4IM2aNdMbA5WSklIqQSorK0u2bdsmrq6u0rVrVxF5tJO1srKS8PBwGTJkiHh7e4uvr6+0bdtWFi1aJCdPnjR4PVeuXJFKlSrJwoULlWXdunUTrVYroaGh4uLiIu3atVO1E8nJyZEBAwaIjY2N0s1/7do10Wq1EhkZaXB9hTlz5oy4uroWunPS/Xv48GGxsLCQFStWFKvOY8eOiYeHh2zatElEHn05vPrqq3pfSD169BBXV1dp0qSJVKxYUd5++22De7t07Tt+/Lh4eXlJly5d9IJU3p1Qdna2MiagJHQ756FDh+q9j3v16iW+vr7So0cPqVOnjjg6OsqyZcuKVefZs2flt99+k9zcXMnIyJAlS5aIiYmJXpDK+6WQkZGhN35Gjbi4OGnRooV88cUXIvLoAOCvv/4SExMT8fHxke7du8svv/xi8KnXxMREcXV1leDgYL22591hb9u2Tdzc3GTMmDEiYtiXRXx8vHLwEBcXJ1OmTBFfX19p0aKFODg4yB9//FHgMcXt9dq2bZtoNBrx9PSUhg0bSmBgoNjY2Ei7du3kww8/lJiYGJk8ebKEhITI22+/XaBXpziuXbsmwcHBsmjRImVcZmZmpnL/vn37lCBljFN7165dkzFjxki9evUkICBAVq5cKXXq1BFPT09xc3OTwYMHy8qVK6Vr165ib28vv/76q8HrOH/+vOzfv19EHp22s7W1lcGDB8u0adPE3t5ebziATlxcnKreHH9/f6ldu7bSC5//vZOVlVWicLBjxw6xs7NTtmfZsmUSGBgoTZo0kV69eknnzp2lYsWKBh8AfPjhh1K9enWZMWOG5Obmyrx588TCwkIaN24sAwcOFEdHR6lVq5ZEREQUe79RmNTUVPn888/lpZdeksGDB4uIyNy5c8XS0lK6d+8uPXv2FG9vb6lVq5YMGjRIfvjhhwLhrbgYop4y3Y7i+vXryjLdmz01NbXUgtSuXbukUqVKUr16dXF0dCywk121apUMHDhQqlSpYvA4Kd1OcNGiRfLmm29KTk6OhIeHS+XKleXcuXOSlJQkO3fulMaNGxe7K/vatWuyd+9evYHv/fv3F61WKytXrpSqVavKO++8o9ynducaFxenPNexsbHyyiuvFNg55ebmKvW3adNG3n333SfWe+zYMbG0tCzQpf/WW29J27ZtRUQkPDxcXF1d5ciRIyIiMnv2bOnQoUOJxgbExMQUGqR0wWTw4MESFhZm8JiA/M+v7u9FixaJv7+/iIgMHDhQnJ2dJTY2VkREDhw4INOmTVP+flK7NRqNfPbZZ8qyxwUp3X1DhgwRjUYjSUlJBr/+ect/8803UrlyZeUihbCwMKlevbp8+umnypFrz549DeqpjY2Nlddff11q166td+og73tJROTNN9+Uhg0bGtT21NRU6dChgzRu3FjpKbty5YpMmTJFXnrpJendu7dSVrdvmTx5smg0Grl06dJj601KSpLDhw9LfHy8/Pnnn1KlShX58MMPZd++ffLXX3/JhAkTxN/fX/z9/cXFxUVcXV1Fo9HIyJEjDX7+Hz58KMHBwRIYGCjLly9XepfzfvHrglSbNm3kp59+Mqh+nbxh8/LlyzJlyhSpXbu2LFiwQERE7ty5I9OmTZO3335bbG1tpXbt2qLRaMTDw8Og1zsjI0N69+4tfn5+ykUDu3fvFkdHR9FoNIX22owfP166du1a7PXkDUonT56UWrVq6e2rdK9BZmam9OnTR5o3b663/EkuX74sK1euVP5u166dmJqaiq+vr5iZmcnMmTMlJiZGRB71VHl4eMiXX375xHrv3bun9MaLiEydOlU8PDwkODhY7O3tZd++fcp+/siRI7Ju3Tp55ZVXxN/fv0QHfHfv3pWvv/5aHB0dpXbt2uLo6KgcoGZnZ0t6errMmDFDunbtKg4ODgadYciLIeopOnPmjLz11lvSuHFjGTJkiBw+fLhAmbxB6u+//1a1nmvXrsnWrVvl119/VY6gs7Ky5I8//hA/Pz+pX7++Ujbv0Z+IKL0wj3PlyhVZunSpLFiwQG/8jYgop0MaNGggHh4eBQYjFvfDHBsbK3Xq1JHg4OACdQwYMEA0Go20b9++WHUV5ejRo2JjY6M3DqKwozydhw8fSrt27eTTTz8tst4zZ86Ira2tMug975inQ4cOSUhIiNSvX19cXV0LbF/eqxuLcuHCBZkwYYK88847BQbX64JU586dlSCVm5srw4cPl/Llyyvd2MV14cIFmT59ugwePFjWrVsnN2/e1Lu/WbNmYmVlJS4uLgUGZxfHsWPHHntlWWFBKiMjQ4YNGyY2NjYGbcu1a9dkw4YNBY44k5KS5LXXXpNNmzZJnz59xNnZWY4fP67cf/jwYTl//rzB23X8+HHp37+/eHt7y7p165Tleb8M//Of/xj8Xs7JyZGvv/5amjdvLh06dJBbt26JyP/1SPn4+MiUKVOU8h9++KFUqFChyOfq5MmT0qRJE2nbtq289tprIiKyYsUKcXNzk2HDhuk9Z3v37pVly5ZJcHCw+Pv7G9xzrfssPHz4UHr27CkNGjR4bJDav3+/tGrVSkJDQ5+4b8qvsLCpC1Kenp5643JEHp2O/v3332XkyJGqDmK/+eYbqVmzpl4QiYqKEnt7e+nbt6/e/mTy5Mliamqq1ytdmEuXLsmyZcukf//+Mnz4cFm/fr3yWpw+fbpAkHrw4IEMHz5cbGxsDOolyszMlNGjR0vVqlVlyZIlyvLFixfLokWL5Ny5c3rlr1+/LvXq1XtiuD1z5ox069ZN5s6dqxfgIyMjxdzcXMLDwwsdjnH37l2Dh2lkZmbKgwcPJDk5WTIyMkTk0f50xYoVUq1aNeXgVUSU+3Xynl40FEPUUxITEyMODg7Sq1cviYiIEAsLCwkODi50HExqaqq0bdtWbG1tDd5BHT9+XF5++WXx9vaWKlWqSNu2bQsEKUdHR+nSpYvymOzs7GIN5jt+/Lh4eHhIw4YNxc3NTWxsbAp8iEaMGCGWlpZKN3BexQlRsbGxUrFiRRk7dqzeF1netg4bNkysra1LNL5Ad7XfuHHjCm2Dv7+/vPLKK3Lx4kWla3zSpElSrVq1InuKjh8/LlqtVjQajXz11Vd67RZ59KFu06aNmJiY6I0XMuRIPiYmRpydnSU0NFQaNmwo1tbWSpd13jK6Hqk9e/Yor8vRo0eLvR5dPS4uLtKxY0fx9PQUrVYr48aNk/T0dGWblixZIm5ubgUGhhaH7qKHDz/8UG/5999/r3w28gapqVOnyrhx48TS0lLpwSsOXS9jWFhYoadqIiIiRKPRSNWqVfU+c2rGY+Td/piYGOnfv7/4+PgUGMx68+ZNee2112T+/PkFHvc4uuc8IyNDvvvuOwkKCpLQ0FDlC0fXI+Xt7S2zZs2SmTNnioWFRZEBSveZe//99+XKlSt6vb+rVq0SV1dXGTlypJw6dUrvcffv3y926NfJe7WfyKPTp7og9dVXXylfbnmf9+joaKV3xxCPC5t5n6P8VzQaKv9r9p///Ec8PDz0At/evXtFq9UqPYSTJ08Wc3PzJ75/jx8/Lm5ubtKxY0epX7++1KtXTzQajXTo0EHpUTl16pT4+flJ7dq15datWzJ69GhVn3ORR++DYcOGSZ06dWTx4sXK8sJOC37wwQfi7e1d5Oty/PhxcXJykrffflsZ25b3+fr444/F3d1dZsyYodcLpOYzp5syoU6dOlK9enV59dVX5ccff5S7d+9KZmamrFixQpycnGTgwIHKY/J2IJRkvB1D1FNw/PhxsbGx0Rs7Mnv2bNFoNPL777/rldW9YVNSUiQ0NNSgI+CYmBixtLSUCRMmyKVLl+SHH34QT09Pvd6O3NxcJUh169bNoLorVKggEyZMkPv378v+/fulatWq0rBhQ7lz547yhty5c6cEBgYqg1oN+UDcvn1bGjVqVOAUmMij8JH3jd63b1+xt7c3eHCjyOPn5Tp8+LDStX7mzBkJDAwUBwcHadGihXTp0kXc3d2L3Dnpnv/hw4fLJ598IjY2Nnqnp3TP0cGDB6V69eqqQqDuihNd6EhISJCOHTuKs7OznD17Vu90UUxMjPj5+YlWqxVra2uDQoduXVZWVjJlyhSl7a1atZIqVaroHSVevXpVKlWqZPD4tPj4eNFoNHqnn0REPvnkE9FoNHpf/BkZGbJs2TLRaDSi0WgM+pKIjY0VOzs7GTVqlDIIXkf3XN25c0eaNm1aonmWHrcj1gWp/D1SEyZMEG9v7yJPsenkDTZ5j6J79eol5ubmEhISohcSpk2bJhUrVpRy5coVGaBu374tTZs2lREjRjx2fatWrZKXXnpJRo4cqapHTuTRYHVdr0thQer111+XBg0aGG1qA0PC5rRp01St4/z587J48WK9IJGQkCCenp7Sp08fvbL79u2TSpUqiaOjo1hbWz+xB/XChQvi7OwsH374obJPys3NlTVr1oi1tbU0a9ZMOZPx999/KwGrQoUKBn/O8z7PZ86ckSFDhkidOnX0eqR0YmJiZPTo0WJvb19kr/OVK1ekatWqhV7dl3d9kyZNEjc3N4mMjCww31xx6eYYCw8PlwULFsjHH38sQUFBYmJiIhEREZKYmKgEKWdnZxkyZIiq9TwOQ1QpS01NFScnJ2XciI5urMVPP/0kR48eLXTSS0N2IidPnhRbW9sCb9q6devKnDlzZPz48bJv3z5lLqE///xTTExM5M0333xi3VeuXBE7OzsJCwvTWx4YGCg1a9aU1NRU5Us2IyNDWrVqJa1atSp223UuXrwotWvX1tvB7N+/X2bOnCnVq1eX0NBQ5ahd5NGgbHd3d4PGLpw/f16sra2VKwl1pk6dKi4uLgXOwc+dO1fef/99+fTTT4uc2PP06dN6l2onJCTIlClTCgSp7OxsiY+Pl7Zt28ro0aOL3W6RR13obm5u0rJlS73lb7zxhpibm0tUVFSBAdBHjhyRwMBAg09PPC7ghIWFSfny5eXo0aOSnZ2tvG8XLlwoNWvWLLT3sCj+/v7i6+ur9GLNmjVLHBwclEG4eT8DWVlZsnr1ajlz5kyx67979660bNmy0Oc6LS1N6cZPT0+XwYMHS6dOnQxqv0jhASG/vD1SmzZtkrlz54qVlVWxTn9euHBBJk6cKKdPn9ZbPnfuXLGzs5Px48dL06ZN9XpbLl26JJ988kmB0JjfyZMnpUaNGvLnn38WOumobntWr14tVapUkX79+hk8Zi8nJ0feeecd0Wg0eqeXRf4v7OiuIm7cuLFBdeenJmw6OzvLJ598YtB6MjIypHnz5qLRaOTVV1+VnTt3KtuyYMECeeWVVwr0vuzevVv8/f2LdQAwbdo0ef311/U+Y7r6169fL6amphIREaHUf/ToUenRo4cyZqk40tPTldf8cUFq+fLlyvLly5dL7dq1pWnTpo/dn+jqWbJkid7VziKP9u+bNm2SqVOnytKlS5XlH330kVSoUEHmzZtn8GD4hIQE8fX1LXBGITc3V8aOHSsajUYJycnJyfLNN99I+fLlizWutbgYop6Cr7/+WszNzZUX85NPPhELCwtp2rSpDB48WCwsLKRNmzbSt29f2bRpk8ED3HJzc6V79+5iYWEhO3fuVN7I06dPF1NTU2nVqpX4+/uLmZmZcsVDdna27N2794k72QcPHsiWLVvE399fXn/9deXDo5tvw9/fX0JCQiQkJETmzZsn8fHxsnHjRvHx8ZGbN28WKwieO3dOdu3aJRcuXBCNRqNcRfTf//5XGjRooBwpd+zYUerWravMHp6bm6s3QL84fvvtNzExMZGxY8cqR9WffPKJODo6KpMfihjWg3b9+nUJDw8vcErtcUFK5FFXtpOTU7HHeWRkZMjNmzclJCREWrRoId98842IPAod5cuXl0aNGklQUJAEBARIaGiobNiwQfmCzn/+v7jyB5zZs2dLuXLlxN3dXbp16yY1a9aUN998U3bs2CGzZs2SJk2aFGuaBt0gd52GDRuKj4+PvPPOO1KpUiXZuXNngcdER0ermg/sn3/+EW9vb70pNvbs2SOTJ0+WGjVqiJeXl3La9dSpU6LRaJTntrh04/TyB4T8YmJiZNCgQWJubi4mJibFHs/1008/iZmZmbz77rt671k7OzvltM6aNWukcePGEhoaqoxZK86vEaxZs0bKly9f5ASOaWlpEh8fLz///LP4+Piomorjxo0bEh4eLlZWVsqpft06de28dOmSWFhYFBhrWVwlCZuGzt2Uk5Mjy5Ytk44dO8qgQYPE1dVVxo8fL3v37pX09HSpX7++MrZMRL/XrTg6duxY4ExB3vfV+++/LxUqVFAuAsrNzVXGlBXHlStXpH79+vLHH388NkgNGDBAmjZtqrweWVlZsmPHjiK/n3QXrEyaNEkCAwOVNq1Zs0ZCQ0PFzc1NatSoITY2NhIeHq48bvbs2QXGXRXHli1bpH79+srzkJOTo/ceHjp0qFhZWSkHwCkpKbJmzZonfu8ZgiGqlMTFxcmyZctk4cKFsnfvXtm4caOUK1dOmjVrJs7OznpzuJw5c0aWLl0qderUkVq1akl8fLzB67tz544EBQVJkyZNJCoqSmbMmCGVKlWSzZs3K+MWevfuLU5OTsWeDfrw4cPi5eUlN2/elHXr1kmrVq2kV69eMnz4cHF0dJTvv/9erl69Khs3bpRZs2aJu7u7VK5cWRo0aFDsIHjs2DGxsrJSzsG/++67otFolCtCIiMjlaOruLg4sbe315tGQQ3dOI+JEyfKmDFjpFKlSoVefpz31EVRYfDcuXPSokUL6dSpU4GfL0hMTCw0SKWkpBS7+/rq1avKUeb169eld+/e0qxZM3nttdeUXpt79+7J1atX5Y8//pD27dvLyy+/LG5ubpKammpQj2ZRAcfBwUF27twpiYmJkpubK0uWLJEBAwaIqamphIaGFmsnePbsWRk+fLi89tprysz2Io8Gp2s0GuWqqbwmTJggPj4+elf4PMnly5clNzdX7ty5I15eXrJ48WJJT0+XxYsXS926daV9+/YyatQoGTlypJQrV055/d99991i93TpxrTl5ORI7969Cw0I+V24cEGGDh1aYHxRYXRXyyUmJsq2bdvkpZdekg8++KDQ92xOTo58//334uvrKz179lSuKn2S/fv3i4WFRZGTTH766afKoNySzLJ/48YN6dOnj97zlHcakcOHD8srr7yi6stUpHTDZmGuXr0qjRs3luXLl8uZM2dk2LBh0qxZM5k9e7ZER0dLuXLl9AaZG6Jdu3bSvXv3Au3TPV9btmwRa2trg3t+8/L09BRvb2/Zt29foUHqxIkT4uvrK/PmzStWffHx8dKzZ085fPiwHDhwQJnEtkuXLqLVamXUqFGyb98+yc3NlUWLFkmVKlUM6jkrzPz588XNza3AwahuO06ePCkVK1bUmy7B2HPnMUSVguPHj0vVqlXl1VdfFRsbG7GxsZEVK1bI5s2bC5xCy/+C5r/yqSjx8fGyZs0a+fzzzyU9PV1u3bolgYGB8tJLL4mtra1y9K1bx2effaaEoieJiYkRGxsbGT58uLLsu+++U2Za/u9//1vgMYmJibJjx45iH9XlHWelc//+fdmyZYssXry4QIi5deuWtGjRosDkfE+SlpYmN2/elN9//10JqL/++qs4ODiIiYmJ3rxPuudqypQp0rFjx2L3fpw/f17at28v7dq1e2yQsre3V/UzNf/8848EBARIx44dJTY2VglStra2MmrUqMe2x9AwribgiDy64rA464qJiRFHR0fp2rWrvPHGG2Jqaqq3niZNmkiNGjVkz549yk590qRJYmFhYdDPTjx8+FAaNWokNWrUEBGRcePGSeXKlcXd3V0sLS1l7ty5yuDx7Oxs8fX1VcbhFben4OHDhxIQECDVq1eX3NxcycnJkV69ehUaEHT1jh49Ws6cOVOsnXhhV8utXLlSnJycxNTUVO89m3e2+x9//LFYY6x04uPjxcnJSTp37vzYCx1Gjx4tY8eOLTA9Q1FOnz4tEyZMkH/++UdvAO+NGzeUwJl/PrTJkydLYGCgQWFZ5OmETZFHvTd5LxYREdm1a5dYW1srl+nv3r1b3N3dpUOHDlK9enWpUqVKsa6yjouLky+//FIWLFggBw4ckG+++UbKlSunTDCse+5176mtW7eKt7e3qgPuvOrXry81atSQvXv3FpgXT+TRkInijp3V7ac6dOggp0+flo0bN0pwcLAEBwfLzp079QK4bryumvbrDpBEHp1iNDMzU6ZRKeyUtIODg8Gnaw3BEGVkx48flwoVKsj48ePlzp07Eh0dLWFhYeLo6Ch///23fP3111KuXDmZPn16gfEeIoZNA/Dqq6/Km2++KePGjVPePHfv3lV6IrZv3653jnnEiBHSunXrJ55C0m2DbnxP3jZt375dmjdvLt26dVOOgvJewl9c+dehs3Xr1sd+sD788EPx9PQ0aB6rs2fPyltvvSXe3t5iYWEhNjY20rt3b4mLi5N9+/aJk5OTRERE6HXvTp48WcqVK2fwAM1z584pQUp3CkwnMTFRxo4dK+7u7nLnzh2Dj4bOnTsn7dq1k+DgYPn777+VL6PGjRvrHe2qPXVX3IDzuJ3tk+T/LbHs7GwZPny4RERE6I2bCAoKkqpVq8rRo0dl0qRJYm5ubvCUDLm5ubJ3717x8fGRFi1aiMijOau+/fbbAgHj1q1b0rRp0wJfjsVdR61ataRevXoFglTeKxUzMjKUHtbiHHkXdbXc//73P3FxcZFRo0bp9diUZGLFn376SczNzSUsLEzvysS0tDSZOHGieHh4GHT6IyMjQxo0aCAajUZq1qwpERERer/hd//+fQkLCxMTExOZOXOmLFy4UEaNGiV2dnYG96w8rbD54MEDGTBggNjZ2Unnzp3l7NmzSg//lClT5M0331T2Sw8ePJDx48eLt7e3VKxY8Yk9znkPuq2trUWr1Up4eLi0atVK6tatW+hUBSNHjpTWrVsbdIr70qVLsmDBApk+fbpez2ODBg2kRo0asm/fPiXwZmdnS2ZmpvTo0aPYvxog8n/7qbZt2yrvpfzT6IiIjB07Vtq0aWPw1AK6A6QqVapIbm6uJCQkSJUqVeS1115Tpn7QrS8rK0uuX78ujRs3LvFM8UVhiDKiuLg4cXBwkJ49e+ot//nnn8Xa2lqZQn/ZsmVSrlw55XfTDKW72mjs2LF6R23r16+Xffv2SVpamrRo0UIaNWqkDG6cOnWqWFtbP/GoSLcNup8n0Zk7d67SY/T9999Lq1atpEuXLsoYKUNCwePWMW3aNHFzcytwqmPPnj0yevRoqVixokHzEB0/flwqV64sQ4YMkZUrV8rp06dl/PjxUq1aNfHy8pJ//vlHtm7dKpUrV5YRI0bI9evX5eOPPy7W5cePU1SQunHjhkE9jYXVrQtSeXukAgMD5dtvv1Vdr6EBZ//+/Qa9bx/3uejVq5fUrl1bvL29pXXr1srUA7oBuzY2NqqvNMrNzZWoqCipWbOmBAQEPPb9OWnSJKlZs6aqn6fJycmRqKgoefnllwsNUroeqaFDhxb7svOndbVc/u344osvpHz58uLl5SX9+vWTd955Rzp37ixOTk6qLpefPXu2zJ8/X3bs2CFTpkwRrVYrb7zxhvz3v/9V3jsLFy4Uf39/adiwobzxxhvFmpQ1r6cVNi9duiTr1q2TX375RTZt2iTe3t5Ss2ZNmTRpkiQmJsr58+elXbt2elcKZ2dny9GjR584NUP+g+6oqCgJDw+XqlWrypAhQ8TT01OqVKki3377rZw6dUr++usvGTt2rMGn8o4fPy7u7u7StGlTqV69ulSoUEFvGoOAgADx9PSU9evXy927dyUtLU0mT54s7u7uBo8fOnfunAQHBxfaK3/r1i0ZN26c2NnZqZqLS3fwkne+w5kzZyqzw+fvxdR9vtVMkVFcDFFGdOnSJWnQoIF07txZ782zf/9+0Wq1ehOrffXVV6LRaIp9vlnn9u3b0rx5cxkxYoTeF4PusvDmzZtLVFSU3L9/X4KCgqRFixbSo0ePJ84VU9g26EJAZGSk2Nra6k3HsHbtWgkODpaWLVsavPN73DocHBwK/Mbe+vXrpXXr1kVeEVIY3c5p4sSJBcY8/PDDD1K7dm1p2LCh3L9/X9atWydVq1YVHx+fJ05KWBx5g1Rh82WVtO78Qeqtt94SHx8fvaP94jI04LRo0ULs7OwMmsjvca93hQoVZNq0afLVV1+Jj4+PVK1aVbk6snv37gYF5rxHu3nHd0RFRYmXl5e8+uqrep+X/fv3y4gRI8TOzq7YISEhIaHAD/pmZmbKwYMHpUaNGlK3bl29IKXVaqVjx44GTS/xNK6We5yDBw8qP9fTtGlTGT9+vOrxSX/88YdotVrlMvzr16/LRx99JObm5tKwYUP5/PPPJSkpSTIyMiQjI8PgGfSfVtg8ceKEeHp6SpcuXZQLWnRz1elOhUVFRUlERITUrFnToAlBH/fZ++mnn8Te3l5iY2Nl/fr10rFjR9FoNGJtbS0+Pj4SEBBg0Fgi3b5wwoQJkpGRITExMVKrVi3x8/PT6/UPDg4WHx8fcXd3l/bt20vVqlVVTZ4ror8P1H0Xjhs3Tjp16iTe3t4lGgulO3jx9PSUZs2aicijni2tViteXl7y2WefybRp02TQoEFSsWJFVQcBhmCIMjLdmyc4OFhOnTqlTHGg+32svL755ptiDTDN69SpU1KjRg3ZtWuXspNdsmSJmJqayn//+19p27atBAcHy4EDB+T+/ftSt25dsbS0NOjDoNuGzp07y8CBA8XJyanQeZ+++eYb6dy5s6qUn38djo6Ohf5g6tatW+XChQsG/a5RYTun3NxcvR3ssmXLxMrKShlwuHz5cqlWrVqJBmrmde7cOQkJCZFGjRoV+OI1Rt26IHXy5EmJj4+XgQMHGnR6QkdNwGndurXBX0p5X+8BAwbovadEHo030Wg0smjRIoO34fLlyxIREaH32uUNUtHR0eLr6yutW7cWkUc9qS1btpS2bdsW+wAgLi5OKlWqJBqNRoKCgmTixImyc+dO5XTKoUOH5NVXX5XatWsrv5HXs2dPsbCwMGgn/rSulnuckv6ifV5jxoyRN998Uxln1qtXL/H29pZ+/fpJ8+bNpVy5cqrHqjyNsHn69Gmxs7OTCRMmFHpKbv/+/fLGG2+IlZWVjBo1SmxtbWXo0KHF7u0q6qDb2tpa2WenpaXJ4cOH5ddff5WYmBjlysLieFxQa9Wqlbz00kuSkJCgF/y2bdsm8+bNk3Xr1qn+8XCdvEHq0KFDEhUVJdOmTStyqpjCFHXwUrVqVeXnbX766Sdp3769uLq6yquvvirh4eGqfgfWUAxRpeDcuXPSoUMH5ahdN5+HSMl3UqtWrRITExO9o+qrV68qAxD//vtvad26tdSpU0cSExMlOTlZ1e8PnT17Vtq2basMxM0r7zaouey8qHXk3QFOnjxZ3NzcDD5v/ridk65+nebNmys/yizy5J+8MdTp06elR48eRvnB3/zOnTsnHTt2lICAADl9+nSJxsSUZsDJ63Gvd2ZmpsTHx+v9zpyhs55Xq1ZNhgwZoheKdO/TzMxM+eWXX8TX11fZrqioKINOrV6+fFleffVV8fLykvr160vfvn3FwsJCXn31VenTp4/88MMPsm7dOvH09FTCWnp6usEB52leLVeYvM97Sa9i+vHHHyUwMFCys7Olf//+er+reOHCBfnvf/+r+kuutMPmgwcPpEePHjJs2DC95ZmZmXL58mW9QLZs2TJp0aKFaDQa8fPzM+g1Kc5Bd0leh8IOkmbOnCkajUZq164twcHB0qZNG5kwYYLExMSUaH9emHPnzkmnTp0kICBAVY9QcQ5edKeE8z4m/1XGpYkhqpScO3dOWrVqJR4eHnrznpR0x7R3714xNzdXfm4lb326HcmyZcukQYMGJT4PfOHCBQkODpYOHTrohRFDrtIxZB26ICgiqgcV6xTWnSyi/3wFBQUVmEzS2Erzg3z69Gnp3r27UUJaaQWc/Ip6vatVq2bwj1/rHDt2TOrWrSsDBgwoNEjdu3dPqlSpUqKrdM6fPy+vvfaadOnSRaKjo+XKlSvy/fffS5MmTaRhw4ZiaWkpfn5+otFoDPo1gLxK62q5Z0XX4+Tq6lriy9nzKu2wmZmZKU2bNtU7cNi6datERESIra2tVK1aVVq1aqV3Kf2SJUsMmghWpzQPunX15z1IcnR0lJ9++klu3Lghe/bskWXLlomXl5dUrlxZAgICJDMz06jvq1OnTqneTxly8BIUFGTUg4DiYogqRXkve88/yFitq1evFrqTzWv06NHSs2dPoxxVFDVQ2ljyruPo0aMya9asYo/hKm69eduek5MjV69elQ4dOihXtpX1L6PHMWZIK62Ak9/jXu+Sjl04evSoEqTy9nBkZWXJgwcPpFOnTqrGjeV15swZ5eqjvNMuJCcny7fffisffPCB1K1bt0TbYuyr5Z4F3edp06ZN8vLLLysT6Brrc1baYTMlJUW8vb1l4MCBcvr0aZk5c6Z4eXlJ9+7d5dNPP5Xly5crVx4Wtm5DldZBt07eg6Q5c+YUuP/evXty4MABo42vy68k+ylDDl7yTnD6tDBElbLSGBvzv//9T8zMzArsZFNSUmTs2LFiZ2dn8GDvopTm+J7869BdmlzSAJW33sJ6pMaPHy+1a9cu1as2nkelFXAKW09pvN66INWvXz+lzRkZGTJ58mTx8PAo8TgPkf8bk9auXbsCcx2JqJ+8Uac0rpZ7VhITE6VmzZoFfmDaGEo7bO7cuVPKly8vHh4eYmNjI1988YUyFjAzM1OCg4Olb9++Jd0MRWkcdOf1uDMLJX2/Pg1P4+BFLYaop8DYY2Oys7OVnay3t7e8/fbbMnjwYAkJCREXF5dSeSOV5vgenTNnzkjnzp2NGgBFCg8G1tbWRj298CIprYCTX2m93jExMdKsWTPx9vaWLl26SLdu3cTd3V31lUaFKc0rMHWMebXcs7Rq1SqxsrLSuzrZGJ5G2IyLi5O//vqrwPi5nJwc6dmzp3z44YdGPa1a2gesT+PMQmkp7YMXtRiinpLSGBsTHR0t3bp1U34UcsKECUaZN+ZxnsZAvcImZjOGpxUMXhSlFXDyK63X+8qVK/LZZ59Jz549ZebMmaUSPp5GD60xr5Z7VuLj4yUoKKjUen2fdtjMyMiQDz/8UFxdXUtlPaV9wPo03rel5WkcvBhKIyICem7l5OTAxMTkWTfjuXD27FmMGzcOM2fORK1atZ51c8q8rKwsmJqaPutmlGlnzpzBpEmTMG/ePFSpUsXo9YsINBpNgf8/bx4+fAgLC4tSqz83NxflypUrtfp1Vq9ejcOHD+OHH37Ali1bUKdOnVJZT2ZmJszMzEqlbqD037el6fz58xg1ahRu3bqFBQsWoFGjRs+0PQxRz7kXZSf7tDAYkLGV9hcePdnT2A+ePXsWQ4YMgZ2dHWbMmAEfHx+jr+Npep7ft2UpBDJEERERFUNSUhLMzc2h1WqfdVP+9cpKCGSIIiIiIlKh9E8iExEREb2AGKKIiIiIVGCIIiIiIlKBIYqIiIhIBYYoIiIiIhUYooiIiIhUYIgiIjLQn3/+CY1Gg7t37z7rphDRM8QQRUT/SuHh4dBoNNBoNDA1NUX16tUxZswYpKWlPfGxjRs3RkJCAiddJPqXK/+sG0BE9Ky0b98eK1asQFZWFvbu3YsBAwYgLS0NS5YsKfJxZmZmcHFxeUqtJKKyij1RRPSvZW5uDhcXF7i7u6N379548803sWHDBqxevRr169eHjY0NXFxc0Lt3byQlJSmPy38678qVKwgNDYWdnR2srKxQq1YtbN68+RltFRE9LeyJIiL6/ywtLZGVlYXMzEx8/PHH8PLyQlJSEt577z2Eh4c/NhgNGzYMmZmZ2LNnD6ysrHDq1ClYW1s/5dYT0dPGEEVEBODQoUP47rvv0Lp1a7z99tvK8urVq+Ozzz5Dw4YNcf/+/ULDUVxcHLp37w5/f3/lMUT04uPpPCL61/rtt99gbW0NCwsLBAYGonnz5li0aBGOHTuGLl26wMPDAzY2NggKCgLwKCwVZuTIkZg+fTqaNGmCKVOm4MSJE09xK4joWWGIIqJ/rZYtWyImJgZnz57Fw4cPsX79elhZWSE4OBjW1tZYvXo1Dh8+jJ9//hkAkJmZWWg9AwYMwMWLFxEWFoa///4b9evXx6JFi57mphDRM8AQRUT/WlZWVqhZsyY8PDxgamoKADhz5gxu3bqFTz75BM2aNYO3t7feoPLHcXd3x5AhQ7B+/XqMHj0aX375ZWk3n4ieMYYoIqI8qlSpAjMzMyxatAgXL17Er7/+io8//rjIx0RERGDbtm24dOkSjh49il27dsHHx+cptZiInhWGKCKiPBwdHbFy5Ur8+OOP8PX1xSeffIK5c+cW+ZicnBwMGzYMPj4+aN++Pby8vPD5558/pRYT0bOiERF51o0gIiIiet6wJ4qIiIhIBYYoIiIiIhUYooiIiIhUYIgiIiIiUoEhioiIiEgFhigiIiIiFRiiiIiIiFRgiCIiIiJSgSGKiIiISAWGKCIiIiIVGKKIiIiIVGCIIiIiIlLh/wGvHrRUwNKoYQAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "data = hotelsdf.country.value_counts().sort_values(ascending=False).head(20)\n", - "plt.xticks(rotation=45)\n", - "sns.barplot(y = data, x = data.index.tolist(), palette='Set2')\n", - "plt.title('Paises por reserva')\n", - "plt.xlabel('Pais')\n", - "plt.ylabel('Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "fcab6734", - "metadata": {}, - "source": [ - "### Customer type\n", - "\n", - "#### Valores que toma" - ] - }, - { - "cell_type": "code", - "execution_count": 126, - "id": "e8120ea6", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['Contract' 'Group' 'Transient' 'Transient-Party']\n" - ] - } - ], - "source": [ - "customer_typeValores = (hotelsdf[\"customer_type\"].unique())\n", - "customer_typeValores.sort()\n", - "print(customer_typeValores)" - ] - }, - { - "cell_type": "markdown", - "id": "e445478a", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 127, - "id": "02cadcf3", - "metadata": { - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Tipo de cliente')" - ] - }, - "execution_count": 127, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x = 'customer_type', palette='Set2')\n", - "plt.title(\"Tipos de clientes\")\n", - "plt.ylabel(\"Frecuencia\")\n", - "plt.xlabel(\"Tipo de cliente\")" - ] - }, - { - "cell_type": "markdown", - "id": "90b594c6", - "metadata": {}, - "source": [ - "### Deposit type\n", - "\n", - "#### Valores que toma" - ] - }, - { - "cell_type": "code", - "execution_count": 128, - "id": "ef8a76c2", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['No Deposit' 'Non Refund' 'Refundable']\n" - ] - } - ], - "source": [ - "deposit_typeValores = (hotelsdf[\"deposit_type\"].unique())\n", - "deposit_typeValores.sort()\n", - "print(deposit_typeValores)" - ] - }, - { - "cell_type": "markdown", - "id": "33ba6724", - "metadata": { - "lines_to_next_cell": 0 - }, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 129, - "id": "e755b2dc", - "metadata": { - "lines_to_next_cell": 0 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Tipo de deposito')" - ] - }, - "execution_count": 129, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x = 'deposit_type', palette='Set2')\n", - "plt.title(\"Tipo de deposito en las reservas\")\n", - "plt.ylabel(\"Frecuencia\")\n", - "plt.xlabel(\"Tipo de deposito\")" - ] - }, - { - "cell_type": "markdown", - "id": "ce997991", - "metadata": {}, - "source": [ - "Del grafico apreciamos las frecuencias y los tipos de depositos disponibles en el dataframe, siendo No Deposit el mas frecuente y por el contrario Refundable se queda con la menor frecuencia" - ] - }, - { - "cell_type": "markdown", - "id": "ced6ff85", - "metadata": {}, - "source": [ - "### Distribution channel\n", - "\n", - "#### Valores que toma" - ] - }, - { - "cell_type": "code", - "execution_count": 130, - "id": "01d54469", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['Corporate' 'Direct' 'GDS' 'TA/TO']\n" - ] - } - ], - "source": [ - "distribution_channelValores = (hotelsdf[\"distribution_channel\"].unique())\n", - "distribution_channelValores.sort()\n", - "print(distribution_channelValores)" - ] - }, - { - "cell_type": "markdown", - "id": "7e23e085", - "metadata": { - "lines_to_next_cell": 0 - }, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 131, - "id": "fd1df1f8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 131, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x = 'hotel_name', palette='Set2')\n", - "plt.title(\"Nombre de los hoteles\")\n", - "plt.xlabel(\"Nombre del hotel\")\n", - "plt.ylabel(\"Frecuencia\")" - ] - }, - { - "cell_type": "markdown", - "id": "16b74d97", - "metadata": {}, - "source": [ - "Estudiamos la variable nombre de hotel, encontrando dos hoteles en el dataframe \n", - "\n", - "### Hotel Name\n", - "\n", - "#### Valores que toma" - ] - }, - { - "cell_type": "code", - "execution_count": 132, - "id": "966be29c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['City Hotel' 'Resort Hotel']\n" - ] - } - ], - "source": [ - "hotel_nameValores = (hotelsdf[\"hotel_name\"].unique())\n", - "hotel_nameValores.sort()\n", - "print(hotel_nameValores)" - ] - }, - { - "cell_type": "markdown", - "id": "e6aa2224", - "metadata": { - "lines_to_next_cell": 0 - }, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 133, - "id": "aa549c9b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 133, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x = 'hotel_name', palette='Set2')\n", - "plt.title(\"Nombre de los hoteles\")\n", - "plt.xlabel(\"Nombre del hotel\")\n", - "plt.ylabel(\"Frecuencia\")" - ] - }, - { - "cell_type": "markdown", - "id": "a81f8a33", - "metadata": {}, - "source": [ - "Estudiamos la variable nombre de hotel, encontrando dos hoteles en el dataframe \n", - "\n", - "### Is canceled (Target)\n", - "\n", - "#### Valores que toma" - ] - }, - { - "cell_type": "code", - "execution_count": 134, - "id": "63043d35", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0 1]\n" - ] - } - ], - "source": [ - "is_canceledValores = (hotelsdf[\"is_canceled\"].unique())\n", - "is_canceledValores.sort()\n", - "print(is_canceledValores)" - ] - }, - { - "cell_type": "markdown", - "id": "2524fe9b", - "metadata": { - "lines_to_next_cell": 0 - }, - "source": [ - "#### Grafica de distribución\n", - "La variable a predecir, dicha variable tiene valores 0 y 1, siendo 0 no cancelado y 1 las reservas canceladas\n", - "\n", - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 135, - "id": "afba4d4d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Estado')" - ] - }, - "execution_count": 135, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "para_ver = pd.DataFrame()\n", - "para_ver['is_canceled'] = hotelsdf['is_canceled'].map({1: 'Cancelado', 0: 'No cancelado'})\n", - "sns.countplot(data = para_ver, x = 'is_canceled', palette='Set2')\n", - "plt.title('Estado final de la reserva, variable target')\n", - "plt.ylabel('Frecuencia')\n", - "plt.xlabel(\"Estado\")" - ] - }, - { - "cell_type": "markdown", - "id": "d8f5897f", - "metadata": {}, - "source": [ - "### Is repeated guest\n", - "\n", - "#### Valores que toma\n" - ] - }, - { - "cell_type": "code", - "execution_count": 136, - "id": "0e4a124d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0 1]\n" - ] - } - ], - "source": [ - "is_repeated_guestValores = (hotelsdf[\"is_repeated_guest\"].unique())\n", - "is_repeated_guestValores.sort()\n", - "print(is_repeated_guestValores)" - ] - }, - { - "cell_type": "markdown", - "id": "08e0d178", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 137, - "id": "649006b9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Huesped repetido')" - ] - }, - "execution_count": 137, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "para_ver['is_repeated_guest'] = hotelsdf['is_repeated_guest'].map({1: 'Si', 0: 'No'})\n", - "sns.countplot(data = para_ver, x = 'is_repeated_guest', palette='Set2')\n", - "plt.title('Huespedes con visitas previas al hotel en la reserva')\n", - "plt.ylabel('Frecuencia')\n", - "plt.xlabel('Huesped repetido')" - ] - }, - { - "cell_type": "markdown", - "id": "1102e5a3", - "metadata": {}, - "source": [ - "Del grafico es facil concluir que la mayoria de las reservas fueron realizados por usuarios que visitan por primera vez el hotel escogido\n" - ] - }, - { - "cell_type": "markdown", - "id": "ba4f0de6", - "metadata": {}, - "source": [ - "### Market segment\n", - "\n", - "#### Valores que toma\n" - ] - }, - { - "cell_type": "code", - "execution_count": 138, - "id": "b2c1be58", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['Aviation' 'Complementary' 'Corporate' 'Direct' 'Groups' 'Offline TA/TO'\n", - " 'Online TA']\n" - ] - } - ], - "source": [ - "market_segment_typeValores = (hotelsdf[\"market_segment_type\"].unique())\n", - "market_segment_typeValores.sort()\n", - "print(market_segment_typeValores)" - ] - }, - { - "cell_type": "markdown", - "id": "4c7b3d1a", - "metadata": {}, - "source": [ - "#### Grafica de distribución\n", - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 139, - "id": "9fc4679f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Segmento del mercado')" - ] - }, - "execution_count": 139, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.xticks(rotation=30)\n", - "sns.countplot(data=hotelsdf, x = 'market_segment_type', palette='Set2')\n", - "plt.title(\"Tipo de segmento de mercado\")\n", - "plt.ylabel(\"Frecuencia\")\n", - "plt.xlabel(\"Segmento del mercado\")" - ] - }, - { - "cell_type": "markdown", - "id": "a516f83c", - "metadata": {}, - "source": [ - "### meal type\n", - "\n", - "#### Valores que toma" - ] - }, - { - "cell_type": "code", - "execution_count": 140, - "id": "7b45c821", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['BB' 'FB' 'HB' 'SC' 'Undefined']\n" - ] - } - ], - "source": [ - "meal_typeValores = (hotelsdf[\"meal_type\"].unique())\n", - "meal_typeValores.sort()\n", - "print(meal_typeValores)" - ] - }, - { - "cell_type": "markdown", - "id": "83b6b82c", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 141, - "id": "98e24af3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Tipo de comida')" - ] - }, - "execution_count": 141, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data=hotelsdf, x = 'meal_type', palette='Set2')\n", - "plt.title(\"Tipo de comida por reserva\")\n", - "plt.ylabel(\"Frecuencia\")\n", - "plt.xlabel(\"Tipo de comida\")" - ] - }, - { - "cell_type": "markdown", - "id": "0316ce4b", - "metadata": {}, - "source": [ - "### Reserved room type\n", - "\n", - "#### Valores que toma" - ] - }, - { - "cell_type": "code", - "execution_count": 142, - "id": "37732d05", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['A' 'B' 'C' 'D' 'E' 'F' 'G' 'H']\n" - ] - } - ], - "source": [ - "reserved_room_typeValores = (hotelsdf[\"reserved_room_type\"].unique())\n", - "reserved_room_typeValores.sort()\n", - "print(reserved_room_typeValores)" - ] - }, - { - "cell_type": "markdown", - "id": "25748b3a", - "metadata": {}, - "source": [ - "#### Grafica de distribución" - ] - }, - { - "cell_type": "code", - "execution_count": 143, - "id": "e8c20262", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Tipo de habitacion')" - ] - }, - "execution_count": 143, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data=hotelsdf, x = 'reserved_room_type')\n", - "plt.title(\"Tipo de habitacion reservada\")\n", - "plt.ylabel(\"Frecuencia\")\n", - "plt.xlabel(\"Tipo de habitacion\")" - ] - }, - { - "cell_type": "markdown", - "id": "11e84098", - "metadata": {}, - "source": [ - "Como ya habiamos observado en la cantidad de dias de fin de semana, la mayor cantidad de gente se queda " - ] - }, - { - "cell_type": "markdown", - "id": "3a393c18", - "metadata": {}, - "source": [ - "# Estado del data frame post analisis univariado" - ] - }, - { - "cell_type": "markdown", - "id": "ce984bd3", - "metadata": {}, - "source": [ - "Vamos a observar el estado de nuestro data frame actualmente para observar que efecto tuvo nuestro analisis en el volumen de los datos" - ] - }, - { - "cell_type": "code", - "execution_count": 144, - "id": "77602503", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...agent_iddays_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceled
0City Hotel492016September3751210...90Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac46891
1Resort Hotel42015October44310120...00Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b10
46262Resort Hotel142015December51192120...00Transient52.0001Canceled2015-12-08f766cd45-5b6b-46ad-929d-ce15eb1381de1
51891Resort Hotel52015August3112321...2410Transient165.3202Check-Out2015-08-0683628826-e8ae-4e67-b83f-f16d187837880
8041City Hotel1512017March12240220...90Transient93.6001Check-Out2017-03-26381d2817-2070-4ca9-bc8a-2cbc1225048e0
18312City Hotel382016March1052320...110Transient52.3900Check-Out2016-03-10e1854502-42c1-4092-9aa8-0c468b2aaf810
59372City Hotel382017January2140110...00Transient75.0000Canceled2016-12-07095d3b75-4e34-4c29-9497-6e2d473b660f1
61911Resort Hotel1432015October41102520...960Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d1591
61912City Hotel572016April17172520...90Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e381
\n", - "

9 rows × 31 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "46262 Resort Hotel 14 2015 December \n", - "51891 Resort Hotel 5 2015 August \n", - "8041 City Hotel 151 2017 March \n", - "18312 City Hotel 38 2016 March \n", - "59372 City Hotel 38 2017 January \n", - "61911 Resort Hotel 143 2015 October \n", - "61912 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "46262 51 19 2 \n", - "51891 31 1 2 \n", - "8041 12 24 0 \n", - "18312 10 5 2 \n", - "59372 2 14 0 \n", - "61911 41 10 2 \n", - "61912 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... agent_id \\\n", - "0 2 1 0 ... 9 \n", - "1 1 2 0 ... 0 \n", - "46262 1 2 0 ... 0 \n", - "51891 3 2 1 ... 241 \n", - "8041 2 2 0 ... 9 \n", - "18312 3 2 0 ... 11 \n", - "59372 1 1 0 ... 0 \n", - "61911 5 2 0 ... 96 \n", - "61912 5 2 0 ... 9 \n", - "\n", - " days_in_waiting_list customer_type average_daily_rate \\\n", - "0 0 Transient 115.50 \n", - "1 0 Transient 42.00 \n", - "46262 0 Transient 52.00 \n", - "51891 0 Transient 165.32 \n", - "8041 0 Transient 93.60 \n", - "18312 0 Transient 52.39 \n", - "59372 0 Transient 75.00 \n", - "61911 0 Transient 36.05 \n", - "61912 0 Transient 143.29 \n", - "\n", - " required_car_parking_spaces_num special_requests_num \\\n", - "0 0 1 \n", - "1 1 0 \n", - "46262 0 1 \n", - "51891 0 2 \n", - "8041 0 1 \n", - "18312 0 0 \n", - "59372 0 0 \n", - "61911 0 0 \n", - "61912 0 0 \n", - "\n", - " reservation_status reservation_status_date \\\n", - "0 Canceled 2016-08-25 \n", - "1 Check-Out 2015-11-01 \n", - "46262 Canceled 2015-12-08 \n", - "51891 Check-Out 2015-08-06 \n", - "8041 Check-Out 2017-03-26 \n", - "18312 Check-Out 2016-03-10 \n", - "59372 Canceled 2016-12-07 \n", - "61911 Canceled 2015-07-08 \n", - "61912 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 \n", - "46262 f766cd45-5b6b-46ad-929d-ce15eb1381de 1 \n", - "51891 83628826-e8ae-4e67-b83f-f16d18783788 0 \n", - "8041 381d2817-2070-4ca9-bc8a-2cbc1225048e 0 \n", - "18312 e1854502-42c1-4092-9aa8-0c468b2aaf81 0 \n", - "59372 095d3b75-4e34-4c29-9497-6e2d473b660f 1 \n", - "61911 01906859-1094-4e37-b13e-b015b594d159 1 \n", - "61912 7137e599-4442-41fb-b147-4aba9f344e38 1 \n", - "\n", - "[9 rows x 31 columns]" - ] - }, - "execution_count": 144, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pd.concat([hotelsdf.head(2), hotelsdf.sample(5), hotelsdf.tail(2)])" - ] - }, - { - "cell_type": "code", - "execution_count": 145, - "id": "93ca8f3f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Int64Index: 57121 entries, 0 to 61912\n", - "Data columns (total 31 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 hotel_name 57121 non-null object \n", - " 1 lead_time 57121 non-null int64 \n", - " 2 arrival_year 57121 non-null int64 \n", - " 3 arrival_month 57121 non-null object \n", - " 4 arrival_week_number 57121 non-null int64 \n", - " 5 arrival_month_day 57121 non-null int64 \n", - " 6 weekend_nights_num 57121 non-null int64 \n", - " 7 week_nights_num 57121 non-null int64 \n", - " 8 adult_num 57121 non-null int64 \n", - " 9 children_num 57121 non-null int64 \n", - " 10 babies_num 57121 non-null int64 \n", - " 11 meal_type 57121 non-null object \n", - " 12 country 57121 non-null object \n", - " 13 market_segment_type 57121 non-null object \n", - " 14 distribution_channel 57121 non-null object \n", - " 15 is_repeated_guest 57121 non-null int64 \n", - " 16 previous_cancellations_num 57121 non-null int64 \n", - " 17 reserved_room_type 57121 non-null object \n", - " 18 assigned_room_type 57121 non-null object \n", - " 19 booking_changes_num 57121 non-null int64 \n", - " 20 deposit_type 57121 non-null object \n", - " 21 agent_id 57121 non-null int64 \n", - " 22 days_in_waiting_list 57121 non-null int64 \n", - " 23 customer_type 57121 non-null object \n", - " 24 average_daily_rate 57121 non-null float64\n", - " 25 required_car_parking_spaces_num 57121 non-null int64 \n", - " 26 special_requests_num 57121 non-null int64 \n", - " 27 reservation_status 57121 non-null object \n", - " 28 reservation_status_date 57121 non-null object \n", - " 29 booking_id 57121 non-null object \n", - " 30 is_canceled 57121 non-null int64 \n", - "dtypes: float64(1), int64(17), object(13)\n", - "memory usage: 13.9+ MB\n" - ] - } - ], - "source": [ - "hotelsdf.info()" - ] - }, - { - "cell_type": "code", - "execution_count": 146, - "id": "f5281f49", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Vemos que despues del proceso de Ingenieria de caracteristicas, la cantidad de datos se redujo en un 7.739%\n" - ] - } - ], - "source": [ - "porcentaje = str(100 - len(hotelsdf) * 100 / len(hotelsDfOriginal))[:5]\n", - "print(\"Vemos que despues del proceso de Ingenieria de caracteristicas, la cantidad de datos se redujo en un \" + porcentaje + \"%\") " - ] - }, - { - "cell_type": "markdown", - "id": "a67f01eb", - "metadata": {}, - "source": [ - "Ademas observamos que no tenemos mas datos faltantes, visto en como los unicos valores del tipo float64 es average_daily_rate, el cual es un valor de punto flotante." - ] - }, - { - "cell_type": "markdown", - "id": "28ef3c1a", - "metadata": {}, - "source": [ - "# Analisis multivariado\n", - "## Medicion de la correlacion entre las variables cuantitativas\n", - "\n", - "Una vez hecho el tratado sobre outliers y datos faltantes medimos la correlacion entre las variables cuantitativas encontradas en el dataframe" - ] - }, - { - "cell_type": "code", - "execution_count": 147, - "id": "5de0b4fc", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Este if es se usa para evitar problemas de versiones de pandas entre la version local y la presente en Google Collab\n", - "if (pd.__version__) == \"1.5.2\":\n", - " correlaciones = hotelsdf[cuantitativas].corr(numeric_only=True)\n", - "\n", - "else:\n", - " correlaciones = hotelsdf[cuantitativas].corr()\n", - "\n", - " \n", - "sns.set(style = 'darkgrid')\n", - "plt.figure( figsize = (12, 9))\n", - "sns.heatmap(data = correlaciones,annot = True, vmin = -1, vmax =1, fmt='.2f')\n", - "sns.color_palette(\"mako\", as_cmap=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "6e78bb1f", - "metadata": {}, - "source": [ - "### Week nights number vs Weekend nights number\n", - "\n", - "Como dijimos previamente, analizar por separado las noches de dia de semana y las noches de dias de fin de semana no basta parta estudiar dichas variables. El primer problema que podria surgir es que la cantidad de noches de semana y de fin de semana no guarden una relacion coherente. Al graficarlos debería ocurrir lo siguiente:\n", - "- Cuando el numero de noches n de fin de semana es impar, las pendientes de las rectas tienen una variacion de +/- 5 noches de semana\n", - "- Cuando el numero de noches n de fin de semana es par, las pendientes de las rectas tienen una variacion de +- 10 noches de semana" - ] - }, - { - "cell_type": "code", - "execution_count": 148, - "id": "5c8b81f1", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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mU6dOITs7G88++6zVMo0aNUKVKlVw5MgR9OrVCydOnEB0dDQ8PT0ty0REROD7778HAMtVUve/viqVClWqVLG8vocPH4YQArGxsTbPzZIlS3DixAm0bdv2kZ/V3Jw6dQo5OTlo27at1fSOHTviwIEDlv8fPnwYTZo0gZeXl+XxfX190ahRo1wPL5o1adIECxcuxNmzZxEdHY3WrVtj/PjxlvmHDh1C3bp1UalSJct61Wo1Wrdujc8//9xqXUX52Q4PD7d6L5rPKTMYDAgICLCcJvDPP//g0qVLuHTpkuWQ74PfQXQPmxvC9evX4eXlBX9/f5t5kZGRWL58OdauXYtVq1Zh6dKlCAwMxKBBgyxf3gBQsWJFq59Tq9Xw9/dHeno60tPToSgKVqxYgRUrVtg8xv1fugBQvnx5y79VKhVWr16NJUuWYM+ePfj000/h7u6OJ598ElOmTEFWVhaEEKhQoYLNeitUqGD5oklJSUG9evVslgkMDERycrLNz93v7t27ePfdd/HZZ5/BaDSiatWqiIyMhEajsTq+DiDXq8y0Wq3NtPutWbMGy5YtQ2pqKipUqIB69epBq9Vaan8ULy8vq/+r1WpLTbdv30ZAQAA0GuuPufmL+Z9//kFaWhoA6+f8Yby9va0eB4DlsdLS0pCcnJzrcwwAycnJqF27NtavX4/ly5djy5YtWLt2Lfz8/NCrVy+88cYblnUWxIPPsXld5nOLbt++jXLlylkto9FoEBAQYPl/WloahBBo0KBBro9x48aNXJsblUqFZ599Flu2bMHbb7+N/fv3Iz09Hc899xwAwMfHBxs2bMCSJUuwe/dubNq0CVqtFp07d8akSZNs3v955br/9QVs36/maeb3T1paWr5e30c9lvl90qlTp1x/9vr163l+VnP7fjFnePC1Mb9HzdLS0rB79+5czzF58GfvN3fuXCxduhRfffUVvv76a6jVajRv3hxTpkzB448/jrS0NFy+fPmh71tzIwkU7Wc7r/fvn3/+icmTJ+Pw4cPQaDSoWbOm5byzB7+D6B42N6WcyWTC0aNH0aBBA6vfHO7XqlUrtGrVCgaDAYcPH8ZHH32EGTNmoH79+pbfXMxffvevNzU1FeXKlYOPjw9UKhX69euX65djXl8QlSpVwpQpU/DOO+/g7Nmz+Prrr7FixQqULVsW48ePt+x9eFBycrLlCzUoKAi3bt2yWSa3aQ+aPn06vvnmG8ybNw/Nmze3bOSbNWuW58/m5YsvvsCsWbMwevRodO/e3fJF/cYbb+Dnn38u1LrLli2L1NRUGI1GqwbHfDJ4QEAA/Pz8AMDqxG7g3uv5yy+/2Ow5eJgyZcqgevXqmD17dq7zq1atCuDeHoNFixYhOzsbJ06cwObNm7F06VKEhITY7GFyJH9/f5v3iBDC6sTVMmXKwNvbGx999FGu66hWrdpD1//cc89h6dKlOHLkCL788ks0aNDAsncLAGrWrIkPPvgAJpMJiYmJ+Oyzz/DJJ5+gatWqGDx4cIEylS1bFgBw8+ZN1KpVy2pecnKy5fHLlClj8/oCwL59+1CnTp18PZb5fbJu3Tr4+PjYzK9cuTKAR39WzSdX38/cXN66dQs1a9a0TH/w+6RMmTJo3rw5XnnlFZt1PNi8P/hzY8eOxdixY3HhwgV89913WLx4MaZOnYqVK1eiTJkyiIqKeuhetPv39NnLUZ9tRVEwePBguLu7Y8uWLQgNDYVGo8Hvv/9us3eJ/odXS5VymzZtwo0bN/Diiy/mOv+9995D9+7dIYSAVqtFTEyMZbfu/VdbHDhwwOrqmu+++w5GoxHNmjWDr68vQkNDceHCBYSHh1v+BAcHY9GiRY+8edjJkyfRvHlzJCYmQqVSoW7duhg5ciR0Oh2uXbsGb29vhIWFYffu3VY3I/znn3+wd+9eNGzYEMC9QwcnT5602kuTnJyMU6dO5fkcnThxAk2aNMGTTz5paWxOnz6NlJQUm6uO7HXixAmUKVMGgwcPtnz5ZWRk4MSJE4Ved1RUFEwmk81vu+YvxIYNG6JmzZoICAjAd999Z7XMF198gUGDBiErKyvfj/X333+jfPnyVq/xoUOHsHLlSri5uWHt2rWIjY1FdnY2PDw80KxZM7z77rsAYHPljqM1a9YM+/fvt/pN/MCBA1a79KOiopCZmQkhhFWG8+fPIz4+/pGHCWvWrInw8HDs2rULe/futey1AYCvv/4aTZs2RXJyMtzc3BAZGYkpU6bAz88P165dK3AmvV4PDw8PfPHFF1bTjx8/jqtXr1r2QDVq1Mjm83nu3DkMHjw43xvZxo0bAwBSU1Otnpu0tDTMmzcPaWlpeX5WcxMZGQkvLy98/fXXVtN/+OEHq/9HRUXh999/R926dS2PHRYWhrVr12LPnj25rjspKQnR0dGWddesWRODBg1C8+bNLfVERUXh4sWLqFGjhlWuzz//HFu3bn3oL3z54ajPdmpqKi5evIju3bsjIiLC0szt378fAAr9PSEr7rkpJe7cuWPZkCuKgtTUVPz444/YvHkzOnfujPbt2+f6c82aNcOaNWswYcIEdO7cGTk5OVi5ciX8/f3RtGlTy3LXrl3D0KFD8fLLL+Pvv//GnDlz0LJlSzRp0gQAMGrUKAwePBijR49G586dYTKZsHr1aiQkJGDo0KEPrTs0NBReXl4YN24chg8fjgoVKuDgwYM4c+YMXn75ZQDA6NGjMWDAAAwcOBC9e/dGTk4Oli9fjuzsbLz22msAgJdffhkbNmzAgAEDEBcXBwCIj49HdnZ2ruca3S8iIgJfffUVPvnkE9SqVQtnz57FkiVLoFKprDaWBREREYFPPvkEs2bNQkxMDG7cuIFVq1bh5s2blt/MC6p169Zo0qQJ3nnnHdy4cQOhoaE4evQoVqxYgS5duqB27doAgOHDh+Pf//43pkyZgnbt2uHSpUuYN28eXnzxxUfu8r9f165dsX79erzyyit49dVX8dhjj+HgwYNYsWIFevfuDXd3dzRt2hSzZ89GXFwcevfuDTc3N2zatAkeHh6IiYkpVNa8xMXF4dtvv7W8T1JTUzF37ly4u7tblomOjrZcnj5s2DDUqlULiYmJWLhwIVq2bJnnc/H8889jxowZUKvV6Nixo2V6gwYNoCgK4uLiMHjwYPj4+OCrr77CP//889DPXX74+/tj8ODBWLRoEdzd3dG2bVtcuXIF8+fPR+3atdG1a1cAwLBhw9CzZ0/LoeTs7GzMnz8f9erVQ+vWrXHy5Mk8H0un06Fz5854++23kZSUhLCwMFy8eBFz585F1apVUb16dRiNxjw/qw/y8fHBsGHDMG/ePGi1WjRt2hT79u2zaW6GDRuGF154AUOGDMGLL74IT09PbN68Gd9++y0WLFiQ67qrVKmCoKAgTJs2DXfu3METTzyB06dPY9++fRgyZAiAe+eWffbZZ+jXrx/69++PgIAA7N69G1u2bHnkuUL54ajPdvny5VGlShVs2LABQUFB8PPzw48//oh169YBQKG/g2TF5qaU+PXXX9GzZ08A947nli9fHjVq1MCsWbNsTki8X+vWrTF79mysXr0ar732GlQqFRo2bIiPPvrI6hh6p06d4OfnhxEjRsDb2xtdunTByJEjLfNbtmyJVatWYdGiRXj99dfh7u6OevXqYc2aNY889OHp6YnVq1fjww8/xPTp05Geno7q1avj3//+t+XL29yALViwAKNGjYKHhwcaNWqE9957D8HBwQDu7Vb/6KOPMH36dIwbNw4+Pj7o1asXvL29rc4lyc2ECROQk5ODefPmITs7G1WrVsXQoUPx+++/4/vvv7cZvsIeXbp0wZUrV7B9+3Zs3LgRlSpVQnR0NHr16oW3334bv//+u6UJsZdKpcKyZcuwYMECfPTRR0hJSUHVqlUxcuRIq937L730Ery9vbFq1Sps27YNlSpVQv/+/e06XOLt7Y0NGzbgww8/xAcffIB//vkHVapUwejRo9G/f38AQJ06dbB06VLEx8dj1KhRMJlMCAsLw+rVq60OSRSF6tWrY/369Zg1axZGjhyJ8uXLY/z48Zg1a5ZlGbVajeXLl2P+/PlYtmwZbt26hUqVKqFfv36WhvhRnn76acyaNQtt2rSx2nhVrFgRK1euxPz58zFp0iQYDAYEBwdj4cKFVr8gFIS5iVi/fj22bt0Kf39/PPXUUxgxYoTlcG9oaCg+/vhjfPjhhxg5ciR8fHwQHR2NMWPG2HXYZebMmVi2bBk2bdqEa9euoXz58nj66acxYsQIuLm5wc3NLc/Pam6GDBkCb29vrFu3DuvWrUNkZCTGjx+PKVOmWJapU6cONmzYgLlz52LcuHEQQkCn0yE+Pt7mZOT7LVq0CHPmzMH8+fORmpqKxx57DK+99prlvV2pUiVs2rQJH374oeUcvurVq2P69Ono3r17vp+b3Djys7148WJMnz4dEyZMgIeHB2rXro0lS5ZgxowZOH78uNW9uugeleDZSFRIsbGxiIqKstpQlDQJCQlIS0uzusrLaDSiTZs26NSpU6F/SyMiopKDe26oVLh69SpGjhyJuLg4REVFwWAwYNOmTfjnn3/wr3/9y9nlERGRA7G5oVKhY8eOSEtLw8aNG7Fq1Sq4u7tDr9dj/fr1NleaEBGRa+NhKSIiIpIKLwUnIiIiqbC5ISIiIqmwuSEiIiKplMoTioUQUJSiOdVIrVYV2bpLAuZzfbJnZD7XJ3tG5iv4evO66apZqWxuFEUgJSXD4evVaNQICPBBenomjEb5bonNfK5P9ozM5/pkz8h8BVeunA/c3PLX3PCwFBEREUmFzQ0RERFJhc0NERERSYXNDREREUmFzQ0RERFJhc0NERERSYXNDREREUmFzQ0RERFJhc0NERERSYXNDREREUmFzQ0RERFJpVSOLUVERESOpajVSDMYkZRyE75ad2g9NVArzhk/i80NERERFYpRpUL81gQknE+2TNMHByKuewQ0ovhHQOdhKSIiIiowRa1G/LZEq8YGABLOJyN+WyIUdfG3GmxuiIiIqMAys4w2jY1ZwvlkZGYZi7kiNjdERERUCBmGnDzms7khIiIiF+Kjdc9jfvGf3svmhoiIiArM21MDfXBgrvP0wYHw9mRzQ0RERC5ErSiI6x5h0+CYr5ZyxuXgvBSciIiICkUjBIb30CMzy4gMgxE+Wg28eZ8bIiIicmVqRYG/VoMalcsiNTUDRqNzGhuAh6WIiIhIMmxuiIiISCpsboiIiEgqbG6IiIhIKmxuiIiISCq8WoqIiIgKTVGrkWYwIinlJny17tDyUnAiIiJyVUaVCvFbE6wG0DTfxE8jRLHXw8NSREREVGCKWo34bYk2I4MnnE9G/LZEKOribzXY3BAREVGBZWYZbRobs4TzycjM4qjgRERE5EIyDDl5zGdzQ0RERC7ER+uex3yOCk5EREQuxNtTYzMiuJk+OBDenmxuiIiIyIWoFQVx3SNsGhzz1VLOuBycl4ITERFRoWiEwPAeemRmGZFhMMJHq4E373NDRERErkytKPDXalCjclmkpmbAaHROYwPwsBQRERFJhs0NERERSYXNDREREUmFzQ0RERFJhc0NERERScXpzU1aWhomT56M1q1bo0GDBnjxxRdx/Phxy/wzZ86gd+/eqF+/Ptq0aYNVq1Y5sVoiIiIq6Zze3IwaNQoJCQmYM2cOtm3bhnr16mHAgAH4448/kJqaildeeQXVq1fH9u3bMXz4cMyfPx/bt293dtlERER0H0WtRprBiNN/3MRtg9Epo4GbOfU+N5cvX8ZPP/2ETz75BA0aNAAATJo0Cfv378eXX34JLy8veHh4YMqUKdBoNKhVqxYuX76MFStWoFu3bs4snYiIiP6fUaVC/NYEq9HBzXco1ghR7PU4dc9NQEAAli9fjrCwMMs0lUoFIQRu376N48ePo3HjxtBo/teDNW3aFBcvXsStW7ecUTIRERHdR1GrEb8t0aqxAYCE88mI35bolD04Tt1z4+fnh+joaKtpX331Ff7880+0bNkSc+fOhU6ns5pfsWJFAMDVq1dRvnz5Aj+2RuP4J9vNTW31t2yYz/XJnpH5XJ/sGWXMl2Yw2jQ2Zgnnk5GZZYR/MY8MXqKGXzhx4gTefPNNtG3bFrGxsZg5cyY8PDyslvH09AQAZGVlFfhx1GoVAgJ8ClXro/j5aYts3SUB87k+2TMyn+uTPaNM+ZJSbj5yfobBiBqVyxZTNfeUmObm22+/xZgxY6DX6zFnzhwAgJeXF7Kzs62WMzc13t7eBX4sRRFIT88seLEP4eamhp+fFunpBphMzhtTo6gwn+uTPSPzuT7ZM8qYz0frnsd8DVJTMwr9OH5+2nzv8SoRzc369esxffp0tGvXDrNnz7bsrQkKCsKNGzesljX/v1KlSoV6zKIc0MtkUpw6YFhRYz7XJ3tG5nN9smeUKZ+3pwb64MBcD03pgwPh7akp9qxOP+i3ceNGvPvuu3jppZcwb948q8NQjRs3xokTJ2AymSzTDh06hBo1ahTqfBsiIiJyDLWiIK57BPTBgVbTzVdLqZXib+Kcuufm4sWLmDFjBtq1a4chQ4ZYXQHl5eWFbt26YeXKlZg0aRIGDhyIxMRErFu3DlOnTnVi1URERHQ/jRAY3kOPzCwjMgxG+Gg18PbUOKWxAZzc3HzzzTfIycnBnj17sGfPHqt5Xbp0waxZs7By5UpMnz4dXbp0QWBgIMaNG4cuXbo4qWIiIiLKjVpR4K/VoEblskhNzXDqYTenNjevvvoqXn311UcuExERgc2bNxdTRUREROTqnH7ODREREZEjsbkhIiIiqbC5ISIiIqmwuSEiIiKplIib+BERESlqNdIMRiSl3ISv1h1aJ15KXBRKS76rqbfgo9VA61FKLwUnIiICAKNKhfitCVZ3uTXfBE4jhBMrcwzmK148LEVERE6lqNWI35Zoc/v+hPPJiN+WCEXt2psq5iv+fK79jBIRkcvLzDLmOi4RcG8DmZllLOaKHIv5ij8fmxsiInKqDENOHvNde+Nf2vNlOiEfmxsiInIqH617HvNd+/TQ0p7P2wn52NwQEZFTeXtqbEaUNtMHB8Lb07U3/szH5oaIiEoZtaIgrnuEzQbSfLWNq18uzXzFn8+120UiIpKCRggM76FHZpYRGQYjfLQaeEt0H5jSlC/zrhHeXs7Nx+aGiIhKBLWiwF+rQY3KZZGamgGjUY4NvxnzFWMtTntkIiIioiLA5oaIiIikwuaGiIiIpMLmhoiIiKTC5oaIiIikwquliIioRBAqFdLvmnDjcgq0nhp4adRQSTBitpmiViPNYMTV1Fvw0Wqg9ZDnUvCShs0NERE5nUmlwuLtiTj52/8GYIwMCcSwrhFwk6DBMapUiN+aYDXApPkmdxoJ8pU0PCxFREROJXJpbADg5LlkLN6RCKFSOakyx1DUasRvS7QZOTvhfDLityVCUXNT7Gh8RomIyKkMOSabxsbs5LlkGHJMxVyRY2VmGW0aG7OE88nIzHLtUcFLIjY3RETkVJl3H71xz2t+SZdhyHnk/EyDa+cridjcEBGRU3l7Pfr0z7zml3Q+WvdHzvfWuna+kojNDREROZXW3Q2RIYG5zosMCYTW3a2YK3Isb0+NzYjZZvrgQHh7srlxNDY3RETkVCohMKxrhE2DY75aytUvB1crCuK6R9g0OOarpXg5uOOxXSQiIqdzEwKvdY2AIUfB3WwjvDw00LrLc58bjRAY3kOPzCwjMu8a4e2lgbcn73NTVLjnhoiISgSVEPDzckNItXLw83KTprExUysK/LUa1KtZHv5aNjZFic0NERERSYXNDREREUmFzQ0RERFJhc0NERERSYXNDREREUmFzQ0RERFJhfe5ISKiEkGoVEi/a8KNyynQemrgpZHnPjeA/PlKEjY3RETkdCaVCou3J1qNDm6+Q7GbBA2A7PlKGh6WIiIipxK5bPgB4OS5ZCzekQihUjmpMseQPV9JxOaGiIicypBjstnwm508lwxDjqmYK3Is2fOVRGxuiIjIqTLvGgs1v6STPV9JxOaGiIicytvr0ad/5jW/pJM9X0nE5oaIiJxK6+6GyJDAXOdFhgRC6+5WzBU5luz5SiI2N0RE5FQqITCsa4RNA2C+msjVL5eWPV9JxH1hRETkdG5C4LWuETDkKLibbYSXhwZad3nuAyN7vpKGe26IiKhEUAkBPy83hFQrBz8vN+k2/LLnK0nY3BAREZFU2NwQERGRVNjcEBERkVTY3BAREZFU2NwQERGRVHgpOBERlQiKWo00gxFJKTfhq3WH1lMDtaI4uyyHkT2fUKmQfteEG5dToPXUwEvjvEvd2dwQEZHTGVUqxG9NQML5/w0wqQ8ORFz3CGgkuGRa9nymXEY+N9+k0M0J+XhYioiInEpRqxG/LdFqww8ACeeTEb8tEYratTdVsucTuTQ2wL0RzxfvSIRQqYq9Jtd+RomIyOVlZhltNvxmCeeTkZnl2qNmy57PkGOyaWzMTp5LhiHHVMwVsbkhIiInyzDk5DHftTf+sufLvPvo+vOaXxTY3BARkVP5aN3zmO/ap4fKns/b69H15zW/KLC5ISIip/L21EAfHJjrPH1wILw9XXzjL3k+rbubzYjnZpEhgdC6uxVzRWxuiIjIydSKgrjuETYNgPlqIle/XFr2fCohMKxrhE2DY75ayhmXg7t2u0hERFLQCIHhPfTIzDIiw2CEj1YDb4nuAyN7Pjch8FrXCBhyFNzNNsLLQwOtu/Puc8M9N0REVCKoFQX+Wg3CapWHv1aeDb+Z7PlUQsDPyw0h1crBz8vNaY0NwOaGiIiIJMPmhoiIiKTC5oaIiIikwuaGiIiIpMLmhoiIiKRS4i4FX7x4MQ4dOoSPP/7YMm3ixInYsWOH1XKVKlXC/v37i7s8IiqhhEqF9Lsm3LicAq2nBl4a512GWhQUtRppBiOSUm7CV+sOrUSXEZvJnlH292hJUqDm5ueff8bJkyeRnp5uM0+lUiEuLq5AxaxduxYLFixA48aNraafO3cOr776Knr37m2Z5uZW/Hc8JKKSyZTLqMTmG4i5SbDxMKpUiN+aYDX4ovkGcBoJ8gHyZ5T9PVrS2N3crFu3DrNmzYJ4yItRkObm+vXrmDRpEk6cOIEaNWpYzTOZTPj9998xbNgwBAbmfntnIiq9RC4bDeDeaMSLdyTiNSfdIdVRFLXaZqMP3BtNOn5bIob30Lv83g3ZM8r+Hi2J7G5u1qxZg7Zt22LatGnw9/d3SBG//PILypYti88//xzx8fFISkqyzLt06RKysrJQq1YthzyWmUbj+NON3NzUVn/Lhvlcn4wZ0++abDYaZifPJcOQo8DPy3X39KYZjDYbfbOE88nIzDLC38UHXpQ9o+zv0fuVlO8Yu98tt2/fxosvvuiwxgYAYmNjERsbm+u83377DSqVCuvWrcP+/fuhVqsRHR2NESNGoEyZMgV6PLVahYAAn8KU/Eh+ftoiW3dJwHyuT6aMNy6nPHL+3Wwjqj3mV0zVOF5Sys1Hzs8wGFGjctliqqZoyJ5R9vdobpz9HWN3c9OyZUucPHkSLVq0KIp6bJw/fx5qtRpVqlTB0qVLcfnyZbz33nv47bffsG7dOqjV9neHiiKQnp7p8Frd3NTw89MiPd0Ak8l1d6E+DPO5Phkzenk8+mvMy0OD1NSMYqrG8Xy07nnMd+18gPwZZX+P3q8ov2P8/LT53iNkd3MzefJkvPzyy0hKSkJERAS0Wtvu7Pnnn7d3tQ81fPhw9OvXD35+97panU6HwMBA9OzZEz///DP0en2B1ms0Ft0Xu8mkFOn6nY35XJ9MGbXuakSGBOLkOdvd/pEhgdC6q106q7enBvrgwFwP2+iDA+HtqXHpfID8GWV/j+bG2d8xdjc3e/fuxZ9//omLFy/i008/tZmvUqkc2tyoVCpLY2Om0+kAANeuXStwc0NEclAJgWFdI7B4R6LVxsN8JYqrn6ipVhTEdY9A/LbEXK8kcuUTbc1kzyj7e7Qksru5Wbx4MZo0aYI33ngDFSpUKIqarIwePRppaWlYtWqVZdrPP/8MAKhdu3aRPz4RlXxuQuC1rhEw5Ci4m22El4cGWnd57iGiEQLDe+iRmWVEhsEIH60G3pLdA0b2jLK/R0sau5ublJQUzJgxo9j2mDzzzDMYOnQolixZgk6dOuHixYv497//jWeeecbhV1ARketSCQE/LzdUe8wPqakZ0u3mVysK/LUa1KhcVsp8gPwZZX+PliR2n42r1+vx22+/FUUtuYqJicH8+fPxn//8B88++ywmTZqE9u3bY8aMGcVWAxEREbkOu/fcDBs2DKNHj0ZKSgrq168PX19fm2UevMOwPWbNmmUzrUOHDujQoUOB10lERESlh93NTb9+/QAAy5YtA3DvhF8zIQRUKhXOnDnjmOqIiIiI7GR3c/PRRx8VRR1EREREDmF3cxMVFVUUdRARERE5hN3Nzc6dO/NcxpH3uSEiyg9FrUaawYiklJvw1bpDK9FlxID8+YDSkZGKh93NzYQJE3KdrlKp4ObmBjc3NzY3RFSsjCqVzajS5hvAaSS4j4js+YDSkZGKj93NzXfffWczLTMzEydOnMDy5csRHx/vkMKIiPJDUattNorAvdGk47clYngPvUv/9i97PqB0ZKTiZXdzU6VKlVynBwcHIycnB++++y42btxY6MKIiPIjM8uY65hEwL2NY2aWEb7u9g+wW1LIng8oHRmpeDn03aLT6fDLL784cpVERI+UYcjJY76xmCopGrLnA0pHRipeDmtusrOzsWXLFpQvX95RqyQiypOP1j2P+XbvoC5RZM8HlI6MVLzsfsfExsZa3bgPABRFQWpqKrKysjB+/HiHFUdElBdvTw30wYG5HtbQBwfC21MDuPD5GrLnA0pHRipeBbrPzYPNDQD4+voiJiYGzZs3d0hhRET5oVYUxHWPQPy2xFyvtHH1E1FlzweUjoxUvFRClL5r7EwmBSkpGQ5fr0ajRkCAj7SjvTKf65M5o6JWIzPLiAyDET5aDbwlu0eK7PmA0pFR5s8gULT5ypXzgZtb/s6mKfCBzNu3b8NgMEDJ5Y1XuXLlgq6WiKhA1IoCf60GNSqXlXLDIXs+oHRkpOJhd3Nz6dIlTJgwAQkJCQ9dhgNnEhERkbPY3dy8++67uHTpEl577TUEBQVBrea9B4iIiKjksLu5OX78OKZPn45nnnmmKOohIiIiKhS7d7v4+vqibNmyRVELERERUaHZ3dw899xz2LBhA0rhRVZERETkAuw+LKXVanHixAm0a9cO4eHh8PLyspqvUqkwY8YMhxVIREREZA+7m5tPP/0UZcqUgaIouV4xldsN/oiIipqiViPNYERSyk34at2hleweKUKlQvpdE25cToHWUwMvjRoqyfagy/4aUvGxu7n5/vvv873s1atXUbFiRWg0HBeEiIqOUaVC/NaEXO9uq5GgATCpVFi8PREnf/tfvsiQQAzrGgE3CfIB8r+GVLyK7Dpuk8mEtm3b4ty5c0X1EEREUNRqm9v2A0DC+WTEb0uE4uK3qxC5NDYAcPJcMhbvSISQYG+57K8hFb8ifcfwpGMiKmqZWcZcB1wE7m0cM7OMxVyRYxlyTDaNjdnJc8kw5JiKuSLHk/01pOLHdpiIXFqGISeP+a69Ycy8++j685rvCmR/Dan4sbkhIpfmo3XPY75rn/Pn7fXo+vOa7wpkfw2p+LG5ISKX5u2pgT44MNd5+uBAeHu69oZR6+6GyJDc80WGBELr7lbMFTme7K8hFT82N0Tk0tSKgrjuETYbR/OVNq5+KbFKCAzrGmHT4JivlpLhcnDZX0MqfmyHicjlaYTA8B56ZGYZkWEwwkergbdE90hxEwKvdY2AIUfB3WwjvDw00LrLdZ8b2V9DKl7cc0NEUlArCvy1GoTVKg9/rXwbRZUQ8PNyQ0i1cvDzcpOqsTGT/TWk4sPmhoiIiKRSZM2NWq1Gly5dEBAQUFQPQURERGSjQM3Nzp07sW/fPgDAmTNn0KlTJzRo0ABvvvkmsrOzAdwbY2rmzJmoXLmy46olIiIiyoPdzc2aNWswceJE/PrrrwCAqVOn4vbt2+jRowe+/fZbLFiwwOFFEhEREeWX3c3Nli1bMHDgQAwdOhRXr17FqVOnMGzYMEycOBGjR4/Grl27iqJOIiIionyx+1LwK1euoHXr1gCAffv2QaVSITY2FgBQs2ZN3Lp1y7EVEhHlg6JWI81gRFLKTfhq3aGV7DJi2fMBpSMjFQ+7m5ty5crh5s2bAIAffvgBNWvWRFBQEADg3LlzqFChgmMrJCLKg1GlQvzWBKvBF803gNNIcMm07PmA0pGRio/dh6ViY2Px4YcfYvLkydi/fz86d+4M4N65OPPmzcOTTz7p8CKJiB5GUasRvy3RZlTphPPJiN+WCEXt2ne8kD0fUDoyUvGye8/NxIkTYTKZcOzYMbzwwgvo378/AGDTpk2Ijo7GiBEjHF0jEdFDZWYZbTaKZgnnk5GZZYSvu+tuHGXPB5SOjFS87G5uPDw88O9//9tm+ueffw5PT09cu3YN3t7eDimOiCgvGYacPOYb4evuUUzVOJ7s+YDSkZGKl92tcN26dZGYmGgz3dPTE8ePH0fHjh0dUhgRUX74aN3zmO/aQ+jJng8oHRmpeOXrHbN69WpkZmYCAIQQ2Lp1K/bv32+z3MmTJ+Hhwe6aiIqPt6cG+uDAXA9r6IMD4e2pAVz4ihvZ8wGlIyMVr3w1N9nZ2Vi0aBGAe3ce3rp1q80yarUaZcqUwdChQx1bIRHRI6gVBXHdI2xOSDVfaePqlxLLng8oHRmpeKmEsO8auzp16mDLli2IiIgoqpqKnMmkICUlw+Hr1WjUCAjwQWpqBoxG+T6MzOf6ZM6oqNXIzDIiw2CEj1YDb8nukSJ7PqB0ZJT5MwgUbb5y5Xzg5pa/s2nsPpB59uxZuwsiIipqakWBv1aDGpXLSrnhkD0fUDoyUvEo0Fla+/btw+HDh5Geng7lga5apVJhxowZDimOiIiIyF52NzerV6/G+++/D3d3d1SoUAEqlcpq/oP/JyIiIipOdjc3H3/8MZ566inMnDkTWq22KGoiIiIiKjC773Nz69Yt9OzZk40NERERlUh2NzehoaG4ePFiUdRCREREVGj5Oix19epVy79ffvllTJ06FRqNBg0bNsx1D07lypUdVyERUT4oajXSDEYkpdyEr9YdWskuI5Y9H/C/jFdTb8FHq4HWQ76MVDzy1dzExsZanSgshMDkyZMfevLwmTNnHFMdEVE+GFUqxG9NyPUGcBr7buVVIsmeDygdGan45Ku5mTFjBq+CIqISSVGrbTaKwL3RpOO3JWJ4D71L//Yvez6gdGSk4pWv5qZr165FXQcRUYFkZhlzHZMIuLdxzMwywtfd7tMLSwzZ8wGlIyMVL7svBd+5c+dD56lUKvj4+OCJJ56ATqcrTF1ERPmSYcjJY74Rvu6uO6Cv7PmAvDNmSpCRipfdzc2kSZMsdyW+f1gq82ErIQRUKhWaNGmCJUuW8JJxIipSPlr3POYX6EbsJYbs+YC8M3pLkJGKl937+VauXAmtVouRI0fi+++/R2JiIvbu3Yvx48dDq9VixowZWLJkCS5evIgFCxYURc1ERBbenhrogwNznacPDoS3p2tvGGXPB5SOjFS87G5u3nvvPQwaNAiDBw9G5cqV4eHhgaCgIPTr1w/Dhg3D+vXr0aZNGwwfPhzffPNNUdRMRGShVhTEdY+w2Tiar7Rx9RNRZc8HlI6MVLzsbocvXLiAiIiIXOfVrVvXsremevXquHnzZuGqIyLKB40QGN5Dj8wsIzIMRvhoNfCW6D4wsucDrDNm3jXC20u+jFR87N5z8/jjjz90j8yePXvw2GOPAQCuXbuGcuXKFa46IqJ8UisK/LUahNUqD3+tfBtF2fMB/8tYr6a8Gal42L3nZuDAgZg4cSJu3bqFDh06oHz58rh16xb27NmDb7/9Fv/+979x8eJFzJs3D61bty6KmomIiIgeyu7mpkuXLlCpVFiwYAG+++47y/QnnngCH3zwAZ555hns2rULtWrVwujRox1aLBEREVFeCnQK+vPPP4/nn38ef/75J1JSUhAUFISgoCDL/E6dOqFTp04OK5KIiIgov/I9cGZgYCDc3d2tBtHUaDSoWLEiFEWxms6BM4mIiMhZ8tXctG3bFps3b0ZERITNIJq54cCZRERE5Cz5Hjjz8ccft/y7KAfRXLx4MQ4dOoSPP/7YMu3MmTOYPn06Tp8+DX9/f/Tp0wcDBgwoshqo9FHUaqQZjEhKuQlfrTu0El6CKntG5iMis3w1N126dLH8uygH0Vy7di0WLFiAxo0bW6alpqbilVdewZNPPompU6fi1KlTmDp1Kvz9/dGtW7ciq4VKD6NKZTMisfnmYZr7hhhxZbJnZD4iul+BTij+559/cPjwYWRmZlqNL2X2/PPP27W+69evY9KkSThx4gRq1KhhNW/Lli3w8PDAlClToNFoUKtWLVy+fBkrVqxgc0OFpqjVNhsN4N5IxPHbEjG8h97lfzuWPSPzuXY+oqJgd3Ozb98+jBgxAgaDIdf5KpXK7ubml19+QdmyZfH5558jPj4eSUlJlnnHjx9H48aNodH8r9SmTZti2bJluHXrFsqXL29vBACARmP3/Qvz5OamtvpbNjLmSzMYbTYaZgnnk5GZZYS/iw/aJ3tG5nPtfA+S8XvmfsxXPOz+RMyZMwc1a9bExIkTUalSJajVhQ8QGxuL2NjYXOddu3YNOp3OalrFihUB3LuKqyDNjVqtQkCAj/2F5pOfn9wjocuULynl0UOEZBiMqFG5bDFVUzRkz8h8rp3vYWT6nskN8xWtAo0ttXjxYjRq1Kgo6rFx9+5deHh4WE3z9PQEAGRlZRVonYoikJ6eWejaHuTmpoafnxbp6QaYTPLtJpYxn4/WPY/5GqSmZhRTNUVD9ozM59r5HiTj98z9mK/g/Py0+d4jZHdzU7lyZdy5c8fuogrKy8sL2dnZVtPMTY23t3eB12s0Ft2bymRSinT9ziZTPm9PDfTBgbnu9tcHB8LbU+PyWWXPyHyune9hZPqeyQ3zFS27jykNGTIE8fHxuHLlSlHUYyMoKAg3btywmmb+f6VKlYqlBpKXWlEQ1z0C+uBAq+nmK1FkOFFT9ozM59r5iIqC3XtuvvjiC1y/fh3t2rVDuXLl4OXlZTVfpVLh22+/dViBjRs3xqZNm2AymeDm5gYAOHToEGrUqFHgk4mJ7qcRAsN76JGZZUSGwQgfrQbekt1DRPaMzEdE97O7uXlwHKmi1q1bN6xcuRKTJk3CwIEDkZiYiHXr1mHq1KnFVgPJT60o8NdqUKNyWaSmZki5u1j2jMxHRGZ2NzczZ87M97I7d+5ETEwMypYt+Jn85cuXx8qVKzF9+nR06dIFgYGBGDdunNWNBYmIiIjMiuzmCCaTCRMnTsS2bdvsam5mzZplMy0iIgKbN292ZHlEREQkqSK9y05udy8mIiIiKkpy3iKRiIiISi02N0RERCQVNjdEREQkFXlGWyMqBEWtRprBiKSUm/DVukMr4T1EZM8oez4iyj82N1TqGVUqxG9NsLq9vfnurxpJToqXPaPs+YjIPjwsRaWaolYjfluizbg9CeeTEb8tEYoDRr13Ntkzyp6PiOzHTz2VaplZxlwHJATubRwzs4zFXJHjyZ5R9nxEZD+7m5urV68+dJ7RaMSiRYsAAG5ubpg5cyaqVq1a8OqIiliGISeP+a6/YZQ9o+z5iMh+djc3ffr0ybXBSUhIQJcuXRAfH2+Z1qVLl0INvUBU1Hy07nnMd/3T0mTPKHs+IrKf3c2Nr68v+vTpg6SkJACAwWDA9OnT0atXL2RmZmLp0qUOL5KoqHh7aqAPDsx1nj44EN6err9hlD2j7PmIyH52Nzfr169HhQoV0Lt3b+zYsQOdOnXCJ598ggEDBmD37t2Ijo4uijqJioRaURDXPcJm42i+0kaGS4llzyh7PiKyn0oUYACozMxMvPrqqzh27BjCwsIwa9Ys1KpVqyjqKxImk4KUlAyHr1ejUSMgwAepqRkwGuX7QpU5n6JWIzPLiAyDET5aDbwlvEeK7BllzwfI/Rk0kz0j8xVcuXI+cHPL3z6ZfO2vze0cmylTpmDcuHG4du0aMjIyrJapXLlyPkslKhnUigJ/rQY1KpeV9ktH9oyy5yOi/MtXcxMbGwuVSmUz3bzTp2fPnlbTz5w544DSiIiIiOyXr+ZmxowZuTY3RERERCVNvpqbrl27FnUdRERERA5RoGsks7OzsW3bNhw8eBDJycmYMWMGjh49inr16iEiIsLRNRIRERHlm92XgqekpKBbt26YPn06Ll++jMTERNy9exf79u1Dnz59cPLkyaKok4iIiChf7G5u3n//fWRkZGD37t349NNPLScVz58/H+Hh4ViwYIHDiyQqaopajTSDEaf/uInbBqOUgy3KnlH2fESUf3Yflvrhhx/w5ptvolq1ajCZTJbpnp6e6N+/PyZMmODQAomKmlGlQvzWBKvBF803gNPYfxuoEkn2jLLnIyL72P2rTVZWFvz9/XOd5+bmhpycRw9iR1SSKGo14rcl2owqnXA+GfHbEqX47V/2jLLnIyL72f2pDw8Px8aNG3Od98UXXyAsLKzQRREVl8wso81G0SzhfDIys1x/RGnZM8qej4jsZ/dhqTfeeAP9+vXDc889h+joaKhUKnz55ZdYuHAhfvzxR6xcubIo6iQqEhmGR+9pzDAY4evuUUzVFA3ZM8qej4jsZ/eem0aNGmHNmjXQarVYuXIlhBBYu3YtkpOTsWzZMjRt2rQo6iQqEj5a9zzmu/6I0rJnlD0fEdmvQJ/6xo0bY9OmTbh79y5u374NX19f+Pj4OLo2oiLn7amBPjgw18Ma+uBAeHtqABcffFH2jLLnIyL7FfhMuz/++ANbtmzBxx9/jDt37uD48eO4c+eOI2sjKnJqRUFc9wjogwOtppuvtJFhVGnZM8qej4jsZ/eeG5PJhHfeeQfbt2+HEAIqlQodO3ZEfHw8/vrrL6xfvx5BQUFFUStRkdAIgeE99MjMMiLDYISPVgNvT41UG0XZM8qej4jsY/eemyVLluCLL77AtGnT8NNPP1lu4jd+/HgoioK5c+c6vEiioqZWFPhrNQirVR7+Wjk3irJnlD0fEeWf3c3N9u3b8frrr6Nbt25W97upU6cOXn/9dfz000+OrI+IiIjILnY3Nzdv3kTdunVznVepUiWkp6cXuigiIiKigrK7ualWrRr27duX67yjR4+iWrVqhS6KiIiIqKDsPqG4b9++mDx5MnJychATEwOVSoXLly/jyJEjWL16NceWIiIiIqeyu7np0aMHUlJSsHTpUsswDKNGjYK7uzsGDhyIF1980eFFEhEREeWX3c1Nnz59EBsbi02bNuHGjRtIS0uDn58f9Hr9QwfUJCrpFLUaaQYjklJuwlfrDq2ElxHLnlH2fESUf3Y3N+XLl8fSpUvx/vvvo1q1aoiJiUFsbCz8/PyKoj6iImdUqRC/NcHqDrfmG8Bp/v9WB65O9oyy5yMi+6iEsP+TrygKTp48if379+PAgQM4c+YM/Pz80KpVK8TGxuLpp58uilodxmRSkJKS4fD1ajRqBAT4IDU1A0ajfL8xyphPUaux8IGNopk+OBDDe+hd/rd/2TPKnu9+Mn4GHyR7RuYruHLlfODmlr/roAo0/IJarUbDhg0xcuRI7NixA+vXr0etWrXw5ZdfYvTo0QVZJZFTZGYZc90oAkDC+WRkZhmLuSLHkz2j7PmIyH4FGjjz8uXLOHr0KI4ePYpjx47h+vXr8PX1RUxMDJo0aeLoGomKTIYhJ4/5Rvi6exRTNUVD9oyy5yMi+9nd3LRu3RrJycnw8/ND/fr10bt3bzRp0gT16tWDWl3gcTiJnMJH657H/AL1/yWK7Bllz0dE9rO7G9FqtRBCwM/PD5UqVcJjjz2GoKAgNjbkkrw9NTajSZvpgwPh7en6G0bZM8qej4jsV6ATiq9fv45Dhw7h0KFDOHz4MG7cuIHq1aujSZMmaNKkCTp27FgUtToMTyguGFnzGVUqxG9LlPpKG9kzyp7PTNbP4P1kz8h8BWfPCcUFam4e9Ouvv2LJkiXYs2cPVCoVzpw5U9hVFik2NwUjcz5FrUZmlhEZBiN8tBp4S3iPFNkzyp4PkPszaCZ7RuYrOHuamwLtrxVCIDExEQcPHsTBgweRkJAARVHQuHFjREdHF2SVRE6lVhT4azWoUbmstF86smeUPR8R5Z/dzU1cXByOHj2KO3fuwN/fH61bt8aLL76IVq1aoUyZMkVRIxEREVG+2d3cXL16Fb1790abNm0QEREBlUpVFHURERERFYjdzc2nn35aFHUQEREROQSv3yYiIiKpsLkhIiIiqbC5ISIiIqnw1p1EuHePlDSDEUkpN+GrdYdWwnukyJ5R9nxElH9sbqjUM6pUiN+aIPXdbWXPKHs+IrIPD0tRqaao1Ta37QeAhPPJiN+WCEWCMdNkzyh7PiKyHz/1VKplZhltNopmCeeTkZllLOaKHE/2jLLnIyL7sbmhUi3DkJPHfNffMMqeUfZ8RGQ/NjdUqvlo3fOY7/qnpcmeUfZ8RGQ/NjdUqnl7aqAPDsx1nj44EN6err9hlD2j7PmIyH5sbqhUUysK4rpH2GwczVfayHApsewZZc9HRPbjrzRU6mmEwPAeemRmGZFhMMJHq4G3ZPdIkT2j7PmIyD5sbohw77d/f60GNSqXRWpqBoxG+TaKsmeUPR8R5R8PSxEREZFU2NwQERGRVNjcEBERkVTY3BAREZFUXOKE4qSkJMTGxtpMnzZtGnr06OGEioiIiKikconm5ty5c/D09MS3334LlUplmV6mTBknVmVNUauRZjAiKeUmfLXu0Ep2GSrzuT7ZM8qej4jyzyWam99++w01atRAxYoVnV1KrowqFeK3JlgN3me+gZhGCCdW5hjM5/pkzyh7PiKyj0ucc3Pu3DnUrl3b2WXkSlGrEb8t0WZU4oTzyYjflghF7RJP8UMxn2vnA+TPKHs+IrKfy+y5CQwMRK9evXDp0iVUq1YNw4YNQ6tWrQq8To3GMV94aQajzZeqWcL5ZGRmGeHvwgP3MZ9r5wPkzyh7vvu5uamt/paR7BmZr3iU+E98dnY2Ll26BK1Wi3HjxsHb2xuff/45Bg0ahDVr1qBZs2Z2r1OtViEgwMch9SWl3Hzk/AyDETUql3XIYzkD87l2PkD+jLLny42fn9bZJRQ52TMyX9Eq8c2Nh4cHjh07Bo1GAw8PDwBAWFgY/vjjD6xatapAzY2iCKSnZzqkPh+tex7zNUhNzXDIYzkD87l2PkD+jLLnu5+bmxp+flqkpxtgMsl5srTsGZmv4Pz8tPneI1TimxsA8Pb2tpmm0+nw448/Fnidjhp3xttTA31wYK67xfXBgfD21Lj0GDfM59r5APkzyp4vNyaTIl2mB8mekfmKVok/6Hf27FlERkbi+PHjVtNPnz5dIk4yVisK4rpHQB8caDXdfKWGq1+KynyunQ+QP6Ps+YjIfiohSvZ1koqi4IUXXoDBYMA777yDgIAAbNmyBRs3bsS2bdsQEhJi9zpNJgUpKY7dTa2o1cjMMiLDYISPVgNvye6xwXyuT/aMsucD7l0IERDgI/Wo57JnZL6CK1fOJ9+HpUp8cwMAKSkpmD17Nvbv34/09HSEhoZizJgxaNSoUYHWVxTNDcA3rauTPR8gf0bmc32yZ2S+grOnuXGJc27KlSuHGTNmOLsMIiIicgEl/pwbIiIiInuwuSEiIiKpsLkhIiIiqbC5ISIiIqm4xAnFrkBRq5FmMCIp5SZ8te7QSnYZKvMREZGrYHPjAEaVCvFbE6zukGq+gZim5F9pnyfmIyIiV8LDUoWkqNWI35Zoc+v3hPPJiN+WCEXt2k8x87l2PiKi0ojf3IWUmWXMdUwb4N4GMjPLWMwVORbzuXY+IqLSiM1NIWUYcvKY79obR+Zz7XxERKURm5tC8tG65zHftU9rYj7XzkdEVBqxuSkkb0+NzWjEZvrgQHh7uvbGkflcOx8RUWnE5qaQ1IqCuO4RNhtI89U2rn45MfO5dj4iotKIv5Y6gEYIDO+hR2aWERkGI3y0GnhLdJ8U5iMiIlfC5sZB1IoCf60GNSqXlXIoe+YjIiJXwcNSREREJBU2N0RERCQVNjdEREQkFTY3REREJBU2N0RERCQVXi3lIIpajTSDEUkpN+GrdYdWskuJmY+IiFwFmxsHMKpUiN+aYDUAo/kmcBohnFiZYzAfERG5Eh6WKiRFrUb8tkSbkaUTzicjflsiFLVrP8XM59r5iIhKI35zF1JmltFmw2iWcD4ZmVmuPao087l2PiKi0ojNTSFlGHLymO/aG0fmc+18RESlEZubQvLRuucx37VPa2I+185HRFQasbkpJG9Pjc2I0mb64EB4e7r2xpH5XDsfEVFpxOamkNSKgrjuETYbSPPVNq5+OTHzuXY+IqLSiL+WOoBGCAzvoUdmlhEZBiN8tBp4S3SfFOYjIiJXwubGQdSKAn+tBjUql0VqagaMRrk2jMxHRESugoeliIiISCpsboiIiEgqbG6IiIhIKmxuiIiISCpsboiIiEgqbG6IiIhIKrwU3EEUtRppBiOSUm7CV+sOrWT3SWE+IiJyFWxuHMCoUiF+a4LV6NLmO9xqhHBiZY7BfERE5Ep4WKqQFLUa8dsSrTaMAJBwPhnx2xKhqF37KWY+185HRFQa8Zu7kDKzjDYbRrOE88nIzDIWc0WOxXyunY+IqDRic1NIGYacPOa79saR+Vw7HxFRacTmppB8tO55zHft05qYz7XzERGVRmxuCsnbUwN9cGCu8/TBgfD2dO2NI/O5dj4iotKIzU0hqRUFcd0jbDaQ5qttXP1yYuZz7XxERKURfy11AI0QGN5Dj8wsIzIMRvhoNfCW6D4pzEdERK6EzY2DqBUF/loNalQui9TUDBiNcm0YmY+IiFwFD0sRERGRVNjcEBERkVTY3BAREZFU2NwQERGRVNjcEBERkVR4tZSDKGo10gxGJKXchK/WHVrJLiVmPiIichVsbhzAqFIhfmuC1QCM5pvAaYRwYmWOwXxERORKeFiqkBS1GvHbEm1Glk44n4z4bYlQ1K79FDOfa+cjIiqN+M1dSJlZRpsNo1nC+WRkZrn2qNLM59r5iIhKIzY3hZRhyMljvmtvHJnPtfMREZVGbG4KyUfrnsd81z6tiflcOx8RUWnE5qaQvD01NiNKm+mDA+Ht6dobR+Zz7XxERKURm5tCUisK4rpH2GwgzVfbuPrlxMzn2vmIiEoj/lrqABohMLyHHplZRmQYjPDRauAt0X1SmI+IiFwJmxsHUSsK/LUa1KhcFqmpGTAa5dowMh8REbkKHpYiIiIiqbC5ISIiIqmwuSEiIiKpsLkhIiIiqbC5ISIiIqm4RHOjKAoWLFiAVq1aQa/Xo3///rh8+bKzyypVFLUaaQYjTv9xE7cNRukGlJQ9HxFRaeISl4IvXrwYmzZtwsyZM1GpUiV88MEHGDRoEL788kt4eHg4uzzpGVUqxG9NsBpg0nyTO40QTqzMMWTPR0RU2pT4X0+zs7OxevVqDB8+HNHR0ahTpw7mzp2L69evY8+ePc4uT3qKWo34bYk2I2cnnE9G/LZEl9/DIXs+IqLSqMTvuTl79iwyMjLQtGlTyzQ/Pz+Ehobi2LFj6NSpU4HWq9E4fqPl5qa2+lsGaQajzYbfLOF8MjKzjPB34cElZc/3IBnfo/djPtcne0bmKx4l/lv72rVrAIDHHnvManrFihXx999/F2idarUKAQE+ha7tYfz8tEW27uKWlHLzkfMzDEbUqFy2mKpxPNnzPYxM79HcMJ/rkz0j8xWtEt/cGAwGALA5t8bT0xO3b98u0DoVRSA9PbPQtT3IzU0NPz8t0tMNMJnkuH2/j9Y9j/kapKZmFFM1jid7vgfJ+B69H/O5PtkzMl/B+flp871HqMQ3N15eXgDunXtj/jcAZGVlQasteGdYlGMHmUyKNGMTeXtqoA8OzPXQjT44EN6eGpfOKnu+h5HpPZob5nN9smdkvqJV4g/6mQ9H3bhxw2r6jRs3EBQU5IySShW1oiCuewT0wYFW081XE7n6yNmy5yMiKo1K/J6bOnXqwNfXF0eOHMETTzwBAEhPT8evv/6K3r17O7m60kEjBIb30CMzy4gMgxE+Wg28PTXSbPhlz0dEVNqU+ObGw8MDvXv3xuzZs1GuXDlUqVIFH3zwAYKCgtCuXTtnl1dqqBUF/loNalQui9TUDOl2p8qej4ioNCnxzQ0AvP766zAajXjrrbdw9+5dNG7cGKtWreIN/IiIiMiGSzQ3bm5uGDt2LMaOHevsUoiIiKiEK/EnFBMRERHZg80NERERSYXNDREREUmFzQ0RERFJhc0NERERSYXNDREREUmFzQ0RERFJhc0NERERSUUlhBDOLqK4CSGgKEUT281NLeUw9mbM5/pkz8h8rk/2jMxXMGq1CiqVKl/LlsrmhoiIiOTFw1JEREQkFTY3REREJBU2N0RERCQVNjdEREQkFTY3REREJBU2N0RERCQVNjdEREQkFTY3REREJBU2N0RERCQVNjdEREQkFTY3REREJBU2N0RERCQVNjdEREQkFTY3DqAoChYsWIBWrVpBr9ejf//+uHz5srPLKhKLFy9Gnz59nF2GQ6WlpWHy5Mlo3bo1GjRogBdffBHHjx93dlkOdevWLYwdOxZNmzZFZGQkBg8ejN9//93ZZRWJixcvIjIyEjt27HB2KQ6VlJSEkJAQmz9bt251dmkOs3PnTjz99NMIDw9Hp06d8NVXXzm7JIc5cuRIrq9fSEgI2rZt6+zyHCInJwdz585FmzZtEBkZiV69euG///2vU2phc+MAixcvxqZNmzBt2jRs3rwZKpUKgwYNQnZ2trNLc6i1a9diwYIFzi7D4UaNGoWEhATMmTMH27ZtQ7169TBgwAD88ccfzi7NYYYOHYq//voLK1aswLZt2+Dl5YV+/frBYDA4uzSHysnJwZgxY5CZmensUhzu3Llz8PT0xIEDB/Djjz9a/jz77LPOLs0hPvvsM7z55pvo2bMnvvzySzz99NMYNWoUTp486ezSHCIyMtLqdfvxxx+xevVqaDQavPrqq84uzyGWLFmC7du3Y9q0adi5cydq1qyJQYMG4fr168VeC5ubQsrOzsbq1asxfPhwREdHo06dOpg7dy6uX7+OPXv2OLs8h7h+/ToGDhyI+fPno0aNGs4ux6EuX76Mn376Ce+88w4aNWqEmjVrYtKkSahUqRK+/PJLZ5fnEKmpqahatSreffddhIeHo1atWhg2bBiSk5Nx/vx5Z5fnUAsXLoSPj4+zyygSv/32G2rUqIGKFSsiMDDQ8sfLy8vZpRWaEALz589H37590bdvX1SrVg1xcXFo3rw5jh496uzyHMLDw8PqdfP398fMmTPRvn179OjRw9nlOcR3332HZ555Bi1btkS1atUwYcIE3LlzB6dOnSr2WtjcFNLZs2eRkZGBpk2bWqb5+fkhNDQUx44dc2JljvPLL7+gbNmy+Pzzz6HX651djkMFBARg+fLlCAsLs0xTqVQQQuD27dtOrMxxAgICMGfOHAQHBwMAbt68iVWrViEoKAi1a9d2cnWOc+zYMWzevBnvvfees0spEufOnZPq9brfhQsXkJSUZLMXatWqVRgyZIiTqipaGzZswN9//42JEyc6uxSH8ff3xw8//IArV67AZDJh8+bN8PDwQN26dYu9Fk2xP6Jkrl27BgB47LHHrKZXrFgRf//9tzNKcrjY2FjExsY6u4wi4efnh+joaKtpX331Ff7880+0bNnSSVUVnbfffhtbtmyBh4cHlixZAm9vb2eX5BDp6ekYN24c3nrrLZvPoix+++03BAYGolevXrh06RKqVauGYcOGoVWrVs4urdAuXboEAMjMzMSAAQPw66+/omrVqhg6dKiU3z1ZWVlYunQp+vbti4oVKzq7HIeZNGkSRo4cibZt28LNzQ1qtRrz58/HE088Uey1cM9NIZnPWfDw8LCa7unpiaysLGeURIVw4sQJvPnmm2jbtq2UX6p9+/bF9u3b0blzZ8TFxeGXX35xdkkOMWXKFNSvX1+a808elJ2djUuXLuHOnTsYMWIEli9fjvDwcAwaNAiHDh1ydnmFdufOHQDA+PHj8cwzz2D16tVo0aIFhg0bJkW+B3322WfIysqS7uKMP/74A35+foiPj8fmzZvRtWtXjB8/HmfPni32WrjnppDMx7uzs7Otjn1nZWVBq9U6qywqgG+//RZjxoyBXq/HnDlznF1OkTAf1nj33Xdx6tQprF+/HjNnznRyVYWzc+dOHD9+HF988YWzSykyHh4eOHbsGDQajeUXqbCwMPzxxx9YtWoVmjVr5uQKC8fd3R0AMGDAAHTp0gUAULduXfz6669Ys2aNy+d70M6dO9G+fXsEBAQ4uxSHSUpKwtixY7F27Vo0atQIABAeHo7ff/8dCxcuRHx8fLHWwz03hWTeBX7jxg2r6Tdu3EBQUJAzSqICWL9+PYYPH47WrVtjxYoVUpykaXbr1i18+eWXMJlMlmlqtRq1atWyed+6ou3bt+PWrVuWy08jIyMBAO+88w46derk5Oocx9vb22YPsU6nc8qVKI5m/q7U6XRW02vXro0rV644o6Qik5KSgpMnT+Lpp592dikOlZiYiJycHISHh1tN1+v1lsOOxYnNTSHVqVMHvr6+OHLkiGVaeno6fv31V0v3SiXbxo0b8e677+Kll17CvHnzbDYgru7GjRsYPXq01VUnOTk5+PXXX1GrVi0nVuYYs2fPxu7du7Fz507LHwB4/fXXsXz5cucW5yBnz55FZGSkzf2XTp8+LcVJxqGhofDx8UFCQoLV9N9++80p52sUpf/+979QqVSIiopydikOZf5F/9y5c1bTf/vtN1SrVq3Y6+FhqULy8PBA7969MXv2bJQrVw5VqlTBBx98gKCgILRr187Z5VEeLl68iBkzZqBdu3YYMmQIbt26ZZnn5eWFMmXKOLE6x6hTpw5atmyJqVOnYtq0afDz88PSpUuRnp6Ofv36Obu8QqtUqVKu08uXL48qVaoUczVFQ6fTITg4GFOnTsU777yDgIAAbNmyBadOncK2bducXV6heXl5YeDAgYiPj0elSpUQERGBXbt24aeffsLatWudXZ5DnT17Fo8//rh0py1ERESgUaNGGD9+PN555x0EBQVh586dOHToEDZu3Fjs9bC5cYDXX38dRqMRb731Fu7evYvGjRtj1apV0u0BkNE333yDnJwc7Nmzx+a+RF26dMGsWbOcVJnjqFQqzJs3Dx9++CFGjBiBf/75B40aNcKGDRtQuXJlZ5dH+aBWq7F06VLMnj0bI0aMQHp6OkJDQ7FmzRqEhIQ4uzyHGDZsGLRareU+YbVq1cLChQvRpEkTZ5fmUDdv3oS/v7+zy3A4tVqNxYsXY968eZg4cSJu374NnU6HtWvXon79+sVej0oIIYr9UYmIiIiKCM+5ISIiIqmwuSEiIiKpsLkhIiIiqbC5ISIiIqmwuSEiIiKpsLkhIiIiqbC5ISIiIqmwuSEiKgTeKoyo5GFzQ0TYsWMHQkJCnDpIYUhICBYuXOjw9S5cuNDuu/jm52eys7Mxc+ZMqUcjJ3JVbG6ISGo9evTA5s2bHb7eGzduYO3atTAajQ5fNxEVDseWIiKpBQUFISgoyNllEFEx4p4bohLk+eefx9ChQ62mdejQAS1btrSaNmLECPTu3RsAsHXrVnTq1AlhYWFo06YNFi5caLM34fjx4+jduzf0ej2ioqIwfvx4pKSkPLSO9PR0PPfcc4iNjbUcqlIUBcuXL0e7du0QFhaGDh064OOPP7b6uT59+mDSpElYvnw52rRpg/DwcLzwwgtISEiwWu7o0aPo2bMn9Ho9OnTogIMHD9r3RNnxeLkdYlq1ahXatm2LiIgIvPDCC/j+++8REhKCI0eOWC23d+9edO7cGeHh4ejQoQN27twJALhy5Qratm0LAJg4cSJiY2MBACkpKRgzZgxatGiB8PBwPPfcc5afsUdISAg2bNiASZMmISoqCpGRkXj99ddx8+ZNq+x9+vSx+rkjR45Y5dixYwfCw8Nx4sQJdOvWzZLj+++/x4ULF9C3b1/o9Xq0a9cOu3btsrtOopKKzQ1RCdKmTRscPXoUJpMJAHDt2jVcunQJycnJuHjxIgDAZDLh4MGDiImJwbJly/D222+jWbNmWLp0KV566SWsWLECkydPtqzz2LFj6NevH7y8vDBv3jy8+eabOHr0KF5++WXcvXvXpoaMjAwMGjQI6enpWLduHapWrQoAmDJlChYsWIDOnTtj6dKleOqppzBjxgzEx8db/fw333yD7777Dm+99RbmzJmDmzdv4vXXX7dk+uWXX9C/f3/4+vpi/vz56Nu3L0aNGlXg5yyvx3vQokWLMHv2bHTs2BGLFy+GXq/HyJEjc1128uTJ6NevH5YsWYKKFStiwoQJOHv2LCpWrIhFixYBAIYOHWr599ixY/H7779j6tSpWL58OUJDQzF+/Hibpik/5s6dC0VRMGfOHIwbNw579+7FjBkz7F6P0WjEqFGj8MILL2Dx4sXw9PTEmDFj8Oqrr6JNmzaYP38+AgMDMX78eFy7ds3u9ROVRDwsRVSCtGnTBkuWLEFiYiIiIyNx6NAhPP7440hPT8fRo0dRo0YNnDp1Crdv30aLFi3wwgsvoGfPnnjrrbcAAC1btoS/vz/eeustvPLKKwgODsaHH36IGjVqYNmyZXBzcwMA6PV6dOrUCdu3b8dLL71kefysrCwMHToU165dw/r16/H4448DAC5evIgtW7Zg1KhRGDx4sOWxVCoVli1bhl69eiEgIADAvY3pqlWr4OvrC+BeszR+/HicOXMGYWFhWLZsGcqVK4clS5bAw8MDAODv7//QBiMveT3e/TIzM7FixQq89NJLGDNmjCWHwWDI9bycadOmoXXr1gCAxx9/HO3bt8fRo0dRp04d1K1bFwDwxBNPIDQ0FMC9PVLDhg3Dk08+CQBo0qQJ/P39Lc+7PXQ6HWbOnGn5f2JiIr7++mu716MoCl599VX06NEDwL29cqNGjULfvn3xyiuvAAAqVKiAbt264fTp0zyER1LgnhuiEiQiIgIBAQGWwzSHDh1C06ZNodfrcfToUQDA/v37Ub16ddy4cQMGgwGxsbEwGo2WP+ZDJD/99BMMBgMSEhIQHR0NIYRlmccffxy1atXCTz/9ZPX448aNw5EjRzB8+HBLYwMAhw8fhhAi18fKysrCiRMnLMvWrl3b0mgAQKVKlQAABoMBAHDixAm0atXK0tgAQPv27QvUAOTn8e536tQp3L17F0899ZTV9GeeeSbXdTdq1Mjyb/PzkZ6e/tBamjRpgoULF+KNN97Ajh07kJKSgvHjx1utJ7/q169v9f+goKBcM+VHZGSk5d8VKlSwWb+/vz+AR2cjciXcc0NUgqjVarRu3RqHDh1CXFwcDh8+jLFjx+LatWuW81v279+PmJgYpKWlAYBlT8qDbty4gfT0dCiKghUrVmDFihU2y3h6elr9//r16wgLC0N8fDw6duwIHx8fALA8VqdOnXJ9rOvXr1v+rdVqbTIB9/YgAMDt27dRrlw5q2U0Go1lz4+98nq8+5nPM3rw8c0b/Ad5e3vbrPdR97WZO3culi5diq+++gpff/011Go1mjdvjilTplg1i/mRW66C3lPn/ubPzMvLq0DrInIFbG6ISpg2bdpg3Lhx+OWXX3D9+nVERUXh+vXrmD17No4fP44zZ85gwoQJlt/iZ8+ejerVq9usp0KFCvDx8YFKpUK/fv1ybUwe3IAuWrQIvr6+eP755zF37lzL4S4/Pz8AwLp16ywNz/0qV66c73z+/v5WJ8YC9xqG27dv53sdBWU+5JKSkoKaNWtapj/q5Gp7lClTBmPHjsXYsWNx4cIFfPfdd1i8eDGmTp2KlStXOuQx7vfgeUWZmZkOfwwiV8TDUkQlTMuWLSGEwJIlS1C9enVUqlQJ9erVQ5kyZfDhhx+iTJkyaNiwIfR6Pdzd3XH9+nWEh4db/ri7u+PDDz/ElStX4Ovri9DQUFy4cMFqmeDgYCxatMjmRNcKFSqgdu3aeOWVV7BhwwacPHkSANC4cWMAQGpqqtV60tLSMG/ePMuenfxo1qwZ9u/fb3WI5cCBA8jJySn8k5eHOnXqoEyZMvjPf/5jNf2bb76xe10PHkZLSkpCdHS05byYmjVrYtCgQWjevHmRnKjr6+trs97//ve/Dn8cIlfEPTdEJYyfnx8iIyOxZ88e9OzZE8C9DWmjRo3www8/4JlnnrEcxhk4cCDmz5+PO3fuoEmTJrh+/Trmz58PlUqFOnXqAIDlJODRo0ejc+fOMJlMWL16NRISEmwuOzeLi4vDrl278NZbb+HTTz+FTqdD586d8fbbbyMpKQlhYWG4ePEi5s6di6pVq+a65+hh4uLi8O2332LAgAEYOHAgUlNTMXfuXLi7uxf6ucuLr68vBg4ciAULFkCr1SIqKgpHjx7FJ598AuB/h57yo0yZMgDunRdVq1Yt6PV6BAUFYdq0abhz5w6eeOIJnD59Gvv27cOQIUMcniUmJgbff/89pk+fjieffBInTpwo0GXnRDLinhuiEig6OhrAvRNUzZo2bQrg3mErsxEjRmDChAnYs2cPBg0ahA8++AANGzbE+vXrLRvfli1bYtWqVbh27Rpef/11jBs3Dm5ublizZo3NSatmXl5emDx5Mn7//XcsXboUADBz5ky88sor2LRpEwYOHIilS5fi6aefxurVq+06Gbh69epYv3493NzcMHLkSMTHx2P8+PEoW7asPU9RgQ0ZMgSvvfYadu7ciSFDhuD48eOWK6fuP8cmL76+vnjllVfw7bffYuDAgcjOzsaiRYvQqlUrzJ8/H/3798cnn3yC1157DXFxcQ7P0a1bNwwaNAi7d+/GoEGD8N///hfz5893+OMQuSKV4KhvRFRKGI1GfPnll2jSpAkee+wxy/QNGzZg2rRpOHLkiOX8IiJyXWxuiKhEURQl1yudHuTm5gaVSmX3+jt16gQPDw8MHToUAQEBOHv2LObPn4927dpZ3VfG0UwmU76udtJoeLYAUWGxuSGiEmXhwoWWO/4+ykcffWR12C6//vrrL8yZMwdHjhxBeno6KleujM6dO2PIkCFFet5Pnz59LPcqepRz584VWQ1EpQWbGyIqUa5fv44bN27kuVyNGjVyvX9LSXXhwgVkZGTkuVx4eHgxVEMkNzY3REREJBVeLUVERERSYXNDREREUmFzQ0RERFJhc0NERERSYXNDREREUmFzQ0RERFJhc0NERERS+T8ODxxRasu/FAAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.scatterplot(x=hotelsdf.weekend_nights_num,y=hotelsdf.week_nights_num)\n", - "plt.title('Dispersograma noches finde vs noches de semana')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "3922d89f", - "metadata": {}, - "source": [ - "Al observar el grafico observamos que todos los puntos se encuentran en los rangos explicados anteriormente." - ] - }, - { - "cell_type": "markdown", - "id": "2fd9104d", - "metadata": {}, - "source": [ - "Sin embargo, ocurre que si bien puede resultar util tener datos sobre las noches de semana y las de fin de semana, un dato que nos podria resultar aun mas util es la cantidad de noches totales de estadia.\n", - "Agregamos una columna con dicho dato" - ] - }, - { - "cell_type": "code", - "execution_count": 149, - "id": "363a41a8", - "metadata": {}, - "outputs": [], - "source": [ - "hotelsdf[\"dias_totales\"] = hotelsdf[\"week_nights_num\"] + hotelsdf[\"weekend_nights_num\"]" - ] - }, - { - "cell_type": "markdown", - "id": "af5b7f24", - "metadata": {}, - "source": [ - "Puesto que ahora tenemos una nueva variable, realizamos un breve analisis univariado sobre la misma para determinar si existen Outliers no detectados en las columans de week y weekend nights number." - ] - }, - { - "cell_type": "code", - "execution_count": 150, - "id": "443f20a6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 150, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(15,5))\n", - "sns.countplot(data = hotelsdf, x = 'dias_totales', palette= 'Set2')\n", - "plt.title('Cantidad de reservas por dias de estadia')\n", - "plt.xlabel('Dias de estadia')\n", - "plt.ylabel('Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "eb1eac5a", - "metadata": {}, - "source": [ - "La mayoria de las reservas son de estadias de entre 1 y 7 dias de estadia. En menor medida se observan reservas para estadias entre 8 y 14 dias y por ultimos unas pocas entre 15 y 30 dias. Realizamos un boxplot para darnos una idea de que numero utilizar como corte para determinar outliers." - ] - }, - { - "cell_type": "code", - "execution_count": 151, - "id": "021a9893", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 151, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.xlabel(xlabel = 'Dia estadia')\n", - "sns.boxplot(data = hotelsdf['dias_totales'])\n", - "plt.title(\"reservas por dias de estadia\")\n", - "plt.ylabel(ylabel = 'Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "f5e981e8", - "metadata": {}, - "source": [ - "Segun el grafico se alejarian de la media todos los valores de 8 o mas dias de estadia. Vemos cuantos registros son y que porcentaje representan del total" - ] - }, - { - "cell_type": "code", - "execution_count": 152, - "id": "6bd2395b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "hay 2537 que representan un porcentaje del total de 4.441448854186726 %\n" - ] - } - ], - "source": [ - "reservas_mas_de_ocho_dias = hotelsdf[(hotelsdf.dias_totales>=8)].shape[0]\n", - "print(\"hay\",reservas_mas_de_ocho_dias,\"que representan un porcentaje del total de\", reservas_mas_de_ocho_dias*100/hotelsdf.shape[0],\"%\")" - ] - }, - { - "cell_type": "markdown", - "id": "8efa7655", - "metadata": {}, - "source": [ - "Puesto que este valor es muy elevado, apelamos al sentido comun. Rservas de hasta 14 dias de estadia son muy posibles, por lo cual estuidiamos las de mas 15 o mas dias." - ] - }, - { - "cell_type": "code", - "execution_count": 153, - "id": "6349dffa", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 153, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "quince_o_mas_dias = hotelsdf[hotelsdf[\"dias_totales\"]>=15]\n", - "#plt.figure(figsize=(15,5))\n", - "sns.countplot(data = quince_o_mas_dias, x = 'dias_totales', palette= 'Set2', hue = \"is_canceled\")\n", - "plt.title('Cantidad de dias de estadia')\n", - "plt.xlabel('Dias de estadia')\n", - "plt.ylabel('Frecuencia')" - ] - }, - { - "cell_type": "markdown", - "id": "8cecc98c", - "metadata": {}, - "source": [ - "Primero vemos cuantos registros son en total" - ] - }, - { - "cell_type": "code", - "execution_count": 154, - "id": "08ff327a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "hay 217 que se quedan 15 o mas dias y representan un porcentaje del total de 0.3798953099560582 %\n" - ] - } - ], - "source": [ - "print(\"hay\",quince_o_mas_dias.shape[0],\"que se quedan 15 o mas dias y representan un porcentaje del total de\", (quince_o_mas_dias.shape[0])*100/hotelsdf.shape[0],\"%\")" - ] - }, - { - "cell_type": "markdown", - "id": "864904e5", - "metadata": {}, - "source": [ - "Luego vemos cuantos de esos cancelan" - ] - }, - { - "cell_type": "code", - "execution_count": 155, - "id": "b754b6c1", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "hay 157 que cancelaron y se quedaron mas de 15 o mas dias.Osea un 72.35023041474655 % de los que se que se quedan mas de 15 dias cancelan\n" - ] - } - ], - "source": [ - "cancelaron_y_quince_o_mas_dias = hotelsdf[ (hotelsdf.dias_totales>=15) & (hotelsdf.is_canceled == 1) ].shape[0]\n", - "\n", - "print(\"hay\",cancelaron_y_quince_o_mas_dias,\"que cancelaron y se quedaron mas de 15 o mas dias.Osea un\", cancelaron_y_quince_o_mas_dias*100/quince_o_mas_dias.shape[0],\"% de los que se que se quedan mas de 15 dias cancelan\")" - ] - }, - { - "cell_type": "markdown", - "id": "e4867978", - "metadata": {}, - "source": [ - "Vemos que el porcentaje de reservas de mas de 15 dias que cancelan es muy alto. Sin embargo, la cantidad de registros con los que ocurre esto son muy pocos. Dejarlos, podria generar ruido al momento de realizar la prediccion. Nos podria llevar, erroneamente a pensar que alguien que se quedo muchos dias cancelaria cuando esto no necesariamente es asi. En el problema q estamos resolviendo, es prefereible no detectar a alguien que cancela, que suponer que alguien cancelaria y que luego no lo haga ya que en terminos de presupuestos, disponibilidad o cualquiera sea el uso que se le de a esta prediccion, no estar preparardo para una reserva perjudicaria mucho mas que estarlo \"por las dudas\".\n", - "Procedemos a eliminarlos" - ] - }, - { - "cell_type": "code", - "execution_count": 156, - "id": "cdfebf82", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...days_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceleddias_totales
0City Hotel492016September3751210...0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac468913
1Resort Hotel42015October44310120...0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b101
2City Hotel252016October42130122...0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c01
3City Hotel262016December51122520...0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff17
4City Hotel1042017March12192520...0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b59207
..................................................................
56899Resort Hotel242017January4270220...0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f12
56900City Hotel02016September3620110...0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c01
56901City Hotel102017May1981210...0Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed4503
56902Resort Hotel1432015October41102520...0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d15917
56903City Hotel572016April17172520...0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e3817
\n", - "

56904 rows × 32 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "56899 Resort Hotel 24 2017 January \n", - "56900 City Hotel 0 2016 September \n", - "56901 City Hotel 10 2017 May \n", - "56902 Resort Hotel 143 2015 October \n", - "56903 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "56899 4 27 0 \n", - "56900 36 2 0 \n", - "56901 19 8 1 \n", - "56902 41 10 2 \n", - "56903 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... days_in_waiting_list \\\n", - "0 2 1 0 ... 0 \n", - "1 1 2 0 ... 0 \n", - "2 1 2 2 ... 0 \n", - "3 5 2 0 ... 0 \n", - "4 5 2 0 ... 0 \n", - "... ... ... ... ... ... \n", - "56899 2 2 0 ... 0 \n", - "56900 1 1 0 ... 0 \n", - "56901 2 1 0 ... 0 \n", - "56902 5 2 0 ... 0 \n", - "56903 5 2 0 ... 0 \n", - "\n", - " customer_type average_daily_rate required_car_parking_spaces_num \\\n", - "0 Transient 115.50 0 \n", - "1 Transient 42.00 1 \n", - "2 Transient 229.00 0 \n", - "3 Transient 75.00 0 \n", - "4 Transient-Party 75.00 0 \n", - "... ... ... ... \n", - "56899 Transient 48.00 0 \n", - "56900 Transient 149.00 0 \n", - "56901 Transient 95.00 0 \n", - "56902 Transient 36.05 0 \n", - "56903 Transient 143.29 0 \n", - "\n", - " special_requests_num reservation_status reservation_status_date \\\n", - "0 1 Canceled 2016-08-25 \n", - "1 0 Check-Out 2015-11-01 \n", - "2 2 Check-Out 2016-10-14 \n", - "3 0 Canceled 2016-11-29 \n", - "4 1 Check-Out 2017-03-26 \n", - "... ... ... ... \n", - "56899 1 Canceled 2017-01-23 \n", - "56900 0 Check-Out 2016-09-03 \n", - "56901 0 Check-Out 2017-05-11 \n", - "56902 0 Canceled 2015-07-08 \n", - "56903 0 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled dias_totales \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 3 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 1 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 1 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 7 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 7 \n", - "... ... ... ... \n", - "56899 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 2 \n", - "56900 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 1 \n", - "56901 76fb0e83-59df-43ee-9c33-aec51030ed45 0 3 \n", - "56902 01906859-1094-4e37-b13e-b015b594d159 1 7 \n", - "56903 7137e599-4442-41fb-b147-4aba9f344e38 1 7 \n", - "\n", - "[56904 rows x 32 columns]" - ] - }, - "execution_count": 156, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a_eliminar_con_quince_o_mas_dias = hotelsdf[hotelsdf['dias_totales'] >= 15]\n", - "hotelsdf.drop(a_eliminar_con_quince_o_mas_dias.index, inplace = True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 157, - "id": "a6fdc6be", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Frecuencia')" - ] - }, - "execution_count": 157, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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T06HT6fT+0J8+fRr5+fmws7OTanw4xOXl5SEtLe2xNRuiYKxbt26hatWqUvvDrxMARo0ahQsXLmDp0qWoU6cO1Go1srKysH79+seObWVlBYVCgT59+hQZMosb8orj7t27CAoKgqurK7Zv3y6dUdq7dy9+/vln2ePZ2NigcuXKCAsLK3J5wX7x9PREZGQkcnNzkZiYiLi4OCxYsACurq7SmYzRo0ejfv36hcYo2M+P4+LiAm9vb/z4448wNzdHWloa2rVrJy03ZJ8UeHT/AvLfN48LG48qeJ/cvn1b73fs+vXruHz5MurUqYMBAwbA3Nwc69atg7u7O8zMzHD+/PkiP7jxJE97bxXUEhYWhsqVKxdav6hAc+XKFQwePBjvvvsuFi5cKH2KddWqVdJZWmtraygUCr0PRwBAbm4uDh06JJ2VLFBwVvhx27gk3+NUMvgpPHrl5OXl6V1qys7Oxr59+/D2228DeHC55NixY7h69areelu3boWTkxNcXFyKHNfPzw/Hjh3TO4t0/vx5vXEKLoGkpaWhdu3a0r/09HTMnj27yIMUANSrVw95eXnSZUbgwf9ix48fj/nz50sH223btumtt2PHDmi1WuksQ0nw8fGBhYUFfvrpJ732gssTBRITE9GyZUv4+flBrVYDeHA5BHjwKb6iWFtbw93dHRcvXtTbPjVq1EBkZGSJ3hD14sWLSE9PR69evVCjRg3p4Pm0Gh+nfv36uH79OhwdHfVqP3ToEKKjo6FSqbBs2TIEBAQgNzcXarUab7/9NiZPngzgQTioWrUqHB0d8e+//+qN4ezsjPDw8EJnGYrSrl077Nu3D9u3b4e3t7feQd+QfVLgypUrOH/+vPQ4JSUFx48f13vf7N69W+9sp1arxY4dO1C7dm3p+YrD09MT5ubmhT75Ghsbi2HDhuHOnTtISkpC586d4enpCTMzM1mv5WFPe295eXnB3NwcKSkpevvE3Nwc4eHhRd7k8q+//kJOTg4GDhyodwuQgr87QghYWVmhZs2ahV7jgQMHMGDAACQnJ+u1V6lSBU5OToXe41evXsXx48dRp06dYr9mejF4BopeSePGjcPw4cPh6OiImJgY3L9/H59++ikAIDAwEFu3bkVgYCCGDBkCe3t7bNmyBYcPH8a0adMee6q/d+/e2LBhA/r164eQkBBotVrMnj1b73KhRqNBu3bt8OWXX+LatWuoVasWkpKSMGvWLLz55ptF/g8XeHBDPR8fH4wdOxbDhg2Di4sLtm3bhnPnzuHLL79E9erV0aFDB0RGRiI7OxsNGjTA6dOnpY+5N27cuMS2nZWVFYKDgzF79mxYWlrCz88Pe/fuLRSgPD09sW3bNnh4eMDZ2RnHjh3DwoULoVAokJWV9djxR4wYgQEDBmDkyJFo164dtFotlixZgj///FPaRyWhSpUqsLa2xoIFC2BmZgYzMzP8/PPP2LBhAwA8scaidOzYEStXrkRgYCAGDRqEChUq4ODBg1i8eDF69OgBc3Nz+Pn5ISwsDIMHD0aPHj2gUqmwdu1aqNVqNGvWDCqVCp999hkmTJgAlUqFZs2aITMzE1FRUUhJSXns5cGHtW7dGtOnT8eOHTswfvx4vWWG7hPgwUE/ODgYw4cPh0qlQmRkJGxtbdGzZ08AwJAhQ7Bv3z706tULAwYMgFqtxsqVK3H16lVER0fL2pYODg7o1asXYmNjoVar4efnh5MnT2LlypUYMWIEHB0dUbFiRaxatQrOzs6wtbXFgQMHEBsbC0Devnvae8ve3h5BQUGYM2cO7t69iwYNGiAlJQVz5syBQqGAm5tboTE9PDxgZmaGmTNnom/fvsjNzcWmTZuwZ88eAJDmIg0dOhSffvophg8fjo4dO+L27dsIDw9Hs2bNULNmTb1bHiiVSowYMQJjx47FZ599hvbt2yMtLQ2RkZGws7NDYGCgrG1Mzx8DFL2SJk6ciGnTpuH27duoU6cO1qxZI51ZcnJywpo1axAeHo6pU6ciLy8Pbm5uiIqKKjRx+mH29vZYs2YNpk6ditDQUFhZWSEoKEjvvjQAMH36dCxcuBBr165FcnIyHB0d0apVK+nAVBSVSoXFixcjPDwcc+fOxf379+Hm5obo6GhpsujUqVPh4uKCjRs3IiYmBuXKlUPPnj0xePDgx4Y+Qw0cOBClS5dGbGwsYmNj4ePjgzFjxmDixIlSnxkzZmDy5MnSGZbKlStj0qRJ2Lp1KxISEh47dqNGjRATE4PIyEgMHToU5ubm8PDwwNKlS0v0pqg2NjaIiorCt99+i2HDhklnBFauXIn+/fsjISFB1ldzlC5dGqtWrUJ4eDhmzpyJO3fuoGLFihg5ciT69u0LAHBzc8OCBQswb948jBgxAlqtFrVq1cKSJUukS1UfffQRrKysEB0djbi4OJQuXRp16tRBWFhYoQ82FKVMmTJo2rQp9u7di1atWuktM3SfAA8uLwcGBmLatGnIysrCO++8g/nz50uXlmrUqIHVq1fju+++w7hx46BQKODp6Ynly5ejXr16xd6OBT7//HOULVsWa9aswZIlS/Dmm29i3Lhx0pyuqKgo6b2mVqtRvXp1zJ8/H9OmTUNCQoIU7J6mOO+t4cOHw8nJCatXr0Z0dDTs7Ozw9ttvY8SIEXqT5gu4uLggPDwckZGR+PTTT2FnZwdvb2+sWLECPXv2REJCAlxdXdGsWTMsXLgQc+fOxeDBg2Fvb48PPvgAw4YNK7LWjh07wsrKCgsXLsTgwYNhbW2Nxo0bY8SIEYXmIJLxKQRnndErZO7cuYiMjMTZs2eNXQrRSyM0NBRHjhwpdHNJIno8zoEiIiIikokBioiIiEgmXsIjIiIikolnoIiIiIhkYoAiIiIikokBioiIiEgmBigiIiIimXgjzedECAGdjvPziYiIXhZKpULve1SfhAHqOdHpBG7fvmfsMoiIiKiYHBysoFIVL0DxEh4RERGRTAxQRERERDIxQBERERHJxABFREREJBMnkRMREb0AOp0OWm2+sct4ralUZlAqS+bcEQMUERHRcySEQGbmbWRl3TV2KQTA0tIatrYOxb5dweMwQBERET1HBeHJ2toeanWpZz5wk2GEEMjNzcHdu2kAADs7x2cajwGKiIjoOdHptFJ4sra2NXY5rz21uhQA4O7dNNjY2D/T5TxOIiciInpOtFotgP8duMn4CvbFs85HY4AiIiJ6znjZznSU1L5ggCIiIiKSiQGKiIiISCYGKCIiIiPq3Lktpk6daOwyjOaPPxLQqFE9/PFHwjOPNWTIAAwZMqAEqno6fgqPiIjIiKZNmwkrK2tjl0EyMUDREymVCiiVpjv5UacT0OmEscsgIjKYRuNm7BLIAAxQ9FhKpQL29pZQKlXGLuWxdDot0tKyGKKI6KXVuXNb+PjUxfjxE/Hrr79g+fKluHr1CkqXtkT9+m8jOHgYypYtK2vMM2dOY/Hi+fjrrz9hbm6OunV9ERw8DOXLOwMAzp//B0uWLMKJE8dw584d2Ns7wN8/AJ9+GoJSpSwAAI0a1cOIEWNw7twZ7N27G/n5eWjQ4G2MGDEGDg7/uwnlrl0/Y82albh06SLs7MqgefOWCAoaBLVaDQC4ePE8FiyIxPHjxwAAdev6YsiQ4ahY8c3H1l+cdZKTkxEREY7ExCMoVcoC3bv3lLWNnhUDFD3Wg7NPKiRtX4ysW9eNXU4hlo4VUKVNfyiVCgYoInrpnThxHF9//SX69AmCl5cPbtxIRVTUHEycOA6RkYuKPc758/8gOLgfatb0wLhxEwEILFgQiREjhiA2di3S09MxeHAQPDxqY9y4iTA3N8ehQwewbt0aODg4olevvtJYixbNQ5MmzTBp0jT899+/iIiYBZUqHJMmTQMAbNmyEWFh09GmzYcYMCAY169fw7x5EcjISMfYsRNw5cplDBrUDy4uLhg//itotTrExsYgOLgfli1bA3t7h0L1F2edrKwsDBnSH0qlEp9/Pg5mZmaIjl6Af/+9ilq1PJ91VxQLAxQ9Vdat68hKuWLsMoiIXml//nkcanUpdO/eC6VKPbjZo62tHU6f/htCiGLfv2jZsmjY2Njiu+8ipXHKlSuPCRPG4vz5f5CZmYEaNVwxefIMae6Vr28DJCYexfHjf+gFqKpVq2PcuK+kx6dO/Y3du38F8ODLkZcsWYQmTZohNPRLqU9ubi5++GE7cnNzsXTpYpQqVQqzZ0dJz1Wvni+6dPkQq1evwODBwwrVX5x1fvhhG1JSkrFs2RpUq1YdAFCzpge6detQvI1dAhigiIiITICPTx0sXhyF3r27oVmz5nj77YaoX98Pb7/dUNY4J04cx9tvN5TCE/AgXKxfv1V6XL++H/Lz83HlymVcvXoFFy78g7S0NNja2umNVatWbb3H5cqVR3Z2FgDg6tUruH37Fpo08dfr06VLd3Tp0h0AkJh4FHXq1EWpUhbIz39w5+/Spa3g6emDo0fji6y/OOucOHEMb7xRUQpPAFC+vDM8PGoXOebzwABFRERkAmrV8sTMmXMQF7cKa9euxIoVS+Ho6IhPPumDLl0+LvY4GRnpRV4aK6DT6bBw4Txs2rQeWVn3Ua5cebi7e6BUqVIQQn86RMF8qAIKhULqk5GRDgBPfK6MjHT8+utO/PrrzkLLypSxN3idzMzMItd3dHTErVu3HltPSWKAIiIiMhENGryNBg3eRnZ2NhITj2L9+jWIiAiHh0dteHjUKtYYNjY2SE9PK9R+6NDvqFFDgx9+2Ia4uFUYNWos/P3fhbX1g8tk/fv3klWrtbUNABR6rszMDJw9exoeHp6wsbFB3br18fHHPQqtr1IV/QGl4qxjZ1cG//77b6HlGRkZsl7Ds+CNNImIiExAZORs9O/fC0IIWFhYoGHDxhg8eDgAIDU1udjjeHr6ID7+EHJzc6W2CxfO4/PPh+HUqb9x4sRxVKlSFW3afCiFpxs3UnHhwoVCZ6CexMWlMsqUKYP9+/fotf/yy48YNWoYcnNz4e1dB5cuJaF6dQ3c3Nzh5uYOV9eaiItbjX379hQxKoq1Tr16vrh+/RrOnDklrZeeno6///6r2PU/KwYoIiIiE1CvXn2cOXMaU6dOxNGjh3Hw4AHMmRMGW1s71K3rW+xx+vTph4yMdHz++TAcOLAPu3fvwoQJoXB1rQk/v3dQs6YHLlw4jxUrluHYsURs374Fgwf3R15eLrKysor9PCqVCn37DsSePb8hLGwGjh49jE2b1mPx4vlo374TypQpgz59+uPatasYPfoz7N+/B/HxhzB+/Gjs2vUzqlev8Zj6n75Oy5atUa1adYwb9zl++mkH9u/fg1GjhkKn0xa7/mfFS3hEREQmwM/vHUyYMBlr1qzEuHGjoVAo4OnphblzFxaa3P0kGo0bIiIWYuHCSHz11ViULm2Ft99uiE8/DYFarUbPnoHIyEjHhg1rsGzZYpQv74yWLVtBqVRixYqlyMzMhK2tbbGeq2PHj2BpaYnVq5djx47vUbZsOXz8cU/06NEHAFC9eg3MmxeNRYuiMHnyVxBCoGrVapg+PQyNGjUtcszirGNubo45cxYgIiIcs2eHQaFQoF27DnjjjYq4ffvFzIFSCDnn66jYtFodbt++Z+wynomZmRL29lY4Ffu1Sd7GwLJ8Jbj3noC0tHvIz9cZuxwiokLy8nJx69Z1ODpWgLm52tjlEJ68TxwcrKBSFe/iHM9AERERmTghBLTap1+eUiqVUCo5O+dFYIAiIiIycceOJWLo0EFP7RcY2B/9+g18ARURAxQREZGJc3Oriejo5U/tV7as0wuohgAGKKN78H1zxbs9/4tW3OvARET0fJUubQU3N3djl0EPYYAyIqVSgTJlSjOoEBERvWQYoIxIqVRApVJi3prfcS31xd09tbi8XN9A1/e9jV0GERGRyWGAMgHXUjNw6Vrh2+4b2xtOxbsPCBER0euG146IiIiIZGKAIiIiIpKJl/CIiIhecsb6RLdOJ6DTvZ5faMIARURE9BIz5ie6tVod0tPvyw5ROp0OS5cuxrZtW3DnTiY8Pb0xcmQo3nzzredUacljgCIiInqJGesT3RXL2WHwxw2hVCpkB6hly6KxZctGjBs3AWXLlsP8+REYNWooVqxYB3Nz8+dUccligCIiInoFmOonuh+Vl5eHtWtXITg4BG+/3QgAMGnSdLRv/z727v0NzZu3NHKFxcNJ5ERERPTC/PPPWdy/fw916vhKbTY2NtBo3HD8+DEjViYPAxQRERG9MDdupAIAypcvr9detqwTUlOTjVGSQRigiIiI6IXJzs4GAJibq/Xa1Wo1cnJyjVGSQRigiIiI6IUpVaoUACAvTz8s5ebmwtLSwhglGYQBioiIiF6YcuUeXLq7efOmXvvNmzfg5FS+qFVMEgMUERERvTDVq2tgZWWFY8cSpLY7d+7g3Lkz8PLyNl5hMvE2BkRERK+AiuXsXornU6vV6NixC+bPn4syZezh7PwGoqLmoFy58mjaNKCEq3x+GKCIiIheYjqdgFarw+CPG77w59ZqdQZ9lUtQ0CBotVrMmDEFOTk58Pb2wXffRb40N9EEGKCIiIheajqdQHr6/Zfqu/BUKhWCg4ciOHjoc6jqxWCAIiIiesm9zl/qayxGn0Senp6OCRMmoEmTJqhTpw4+/vhjJCT8b2LZ6dOn0aNHD3h7e8Pf3x8xMTF66+t0OkRERKBx48bw8vJC3759cfnyZb0+JTEGERERUQGjB6gRI0bgzz//xHfffYcNGzbAw8MD/fr1w4ULF5CWlobAwEBUrlwZGzduREhICObMmYONGzdK60dFRWHt2rWYMmUK4uLioFAo0L9/f+TmPri/REmMQURERPQwo17Cu3z5Mn7//XesWbMGderUAQCMHz8e+/btw/bt22FhYQG1Wo2JEyfCzMwM1apVw+XLl7F48WJ06tQJubm5WLJkCT7//HM0bdoUADBr1iw0btwYO3fuROvWrbFu3bpnHoOIiIjoYUYNUPb29li0aBFq1aoltSkUCgghkJGRgb/++gu+vr4wM/tfmX5+fli4cCFu3bqFa9eu4d69e/Dz85OW29rawt3dHUePHkXr1q2RkJDwzGMYyszsySf4VCqjnwB8JXA7EpGp0ule/MRuKh6VSvHU4/STGDVA2draSmd9Cvz444+4cuUKGjVqhFmzZkGj0egtL1euHADgv//+Q3Lygy8drFChQqE+169fBwAkJyc/8xiGUCoVsLe3Mnh9Kj5bW0tjl0BEVKTsbBVu3lQ+88GaSo5Op4BSqYSdXWlYWBj+1TEm9Sm8xMREjBs3Du+++y4CAgIwffp0qNX6XzZY8B06OTk5yMrKAoAi+2RkZAB48KWFzzqGIXQ6gczM+0/so1IpefAvAZmZWdBqdcYug4iokNzcHOh0Omi1Avn5/DtlCrRaAZ1Oh4yM+8jK0uots7W1LPZVDZMJULt27cKoUaPg5eWF7777DgBgYWFRaCJ3Tk4OAKB06f8lx9zcXL0UmZOTA0tLyxIbw1B8s7wYWq2O25qITJJWy1sLmKpnDbUmEaBWrlyJqVOnokWLFggLC5POBjk7OyM1NVWvb8Hj8uXLIz8/X2qrVKmSXh83N7cSG4OIiMiUKZWKl+pGmq8Coweo1atXY/LkyejZsyfGjRsHpfJ/p858fX2xdu1aaLVaqFQqAMChQ4dQpUoVODo6wsbGBtbW1oiPj5fCT2ZmJk6dOoUePXqU2BhERESm6sGcW0solaoX/tw6nRZpaVmvZYgyaoBKSkrCtGnT0KJFCwwcOBC3bt2SlllYWKBTp06Ijo7G+PHjERQUhBMnTiA2NhaTJk0C8GDeUo8ePRAWFgYHBwdUrFgRM2fOhLOzM1q0aAEAJTIGERGRqXpw9kmFpO2LkXXL8A8/yWXpWAFV2vSHUql4pgC1bFk0EhKOIDJyUQlW9/wZNUD9/PPPyMvLw86dO7Fz5069ZR06dMCMGTMQHR2NqVOnokOHDnBycsLo0aPRoUMHqd/QoUORn5+PL774AtnZ2fD19UVMTIx0GdDR0fGZxyAiIjJ1WbeuIyvlirHLkGXdutWIiVkILy8fY5cim1ED1KBBgzBo0KAn9vH09ERcXNxjl6tUKnz++ef4/PPPn+sYREREVDJu3EjFjBlTcOLEMVSq5GLscgzCm1IQERHRC3X27BnY2Nhg2bI1cHev9fQVTJDRJ5ETERHR66VRoyZo1KiJsct4JjwDRURERCQTAxQRERGRTAxQRERERDIxQBERERHJxEnkRERErwBLxwqv9POZGgYoIiKil9iD76PTokqb/kZ4bu1r+TUuAAMUERHRS02nE0hLy3ppv0x4/PiJJVPMC8YARURE9JIriSBD8nASOREREZFMDFBEREREMjFAEREREcnEAEVERPScCcH5SaaipPYFAxQREdFzolKpAAC5uTlGroQKFOwLlerZPkfHT+ERERE9J0qlCpaW1rh7Nw0AoFaXgkLx4m83QA/OPOXm5uDu3TRYWlpDqXy2c0gMUERERM+Rra0DAEghiozL0tJa2ifPggGKiIjoOVIoFLCzc4SNjT202nxjl/NaU6nMnvnMUwEGKCIiohdAqVRCqVQbuwwqIZxETkRERCQTAxQRERGRTAxQRERERDIxQBERERHJxABFREREJBMDFBEREZFMDFBEREREMjFAEREREcnEAEVEREQkEwMUERERkUwMUEREREQyMUARERERycQARURERCQTAxQRERGRTAxQRERERDIxQBERERHJxABFREREJBMDFBEREZFMDFBEREREMjFAEREREcnEAEVEREQkEwMUERERkUwMUEREREQyMUARERERycQARURERCQTAxQRERGRTAxQRERERDIxQBERERHJxABFREREJBMDFBEREZFMDFBEREREMjFAEREREcnEAEVEREQkEwMUERERkUwMUEREREQyMUARERERycQARURERCQTAxQRERGRTAxQRERERDIxQBERERHJxABFREREJBMDFBEREZFMDFBEREREMjFAEREREcnEAEVEREQkEwMUERERkUwMUEREREQymVSAioqKQs+ePfXaxo4dC1dXV71/TZo0kZbrdDpERESgcePG8PLyQt++fXH58mW9MU6fPo0ePXrA29sb/v7+iImJ0VtenDGIiIiICphMgFq2bBkiIiIKtZ89exaDBg3CgQMHpH9btmyRlkdFRWHt2rWYMmUK4uLioFAo0L9/f+Tm5gIA0tLSEBgYiMqVK2Pjxo0ICQnBnDlzsHHjxmKPQURERPQwoweolJQUBAUFYc6cOahSpYreMq1Wi/Pnz6N27dpwcnKS/jk4OAAAcnNzsWTJEoSEhKBp06Zwc3PDrFmzkJKSgp07dwIA1q1bB7VajYkTJ6JatWro1KkT+vTpg8WLFxd7DCIiIqKHGT1A/f3337Czs8PWrVvh5eWlt+zSpUvIyclBtWrVilz3zJkzuHfvHvz8/KQ2W1tbuLu74+jRowCAhIQE+Pr6wszMTOrj5+eHpKQk3Lp1q1hjEBERET3M7Oldnq+AgAAEBAQUuezcuXNQKBSIjY3Fvn37oFQq0bRpUwwfPhw2NjZITk4GAFSoUEFvvXLlyuH69esAgOTkZGg0mkLLAeC///4r1hiGMjN7cj5VqYyeX18J3I5ERPSiGT1APck///wDpVKJihUrYsGCBbh8+TK++eYbnDt3DrGxscjKygIAqNVqvfVKlSqFjIwMAEB2dnaRywEgJyenWGMYQqlUwN7eyuD1qfhsbS2NXQIREb1mTDpAhYSEoE+fPrC1tQUAaDQaODk5oWvXrjh58iQsLCwAPJjHVPAz8CAYWVo+OKhaWFgUmgyek5MDAChdunSxxjCETieQmXn/iX1UKiUP/iUgMzMLWq3O2GUQEdFLztbWsthXNUw6QCkUCik8FSi4HJecnCxddktNTUWlSpWkPqmpqXBzcwMAODs7IzU1VW+Mgsfly5dHfn7+U8cwVH4+D+ovglar47YmIqIXyqQnj4wcORL9+vXTazt58iQAoHr16nBzc4O1tTXi4+Ol5ZmZmTh16hTq1asHAPD19UViYiK0Wq3U59ChQ6hSpQocHR2LNQYRERHRw0w6QLVp0wa///475s+fjytXrmDv3r0YN24c2rRpg2rVqkGtVqNHjx4ICwvDr7/+ijNnzuCzzz6Ds7MzWrRoAQDo1KkT7t69i/Hjx+P8+fPYtGkTYmNjMXDgQAAo1hhEREREDzPpS3jNmjXDnDlzsGDBAixYsAA2NjZo27Ythg8fLvUZOnQo8vPz8cUXXyA7Oxu+vr6IiYmRJoU7OjoiOjoaU6dORYcOHeDk5ITRo0ejQ4cOxR6DiIiI6GEKIYQwdhGvIq1Wh9u37z2xj5mZEvb2Vhg35wdcupb2giorvne8XTCkeyOciv0aWSlXjF1OIZblK8G99wSkpd3jHCgiInpmDg5WxZ5EbtKX8IiIiIhMEQMUERERkUwMUEREREQyMUARERERycQARURERCQTAxQRERGRTAxQRERERDIZfCPN7OxsnD17Fnl5eSi4lZROp0NWVhYSEhIwatSoEiuSiIiIyJQYFKAOHz6MYcOGITMzs8jlVlZWDFBERET0yjIoQM2ePRtlypTBlClTsHXrViiVSnTs2BH79u3DmjVrsHjx4pKuk4iIiMhkGBSgzp49i8mTJ6NFixa4e/cuVq9ejaZNm6Jp06bIy8vD/PnzsWjRopKulYiIiMgkGDSJXKfTwdnZGQBQpUoVnD9/XlrWsmVLnDp1qmSqIyIiIjJBBgWoSpUq4ezZswAAFxcXZGVl4cKFCwCA/Px83Lv35C/RJSIiInqZGRSg2rZti7CwMKxYsQL29vaoVasWpkyZgt9++w3z5s1D9erVS7pOIiIiIpNh0ByooKAgpKWl4cSJEwCAr776Cv3790dwcDCsra0xf/78Ei2SiIiIyJQYFKCUSiXGjBkjPa5duzZ27dqFixcvomrVqrC2ti6xAomIiIhMjcE30nyUtbU1PD09S2o4IiIiIpNV7ABVs2ZNxMXFwdPTE25ublAoFI/tq1Ao+Ek8IiIiemUVO0ANHjwY5cuXl35+UoAiIiIiepUVO0ANGTJE+jkkJAQAkJeXB3NzcwDA/fv3kZubizJlypRshUREREQmxqDbGOTl5eGLL75Aly5dpLbjx4+jUaNGmDp1KrRabYkVSERERGRqDApQc+bMwQ8//ID27dtLbR4eHhgzZgw2b97M78IjIiKiV5pBn8LbsWMHxowZg65du0ptdnZ26NmzJ5RKJZYtW4ZBgwaVWJFEREREpsSgM1BpaWl48803i1xWpUoVpKSkPFNRRERERKbMoABVrVo1/Pzzz0Uu27lzJ1xcXJ6pKCIiIiJTZtAlvL59+2LkyJFIT09H8+bN4ejoiNu3b2PXrl345ZdfMH369JKuk4iIiMhkGBSgWrdujTt37iAyMhK//PKL1G5vb48vv/xSb3I5ERER0avG4K9y6datG7p27YqkpCSkp6fD1tYWVatWhVJp0FVBIiIiopfGM30XnkKhQNWqVUuqFiIiIqKXgkEB6vbt25g6dSr27NmDrKwsCCH0lvO78IiIiOhVZlCAmjhxIvbu3YvWrVvD2dmZl+2IiIjotWJQgNq/fz/GjRundyNNIiIioteFQaeO1Go13nrrrZKuhYiIiOilYFCAatGiBbZv317StRARERG9FAy6hOfu7o7Zs2fj6tWr8PLygoWFhd5yhUKBwYMHl0iBRERERKbGoAD19ddfAwCOHj2Ko0ePFlrOAEVERESvMoMC1JkzZ0q6DiIiIqKXxjPff+DOnTu4cOECcnNzodVqS6ImIiIiIpNmcICKj4/HRx99hPr166Nt27b4559/MHLkSMyYMaMk6yMiIiIyOQYFqEOHDqFfv36wsLDAqFGjpDuRu7u7Y/ny5Vi6dGmJFklERERkSgwKULNnz8a7776LFStWoHfv3lKAGjBgAIKCgrB+/foSLZKIiIjIlBgUoE6fPo1OnToBePCJu4c1bNgQ165de/bKiIiIiEyUQQHKxsYGN27cKHLZ9evXYWNj80xFEREREZkygwLUu+++i1mzZuHkyZNSm0KhQHJyMhYsWAB/f/+Sqo+IiIjI5Bh0H6iRI0fizz//RJcuXVC2bFkAwIgRI5CcnIwKFSpgxIgRJVokERERkSkxKEDZ2dlh/fr12LJlCw4fPoz09HTY2NigZ8+e6NixIywtLUu6TiIiIiKTYVCAAgC1Wo0uXbqgS5cuJVkPERERkckzKEBt2bLlqX3at29vyNBEREREJs+gABUaGlpku0KhgEqlgkqlYoAiIiKiV5ZBAerXX38t1Hb//n0kJiZi0aJFmDdv3jMXRkRERGSqDApQFStWLLK9Ro0ayMvLw+TJk7F69epnKoyIiIjIVBn8ZcKPo9Fo8Pfff5f0sEREREQmo0QDVG5uLtatWwdHR8eSHJaIiIjIpBh0CS8gIKDQd+DpdDqkpaUhJycHY8aMKZHiiIiIiEyRQQGqfv36hQIUAFhbW6NZs2Z45513nrkwIiIiIlNlUICaMWNGobb8/HwolUoolSU+rYqIiIjIpBicdubPn49+/fpJjxMTE9GwYUMsW7asJOoiIiIiMlkGBajo6GhERkZCo9FIbS4uLvjwww8RHh6OuLi4EiuQiIiIyNQYdAlv3bp1+OyzzxAUFCS1OTs7IzQ0FA4ODli+fDm6du1aYkUSERERmRKDzkClpKTAw8OjyGW1a9fGv//++0xFEREREZkygwLUW2+9hYMHDxa5LD4+Hs7Ozs9UFBEREZEpM+gS3scff4xp06YhPz8fzZs3h6OjI27fvo1du3Zh+fLlGDVqVEnXSURERGQyDApQn3zyCZKTk7F06VK9T92pVCr07t0bffr0KaHyiIiIiEyPQQEKAEaOHIkBAwbg+PHjSE9Ph62tLTw9PWFvb1+S9RERERGZHIMDFABYWVnByckJQgjUqVMH+fn5JVUXERERkckyOEB9//33CA8Px40bN6BQKLB+/XrMnTsX5ubmCA8Ph1qtLsk6iYiIiEyGQZ/C++GHHzBmzBj4+fnhu+++g06nAwC899572LdvH6Kiokq0SCIiIiJTYlCAWrBgAbp164Zvv/0W7733ntTesWNHDBkyBDt27DComKioKPTs2VOv7fTp0+jRowe8vb3h7++PmJgYveU6nQ4RERFo3LgxvLy80LdvX1y+fLnExyAiIiIqYFCASkpKQosWLYpc5uXlhZSUFNljLlu2DBEREXptaWlpCAwMROXKlbFx40aEhIRgzpw52Lhxo9QnKioKa9euxZQpUxAXFweFQoH+/fsjNze3xMYgIiIiephBAcrR0REXLlwoctmFCxfg6OhY7LFSUlIQFBSEOXPmoEqVKnrL1q1bB7VajYkTJ6JatWro1KkT+vTpg8WLFwMAcnNzsWTJEoSEhKBp06Zwc3PDrFmzkJKSgp07d5bYGEREREQPMyhAtWrVChEREfjpp5+kszQKhQJ//fUXoqKi8P777xd7rL///ht2dnbYunUrvLy89JYlJCTA19cXZmb/m+vu5+eHpKQk3Lp1C2fOnMG9e/fg5+cnLbe1tYW7uzuOHj1aYmMQERERPcygT+ENHz4c586dw/Dhw6FUPshgPXv2xP3791GvXj0MGzas2GMFBAQgICCgyGXJycnQaDR6beXKlQMA/Pfff0hOTgYAVKhQoVCf69evl9gYhjIze3I+VakMyq/0CG5HIiJ60QwKUGq1GtHR0fj9999x+PBhpKenw8bGBvXr10fTpk2hUChKpLjs7OxCt0MoVaoUACAnJwdZWVlSPY/2ycjIKLExDKFUKmBvb2Xw+lR8traWxi6BiIheMwYFqEGDBqFXr15o2LAhGjZsWNI1SSwsLApN5M7JyQEAlC5dGhYWFgAezGMq+Lmgj6WlZYmNYQidTiAz8/4T+6hUSh78S0BmZha0Wp2xyyAiopecra1lsa9qGBSgjh49isDAQENWlcXZ2Rmpqal6bQWPy5cvL935PDU1FZUqVdLr4+bmVmJjGCo/nwf1F0Gr1XFbExHRC2XQ5JGGDRti/fr10pmc58XX1xeJiYnQarVS26FDh1ClShU4OjrCzc0N1tbWiI+Pl5ZnZmbi1KlTqFevXomNQURERPQwg85AlSpVCj/++CN27tyJN998s9BtCxQKBWJjY5+5uE6dOiE6Ohrjx49HUFAQTpw4gdjYWEyaNAnAg3lLPXr0QFhYGBwcHFCxYkXMnDkTzs7O0n2qSmIMIiIioocZFKCSk5Ph4+MjPRZC6C1/9LGhHB0dER0djalTp6JDhw5wcnLC6NGj0aFDB6nP0KFDkZ+fjy+++ALZ2dnw9fVFTEyMNCm8JMYgIiIiephCFDPtbNu2DY0bN0aZMmWec0mvBq1Wh9u37z2xj5mZEvb2Vhg35wdcupb2giorvne8XTCkeyOciv0aWSlXjF1OIZblK8G99wSkpd3jHCgiInpmDg5WxZ5EXuw5UKNHj8aVK/oH0QULFuDmzZvyqiMiIiJ6yRU7QD16okqr1WLOnDkGfe8dERER0cvsmW7hXFJznYiIiIheJvwODCIiIiKZGKCIiIiIZHrmAFVS33tHRERE9LKQdR+owYMHF7o30qBBg2Bubq7XplAosGvXrmevjoiIiMgEFTtAPXzjSSIiIqLXWbED1PTp059nHUREREQvDU4iJyIiIpKJAYqIiIhIJgYoIiIiIpkYoIiIiIhkYoAiIiIikokBioiIiEgmBigiIiIimRigiIiIiGRigCIiIiKSiQGKiIiISCYGKCIiIiKZGKCIiIiIZGKAIiIiIpKJAYqIiIhIJgYoIiIiIpkYoIiIiIhkYoAiIiIikokBioiIiEgmBigiIiIimRigiIiIiGRigCIiIiKSiQGKiIiISCYGKCIiIiKZGKCIiIiIZGKAIiIiIpKJAYqIiIhIJgYoIiIiIpkYoIiIiIhkYoAiIiIikokBioiIiEgmBigiIiIimRigiIiIiGRigCIiIiKSiQGKiIiISCYGKCIiIiKZGKCIiIiIZGKAIiIiIpKJAYqIiIhIJgYoIiIiIpkYoIiIiIhkYoAiIiIikokBioiIiEgmBigiIiIimRigiIiIiGRigCIiIiKSiQGKiIiISCYGKCIiIiKZGKCIiIiIZGKAIiIiIpKJAYqIiIhIJgYoIiIiIpkYoIiIiIhkYoAiIiIikokBioiIiEgmBigiIiIimRigiIiIiGRigCIiIiKSiQGKiIiISKaXIkBdu3YNrq6uhf6tX78eAHD69Gn06NED3t7e8Pf3R0xMjN76Op0OERERaNy4Mby8vNC3b19cvnxZr8/TxiAiIiIqYGbsAorj7NmzKFWqFHbt2gWFQiG129jYIC0tDYGBgWjevDkmTZqE48ePY9KkSShTpgw6deoEAIiKisLatWsxffp0lC9fHjNnzkT//v2xfft2qNXqYo1BREREVOClCFDnzp1DlSpVUK5cuULLYmNjoVarMXHiRJiZmaFatWq4fPkyFi9ejE6dOiE3NxdLlizB559/jqZNmwIAZs2ahcaNG2Pnzp1o3bo11q1b98QxiIiIiB72UlzCO3v2LKpXr17ksoSEBPj6+sLM7H9Z0M/PD0lJSbh16xbOnDmDe/fuwc/PT1pua2sLd3d3HD16tFhjEBERET3spTkD5eTkhO7du+PSpUtwcXFBcHAwGjdujOTkZGg0Gr3+BWeq/vvvPyQnJwMAKlSoUKjP9evXAeCpYzg6OhpUt5nZk/OpSvVS5FeTx+1IREQvmskHqNzcXFy6dAmWlpYYPXo0Spcuja1bt6J///5YunQpsrOzoVar9dYpVaoUACAnJwdZWVkAUGSfjIwMAHjqGIZQKhWwt7cyaF2Sx9bW0tglEBHRa8bkA5RarcbRo0dhZmYmhZxatWrhwoULiImJgYWFBXJzc/XWKQg9pUuXhoWFBYAHQazg54I+lpYPDrxPG8MQOp1AZub9J/ZRqZQ8+JeAzMwsaLU6Y5dBREQvOVtby2Jf1TD5AAUUHWI0Gg0OHDgAZ2dnpKam6i0reFy+fHnk5+dLbZUqVdLr4+bmBgBPHcNQ+fk8qL8IWq2O25qIiF4ok588cubMGfj4+CAhIUGv/a+//kL16tXh6+uLxMREaLVaadmhQ4dQpUoVODo6ws3NDdbW1oiPj5eWZ2Zm4tSpU6hXrx4APHUMIiIiooeZfIDSaDSoUaMGJk2ahISEBFy4cAHTp0/H8ePHMWjQIHTq1Al3797F+PHjcf78eWzatAmxsbEYOHAggAeXAHv06IGwsDD8+uuvOHPmDD777DM4OzujRYsWAPDUMYiIiIgeZvKX8JRKJRYsWICwsDAMHz4cmZmZcHd3x9KlS+Hq6goAiI6OxtSpU9GhQwc4OTlh9OjR6NChgzTG0KFDkZ+fjy+++ALZ2dnw9fVFTEyMNKfK0dHxqWMQERERFVAIIYSxi3gVabU63L5974l9zMyUsLe3wrg5P+DStbQXVFnxvePtgiHdG+FU7NfISrli7HIKsSxfCe69JyAt7R7nQBER0TNzcLAq9iRyk7+ER0RERGRqGKCIiIiIZGKAIiIiIpKJAYqIiIhIJgYoIiIiIpkYoIiIiIhkYoAiIiIikokBioiIiEgmBigiIiIimRigiIiIiGRigCIiIiKSiQGKiIiISCYGKCIiIiKZGKCIiIiIZGKAIiIiIpLJzNgFEJkKpVIBpVJh7DIeS6cT0OmEscsgIiIwQBEBeBCeypQpDZXKdE/KarU6pKffZ4giIjIBDFBEeBCgVCol5q35HddSM4xdTiEVy9lh8McNoVQqGKCIiEwAAxTRQ66lZuDStTRjl0FERCbOdK9XEBEREZkonoEieomY8hwtTnInotcJAxTRS8DOxgJCp4OtraWxS3ksnU6LtLQshigiei0wQBG9BKws1FAolUjavhhZt64bu5xCLB0roEqb/pzkTkSvDQYoopdI1q3ryEq5YuwyiIhee6Y7oYKIiIjIRDFAEREREcnEAEVEREQkE+dAERHJxO9NJCIGKCIySaYaUhQKBWxtS0GpVBm7lMfiLSWInj8GKCIyOS/DlzvzlhJErzcGKCIyOab85c5erm+g6/vevKUE0WuOAYqITJYpfrnzG062xi6BiEyA6Z4fJyIiIjJRDFBEREREMjFAEREREcnEAEVEREQkEwMUERERkUwMUEREREQyMUARERERycQARURERCQTAxQRERGRTAxQRERERDIxQBERERHJxABFREREJBMDFBEREZFMDFBEREREMjFAEREREcnEAEVEREQkEwMUERERkUwMUEREREQyMUARERERycQARURERCQTAxQRERGRTAxQRERERDIxQBERERHJxABFREREJBMDFBEREZFMDFBEREREMjFAEREREcnEAEVEREQkEwMUERERkUwMUEREREQyMUARERERycQARURERCQTAxQRERGRTGbGLoCIiEybUqmAUqkwdhlF0ukEdDph7DLoNcQA9f90Oh0iIyOxfv16ZGZmom7duvjqq6/g4uJi7NKIiIxGqVSgTJnSUKlM84KFVqtDevp9higT8TqFbQao/xcVFYW1a9di+vTpKF++PGbOnIn+/ftj+/btUKvVxi6PiMgolEoFVCol5q35HddSM4xdjp6K5eww+OOGMDdXQavVGbucIr1OZ8iUSgXs7S2hVKqMXUqRdDot0tKySmx/MEAByM3NxZIlS/D555+jadOmAIBZs2ahcePG2LlzJ1q3bm3kComIjOtaagYuXUszdhl67GwsIHQ62NpaGruUxyrpg7Ypn+FRqZRQKlVI2r4YWbeuG7scPZaOFVClTX8olQoGqJJ05swZ3Lt3D35+flKbra0t3N3dcfToUQYoIiITZGWhhkKpNMkDNlDyB21Tv5xaIOvWdWSlXDF2Gc+dQgjxepxbfIJffvkFISEh+PPPP2FhYSG1Dxs2DNnZ2Vi4cKHsMYV4+mlbhQJQKpXIuJttkqef1eYqWJcuhbx7mRA6rbHLKUShVMHcyhY6nQ7P+lvMffFsSnJfAKa9P7gvTMfrui/u3c+FVmda+wIAzM1UsLQwN8n9Udx9oVQqoFAU7wwfz0AByMrKAoBCc51KlSqFjAzDrvkrFAqoVMXbCXbWFk/vZETmVrbGLuGJlMqS+98Y98WzKcl9AZj2/uC+MB2v276wKm3a83JNeX+U5L4w7fOAL0jBWafc3Fy99pycHFhamu61dSIiIjIOBigAFSpUAACkpqbqtaempsLZ2dkYJREREZEJY4AC4ObmBmtra8THx0ttmZmZOHXqFOrVq2fEyoiIiMgUcQ4UHsx96tGjB8LCwuDg4ICKFSti5syZcHZ2RosWLYxdHhEREZkYBqj/N3ToUOTn5+OLL75AdnY2fH19ERMTw5toEhERUSG8jQERERGRTJwDRURERCQTAxQRERGRTAxQRERERDIxQBERERHJxABFREREJBMDFBEREZFMDFBEREREMvFGmq+xgIAAXLt2TXpsbm6OihUr4qOPPkJQUBAAIDQ0FJs3b5b6KJVKODo6IiAgAKNHj4a1tfULr/tV1LNnT1SsWBEzZswotCw0NBTXrl3DihUrirXP6Nlt27YNK1euxLlz5wAAVatWxUcffYRu3brp9du8eTPWr1+Pf/75B0IIVK9eHb1798YHH3xgjLJfuCf93s6dOxebN2/Gb7/9ZtDYmzZtwtixY3H27Nlir7No0SIsWbIEWVlZCA8Px+DBgzF9+nR07NjRoBqK4+H356uuZ8+eOHLkSJHLevXqhTt37rxWxwsGqNdc37590bdvXwBAdnY2/vzzT3zxxRewtLTEJ598AgDw8fHB3LlzAQB5eXm4cuUKJk2ahHHjxiEiIsJotb+uirPPyHAbNmzAlClTMG7cOPj6+kIIgUOHDmHq1Km4efMmhgwZAiEEPvvsMxw6dAghISHw8/ODQqHAL7/8gpEjRyIpKQnBwcHGfimvlczMTHz33XcYMGAAunbtCgcHBxw4cAA2NjbGLu2V8sEHH2D8+PGF2i0tLTFlypTX6njBAPWaK126NJycnKTHb731FuLj47Fx40bpYGxubq7X54033kBwcDA+//xz3L1795X7X4WpK84+I8OtXr0anTt3RpcuXaS2qlWrIjk5GcuXL8eQIUOwdu1a/PLLL9iwYQPc3d2lfp9++imEEJg3bx4+/PBDVKxY0Rgv4bV0584dCCHwzjvvSNvd0tLSyFW9eiwsLPT+/jzqdTpeMEBRIcX5o2NpaQmFQvECqqHi4IGi5CiVSvzxxx/IyMiAnZ2d1N6/f3/pUtDq1asREBCgF54K9OrVC76+vk88yLxuAgIC0K1bN5w8eRIHDhyAWq3Ghx9+iNGjR8PM7MFhaOfOnYiIiMDly5fh6ekJPz8/vTFyc3MxZ84cbN26FXfv3kWNGjUwdOhQNGrUCPHx8ejVqxcAoHfv3qhYsSJ+++03uLq6SpfwQkNDodVqUbZsWWzZsgX3799Hw4YNMWnSJGlfpaSkYMaMGdi/fz9UKhV8fHwQGhqKypUrAwCEEJg/fz7Wrl2LzMxMtG7dGjk5OS9uQ76kXtXjBSeRk54TJ05g27Zt6Nq162P7JCcnIzo6Gq1atXql/jfxsirOPqPi69+/P06fPo0mTZpgwIABWLRoEU6cOAEbGxtUqVIFubm5OHfuHLy9vYtc39raGr6+vvwi8kfMnTsXvr6+2Lx5M0JCQrB8+XJs374dAPDHH38gJCQE7733Hr7//nt8+OGHWLRokd76Y8eOxf79+zFz5kxs3rwZH3zwAQYNGoQ9e/bAx8cH69evl55nw4YNRdbw448/Ij09HStXrkRkZCQSExMxa9YsAMD9+/fRs2dPaLVarFy5EitWrIC9vT26dOmClJQUAA/mWEVHR2P06NHYtGkTrK2t8cMPPzyvTfZKeJWPFzwD9ZpbuHAhlixZAuDB9eq8vDx4eXmhVatWUp+EhAT4+PgAALRaLXJyclCmTBlMnjzZKDW/qrZt24aff/65UHtubi7q1KkjPS7OPiPDtWzZEnFxcVixYgUOHDiAvXv3AgAqV66MadOm4a233gIAvbNT9HSNGzeWzhJVrlwZGzZswB9//IH27dtj5cqVqFOnDkJCQgAAVapUwblz57B8+XIAwOXLl7F9+3Zs2LABtWvXBgAEBgbizJkziImJgb+/PxwcHAA82C8FPz/K2toaX3/9NczNzVGtWjV8+OGH0v7dsWMH0tLSEB4eDnNzcwDA1KlTER8fj3Xr1mHIkCFYsWIFevXqhTZt2gB4EOri4+Of0xYzTUX9nfLx8ZH+Jr1OxwsGqNdct27d0LNnTwBAfn4+Ll26hFmzZqF79+7YuHEjAKBWrVoICwsD8OANcevWLSxbtgzdunXDunXrUK1aNaPV/yoJCAjAqFGjCrWHhYUhPT1devy0fcYzH8/O09MTM2fOhBAC586dw969e7F8+XL0798fO3fuhEKhQFpamrHLNDozMzPodLoil+l0OunyHIBCfydsbGyQl5cHADh37hwaNmyot9zHx0cKUKdOnQIAKYAVyMvLg62tbbHrdXFxkcLRozWcOnUKd+/eRf369fXWycnJwYULF5CWloYbN25IAa6At7c3Lly4UOwaXnZF/Z2ysLCQfn6djhcMUK85Ozs7uLi4SI+rVasGOzs7fPLJJzh48CCAB2+Oh/tUrVpVmqOwYcMGjBkz5oXX/SqysrLS284Ptz8coJ62z/z9/V9Ata+m5ORkLF68GAMGDED58uWhUCjg6uoKV1dXvPvuu2jVqhWOHj2KWrVq4fjx40WOcffuXQwePBiffvppoXk8rxo7OztkZmYWuSw9PV3vLF1RwV4IUeTPAPSCTsGyVatWwcrKSq+fUln8mShP+s+FTqdDlSpVMH/+/ELLSpcu/dg6Hw6Jr4PH/Z0q8DodLzgHih7rcf+zBACFQgGdTlfojwkZ15P2GT2dWq1GXFwctm7dWmhZwfyNsmXLokuXLtizZ490ZuRhK1aswJEjR16LT+DVrl0bJ0+eLDSRWgiBhISEQmdrHqdmzZr4448/9NpOnjwp/VyjRg0AQGpqKlxcXKR/mzZtks6UPyuNRoP//vsPNjY20vgVK1ZEeHg4jh49CgcHB1SoUAGJiYl66/31118l8vyvslf1eMEA9Zq7f/8+bty4gRs3biA1NRUJCQmYNm0aypUrh7fffhvAg9PkBX1u3LiBc+fOYdy4ccjNzZXmAtCLU5x9RoZxcHBAUFAQZs+ejVmzZuH06dO4evUqdu/ejSFDhqBBgwaoV68eOnfujMaNGyMwMBCrVq3CpUuXcObMGYSFhSEiIgIjRoyQ5kq9yjp16gSFQoHBgwcjMTER165dwx9//IGRI0fi+vXrCAwMLNY4ffv2xZkzZ/DNN98gKSkJW7duxapVq6TlNWrUQLNmzfDVV1/h119/xdWrVxETE4OFCxeW2HZu164d7OzsMGTIEBw/fhwXLlzA2LFjsXfvXinA9e/fH6tWrcL69euRlJSE2bNn48SJEyXy/K+K1+l48Xqde6RClixZIk3+UyqVsLe3R926dREWFiZ9NP7YsWNo1KgRgAf/k7CyskLNmjWxYMEC1KpVy2i1v66Ks8/IcMOHD0flypWxbt06rFq1CtnZ2ahQoQJatWqFgQMHAniw3efNm4eVK1di/fr1CA8Ph5mZGapXr465c+eiefPmRn4VL0aZMmUQFxeHOXPmYPjw4UhLS4OdnR18fX0RFxdX7HBTs2ZNLF68GDNnzsTKlStRo0YNDBo0SJpLAwCzZs3CrFmz8NVXXyEjIwNvvfUWJk+ejE6dOpXIa7GxscHKlSvx7bffIigoCFqtFjVr1kRMTIwUoD755BPodDrMnz8fN2/eROPGjdG5c2ckJSWVSA2vgtfpeKEQr9o5NSIiIqLnjJfwiIiIiGRigCIiIiKSiQGKiIiISCYGKCIiIiKZGKCIiIiIZGKAIiIiIpKJAYqIiIhIJgYoIiIiIpkYoIioRIWGhkpfwPu4fwEBAYiPj4erqyvi4+ONVmtAQABCQ0ON9vwlITQ0FAEBAU/ss2nTJri6uuLff/99QVURvfr4VS5EVKKCg4PRrVs36XFUVBROnTqFyMhIqU2tVqNSpUqIi4tD9erVjVHmKyM4OBi9evUydhlErx0GKCIqUZUqVUKlSpWkxw4ODlCr1fD29i7Ut6g2kufhbU1ELw4v4RGRUTx6CW/u3LkICAjA7t278f7778PLywsfffQRDh06pLdeamoqxo4di6ZNm8LT0xOdO3fGr7/++tTnO3PmDAIDA+Hj44NmzZph69athfrodDosWrQILVq0QK1atdCyZUusWLHiqWPfu3cP06dPR5MmTeDt7Y2OHTvit99+k5ZrtVqsWrUKbdu2haenJ/z9/REWFoacnBypT2hoKPr164d169ahefPm8PT0RLdu3ZCUlITdu3ejbdu20jY5ffq03noPX8LT6XSIioqCv78/vLy8EBwcjIyMjEI179q1C927d4ePjw9q1aqF999/HytXrnzqayWiB3gGiohMxu3btzFmzBgMGTIElSpVwpIlS9C/f3+sXbsWtWrVws2bN9G5c2eYm5vjs88+g729PTZt2oTBgwfj22+/Rbt27YocNyUlBT169EClSpUwc+ZM3L17F2FhYbh165Zev4kTJ2LTpk0YOHAgfHx8cPToUUybNg2ZmZkYPHhwkWPrdDoEBQXhwoULGDp0KKpVq4bvv/8eQ4YMwdKlS9GgQQNMmDABW7ZsQVBQEOrXr49Tp05h3rx5OH36NKKjo6FQKAAAx48fR2pqKkJDQ5GdnY2JEydiwIABUCgUGDp0KJRKJaZNm4ZRo0Zhx44dRdYzc+ZMLF++HIMGDYK3tzd++uknhIeH6/XZs2cPBg8ejF69eiEkJATZ2dlYuXIlJk+eDHd3d9SpU0furiN67TBAEZHJyMrKwsSJE9G+fXsAgJ+fH5o3b45FixYhIiICS5cuxe3bt/Hjjz/irbfeAgA0bdoUffr0wbfffos2bdpAqSx8Yn3ZsmXIz8/H4sWL4ejoCACoUqUKunTpIvVJSkrCunXrMGLECAwYMAAA0KhRIygUCixcuBDdu3eHvb19obH37duHP/74A1FRUXj33Xelui9fvozDhw/D0dERGzZswPDhw/Hpp58CABo2bIhy5cph9OjR2LdvH5o2bQoAuHv3LmbPno1q1aoBAI4cOYK4uDgsW7YMb7/9NgAgOTkZ33zzDTIzM2Fra6tXS2ZmJlasWCEFIwBo3LgxUlJSsH//fqnf+fPn0b59e4wfP15q8/HxQYMGDXD06FEGKKJi4CU8IjIZKpUKrVu3lh5bWFigSZMmSExMBPAgUPj4+EjhqUC7du1w48YNXLx4schxExMT4e3tLYUnAPDy8sIbb7whPT58+DCEEAgICEB+fr70LyAgADk5OVINj0pISIC5uTmaNWsmtSkUCqxZswbDhg3DkSNHAABt27bVW69169ZQqVR6n0K0s7OTwhMAODk5AdCfK1amTBkAD8LSo44fP468vDwpyBX44IMP9B4HBQXhm2++wf3793HmzBn8+OOPWLRoEQAgLy+vyNdJRPp4BoqITIaDgwPMzc312hwdHaU5PBkZGXjzzTcLrVe2bFkARYeKJ61XEFAAID09HQD0AtzDUlJSimxPT09HmTJlijzzVfDcjz4XAJiZmcHe3h537tyR2qytrYscw9LSssj2xz2Xg4ODXvujz3379m189dVX2LVrFxQKBVxcXFC3bl0AgBCiWM9F9LpjgCIik5Geng4hhDQnCABu3rwpnTmys7PDzZs3C61348YNACjyEltBe1HrFYQmANLlsNjYWFhZWRXq+/DZqofZ2NggPT0dOp1OL0SdPn0a+fn5sLOzk2p8OMTl5eUhLS3tsTUbomCsW7duoWrVqlL7w68TAEaNGoULFy5g6dKlqFOnDtRqNbKysrB+/foSq4XoVcdLeERkMvLy8vTm6mRnZ2Pfvn3S/B9fX18cO3YMV69e1Vtv69atcHJygouLS5Hj+vn54dixY3pnkc6fP683jq+vLwAgLS0NtWvXlv6lp6dj9uzZhUJIgXr16iEvLw979+6V2oQQGD9+PObPn4/69esDALZt26a33o4dO6DVaqUzPyXBx8cHFhYW+Omnn/Tad+/erfc4MTERLVu2hJ+fH9RqNYAHc7mAB5PiiejpeAaKiEzKuHHjMHz4cDg6OiImJgb379+XJl8HBgZi69atCAwMxJAhQ2Bvb48tW7bg8OHDmDZt2mMvo/Xu3RsbNmxAv379EBISAq1Wi9mzZ+tdLtRoNGjXrh2+/PJLXLt2DbVq1UJSUhJmzZqFN998E5UrVy5ybH9/f/j4+GDs2LEYNmwYXFxcsG3bNpw7dw5ffvklqlevjg4dOiAyMhLZ2dlo0KABTp8+jcjISDRo0ACNGzcusW1nZWWF4OBgzJ49G5aWlvDz88PevXsLBShPT09s27YNHh4ecHZ2xrFjx7Bw4UIoFApkZWWVWD1ErzIGKCIyKRMnTsS0adNw+/Zt1KlTB2vWrJHOLDk5OWHNmjUIDw/H1KlTkZeXBzc3N71PwBXF3t4ea9aswdSpUxEaGgorKysEBQXhhx9+0Os3ffp0LFy4EGvXrkVycjIcHR3RqlUrDB8+HCqVqsixVSoVFi9ejPDwcMydOxf379+Hm5sboqOj4ePjAwCYOnUqXFxcsHHjRsTExKBcuXLo2bMnBg8e/NjQZ6iBAweidOnSiI2NRWxsLHx8fDBmzBhMnDhR6jNjxgxMnjwZkydPBgBUrlwZkyZNwtatW5GQkFCi9RC9qhSCMwaJyATMnTsXkZGROHv2rLFLISJ6Ks6BIiIiIpKJAYqIiIhIJl7CIyIiIpKJZ6CIiIiIZGKAIiIiIpKJAYqIiIhIJgYoIiIiIpkYoIiIiIhkYoAiIiIikokBioiIiEgmBigiIiIimf4PgndLLmy11wwAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x='meal_type', hue='is_canceled')\n", - "plt.title(\"Tipo de comida en la reserva por cancelacion\")\n", - "plt.xlabel(\"Tipo de comida\")\n", - "plt.ylabel(\"Frecuencia\")" - ] - }, - { - "cell_type": "markdown", - "id": "97b7e1d9", - "metadata": {}, - "source": [ - "Una vez analizada la variable contra el target podemos decir que la misma no proporciona suficiente información para el análisis y por lo tanto descartamos la misma para descongestionarla cantidad de variables a usar en el análisis futuro\n", - "\n", - "#### Dias_totales vs Lead_time" - ] - }, - { - "cell_type": "code", - "execution_count": 158, - "id": "a67c58c6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.scatterplot(x=hotelsdf.dias_totales,y=hotelsdf.lead_time)\n", - "plt.title('Dispersograma dias totales lead time')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "5b95ebee", - "metadata": {}, - "source": [ - "Los días totales y la cantidad de tiempo previo desde la reserva hasta la fecha de llegada se distribuyen de manera homogénea. No se identifican outliers\n", - "\n", - "#### ADR y Tipo de cliente" - ] - }, - { - "cell_type": "code", - "execution_count": 159, - "id": "f3f4bd3f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Precio diario promedio')" - ] - }, - "execution_count": 159, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "boxplot = hotelsdf.boxplot(column='average_daily_rate', by='customer_type')\n", - "plt.title('Precio diario promedio por tipo de cliente')\n", - "plt.suptitle(\"\")\n", - "plt.xlabel(\"Tipo de cliente\")\n", - "plt.ylabel(\"Precio diario promedio\")" - ] - }, - { - "cell_type": "markdown", - "id": "8c92e5c6", - "metadata": {}, - "source": [ - "Se puede observar en las gráficas que hay valores que se escapan de lo esperado cuando se hace la medición en relación al tipo de cliente, al contabilizar estas observaciones concluimos que son pocas y por lo tanto, eliminamos dichos registros que representan una desviación. También hay que considerar que la media de todos los registros es de aproximadamente 100 (en la unidad correspondiente) y por lo tanto la desviación estándar es muy chica mostrando algunos valores como outliers a pesar de haber pasado por un tratamiento previo " - ] - }, - { - "cell_type": "code", - "execution_count": 160, - "id": "2bb6d331", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...days_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceleddias_totales
0City Hotel492016September3751210...0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac468913
1Resort Hotel42015October44310120...0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b101
2City Hotel252016October42130122...0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c01
3City Hotel262016December51122520...0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff17
4City Hotel1042017March12192520...0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b59207
..................................................................
56892Resort Hotel242017January4270220...0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f12
56893City Hotel02016September3620110...0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c01
56894City Hotel102017May1981210...0Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed4503
56895Resort Hotel1432015October41102520...0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d15917
56896City Hotel572016April17172520...0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e3817
\n", - "

56897 rows × 32 columns

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" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "56892 Resort Hotel 24 2017 January \n", - "56893 City Hotel 0 2016 September \n", - "56894 City Hotel 10 2017 May \n", - "56895 Resort Hotel 143 2015 October \n", - "56896 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "56892 4 27 0 \n", - "56893 36 2 0 \n", - "56894 19 8 1 \n", - "56895 41 10 2 \n", - "56896 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... days_in_waiting_list \\\n", - "0 2 1 0 ... 0 \n", - "1 1 2 0 ... 0 \n", - "2 1 2 2 ... 0 \n", - "3 5 2 0 ... 0 \n", - "4 5 2 0 ... 0 \n", - "... ... ... ... ... ... \n", - "56892 2 2 0 ... 0 \n", - "56893 1 1 0 ... 0 \n", - "56894 2 1 0 ... 0 \n", - "56895 5 2 0 ... 0 \n", - "56896 5 2 0 ... 0 \n", - "\n", - " customer_type average_daily_rate required_car_parking_spaces_num \\\n", - "0 Transient 115.50 0 \n", - "1 Transient 42.00 1 \n", - "2 Transient 229.00 0 \n", - "3 Transient 75.00 0 \n", - "4 Transient-Party 75.00 0 \n", - "... ... ... ... \n", - "56892 Transient 48.00 0 \n", - "56893 Transient 149.00 0 \n", - "56894 Transient 95.00 0 \n", - "56895 Transient 36.05 0 \n", - "56896 Transient 143.29 0 \n", - "\n", - " special_requests_num reservation_status reservation_status_date \\\n", - "0 1 Canceled 2016-08-25 \n", - "1 0 Check-Out 2015-11-01 \n", - "2 2 Check-Out 2016-10-14 \n", - "3 0 Canceled 2016-11-29 \n", - "4 1 Check-Out 2017-03-26 \n", - "... ... ... ... \n", - "56892 1 Canceled 2017-01-23 \n", - "56893 0 Check-Out 2016-09-03 \n", - "56894 0 Check-Out 2017-05-11 \n", - "56895 0 Canceled 2015-07-08 \n", - "56896 0 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled dias_totales \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 3 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 1 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 1 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 7 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 7 \n", - "... ... ... ... \n", - "56892 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 2 \n", - "56893 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 1 \n", - "56894 76fb0e83-59df-43ee-9c33-aec51030ed45 0 3 \n", - "56895 01906859-1094-4e37-b13e-b015b594d159 1 7 \n", - "56896 7137e599-4442-41fb-b147-4aba9f344e38 1 7 \n", - "\n", - "[56897 rows x 32 columns]" - ] - }, - "execution_count": 160, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#obtenemos los indices de los outliers\n", - "indices_outliers = hotelsdf[(hotelsdf['customer_type'] == 'Group') & (hotelsdf['average_daily_rate'] > 200)].index\n", - "hotelsdf.drop(indices_outliers, inplace = True)\n", - "indices_outliers2 = hotelsdf[(hotelsdf['customer_type'] == 'Contract') & (hotelsdf['average_daily_rate'] > 200)].index\n", - "hotelsdf.drop(indices_outliers2, inplace = True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "337059d5", - "metadata": {}, - "source": [ - "Graficamos nuevamente para verificar que dicho tratamiento no generara una desviación considerable en el análisis\n", - "\n", - " ```python \n", - "boxplot = hotelsdf.boxplot(column='average_daily_rate', by='customer_type')\n", - "plt.title('Precio diario promedio por tipo de cliente')\n", - "plt.suptitle(\"\")\n", - "plt.xlabel(\"Tipo de cliente\")\n", - "plt.ylabel(\"Precio diario promedio\")\n", - "```\n", - "\n", - "### ADR y Tipo de habitacion\n", - "\n", - "```python \n", - "boxplot = hotelsdf.boxplot(column='average_daily_rate', by='assigned_room_type')\n", - "plt.title('Precio diario promedio por tipo de habitacion')\n", - "plt.suptitle(\"\")\n", - "plt.xlabel(\"Tipo de cliente\")\n", - "plt.ylabel(\"Precio diario promedio\")\n", - "```\n", - "\n", - "Del gráfico anterior es claro que aparecen outliers en el precio promedio diario de habitación cuando este es agrupado por tipo de habitación. Se identifican los conjuntos de datos que deben ser eliminados o tratados. " - ] - }, - { - "cell_type": "code", - "execution_count": 161, - "id": "e033bca7", - "metadata": { - "lines_to_next_cell": 0 - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "El total de los datos a eliminar es 14\n" - ] - } - ], - "source": [ - "indices_tipo_k = hotelsdf[(hotelsdf['assigned_room_type'] == 'K') & (hotelsdf['average_daily_rate'] > 160)].index\n", - "indices_tipo_i = hotelsdf[(hotelsdf['assigned_room_type'] == 'I') & (hotelsdf['average_daily_rate'] > 210)].index\n", - "indices_tipo_b = hotelsdf[(hotelsdf['assigned_room_type'] == 'B') & (hotelsdf['average_daily_rate'] < 30)].index\n", - "indices_tipo_b2 = hotelsdf[(hotelsdf['assigned_room_type'] == 'B') & (hotelsdf['average_daily_rate'] > 210)].index\n", - "print(f\"El total de los datos a eliminar es {len(indices_tipo_k ) + len(indices_tipo_b) + len(indices_tipo_b2) + len(indices_tipo_i)}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 162, - "id": "e44857f9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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hotel_namelead_timearrival_yeararrival_montharrival_week_numberarrival_month_dayweekend_nights_numweek_nights_numadult_numchildren_num...days_in_waiting_listcustomer_typeaverage_daily_raterequired_car_parking_spaces_numspecial_requests_numreservation_statusreservation_status_datebooking_idis_canceleddias_totales
0City Hotel492016September3751210...0Transient115.5001Canceled2016-08-257aa4cc6b-b92c-4061-b21d-4f9e0cac468913
1Resort Hotel42015October44310120...0Transient42.0010Check-Out2015-11-01b1428f80-c56c-4ae4-91a9-6962edae08b101
2City Hotel252016October42130122...0Transient229.0002Check-Out2016-10-142226c018-ea20-4c4e-8f71-ea66aee70d7c01
3City Hotel262016December51122520...0Transient75.0000Canceled2016-11-29314f56dc-2e4d-4298-9bdd-27bb008bffff17
4City Hotel1042017March12192520...0Transient-Party75.0001Check-Out2017-03-2628c75445-c603-413a-babf-ad377018b59207
..................................................................
56878Resort Hotel242017January4270220...0Transient48.0001Canceled2017-01-2332bffef5-5404-4e86-9f39-fd2282e1ad7f12
56879City Hotel02016September3620110...0Transient149.0000Check-Out2016-09-03cc922a1c-356e-42a5-a984-0b1af03c2f5c01
56880City Hotel102017May1981210...0Transient95.0000Check-Out2017-05-1176fb0e83-59df-43ee-9c33-aec51030ed4503
56881Resort Hotel1432015October41102520...0Transient36.0500Canceled2015-07-0801906859-1094-4e37-b13e-b015b594d15917
56882City Hotel572016April17172520...0Transient143.2900Canceled2016-04-097137e599-4442-41fb-b147-4aba9f344e3817
\n", - "

56883 rows × 32 columns

\n", - "
" - ], - "text/plain": [ - " hotel_name lead_time arrival_year arrival_month \\\n", - "0 City Hotel 49 2016 September \n", - "1 Resort Hotel 4 2015 October \n", - "2 City Hotel 25 2016 October \n", - "3 City Hotel 26 2016 December \n", - "4 City Hotel 104 2017 March \n", - "... ... ... ... ... \n", - "56878 Resort Hotel 24 2017 January \n", - "56879 City Hotel 0 2016 September \n", - "56880 City Hotel 10 2017 May \n", - "56881 Resort Hotel 143 2015 October \n", - "56882 City Hotel 57 2016 April \n", - "\n", - " arrival_week_number arrival_month_day weekend_nights_num \\\n", - "0 37 5 1 \n", - "1 44 31 0 \n", - "2 42 13 0 \n", - "3 51 12 2 \n", - "4 12 19 2 \n", - "... ... ... ... \n", - "56878 4 27 0 \n", - "56879 36 2 0 \n", - "56880 19 8 1 \n", - "56881 41 10 2 \n", - "56882 17 17 2 \n", - "\n", - " week_nights_num adult_num children_num ... days_in_waiting_list \\\n", - "0 2 1 0 ... 0 \n", - "1 1 2 0 ... 0 \n", - "2 1 2 2 ... 0 \n", - "3 5 2 0 ... 0 \n", - "4 5 2 0 ... 0 \n", - "... ... ... ... ... ... \n", - "56878 2 2 0 ... 0 \n", - "56879 1 1 0 ... 0 \n", - "56880 2 1 0 ... 0 \n", - "56881 5 2 0 ... 0 \n", - "56882 5 2 0 ... 0 \n", - "\n", - " customer_type average_daily_rate required_car_parking_spaces_num \\\n", - "0 Transient 115.50 0 \n", - "1 Transient 42.00 1 \n", - "2 Transient 229.00 0 \n", - "3 Transient 75.00 0 \n", - "4 Transient-Party 75.00 0 \n", - "... ... ... ... \n", - "56878 Transient 48.00 0 \n", - "56879 Transient 149.00 0 \n", - "56880 Transient 95.00 0 \n", - "56881 Transient 36.05 0 \n", - "56882 Transient 143.29 0 \n", - "\n", - " special_requests_num reservation_status reservation_status_date \\\n", - "0 1 Canceled 2016-08-25 \n", - "1 0 Check-Out 2015-11-01 \n", - "2 2 Check-Out 2016-10-14 \n", - "3 0 Canceled 2016-11-29 \n", - "4 1 Check-Out 2017-03-26 \n", - "... ... ... ... \n", - "56878 1 Canceled 2017-01-23 \n", - "56879 0 Check-Out 2016-09-03 \n", - "56880 0 Check-Out 2017-05-11 \n", - "56881 0 Canceled 2015-07-08 \n", - "56882 0 Canceled 2016-04-09 \n", - "\n", - " booking_id is_canceled dias_totales \n", - "0 7aa4cc6b-b92c-4061-b21d-4f9e0cac4689 1 3 \n", - "1 b1428f80-c56c-4ae4-91a9-6962edae08b1 0 1 \n", - "2 2226c018-ea20-4c4e-8f71-ea66aee70d7c 0 1 \n", - "3 314f56dc-2e4d-4298-9bdd-27bb008bffff 1 7 \n", - "4 28c75445-c603-413a-babf-ad377018b592 0 7 \n", - "... ... ... ... \n", - "56878 32bffef5-5404-4e86-9f39-fd2282e1ad7f 1 2 \n", - "56879 cc922a1c-356e-42a5-a984-0b1af03c2f5c 0 1 \n", - "56880 76fb0e83-59df-43ee-9c33-aec51030ed45 0 3 \n", - "56881 01906859-1094-4e37-b13e-b015b594d159 1 7 \n", - "56882 7137e599-4442-41fb-b147-4aba9f344e38 1 7 \n", - "\n", - "[56883 rows x 32 columns]" - ] - }, - "execution_count": 162, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hotelsdf.drop(indices_tipo_k, inplace=True)\n", - "hotelsdf.drop(indices_tipo_i, inplace=True)\n", - "hotelsdf.drop(indices_tipo_b, inplace=True)\n", - "hotelsdf.drop(indices_tipo_b2, inplace=True)\n", - "hotelsdf.reset_index(drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "3a213fa7", - "metadata": {}, - "source": [ - "Mostramos nuevamente la distribución de las variables alteradas" - ] - }, - { - "cell_type": "code", - "execution_count": 163, - "id": "744298f3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Precio diario promedio')" - ] - }, - "execution_count": 163, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "boxplot = hotelsdf.boxplot(column='average_daily_rate', by='assigned_room_type')\n", - "plt.title('Precio diario promedio por tipo de habitacion')\n", - "plt.suptitle(\"\")\n", - "plt.xlabel(\"Tipo de cliente\")\n", - "plt.ylabel(\"Precio diario promedio\")" - ] - }, - { - "cell_type": "markdown", - "id": "925fa7c6", - "metadata": {}, - "source": [ - "### Adult number, children number y babies number\n", - "\n", - "Realizamos un grafico con la intencion de detectar outliers " - ] - }, - { - "cell_type": "code", - "execution_count": 164, - "id": "3b2cc186", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.92, 'Comparacion adultos, niños y bebes')" - ] - }, - "execution_count": 164, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Visualizacion 3D\n", - "\n", - "fig = plt.figure(figsize=(12, 8))\n", - "ax = fig.add_subplot(projection='3d')\n", - "x1 = hotelsdf.adult_num\n", - "y1 = hotelsdf.children_num\n", - "z1 = hotelsdf.babies_num\n", - "ax.scatter(x1,y1,z1, label = 'No cancelados')\n", - "ax.set_xlabel('Adultos')\n", - "ax.set_ylabel('Niños')\n", - "ax.set_zlabel('Bebes')\n", - "ax.elev = 5 \n", - "ax.azim = -75\n", - "plt.title('Comparacion adultos, niños y bebes')" - ] - }, - { - "cell_type": "markdown", - "id": "58e044fe", - "metadata": {}, - "source": [ - "A partir del grafico anterior no se puede hacer una observacion relevante en la deteccion de outliers\n", - "\n", - "## Relación contra el target: is_canceled" - ] - }, - { - "cell_type": "markdown", - "id": "7414918f", - "metadata": {}, - "source": [ - "Vamos a graficar algunas variables haciendo foco en si cancelaron o no. Estas fueron elegidas en base a nuestros analisis multi y univariados y segun el significado que tienen estas variables en el contexto del problema. Optamos por: \"lead_time\", \"average_daily_rate\", \"previous_cancellations_num\", \"dias_totales\" y \"reserved_room_type\"" - ] - }, - { - "cell_type": "markdown", - "id": "ff5bb6e1", - "metadata": {}, - "source": [ - "### Lead time" - ] - }, - { - "cell_type": "code", - "execution_count": 165, - "id": "4a187c31", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Densidad')" - ] - }, - "execution_count": 165, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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r1q2JiopytY9Op6N3795uDdPExMS4/u1Oex8+fJgTJ05wzTXXFNvO9ddff8H9dO3alalTp/LEE0/w008/kZ6ezpgxY+jSpcsF12vYsCH+/v6u/69du5YGDRrQuXPnYssNHDgQs9nMli1baNmyJeHh4Tz88MOMGzeOxYsXExERwTPPPEO9evVK3Y/zrr2z21un0zFgwADX/wsKCtiyZQt9+vRBKeVqn8suu4zmzZsXOx8vZPXq1SilSm1ns9nMhg0bAHj77bcZNmwY6enpbNq0iZ9++sk1ROw8vzZs2ECvXr0wGo2u7V999dXo9Xq3YimPjh07uv5dt25dgGJzR0JDQwHHHZFQ/nO0a9eu/PDDDzzwwAN8++23HD9+nEcffZS+ffteML6wsDCaN2/u+v9ll10GOIZ1AW6++WY+/vhjioqK2Lt3L4sWLWLq1KnYbDZXu65fvx4fH59i+9I0je+++44nnniixD5XrVqFpmn06dOnxM80NTWVvXv3upZt165dsZ/P2d9VhYWF/PPPPxf93K9du5aOHTu6js1p4MCBpKamcuDAgQu2kdPmzZuxWCzceOONxV7v0qULDRo0cA1tbdiwgd69e2MymVzLxMfHs3jxYtq2bVvueMpybpw7Pyk6Opr8/Hy3jhPKfz6dbfPmzRQVFdG/f/9ir48dO9Y11Dd27FhGjx5NTk4O27ZtY968eXzzzTfAmc+t09mfJaPRSHh4uOuYLnYOluX66OTOOu6eg+6QieCVIDk5GV9fX0JDQ8nMzARwzWU5V0pKiuvffn5+xd5z3n3nnKNw//33ExAQwKxZs/jPf/7DG2+8QUxMDM899xzdu3cvse2srKxS7yyJiIgo9v+5c+fyzjvvkJSURGhoKLGxsfj6+hbbDlBiUvS52ylt/+6sl5mZyeHDh4mLiyt1OwUFBSXa5mzOi55zW3Dh9nbO3Tk7mSwtrnNNnjyZDz74gAULFvDbb7+h0+m4/PLLGT9+fIkv2vPFB452Ofe1s5fLzs4mICCAb775hvfff5/58+czY8YM/Pz8GDhwIM8//3yxL/6ztwsXbu/s7Gzsdjsff/xxibkHQKnbLY2znc+XaCYnJwOwbds2JkyYwLZt2/D19aVFixY0aNAAOFNPKSsrq0TMBoOBsLAwt2Ipj9LuGDv7nD9Xec/R559/nujoaObOncuECRMAx0XmpZdeuuAk7LOTbCj5XVBYWMgrr7zCnDlzsFqtNGzYkI4dO2IwGFztmpmZSWhoKDqde78rZ2ZmopSiU6dOpb6fkpJC69atgZLfVc592O12srKyUEqV+Jmeexfq+b6fzv4cuMN53p/vM+VMNDMzM0t85j0RjzvnhlNp7abKUFesvOfTufFCye+Jsx05coSXXnqJ1atXYzAYaNasmWv+2Lnxnvu5OfuYLnYOluX6WJZ13D0H3SFJUwWz2WysXbuWTp06odfrCQ4OBmDSpEk0adKkxPKlfdDPR6fTcffdd3P33XeTlpbG33//zQcffMDjjz9e6m+7YWFhnDp1qsTrzpMOHL8JjBkzhiFDhjBixAjXb4xvvvmmq7fAefFKS0s773ZK4+56QUFBJCYm8swzz5S6nbN7IC6mLO19blzn/v9cQUFBjB49mtGjR3PgwAH+/PNPpk+fzoQJE/jf//7ndowhISEcPny4xOupqanAmXZr1qwZb731Fjabja1btzJnzhy+++47GjZsWOoXhnO9U6dOFetNPLu9AwIC0DSNYcOGlZrwXCg5PZuznb/44gsCAgJKvF+/fn1yc3O5//77adWqFb/88gvNmzdHp9Px999/8/vvv7uWDQ0NLXGeKqVKTOL1pvKeo0ajkYcffpiHH36YEydO8NdffzF9+nSeeuopFixYUO54XnvtNX7//Xf++9//cvnll7uSrLN/eQoKCiIzMxO73V7sorVz506sVivt2rUrcYz+/v58+eWXpe6zcePGbsXmvEie+zM993MfEhJS6vfTuZ+DiwkJCQEc5/3ZvXPObTl/oQkKCir1Zoe///6b2NjYcsfjye+vi/HE+eT87Kanp9OsWTPX60lJSRw+fNh1w4qPjw/ff/89bdq0wWAwsG/fvlJvJLqQi52D5bk+urOOu+egO2R4roLNmDGDlJQU7rrrLsAxHObj40NycjLt2rVz/fHx8eHtt992u3AiwJ133smrr74KOHpJBg0axN13301OTg65ubkllu/WrRubNm1y/dYPsG/fPo4ePer6/6ZNm7Db7YwcOdKVMNlsNlcSZrfbadKkCfXq1eO3334rtv2//vrrgvG6u15iYiIHDx6kadOmxdpo7ty5/PDDD2UapnGnvaOjo2nUqBELFy4stu7ZF/JzHT9+nD59+riOpVmzZjzwwANcfvnlnDx5EsDtOBMSEjh+/LgrKXWaO3cuPj4+xMfH89tvv9GtWzdSU1PR6/V07NiR8ePHExwc7Nrfubp16wZwwfYODAykTZs2HDhwoFj7tGzZkmnTprldRM95q3dGRkax7WRmZvLf//6XzMxMDhw4QGZmJvfeey8tW7Z0fWk67wJz9pp0796dpUuXFvuNfNmyZSWGAdzhbq9KWZXnHC0sLGTAgAGuIY/69etz9913c/3115/3Z+iuDRs2uO4YdSZM27dvJz093dWuXbp0oaioqNgduEopnn/+ed5///1SjzE/Px+lVLFj3Lt3L++9995F72ZyMplMdOzYkT/++KNYr8S5d0wlJCSwadOmYt9H4PgcREREuJ2ktW/fHqPRyLx584q9vn79ek6cOOHqOevSpQvLli3DYrG4ltm9ezcPPvgg27ZtK3c8nvz+uhBPnU/x8fH4+PiUuCvwiy++4IknniAnJ4eDBw9y2223ER8fj8Hg6Gs593Prjoudg+W5PrqzjrvnoDukp8lDcnNz2bx5M+A4iTIyMli+fDkzZ85k4MCBXH311YDjt5P777+fd999l9zcXLp27UpycjLvvvsumqYRGxvr9j4TEhL49NNPqVu3Lh07diQ5OZnPPvuMxMTEYuPITkOHDuXHH39kxIgRPP7449hsNv773//i4+PjWiY+Ph6Al19+mVtvvZXs7Gy+/vpr162Z+fn5BAYG8vTTT/PUU0/xwgsvcM0117B582a+++67C8araZpb6w0bNow5c+YwbNgw7rvvPsLCwpg/fz7ff/89zz77rNvtA+61t6ZpjBw5kqeffppx48bRv39/du3axXvvvQeUfuFt0KAB0dHRvPrqq+Tm5tKoUSO2b9/O33//7apAHRQUBMCSJUsICQk578920KBBfPvttzz22GOMHDmSyy67jMWLFzNr1iwee+wxgoOD6dSpE3a7nUcffZQHH3yQgIAAFixYQE5OjuvcOlfjxo254447mDx5MlarldatWzNnzhx2795dbLlRo0bx4IMP8tRTTzFw4EBsNhuffvopW7Zs4eGHH3arnWNiYhg4cCAvvvgix48fp23bthw8eJDJkyfTsGFDmjRp4jp3PvjgAwwGAwaDgd9//91VWsGZJD366KMsWrSIESNGcP/995ORkcHkyZOLnafuCg4O5tSpU/z999+uoSRPKM856uvrS1xcHNOmTcPHx4dWrVpx8OBBfv7552LzzMojPj6eBQsW8N1339G8eXN27drF+++/j6Zprna94oorXGUnnnjiCRo3bsy8efPYs2cPL774Yolt9unTh4SEBB555BEeeeQRmjdvztatW5k6dSo9e/YsU82yUaNGMXToUB577DHuuOMODh06VCJRGz58OHPnzmX48OE89thjhIWFMXv2bFavXs3rr7/udgIcGhrKgw8+6GrnK6+8kmPHjvHuu+/SokULV7HZRx55hDvuuIMHHniAoUOHYrFYePfdd4mLi6N37960b9++XPF48vvrQjx1PoWHh3PvvffyxRdfYDQa6datG9u2bePrr79m1KhR1KlThwYNGvDNN98QHR1NcHAwy5cv54svvgCKDzdezMXOwfJcH91dx51z0C1uTxkX5zVkyBAVExPj+hMbG6t69OihhgwZoubMmaPsdnuJdb7++mt13XXXqbi4OHX55Zerp556ynXrplIl7/pRquRdIkVFRWrKlCnqqquuUm3btlXdu3dXzz//vOuOlXOXV0qpI0eOqIceekh16NBB9ejRQ3322WfqX//6l+uOGWdsV155pWrbtq264oor1JgxY9TChQtVTEyMWrJkiWu5X3/9VV1//fWqbdu2atCgQa67ji5UcsDd9Q4fPqxGjhypEhISVHx8vBo4cKD64YcfLrhd591zpblYeyul1IwZM1T//v1VXFycuvnmm9UPP/ygYmJi1O+//66UKnn3XEpKiho7dqzq2bOniouLU1dddZV6//33XXfV2Gw2NWrUKNWuXTt1/fXXK6XOf6dlWlqaeu6551S3bt1U27ZtSz3eLVu2qPvuu08lJiaqdu3aqUGDBqk//vjjgm1itVrVu+++q3r16qXi4+PVo48+qqZPn16inVauXKkGDx6s4uPjVefOndW9995b4g7Kc517LEVFRWratGnqyiuvVHFxcap3795q3LhxKiMjw7XM6tWr1aBBg1R8fLzq3r27uu+++9T69etVx44d1X/+8x/Xctu3b1dDhgxR8fHxqm/fvmru3Lnq8ssvL/Pdc7t371bXXHONiouLUx9++OF5755z/kydMZ57Ppb2WSrPOZqTk6NeeeUVdcUVV7ja6I033rhgaQd3vgsyMjLUqFGjVGJiourQoYO64YYb1BdffKFefPFF1aNHD9edbdnZ2WrcuHGqe/fuqn379uqOO+5Qq1atcm337LvnlFIqLy9Pvf7666p3794qLi5O9evXT7399tvF7jg7d53zteuKFSvUrbfeqtq1a6euvfZatXjx4lK/n5544gnVpUsXV3xn32lVmtJ+Nkop9e2337o+8z169FDjx493lWtx2rRpk+s86969uxo7dmyxu4vLE49SFz83zhdzaT/rs517bpbnfCqN3W5Xn3zyietacs0117juMlTKUZ7BWTYhMTFRDR48WC1dulRdc801auTIkUqp0n/mSpU8Py52DipVvuujO9/x7pyDF6MpJU+zFOKXX36hTZs2xcb0lyxZwkMPPcScOXPK1AMohBCiZpKkSQgcd17s37+ff//739SrV49Dhw4xZcoUGjduXKKqtfAuu93u1jwKvV5f6c97FKKqcPdz4pyjJNwjSZMQOCYwv/322yxdupT09HTq1q3LgAEDGDlyZKl3gwnvmTp1KtOmTbvocl9++SVdu3athIiEqHqcjxG6mD///LNGP+TY0yRpEkJUK8nJyaXWazlX06ZNS62/JERtcOzYMdezNy+kVatWHi2DUNNJ0iSEEEII4Qap0ySEEEII4QZJmoQQQggh3CBJkxBCCCGEG+ReQw9RSmG3157pYTqdVquOt6qQdvcOaXfvkbb3jtrS7jqdVqbSJJI0eYjdrkhPz/N2GJXCYNARFhZAdnY+Vqv7zx0Sl0ba3Tuk3b1H2t47alO7h4cHoNe7nzTJ8JwQQgghhBskaRJCCCGEcIMkTUIIIYQQbpCkSQghhBDCDTIRXAghhKgAdrsdm83q7TDKzG7XKCzUY7GYsdmq7x10er0Bnc6zfUOSNAkhhBAepJQiOzudgoJcb4dSbqdO6bDbq/+dc35+gQQHh5eprMCFSNIkhBBCeJAzYQoMDMNoNHnsgl2Z9HqtWvcyKaWwWMzk5joeWhwSUscj25WkSQghhPAQu93mSpgCA4O9HU65GQy6al+jyWg0AZCbm0FQUJhHhupkIrgQQgjhITabDThzwRbe5fw5eGpumSRNQgghhIdVxyG5msjTPwdJmoQQQggh3CBJkxBCCCGEGyRpEkIIISrJbbfdyGuvjfd2GF6zceN6evbswsaN6y95W4899iCPPfagB6Jyn9w9J4QQQlSS119/i4CAQG+HIcpJkibhEcnp+fy09AA5+RasNsXVCZfRJTbS22EJIUSVEhMT6+0QxCWQpEl4xPzVh1m3K8X1/+x8iyRNQghxjttuu5GOHTvz/PPj+fPPP/jyy884evQI/v5+JCZ255FHnqBu3bpl2uauXTv5+OP32b59Cz4+PnTunMAjjzxBVFQ0APv27eXTTz9i69ZN5OTkEBYWzhVX9OPhhx/HZPIFoGfPLowaNYY9e3bx999/YbUW0bVrd0aNGkN4+JnCkIsW/c53333NoUMHCAkJ5aqrBnD//f+H0WgE4MCBfXzwwTQ2b94EQOfOCTz22L9p0KDheeN3Z52TJ08yZcrbbNiwFpPJl8GD7ylTG3mKzGkSHrH7aCYAN1zeGL1OIyWjgOT0fO8GJYQQVdTWrZt5+eUXueKKfkya9C6PPz6KDRvWMn78c2Xazr59e3nkkREUFhbw3HPjGT36Ofbs2c2oUY9htVo5deoUjz56v+v9SZOm0K/fVfz440xmzvy22LY++ug97HY7Eya8zuOPP8nKlSt49923Xe/Pnj2L8eOfp2XLGF5/fRL33jucn3/+kbfffgOAI0cO83//N4KMjHSef34cY8e+yIkTx3nkEcdrpXFnnYKCAh577AH27dvD6NHPMWrUM/zyyxy2b99aprbyBOlpEpcsI8dMSkYBGnBNYmP2H89m5+EMtu5Po3+4v7fDE0KIKmfLls0YjSYGD74Xk8lRgDE4OISdO/9BKeV2faHPP/8fQUHBvPPONNd2IiOjeOmlZ9m3by/Z2Vm0bNmKV155wzWXKiGhKxs2rGPz5o3ce+99rm01a9aC554bBzgqgm/fvo2//voTcDx8+NNPP6J3776MHfuiax2LxcL8+b9gsVj47LOPMZlM/Pe/01376tIlgdtvv4lvv/2KRx99okT87qwzf/48kpNP8vnn39G8eQsAWreO4847b3G/wT1EkiZxyfac7mW6LCoQf18D8c3rOJKmA2n0T7jMu8EJIUQV1LFjJz7+eDpDh95J375X0b17DxITu9G9e48ybWfr1s10797DlTCBI6H44Ye5rv8nJnbDarVy5Mhhjh49wv79e8nIyCA4OKTYttq2bVfs/5GRURQWFgBw9OgR0tPT6N37imLL3H77YG6/fTAAGzaso1OnzphMvlitjgrc/v4BxMd3ZN26NaXG7846W7duon79Bq6ECSAqKpq4uHalbrMiSdIkLpkzaWp1WRgA8c3rMHPxPnYfycBssWEy6r0YnRBCVD1t28bz1lvvMnPmN8yY8TVfffUZderU4e67h3H77Xe5vZ2srEzCwsLP+77dbufDD9/jp59+oKAgn8jIKNq0icNkMqFU8QfyOuc3OWma5lomKysT4IL7ysrK5M8/F/LnnwtLvBcaGlbudbKzs0tdv06dOqSlpZ03noogSZO4ZM75TDGXhQIQHe5P3RBfTmUVsvNwBh1alm1SoxBC1AZdu3ana9fuFBYWsmHDOn744TumTHmbuLh2xMW1dWsbQUFBZGZmlHh91aoVtGwZw/z585g58xuefvpZrrjiSgIDHUNgDzxwb5liDQwMAiixr+zsLHbv3klcXDxBQUF07pzIXXcNKbG+Xl/6L8/urBMSEsqxY8dKvJ+VlVWmY/AEmQguLkl2voUTp/IAiLnM0dWraRrtmjvutth6oHJ/CxBCiOpg2rT/8sAD96KUwtfXlx49evHoo/8GICXlpNvbiY/vyJo1q7BYLK7X9u/fx+jRT7Bjxz9s3bqZpk2bccMNN7kSptTUFPbv31+ip+lCGjduQmhoKMuWLSn2+h9/LODpp5/AYrHQoUMnDh06SIsWMcTGtiE2tg2tWrVm5sxvWbp0SSlbxa11unRJICnpOLt27XCtl5mZyT//bHc7fk+RpElckr2ne5ka1A0gyN/oej2+mSNp2i5JkxBClNClSyK7du3ktdfGs27dalauXM67704iODiEzp0T3N7OsGEjyMrKZPToJ1i+fCl//bWIl14aS6tWrenW7XJat45j//59fPXV52zatIFffpnNo48+QFGRhYKCArf3o9frue++h1iyZDGTJr3BunWr+emnH/j44/e5+eZbCQ0NZdiwBzh+/CjPPPMky5YtYc2aVTz//DMsWvQ7LVq0PE/8F19nwIDrad68Bc89N5rffvuVZcuW8PTTI7HbbW7H7ykyPCcuiWtorlFosddbNnT8/1RWIfmFVvx95VQTQginbt0u56WXXuG7777mueeeQdM04uPbM3XqhyUmaF9ITEwsU6Z8yIcfTmPcuGfx9w+ge/cePPzw4xiNRu65ZzhZWZn8+ON3fP75x0RFRTNgwHXodDq++uozsrOzCQ4Odmtfgwb9Cz8/P7799kt+/XUOdetGctdd9zBkyDAAWrRoyXvv/Y+PPprOK6+MQylFs2bNmThxEj179il1m+6s4+Pjw7vvfsCUKW/z3/9OQtM0Bg68hfr1G5CeXrm/mGuqLP1z4rxsNjvp6XneDqNSGAw6wsICyMjI4+XP17HvWBYP3NiG7nHRxZYbNW05mbkWnr+nM80buP8lIEp3drtbrXZvh1NrSLt7T3Vs+6IiC2lpSdSpUw8fH+PFV6iiDAZdtWnzC7nYzyM8PAC93v1BNxmeE5ckLasQgMgwvxLv1a8bAOCa8ySEEOLilFJYrdaL/rHbq39SU93ImIkoN6vNTmaOGYC6wb4l3q9fJ4AdhzJISpPK4EII4a5NmzYwcuT/XXS54cMfYMSIhyohIuEkSZMot/TsQhRg0OsICijZ7VnP2dOUJj1NQgjhrtjY1vzvf19edLm6dSMqIRpxNkmaRLmdOj00VyfYhK6Ukv/16zgeoSLDc0II4T5//wBiY9t4OwxRCpnTJMrNOZ+pTkjJoTk409OUllWI2VL5t4YKIYQQniRJkyi3Mz1NpSdNwf5GAv18UMDJdJnXJIQQonqTpEmU26ksR2G08/U0wVlDdDKvSQghRDUnSZMot7SL9DSBlB0QQghRc0jSJMrNOTxX9wI9Tc55TVJ2QAghRHUnSZMoF7tdkZ7tRk9THelpEkIIUTNI0iTKJSOnEKtNoWkQGmQ673LO4bmUjAKsNqleK4QQtZHdbueTTz7k5puv5core/Dkk49y7NhRb4dVZpI0iXJJzXBMAg8LMmG4wHN7QgON+Br12JUiJcP9J2oLIYSoOT7//H/Mnj2LMWOe54MPPkPTNJ5+eiRFRUXeDq1MJGkS5ZKS4ZijdKGhOQBN06gb4ngunXMOlBBCiNqjqKiIGTO+YcSIB+nevSctW8YwYcJEUlNT+Pvvxd4Or0ykIrgoF2ev0YXKDThFhPpyLDXXVaJACCFE+SmlsBRV7HQHm11htZbch9FHh1bKEyAuZO/e3eTn59GpU4LrtaCgIGJiYtm8eRNXXTXgkuOtLJI0iXJxt6cJziRW0tMkhBCXRinFxK83su94llf236JhCM/e3alMiVNqagoAUVFRxV6vWzeClJSTHo2vosnwnCiX1DL0NMnwnBBCeFDZOnq8rrDQ8d3v41P8we5GoxGz2eKNkMpNeppEuTh7muq60dMU4expypThOSGEuBSapvHs3Z0qfHjOYNB5bHjOZHLcYV1UZMFkOnPNsFgs+Pld/BpSlXi9p8lutzNlyhR69epF+/btue+++zh8+PB5l8/IyOCpp54iISGBhIQEXnzxRfLzixdOXLBgAddddx3t2rXjxhtvZOnSpcXe//nnn2nVqlWJPxfaryjOmQCFy/CcEEJUKk3TMBn1XvlT1oQJIDLSMSx36tSpYq+fOpVKRERUaatUWV5PmqZPn86MGTN49dVXmTlzJpqm8cADD2CxlN5lN3LkSI4ePcrnn3/OlClTWLFiBRMmTHC9v3r1akaPHs3gwYOZPXs2PXv25NFHH2X//v2uZXbv3k1iYiLLly8v9qdhw4YVfrw1QZHVTn6hFYCQQONFlj4zPJdbUEShxVqhsQkhhKhaWrSIISAggE2b1rtey8nJYc+eXbRv38F7gZWDV5Mmi8XCp59+yuOPP06fPn2IjY1l8uTJJCcns3DhwhLLb9q0ibVr1zJx4kTi4uLo3r07L7/8MnPmzCE5ORmAjz/+mP79+zNkyBCaN2/OmDFjiIuL44svvnBtZ8+ePcTGxhIREVHsj16vr7Rjr85y8h0JrV6n4W+6+Aivv6+BAF/HctLbJIQQtYvRaGTQoNt5//2pLF/+N/v27WXcuGeJjIyiT59+3g6vTLyaNO3atYu8vDy6devmei04OJg2bdqwbt26EsuvX7+eiIgImjdv7notMTERTdPYsGEDdrudjRs3FtseQNeuXVm//kyGu3v3blq0aFEBR1Q7ZOc5kqZAfx+3u2pliE4IIWqv++//P66//ibeeONVHn54BHq9nnfemYaPj4+3QysTr04EP3nScathvXr1ir0eGRlJUlJSieWTk5NLLGs0GgkNDSUpKYns7Gzy8/OJjo4+7/bS09M5deoU69at46uvviIzM5P27dvz9NNP07Rp00s6HoPB66OdlSLv9NBcsL/R7WOODPPjSHIuGTnmWtNOnqY/XXldf4EK7MLzpN29pzq2vd1ezW5tK4Xzd2FNA6U8s029Xs8jj4zkkUdGemaDZd6/5pFrj1eTpoICx2Rio7H4vBiTyURWVskaFAUFBSWWdS5vNptdtzWWtj2z2Qw4hubA8QP8z3/+Q35+PtOnT2fw4MHMmzePunXrlutYdDqNsLCAcq1b3RQdSAcgPMTX7WNuGBXM+l2p5BRaa007VZTgYD9vh1ArSbt7T3Vq+8JCPadO6Tx2kfam6pSsno/drqHT6QgJ8cfX99Lv1PNq0uQ8AIvFUuxgzGYzfn4lPyS+vr6lThA3m834+/u7bms8d5mzt9etWzfWrl1LSEiI6/333nuPvn378tNPP/Hggw+W61jsdkV2dv7FF6wBUk7lAeBvMpCRkefWOoG+jvlix5Kz3V5HFKfX6wgO9iM7uwCbPPy40ki7e091bHuLxYzdbsdmK72idnWgaY62t9nsHutp8habTWG328nKyqegwFbi/eBgvzIlh15NmpxDbSkpKTRq1Mj1ekpKCrGxsSWWj46OZtGiRcVes1gsZGZmEhUVRWhoKP7+/qSkpBRbJiUlpdiQ3dkJE4C/vz8NGzZ0TSYvr+r6ASmrrFxHr12gn4/bxxwe5EiKUzMKa007VRSbzS5t6AXS7t5TndreZqvmWQZnhuSqe8J0Nk8lsV7te4uNjSUwMJA1a9a4XsvOzmbHjh106dKlxPIJCQmcPHmyWD0l57qdOjnKunfq1Im1a9cWW2/NmjV07twZgG+//ZauXbu6hvIAcnNzOXTokEwOd1P26bvngvzdn8BX1zURXApcCiGEqJ68mjQZjUaGDBnCpEmT+PPPP9m1axdPPvkk0dHR9O/fH5vNRmpqqivBad++PZ06deLJJ59k69atrF69mnHjxnHzzTe7nmkzfPhwfv31Vz777DP279/Pm2++yc6dOxk6dCgAffv2RSnFM888w969e9m2bRuPP/444eHh3HLLLV5ri+rEmTQF+1+8RpOTM2nKK7RSYJZaTUIIIaofr8/yGjlyJLfddhsvvPACd911F3q9nk8++QSj0UhSUhI9e/Zk/vz5gKMK6rRp02jYsCFDhw7l3//+N71792b8+PGu7fXs2ZPXX3+d7777jltuuYXVq1fzwQcfuMoU1KtXjy+++IK8vDzuuusuhg0bRlBQEF9++aVHJonVBjn5RQAEBbifNPkaDQT6OXqmpOyAEEKI6khTqiaNWnqPzWYnPb12THB+9sNVJGcU8Py9nWleP+TiK5z28ufrOHQyh8cHtaNjTEQFRlgzGQw6wsICyMjIqzbzO2oCaXfvqY5tX1RkIS0tiTp16pV4QG11cr5nz1U3F/t5hIcHlGkiuNd7mkT14+ppKsPwHJwpcJmWLT1NQgghqh9JmkSZWG128k/PSSrLRHA4cwddeo7Z43EJIYQQFU2SJlEmzl4mnU4jwK9sSVOdYEcdrXTpaRJCCFENSdIkyiTnrDvndG4+d84pPPh0T1O29DQJIURt9fnn/+Oxx8pXSNrbJGkSZeLsaQoJLPsER2fSJHOahBCidvr++2/55JMPvR1GuXm1Iriofpw9TSGBpjKv6xyey8w1Y7Pb0eskZxdCiNogNTWFN954la1bN9GoUWNvh1NukjSJMnH2NAWXoUaTU1CAEb1Ow2ZXZOZYXHfTCSGEcJ9SCqwln8Pq2X3oUKWVHDAY0co4NQNg9+5dBAUF8fnn3/H55/8jKemEB6KsfJI0iTLJKSh/T5NO0wgPNpGaWUhadqEkTUIIUUZKKfLnvoY9eZ9X9q+PaonfwOfKnDj17Nmbnj17V1BUlUfGR0SZuOY0laOnCc4uOyDzmoQQojw0yt7TIzxDeppEmWTnnb57rhw9TSB30AkhxKXQNA2/gc9V+PDceSuCl3N4rqaQpEmUSU6Bo6cptNxJk9RqEkKIS6FpGviU7zvY7X0YdGha9X+MiqfJ8JwoE9dE8HKUHACoIz1NQgghqilJmkSZ5DpLDpR3TpP0NAkhhKimJGkSbrPa7OQVOp47V56750AKXAohhKi+ZE6TcFve6flMGhDobyQ7y1rmbTjvnssrtGK22DAZ9Z4MUQghRBX3/PPjvR1CuUlPk3CbcxJ4gJ8Pel357p7w9zXgZ3IkSlJ2QAghRHUiSZNwW/7pobkA30vroJSyA0IIIaojSZqE2/IKz/Q0XQrnEJ3MaxJCCFGdSNIk3ObsafK/xJ6mOnIHnRBCiGpIkibhtjPDc5fW0xQmw3NCiBpOKeXtEASe/zlI0iTc5hqe81BPkwzPCSFqGr3ecaOLxSK/FFYFzp+DXu+ZYgFSckC4zVM9TWce2itfKkKImkWn0+PnF0hubgYARqOpWj6rzW7XsNmqb2+ZUgqLxUxubgZ+foHodJ7pI5KkSbjNWdjS3+8S754LcQ7PFaKUqpZfKEIIcT7BweEArsSpOtLpdNjt1f/Zc35+ga6fhydI0iTcln96eM7fdIlzmk5XEy+y2sktKCLIv3yPZBFCiKpI0zRCQuoQFBSGzVb2IsDeptdrhIT4k5WVX617m/R6g8d6mJwkaRJuyzOfHp67xJ4mH4OOkAAjWXkW0rPNkjQJIWoknU6HTlf9vt8MBh2+vr4UFNiwWqt/b5MnyURw4TZPzWmCswtcymRwIYQQ1YMkTcJtnrp7DiBc7qATQghRzUjSJNzmyZ6mOlKrSQghRDUjSZNwS5HVRtHpse1LvXsOIDzodFVweWivEEKIakKSJuEWZ7kBDfAzeWJ4Tp4/J4QQonqRpEm45eznzuk8UFcpXIbnhBBCVDOSNAm3eOphvU7OR6lk5pqx1YACakIIIWo+SZqEW/I8VNjSKSjAiF6noRRk5lg8sk0hhBCiIknSJNzi6Z4mnaZJ2QEhhBDViiRNwi2erNHkdObBvZI0CSGEqPokaRJuOdPT5JnhOZDJ4EIIIaoXSZqEW/JchS0919NUJ+R0rSYZnhNCCFENSNIk3JLvnAheEcNz0tMkhBCiGpCkSbglz4OPUHGSApdCCCGqE0mahFsqpKcpWIbnhBBCVB+SNAm35Jk939PkfGhvXqEVs8Xmse0KIYQQFUGSJuEWT9dpAscz7PxMekDKDgghhKj6JGkSbqmIpAlkXpMQQojqQ5ImcVFWmx1zkWP4zJPDcyB30AkhhKg+JGkSF+XsZQLwN3m2p6mOTAYXQghRTUjSJC7K+QgVP5MenU7z6LbDpCq4EEKIakKSJnFRrvlMJs8OzcGZniaZ0ySEEKKqk6RJXFRFPELFqY6rp0mSJiGEEFWbJE3iovLNni9s6eQanssxo5Ty+PaFEEIIT5GkSVxUgdlx55yfhyeBA4QFmtCAIqudnIIij29fCCGE8BRJmsRFFZyuBl4RSZOPQUdwgBGADJkMLoQQogqTpElcVEUmTSAFLoUQQlQPXk+a7HY7U6ZMoVevXrRv35777ruPw4cPn3f5jIwMnnrqKRISEkhISODFF18kPz+/2DILFizguuuuo127dtx4440sXbr0vNubN28erVq14tixYx47ppqm4pMmqdUkhBCi6vN60jR9+nRmzJjBq6++ysyZM9E0jQceeACLxVLq8iNHjuTo0aN8/vnnTJkyhRUrVjBhwgTX+6tXr2b06NEMHjyY2bNn07NnTx599FH2799fYlvHjx8vtq4o3ZmkSV8h268jtZqEEEJUA15NmiwWC59++imPP/44ffr0ITY2lsmTJ5OcnMzChQtLLL9p0ybWrl3LxIkTiYuLo3v37rz88svMmTOH5ORkAD7++GP69+/PkCFDaN68OWPGjCEuLo4vvvii2LbsdjujR48mLi6uUo61OqvIieAA4UGne5rkob1CCCGqMK8mTbt27SIvL49u3bq5XgsODqZNmzasW7euxPLr168nIiKC5s2bu15LTExE0zQ2bNiA3W5n48aNxbYH0LVrV9avX1/stQ8++ICioiIeeughDx9VzePsafL0I1ScZE6TEEKI6qBiroJuOnnyJAD16tUr9npkZCRJSUkllk9OTi6xrNFoJDQ0lKSkJLKzs8nPzyc6OvqC29u6dSuffvopP/74o6uHyhMMBq+PdlaIAosjaQr098Fg0KHXO47T+feligjzAxzDczW1DT3B0+0u3CPt7j3S9t4h7X5+Xk2aCgoKAEficzaTyURWVlapy5+7rHN5s9lMYWHhebdnNjvmy+Tn5/P000/z9NNP06RJE48lTTqdRlhYgEe2VdWYi+wARNYJKnaMwcF+Htl+c4NjrlRmrpnAID98JHG6IE+1uygbaXfvkbb3Dmn3kryaNPn6OoZlLBaL698AZrMZP7+SPyxfX99SJ4ibzWb8/f0xmUyu7Z37vnN7r776Kk2aNOHOO+/02HEA2O2K7Oz8iy9YDeWeLjppLSoiIyMPvV5HcLAf2dkF2Gz2S96+Ugqjjw5LkZ19h9OIDve/5G3WRJ5ud+EeaXfvkbb3jtrU7sHBfmXqUfNq0uQcaktJSaFRo0au11NSUoiNjS2xfHR0NIsWLSr2msViITMzk6ioKEJDQ/H39yclJaXYMikpKa4hu1mzZmE0GunYsSMANptjkvMNN9zAwIEDefnll8t9PFZrzTu5lFIUnp7TZNTrih2jzWb32DFHhPpxPDWPk6fyqBvse/EVajFPtrtwn7S790jbe4e0e0leHQeJjY0lMDCQNWvWuF7Lzs5mx44ddOnSpcTyCQkJnDx5slgdJ+e6nTp1QtM0OnXqxNq1a4utt2bNGjp37gzAH3/8wS+//MLs2bOZPXs2r776KgAfffQRTzzxhMePsbqzWO3Y7I5nwlXU3XMAESGOnsDUzIIK24cQQghxKbza02Q0GhkyZAiTJk0iPDycBg0a8NZbbxEdHU3//v2x2Wykp6cTFBSEr68v7du3p1OnTjz55JOMHz+e/Px8xo0bx80330xUVBQAw4cP58EHH6RNmzb07t2bWbNmsXPnTl577TUAGjduXCwG52T0+vXrU6dOncptgGrAeeecBpiMFVOnCaBuqKN3KTVL7qATQghRNXl9xu3IkSO57bbbeOGFF7jrrrvQ6/V88sknGI1GkpKS6NmzJ/PnzwdA0zSmTZtGw4YNGTp0KP/+97/p3bs348ePd22vZ8+evP7663z33XfccsstrF69mg8++KBYmQLhPmfS5GsyoNO0CttPRKj0NAkhhKjaNKWU8nYQNYHNZic9Pc/bYXjcgRPZvPrlesKDTUx6pAfgKK0QFhZARkaex8a7N+87xZQft9IoKpDxwxM9ss2apiLaXVyctLv3SNt7R21q9/DwgDJNBPd6T5Oo2ir6uXNOZ3qaZHhOCCFE1SRJk7igykqa6ob4uvaXV1hUofsSQgghykOSJnFBFf0IFSeTj56QAEdRUpnXJIQQoiqSpElckGsieAXeOeckQ3RCCCGqMkmaxAXlV1JPE0CEs+yA9DQJIYSogiRpEhdUaHFUTK/oOU0gZQeEEEJUbZI0iQvKP6tOU0Wre7oq+ClJmoQQQlRBkjSJC6qsieBw9vCczGkSQghR9UjSJC6o0FVyoPImgqdlF2Kz1+yCakIIIaofSZrEBeWbT89pMlZ8T1NokAmDXsNmV6Rnmyt8f0IIIURZSNIkLqiyilsC6DTN1duUnJFf4fsTQgghykKSJnFBBZbKS5oAosP9AUhOl8ngQgghqhZJmsQFuXqafCs3aTqZJj1NQgghqhZJmsR5WW12LEWOCdl+lVARHCDKmTTJ8JwQQogqRpImcV7OwpZQ+cNz0tMkhBCiqpGkSZyXc2jOaNBh0FfOqeJMmtKzC7EU2S6ytBBCCFF5JGkS51VQidXAnYL8ffA3GVBASoZMBhdCCFF1SNIkzqsyyw04aZp2Zl5TugzRCSGEqDokaRLnVXC6sKV/JVQDP1u0JE1CCCGqIEmaxHm5hucqoRr42aLDTxe4lKRJCCFEFSJJkziv/Ep8WO/ZZHhOCCFEVSRJkzivwkquBu4kw3NCCCGqIkmaxHnlu+6eq9w5TVFhjqQpr9BKbkFRpe5bCCGEOB9JmsR5nZkIXrk9TSajnvBgEyBFLoUQQlQdkjSJ8yr0QskBJ+cQ3Ym0vErftxBCCFEaSZrEeeV7MWmqXzcAgOOpkjQJIYSoGiRpEufljeKWTg0jAgE4fiq30vcthBBClEaSJnFeZ5Kmyp0IDtAgwtHTdEx6moQQQlQRkjSJ83JOBPdGT1OD08Nz2XkWsvMtlb5/IYQQ4lySNInzcvU0VXJFcHBUIY8I9QVkXpMQQoiqQZImUSqlFAVeKm7p1KDu6XlNqTKvSQghhPdJ0iRKZS6yoZTj35Vdp8mpYaTMaxJCCFF1SNIkSuWcz6TTNIw+3jlNXD1NcgedEEKIKsDtLoR169aVacMJCQllDkZUHfln3TmnaZpXYmgYcaZWk1LKa3EIIYQQUIak6Z577jnvRUudHsc5+/2dO3deYmjCm7xZDdwpKtwfvU6j0GIjLbuQuiF+XotFCCGEcPuK+OWXX7r+feLECV588UVuvfVWrr32WiIiIsjMzGTx4sXMmDGDl19+uUKCFZXHm4UtnQx6HfXq+HMsNY9jqXmSNAkhhPAqt6+IiYmJrn/fc889DBs2jKeeeqrYMp06dcLX15fPPvuM6667znNRikrnGp4zVn5hy7M1iAjkWGoex1Nz6dCirldjEUIIUbuVa4bv1q1b6d69e6nvdezYkT179lxSUML7qkJPE8BlkY7J4EeSZTK4EEII7ypX0hQdHc2SJUtKfe+3336jUaNGlxKTqAJc1cB9vZs0NYkOAuDQyWyvxiGEEEKU64o4fPhwxo8fT2pqKv369SM8PJxTp07x22+/sWTJEt555x1PxykqmTergZ+t8emkKTWzkNyCIgL9fLwajxBCiNqrXFfEO++8E6vVyvvvv8+CBQtcr9erV49JkyZx7bXXeixA4R1VZXguwNeHyFA/UjILOJycQ1yTcK/GI4QQovYq9xVxyJAhDBkyhP3795OdnU1YWBhNmjTxYGjCm848QsW7E8EBmtQLIiWzgENJ2ZI0CSGE8JpLLvXcvHlzOnbs6EqY8vPzWbp06aVuVniZa06Tl3uaAJpEBwNw6GSOlyMRQghRm5Xrinj8+HFeeukl1q1bR1FRUanLSHHL6q2qDM/BmXlNh5IkaRJCCOE95boiTpw4kU2bNnH77bezceNG/Pz86NChAytWrGDPnj1MnTrV03GKSlalkqYoR9KUll1ITr6FIH+jlyMSQghRG5VreG7dunX8+9//5oUXXuDWW2/FaDQyevRoZs2aRUJCAn/++aen4xSVzJk0+VeBpMnf10BUuD8Ah2WITgghhJeUK2nKy8ujdevWgGNOk3MoTq/Xc/fdd7N69WrPRSi8wpk0+Xq5IriTs17TQUmahBBCeEm5kqbIyEhSU1MBaNy4MVlZWaSkpAAQEhJCWlqa5yIUXlFgcUwErwo9TXBWkcskKXIphBDCO8qVNPXp04d3332XjRs3Uq9ePaKjo/n000/Jzc1l1qxZREVFeTpOUYmsNjtFVjvg/YrgTs3qO+6g238iG6WUl6MRQghRG5UraRo5ciTBwcFMmTIFgCeffJIvv/yShIQE5s2bx/Dhwz0apKhczof1QtUanjPoNbLzLKRkFng7HCGEELVQuboRwsLC+OGHH1xDcgMHDqR+/fps3ryZ+Ph4EhMTPRqkqFzO+UwmHz163SWX8vIIH4OeJvWC2Xcsi71Hs4gK8/d2SEIIIWqZSxp7iYyMdP27S5cudOnS5ZIDEt5X6CpsWTV6mZxaNgxh37Es9h3PpGd8PW+HI4QQopZxO2l69tlny7ThiRMnurWc3W5n2rRp/PDDD2RnZ9O5c2fGjRtH48aNS10+IyODV1991VV1/JprruHZZ5/F3/9Mz8OCBQuYOnUqR48epUmTJowePZrevXu73t++fTtvvfUWW7duxWQycfXVV/P0008THBxcpmOsqfKrUI2ms7VsEMoCjrD3WJa3QxFCCFELuT32smbNmmJ/5s2bx88//8yaNWs4cOAAGzduZM6cOSxYsICDBw+6HcD06dOZMWMGr776KjNnzkTTNB544AEsFkupy48cOZKjR4/y+eefM2XKFFasWMGECRNc769evZrRo0czePBgZs+eTc+ePXn00UfZv38/ACkpKQwfPpxGjRrx888/M336dDZu3MiYMWPcjrmmq0qFLc/WomEIAElp+eTkl35+CCGEEBXF7aRp8eLFrj9PPvkkderU4fvvv2fx4sXMnDmT33//nblz5xIVFcW1117r1jYtFguffvopjz/+OH369CE2NpbJkyeTnJzMwoULSyy/adMm1q5dy8SJE4mLi6N79+68/PLLzJkzh+TkZAA+/vhj+vfvz5AhQ2jevDljxowhLi6OL774AnA8AqZXr16MGzeOJk2a0KlTJ/71r3+xatUqd5uixquqSVOgnw/16jh6FPcdl94mIYQQlatcs3wnT57MU089RXx8fLHXW7RowRNPPMH//vc/t7aza9cu8vLy6Natm+u14OBg2rRpw7p160osv379eiIiImjevLnrtcTERDRNY8OGDdjtdjZu3FhsewBdu3Zl/fr1AHTs2JF33nkHg8GREOzbt4+ff/6ZHj16uHfwtUBVTZoAWjYMBWCfDNEJIYSoZOW6KmZkZBAUFFT6Bg0G8vPz3drOyZMnAahXr/ik3sjISJKSkkosn5ycXGJZo9FIaGgoSUlJZGdnk5+fT3R0tFvbGzBgAIcOHaJBgwZMnz7drZgvxGCoGneaXSpzkWMieICvodRj0ut1xf6uTLGNQ1m65QT7jmfVmPZ2lzfbvTaTdvceaXvvkHY/v3IlTR06dGDatGl06NCBsLAw1+spKSlMnTqVrl27urWdggJHvR2jsfgDWE0mE1lZJXsSCgoKSizrXN5sNlNYWHje7ZnN5hLrTZo0icLCQiZNmsS9997LnDlzCAgIcCv2c+l0GmFh5Vu3qlGa44MSFuJ3wWMKDvarrJBcEtrW56O5OziYlI2fvwnfKtgbVtG80e5C2t2bpO29Q9q9pHJdccaMGcM999xDv3796NixI2FhYaSlpbFp0yZCQkJ4//333dqOr68v4Jjb5Pw3gNlsxs+v5A/L19e31AniZrMZf39/TCaTa3vnvl/a9tq1awfA1KlT6dOnDwsXLuTmm292K/Zz2e2K7Gz3etiquowsRzKrU4qMjLwS7+v1OoKD/cjOLsBms1dqbEZNUTfEl1NZhazZdoL45nUqdf/e5M12r82k3b1H2t47alO7Bwf7lalHrVxJU2xsLL/88guff/45Gzdu5Pjx44SFhXHfffcxdOhQQkND3dqOc6gtJSWFRo0auV5PSUkhNja2xPLR0dEsWrSo2GsWi4XMzEyioqIIDQ3F39/fVXTz7O05h+z279/PsWPH6NOnj+v9yMhIQkJCXJPJy8tqrRknV15hEQBGH/0Fj8lms3vlmFs3DmPZ1iS270+jTeOwi69Qw3ir3Ws7aXfvkbb3Dmn3kso9YBkVFcWYMWNcd87NmDGDJ554wu2ECRzJV2BgIGvWrHG9lp2dzY4dO0otlJmQkMDJkyc5fPiw6zXnup06dULTNDp16sTatWuLrbdmzRo6d+4MwLJly3jiiSfIzc11vX/kyBEyMjKKTTCvzc7UaapaxS2dWjdxJEo7DqV7ORIhhBC1ids9TbNnz6ZPnz6EhYUxe/bsiy7vzjCX0WhkyJAhTJo0ifDwcBo0aMBbb71FdHQ0/fv3x2azkZ6eTlBQEL6+vrRv355OnTrx5JNPMn78ePLz8xk3bhw333yz6yHBw4cP58EHH6RNmzb07t2bWbNmsXPnTl577TUAbrrpJj755BNGjx7NqFGjyMrK4tVXXyU+Pp6+ffu62xw1mrMiuH8VnS/UunE4AEdScsnOtxDsX3KemxBCCOFpbl8Vx44dy/fff09YWBhjx4694LKaprk9N2jkyJFYrVZeeOEFCgsLSUhI4JNPPsFoNHLs2DGuvPJKJk6cyKBBg9A0jWnTpjFhwgSGDh2KyWRyVQR36tmzJ6+//jrTp09n8uTJtGjRgg8++MDVixQWFsaXX37JG2+8wV133YVer+fKK69k7Nix6PVVs2elsjlLDlTVSdYhAUYaRgRyLDWXXYczSGwd5e2QhBBC1AKaUkq5s+Dx48eJiIjAaDRy/Pjxiy7foEGDSw6uOrHZ7KSnl5w0XR099d4KMnLMvDi0C03rlXy0jMGgIywsgIyMPK+Nd8/4cy9/rDtK7/b1GXZtyflvNVFVaPfaSNrde6TtvaM2tXt4eEDFTAQ/OwkqLSGyWq3k5uaWaU6TqJoKLVW3uKVTmyZh/LHuqMxrEkIIUWnKNRHcarUybdo05s6dC8CqVau4/PLL6d69O0OHDi21xpKoHuxKueY0+Rmr7nBlzGWh6HUap7IKSc6oGaUehBBCVG3lSpqmTp3K+++/T05ODgCvv/46YWFhPPvssxw5coS3337bo0GKylNotuEcr63KPU2+RgMtTz/Ad+v+NC9HI4QQojYoV9L0yy+/MGrUKO6++24OHDjA3r17efjhh7n33nt58sknWbx4safjFJXEOTSn12n4VPHHlMQ3rwvA1n2nvByJEEKI2qBcV8WUlBTat28PwNKlS9HpdPTu3RtwFKB09kCJ6if/rIf1aprm5WgurH0LRzXwXUcyXXf8CSGEEBWlXElTZGQkx44dA2DhwoW0bt2a8HBH7ZxNmzaVeGCuqD4Kqnhhy7NFh/sTGeaHza7YcSjD2+EIIYSo4cqVNA0cOJCJEycyYsQINmzYwK233grAa6+9xtSpU7nxxhs9GqSoPAXmqn/nnJOmaa5nz23ZL0N0QgghKla5kqaRI0dy3333oWkaTz31FIMHDwZg27Zt3HfffTz88MMeDVJUnoIqXg38XO1bOOY1bdufht29kmNCCCFEuZTryqhpGg899BAPPfRQsddnzJjhkaCE97iqgRurR9LU6rJQTEY9WXkWDp/MKbUYpxBCCOEJ5b4y5uTksHr1avLz8ymtqLi7j1ERVUt1Gp4DMOh1tGsazvrdqWzckypJkxBCiApTrivj33//zb///W8KCgpKfb8sz54TVUvB6ZID1WV4DqBTqwjW705lw+5UBvVuVuXv+hNCCFE9levK+M4779CsWTOeffZZoqKi0Omqdj0f4b6CQsecJt9qcPecU/vmdTHoNU6m53PiVB4NIgK9HZIQQogaqFxJ04EDB5g+fTpdunTxdDzCy5x1mqpTT5OfyUBck3C27E9jw+5USZqEEEJUiHJ1EdWvX5/c3FxPxyKqgOrwsN7SdG4VCcD63alejkQIIURNVa6k6aGHHuK9995zFbgUNUd1mwju1KFlXfQ6jWOpufIAXyGEEBWiXFfGefPmkZycTP/+/QkPD8fX17fY+5qmsWjRIo8EKCpXfjWqCH62QD8fYhuF8s+hDNbvSuH67k28HZIQQogaplxJU3R0tDwqpYYqPF3csrr1NAEktI7in0MZrNkhSZMQQgjPK9eVceLEiZ6OQ1QR+VVweE4pBcqGprtwTJ1bRfDV77s5lprLsdRcGsqEcCGEEB50SVfG/fv3s2LFClJSUrjnnns4evQosbGxBAbKxao6UkqdmdPk5YrgtozjWLbMx568H3tuGtht6MLqo49oiiGmJ4Z6rUqsE+DrQ3zzOmzae4o1O5Jp2EfOQyGEEJ5TriujzWZj3LhxzJo1C6UUmqZx7bXX8t5773H06FG+/vprGb6rhoqsdmx2R3V3b/U0qcJcCpd/ifXAOqB4pXl7+jHs6cco2r0Mfb1WmBJuQx/dstgy3eKi2bT3FKv/SeaW3s3QSaFLIYQQHlKuu+fef/995s2bx6uvvsqKFStcj1EZM2YMdrudyZMnezRIUTkKLDbXv71R3NKem0b+3NewHlgLKAxNOuN37VME3PkmAYPfxu/qJ/CJ7QM6Pbak3eTPex3zulkou9W1jfbN6+Br1JOWXcj+41mVfgxCCCFqrnJ1J8yaNYuRI0dy6623YrOdudDGxsYycuRIJk2a5LEAReU587BefaX30NgyT1Dw61uovAy0gHD8rh6JPqJJsWV0gXUwNOmIsdNNmNfNwrp3BZZN87Ae/we/q59A5x+C0UdP55gIVmw/yep/kmnZMLRSj0MIIUTNVa6eplOnTtG6detS34uKiiI7O/uSghLe4a0aTarITOEfU1F5GejC6uN/0/MlEqaz6QLD8ev7AL5XPQJGf+wpB8if8yr2zCQAurV1DA2v2ZFMkdV23u0IIYQQZVGupKlx48b8/fffpb63du1aGjdufElBCe8o8NIjVApXfIU9MwktIAy/G8aiC6zj1no+zRIJuOUltOBIVE4qeXNexZZ6iNaNwqgTbCLfbGXjnlMVHL0QQojaolxJ09ChQ/nyyy95+eWXWblyJZqmcfjwYT799FM+/fRTBg8e7Ok4RSXwRk9T0d6VWPcsB03Dt+9D6PyCy7S+LiQa/5teQBfRDMx55M9/C5VxlB7t6gGwbOuJighbCCFELVSuq+O//vUv0tPT+eCDD/j2228BGDVqFD4+Ptx///3cddddHg1SVA5njabKmgSuzHkUrvwGAGOnmzDUjy3XdnR+wfhfP5r8+ZOwp+yn4Ne36N5nFHNXwM5DGZzKLKBuqJ8nQxdCCFELlbtL4YEHHuDGG29k7dq1GAwGgoKCaN++PaGhoR4MT1QmZzXwyhqes2z+Fcx56MLqY+x44yVtSzP64X/tKEfilHqQgKWTad1gMDuP57Ni+0lu6tnUQ1ELIYSorcp8dfzll1+YMWMGW7ZswWo93TPh60unTp246667uOqqqzwepKgclTk8Z89Nx7J9IQCmxH+h6S69d0szBeB/7VPk//om9rQjJLCMnXRm+dYT3Hh5E3Q6qdkkhBCi/Ny+Otrtdp5++mnmz59PZGQk1113HXXr1gUgOTmZtWvX8vjjj3PTTTfxxhtvVFjAouLkV2I1cMuGn8FWhD46Bn2jDh7bruYbiN/1oymY9x/i03fir2tHWjZs3Z9Gh5Z1PbYfIYQQtY/bV8dvv/2W3377jbFjx3Lvvfei0xWfQ2632/nuu+94/fXX6dWrF9dff73HgxUV60xPU8XOabJnp1C0ZzkApq63o3m4JpTONwi/G56BeRPpVrCXxYVx/LnuoCRNQgghLonbd8/99NNP3HHHHQwbNqxEwgSg0+m4++67uf322/n+++89GqSoHM6K4BU9PGfZsRiUQt+wLfqoFhWyD51fMH7XP0PP8FQ0FP8cySHpREqF7EsIIUTt4HbSdOjQIfr06XPR5Xr16sWBAwcuKSjhHZUxp0lZzRTtXgaAMa5i57/pAsJodMvjtPZ1JEuL5ixAFeZW6D6FEELUXG4nTQUFBYSEhFx0ubCwMNLT0y8pKOEdlZE0Fe1bDeY8tKAI9JfFV9h+nHRBEVzVtwsAq7Mjyfh1MsqSX+H7FUIIUfO4nTQppdDrLz7XRafTYbfbLyko4R0VnTQppSj6508AjG36oZUyzFsR4uNbEBHsQ4Eyseq4gfxf3sRemFMp+xZCCFFzVM5VS1QLFT0R3J68D3vaEdD74NOqV4XsozQ6TePqro46TUvMbSlKPUzBvInY8zIqLQYhhBDVX5m6FMaPH09gYOAFl8nNlTkj1VWBuWInghftWwWAoXkimu+FzyNP6xlfjznLD5JWEMBWXWs6Zuwgf+7r+F//DLrgiEqNRQghRPXkdk9TQkICAQEBKKUu+CcgIIAuXbpUZMyiAlhtdsxFjqQpwNfH49tXdhvWA+sA8GnR3ePbvxiTj55+nRoAsETXCwIjUDmp5M99DVuGPJ9OCCHExbndpfDVV19VZBzCy5xDc1Axw3O2EztRhTlovkHo67f2+Pbd0a9zQxasOcKh1AKO3vI4jbd+gD3jBPlzX8Ov/2MYvBSXEEKI6kHmNAngTDVwk1GPvgImaFv3rwHA0LSLRx6ZUh7B/kZ6xdcDYN76U/jf+By6yGZgzqPg10lYdi7xSlxCCCGqB0maBAD5hY6kqSIe1qtsVooObgDA0Lyrx7dfFtd1a4xBr7H7aCa7k4vwv2GsIyZlw7zscwpXfouSuz+FEEKUQpImAZzpafL39XzSZDu2HSz5aP6h6KNjPL79sggP9qV3+/oAzFl+EM1gxLff/2HscgsARdv/oOD3/0otJyGEECVI0iQAKKjAnqai0xPADc0SKq0204Wc3du083AGmqZh6nQTvlc9CnojtqNbyZ/9CvbMk94OVQghRBXi/SuYqBLyCosAz985p5Qd29GtABiadPLotsvr7N6mH5fsRykFgE+zBPwHPocWEIY9M4m82ROwno5dCCGEkKRJAGeG5zxdo8meeghVmAM+vuijW3p025fixsubYPLRczApm3W7zjzIVx/RBP9bxqGLagGWAgp+m4xlywJXYiWEEKL2kqRJAGdNBPfwnCZnT42hQRyaruKeaVdWIYEmru3aCHD0NhVZz0z+1vmH4n/DGHxa9QalMK+ZSeFfH6GsFm+FK4QQogqQpEkAZ00E93BPk/WII2nSN6r4h/OW1YDERoQEGjmVVcjijceKvafpfTD1Ho6pxxDQdFj3rSJ/7uvYc+Vh1EIIUVtJ0iSAsyaCe7CnyV6QjT31IACGy6pe0mQy6rmlVzMA5q44SFauudj7mqZhjLsKv+tHo5kCsZ86RP7P47Ge3OuNcIUQQniZJE0CqJieJtux7YBCV+cydAFhHtuuJ/VsV48m0UEUmG18/9e+Upcx1G/tmOcUfhmqIJuCX97AsuvvSo5UCCGEt0nSJICz5zR57u4559Cc4bL2Htump+l0GvcMaIUGrPonmV2HM0pfLjgC/5uex9C0C9htmJd+RuGKr1B2W+UGLIQQwmskaRLAmZIDnhqeU8p+uqcJ9Je188g2K0rTesH06eh4mO9Xf+wuNin8bJqPL75XPYqxyyAAiv75k4IFb6MKcystViGEEN4jSZMAPD88Z884jjLngsGIPqq5R7ZZkW7t04xgfx+S0vKZu+LgeZdzFMIciG//x8FgwnZ8B3mzX8GWcaISoxVCCOENkjQJwPMTwW0ndgGgj2pZpUoNnE+Arw9Drm4FwILVRzh0MvuCy/s07Yz/TS+gBdZBZSeTP/sV13CkEEKImsnrSZPdbmfKlCn06tWL9u3bc99993H48OHzLp+RkcFTTz1FQkICCQkJvPjii+TnF39O2IIFC7juuuto164dN954I0uXLi32/t69e3nwwQfp2rUr3bt3Z+TIkZw4UXt7Coqsdiynh6Q8njTVj/XI9ipDl9hIusRGYleKT3/ded5hOid9ncvwv2Wc43l6RQUU/D4Zy1YphCmEEDWV15Om6dOnM2PGDF599VVmzpyJpmk88MADWCylFxIcOXIkR48e5fPPP2fKlCmsWLGCCRMmuN5fvXo1o0ePZvDgwcyePZuePXvy6KOPsn//fsCRdA0fPpyAgAC+/vprPv74YzIyMrj//vsxm82l7rOmKzg9NAfgZ7z0pEkpO7aTewDQ16s+SRPAkP4xBPr5cCw1j1l/77/o8jq/YPyufwaf2NOFMFfPpPDv/0khTCGEqIG8mjRZLBY+/fRTHn/8cfr06UNsbCyTJ08mOTmZhQsXllh+06ZNrF27lokTJxIXF0f37t15+eWXmTNnDsnJyQB8/PHH9O/fnyFDhtC8eXPGjBlDXFwcX3zxBQCLFi2ioKCAN954g5YtW9K2bVveeust9u/fz8aNGyv1+KuKsx+hotNpl7w9e8YJx6NT9Eb0EU0veXuVKTjAyPDrHIneH+uOsnV/2kXX0fQGTL2GY7r8btA0rHtWkC/znIQQosbxatK0a9cu8vLy6Natm+u14OBg2rRpw7p160osv379eiIiImje/MzE4sTERDRNY8OGDdjtdjZu3FhsewBdu3Zl/fr1AHTv3p333nsPk8lUYvtZWVmeOrRqxVVuwEOTwF1Dc9Et0fRVfz7TuTq2jODKTg0B+OTXHSWKXpZG0zSMbfvjd+3TaH7B2NOPkv/zeCw7FqPUhYf5hBBCVA9evaKdPHkSgHr16hV7PTIykqSkpBLLJycnl1jWaDQSGhpKUlIS2dnZ5OfnEx0dfd7tNWzYkIYNGxZ7/8MPP8RkMpGQkHBJx2MweH20s1wKixy1hgL8DG4dg16vK/Z3ie0l7wbAp0Hratsmd13dkj3HMjmaksv/ft3J6MEd0WkX74UzNGmH8Y5XyVv0IdZj/2Be/iW2A2vw73Mf+rB6F13/Qi7W7qJiSLt7j7S9d0i7n59Xk6aCggLAkficzWQyldrrU1BQUGJZ5/Jms5nCwsLzbu9885W+/PJLvv32W5599lnq1KlTruMAR5HEsLCAcq/vTTp9JgDBgaYyHUNwsF+J15RSZCU5kqbw2A74VtM2AXh2WCL/nvw3/xxMZ8nmJG7t19K9FcMCCL93PNnrfyP9r2+wnthN9sznCO7Yn7Bet6MPCLmkuEprd1HxpN29R9reO6TdS/Jq0uTr6ws45jY5/w1gNpvx8yv5w/L19S11grjZbMbf39815HbuMqVtTynFu+++y/vvv89DDz3EsGHDLulY7HZFdnb+xResglLSHMUZjXodGRl5F11er9cRHOxHdnYBNlvxoSdb+nHs+dmg9yHfrx4Fbmyvqgo06hhydQyf/rqTrxbspHFkAM0blCHhadGHoMg2FCz7kqLDW8je8BvZWxZjiu2Nqf0A9CFRZYrnQu0uKo60u/dI23tHbWr34GC/MvWoeTVpcg61paSk0KhRI9frKSkpxMaWvOsqOjqaRYsWFXvNYrGQmZlJVFQUoaGh+Pv7k5KSUmyZlJSUYkN2RUVFPPvss/zyyy8888wzjBgxwiPHY73ILepVVW6Boxq4n1FfpmOw2ewllrecOH3XXGQzbEoP1bRNnHq0jWbr/jTW70ph2qytjBueSKBfGR41418H3wFPYji+A/Oa77GfOoR5+yLM2xehrxeLoWV3fJp0RvMNdHuTpbW7qHjS7t4jbe8d0u4leXXAMjY2lsDAQNasWeN6LTs7mx07dtClS5cSyyckJHDy5MlidZyc63bq1AlN0+jUqRNr164ttt6aNWvo3Lmz6//PPPMMv/32G2+//bbHEqbqzJPPnbMnO27T10dW/Srg7tA0jWHXxBIZ5kdatpmP5v2DvRx1mAwN2uB/yzj8rn8G/WXxANiSdmFe+hm5X40kf95ELFt/w56V7OlDEEII4SFe7WkyGo0MGTKESZMmER4eToMGDXjrrbeIjo6mf//+2Gw20tPTCQoKwtfXl/bt29OpUyeefPJJxo8fT35+PuPGjePmm28mKsox1DF8+HAefPBB2rRpQ+/evZk1axY7d+7ktddeA+Cnn35i/vz5PPPMMyQmJpKamuqKx7mf2sb1CBUPFLa0pewDQBfV4pK3VVX4+xp49JZ2vPblerYfSOeXFYcY2LPspRQ0TcPQoA2GBm2w56ZRtG8V1n2rsacfw5a0G1vSbsyrZ6ALq4+hcUcMjTuii2yO5sYEdCGEEBVPU14uX2yz2XjnnXf46aefKCwsJCEhgZdeeomGDRty7NgxrrzySiZOnMigQY6HpKalpTFhwgSWLVuGyWTimmuu4dlnny1WQmD27NlMnz6dkydP0qJFC0aPHk337t0BuO+++1ixYkWpsZy9n7Ifh5309Oo5f+eDOdtZuzOFu65sSf+Eyy66vMGgIywsgIyMvGJdt8qcR+4XjwIQcM8UdH7BFRazN6zYlsQnv+5EA568vT1tm5X/xoGz2bNTsR7ZjPXwJmwndoOyud7ThUTj07ovPq164hMQVGq7i4p1vvNdVDxpe++oTe0eHh5QpjlNXk+aaorqnDS9M3Mz2w+mM+L61vRod/Hb4s/3gbIe3UbBgrfRgiIIvOutigzZa774bRd/bz5BgK+B8cMTqRPi2Z5JZc7DenQb1sObsB7eDNbTd32aAvDreD1RvW8mK9da47/IqpLadAGpaqTtvaM2tXtZkyYpwiDODM9dYnFLW7JjaE5fg4bmzjX4qpY0jg4ir9DK9NnbL/p8urLSTAH4tOiG35UPEzjkv5h6DkUXVh/MeRSs/p6jH4yk6Mg2j+5TCCGEeyRpEmdNBL/EpCnl9CTwqJoxCbw0PgY9j97clgBfAweTspmxeG+F7Usz+mFs0xf/W1/F94oH0AXVxZZ9itxf3qJw2RfyfDshhKhkkjSJsyaCl//uOaXsZyVNNbenCaBuqB8P3NgGgL82HmfVPycrdH+aTodPTA+C75xIcJdrASja+Rf5v7yBPT+zQvcthBDiDEmahEeePWfPTAJLARiM6MIvPpm8uotvXpcbLm8COOY5HUvNrfB9aj4m6g64n8AbnwFTAPaUA+T//DK2tKMVvm8hhBCSNNV6RVYb1tMVXy9leM41nymiKZpO75HYqrqbezalTZMwLEV23vt5OwWne+wqms9lbQm4+UV0IdGovHTyf3kD26nDF19RCCHEJZGkqZbLO93LpGlgMpY/2bGnHgRAF9HMI3FVBzqdxoMD4wgLMpGcns9n83dSWTej6kKi8b/5RUd7m/PI//VNbKmHKmXfQghRW0nSVMvlnTU0p7uEIorOC7Y+suxFH6uzYH8jj9zcFr1OY/3uVBauq7yhMs0UgP/1TzsKiZrzKJg/yTFMKoQQokJI0lTL5Z1+7lxAWZ6ndg5lK8Ke7kgW9BG1K2kCaN4ghDuvbAnAD0v2s+doZqXtWzP643/tU+gimqLMueTPn4Q9L6PS9i+EELWJJE21nDNpKtNDaM9hTzsKdhuaKRAtsK6nQqtW+nVqQGLrSGx2xftztpOVV3nlADSjH37XPIkWEoXKTaNgwdsoS0Gl7V8IIWoLSZpquVxnT9MllBuwnToEgC6iSa19TpqmaQy7NpZ6dfzJyrXw4Zzt2OyVV0lX5xeM/3VPo/mFYE8/RsGf76PstouvKIQQwm2SNNVyzjlNgX6XUG7g9CTw2jg0dzZfo+PBviYfPbuOZPLz0oOVun9dUAR+1/wb9EZsR7diXj2jUvcvhBA1nSRNtVyuB+Y02Vx3ztXupAmgft0Ahl8XC8D81YfZtCe1Uvevj2iKb98HACjavhDLjsWVun8hhKjJJGmq5ZxJU2A5h+eU1Yw94zggPU1Oia2juKpzQwA+/mUHJ05V7oOcfZolYOwyCADziq+xHvunUvcvhBA1lSRNtVxe4aX1NNlPHQGl0PxD0QWEeTK0au32fi2IaRhCocXG1FlbyT/dzpXF2PFGDC26g7JTsGgatswTlbp/IYSoiSRpquUu9e451yTwuk08FFHNYNDreOSWdoQHm0jOKODDuTuw2yun8CU4Jqb79h7uqOFkKaDgt/+iCiv+US9CCFGTSdJUy52Z01S+ieC2lAOADM2VJjjAyOOD4jEadGw7kMZPSw9U6v41gxG/q0eiBdVFZadQsHAqylY5j3oRQoiaSJKmWu7M3XPlHJ5LczzzTB/R2GMx1SSNo4MYdtbE8DU7kit1/zq/YPwGPAk+vtiSdmNe/kWlPepFCCFqGkmaarlLmQiuisyux3bo6kjSdD7d2kRzbddGAHw2fycHTmRX6v714Q3wu/IR0DSKdi+jaOuCSt2/EELUFJI01WLmIhtFVkcBxvJMBLelH3NMAvcLRvMP9XB0NcutfZoT37wOFqudd3/cQkpm5VbsNjSKx9R9MADmNT9QdGhjpe5fCCFqAkmaajHnJHC9TsPXqC/z+rZUx9Ccrk6jWlsJ3F06ncZDA+NoFBVITn4Rk2duJie/8h61AuATdxU+bfoBisLFH2A9ubdS9y+EENWdJE212NmFLcuT9FhPnZ7PVFeG5tzhZzLw73+1p87pO+re+X4L+YWVNzFb0zRMlw9G37AtWC0ULHjbNZFfCCHExUnSVIvluZ47V8475045e5okaXJXaKCJUXd0INDPh8Mnc5jy4xbMRZX3jDhNZ8Dv6sfR12sFRYXkz58kiZMQQrhJkqZaLPcS7pxTdhu2tKMA6Os28mhcNV29OgE8dUcH/Ex69hzLYsqPWys3cTKY8LvmydM1nPLJ/+UNrEe3Vtr+hRCiupKkqRa7lMKWRWnHwVYEPr5owZGeDq3GaxwdxL//1R6TUc/Owxn89/stFFoqcajOxxf/a59C3yDOMVT327tYdi6RcgRCCHEBkjTVYq45TeUoN2A+6XhIrz78MjRNTqPyaNkwlKdu74CvUc/uo5m8PaNyJ4drRj/8rnkSQ4tuoGyYl31O4ZKPUUXmSotBCCGqE7na1WK5l9DTZEl2JE06GZq7JC0ahvD0nR0J8DWw/0Q2E7/eyKlKLEeg6Q349n0QY+JtoGlY964kb9ZLWI9tr7QYhBCiupCkqRY787Desk8Ed/U0ySTwS9asfjBjh3QmPNjEyfR8Xv1qA/uOZVXa/jVNh6nDDfjdMBbNPxSVnUzB/EkULJzmqMUlhBACkKSpVssrcMyhKWthS6XUWT1NkjR5QoO6ATx/TxcaRgSSnWfhze82snTLiUqNwVCvFQG3v45P2/6OXqeD68n/8QXyf5tM0aGNKFtRpcYjhBBVTfnuNRc1QnkfoWLPOYW9MA90enRhDSoitFopLMjEc/d04pNfd7JhdyqfL9jF7iMZDLm6FX6myvmoakZ/fC+/G59WvbFsmov1wHpsR7ZgO7IFjP4YGrRBXy8WfVRzdKH10XxMlRKXEEJUBZI01WLlndPkrM+kD2+AppdTyJN8jQYevrktv646zJxlB1n1TzJ7j2Xx0MA4WjUOq7Q49HUuw++qR7FnnsSy8y+sB9ai8jKwHlyP9eB613JaQBiabzCaXxCa7+k/Rl8wmNAMRjAY0QwmNIPJ8W+f038bjGctY5LzSAhRLcg3VS3mnNNU7qRJhuYqhE7TuPHyJrRuFMaHc//hVFYhE7/eyKA+zRhyfVzlxhIajW/3u1Dd7sCevB/riZ3YknZjTzuCKsxB5WWg8jIufUd6A7qgCLTgSHTBUeiCI9GFN0Qf0VR6s4QQVYYkTbWUUqrcc5qcz5yTpKlitWgYwoT7Evjy992s3ZnCj0v2s/VAGvcOaEX9OgGVGoum6dBHt0Qf3dL1mr0gG5VzypE8FeagCk7/XVSIslrAakFZzcX/LnL+3wJWMyjHA6OxWbFnJkFmEsXKfGo6dHUbY2jYFkOj9ugim0mJCyGE10jSVEsVmK3YTxcyDCzj3XPWU0cASZoqg7+vDw8NjKNdszp8u2gPe45k8tL/1jIg8TIG9myKyafsD1r2FJ1fMPgFX9I2lM0KVjPKnIc9OxV7djL27BRUVjK21IOo/EzsqQexpB7EsmkeWlBdfFpejk+r3uiC6nroSIQQwj2SNNVSzkeoGH10+Bjcv/DaC3NQeekAGOo2ovIe/lF7aZpGj3b1iG9Rl5l/7WPl1iQWrDnCul0p3DOgFe2a1fF2iOWm6Q2gN6CZAtAFRwLFhx/tuWnYTuzEemQr1qNbUTmnsGyci2XTLxiaJWLscD36Opd5J3ghRK0jSVMtlVfOauD20/OZDGHRaEY/sNo9HpsoXViQiWeHJrJ4zSG++G0Xp7IKmfz9Fjq3iuCuK1sSHuzr7RA9ThdYB11MT3xieqKsZqyHNlG0629HIrV/Ndb9azDEXI6py63oAsO9Ha4QooaTpKmWKv+dc46hOVN0U4/HJNzTMSaCFg1CmLP8IIvWH2PD7lS2HUhjYI+mXJ1wGQZ9zZzzoxlM+LTohk+LbthOHcay+VesB9Zi3bMC64F1mBJuxSeuP5quZh6/EML75Nullipv0mRPc/Q0GaOaeTwm4T4/k4E7r2zJuOEJtGwYgqXIzo9L9vPSJ2vZcSjd2+FVOH3dxvhd9Qj+N7+EPqolWC2YV31H/rzXsWed9HZ4QogaSpKmWio7z/Fg2CD/8g3PSU9T1XBZZCBj7+7EiOtbE+zvw8n0fCbN2MwHc7aTkVPzH7yrj2yG38BnMfUaBj6+2JP3kffTeIoOrPV2aEKIGkiSplrKmTQFBxjdXkcVFWLPSgbAGCVJU1XhnCj++oPduLJTQzQN1u5M4bmPV/PbmiNYbTV73pmm6TC2voKAf72GPjoGigopXDSdwpXfoOxyq4IQwnMkaaqlsvMdSVNIGZIme9pRQKH5h2AIDK2YwES5+fv6cPfVMbw0NIHm9YMxW2x8/9c+Jny2jt1HPFCAsorTBdbB74YxGDvcAEDR9oUU/DYZZcn3cmRCiJpCkqZaKjvPMacp2N/9pMmW5ixq2aQiQhIe0jg6iGfv6cywa2MJ9PPh+Kk8/vPtJj6et8OVLNdUmk6PKfE2fPs/BgYjtmPbyZ/zKvbcmj/PSwhR8SRpqqVcc5rK0tPkLDcQIUUtqzqdptG7fX1ef7AbV3Sojwas+uckL3y8hpXbk1CnC5vWVD5Nu+A/8Dk0/1DsGSfIn/uao+K4EEJcAkmaaqnyDM/ZpBJ4tRPo58O918Ty/L1daBgRQG5BEf/7ZSfvzNxMamaBt8OrUPq6TfC/6QW0kGhUbhr5c1/HlnrI22EJIaoxSZpqIaXUmYngbg7PKVsR9oxjAOgjmlRUaKKCNKsfzEvDEhjUuxkGvY5/DmXw4v/W8NuaI9jsNXeiuC6oLv4Dn0NXtzGqMIf8X97AemKnt8MSQlRTkjTVQnmFVmx2x/BMcIB7JQfsGcfBbgNTgDzzq5oy6HXccHkTXh6RSGyjUCxWO9//tY9Xv9jA4ZM53g6vwuj8gvG/YSz6erFQVEjBgrcpOrTR22EJIaohSZpqIWcvk5/J4PZz52yn5zPp6zRC07QKi01UvOhwf0bf1ZFh18bibzJwODmHV75Yz/d/7cNcVDNv0deMfvhdOwpDk05gs1K4cBpFe1d6OywhRDUjSVMtlJNf9hpNzkngOpnPVCNopyeKv/ZAVxJiI7ErxW9rjvDSJ2v4p4ZWFNcMRnyvehRDTA9Qdgr/+hjLjsXeDksIUY1I0lQLZZ3uaQopQzVwW5pMAq+JQgJNPHxzW0beGk9YkInUzELenrGZj+f9Q3p2obfD8zhNp8e3zwh84q4EFOblX2Le/Ku3wxJCVBPywN5aqKzlBpTdjv30nXPS01QzdWhZl1aNQvnp7wMs3niMVf8ks2F3KgMSG3Ftt0b4GmvOV4Wm6TBdPgTN6I9l0zwsa38ASwHGhFtl6FkIcUHS01QLZZdxeM6elQQ2CxhM6IKjKzI04UV+JgN3Xx3DC0O7OB4CbLUzb+Uhnv1wNUu3nKhRd9lpmoYp4VaMibcDYNn8C4V/fYSyFXk5MiFEVSZJUy2U7RqeczNpcs5nqnMZmk5OmZquab1gxt7diUdubktEqC9ZeRY+X7CL5z9ew4ptSTUqeTJ1uA5T7+Gg6bDuW0XBr2+hCnO9HZYQooqSK2At5HqEips9Ta4752RortbQNI0usZG8en837ujXgkA/H1IyCvjk1501LnkyxvbB79qnwMcP28k95M1+BXvmSW+HJYSogryeNNntdqZMmUKvXr1o37499913H4cPHz7v8hkZGTz11FMkJCSQkJDAiy++SH5+8QdyLliwgOuuu4527dpx4403snTp0vPue8SIEUydOtWjx1TVOSeCuz0855wEXkeSptrGx6BjQGIj3ny4O7dd0bxY8jT2g9X8tuYI+YXVf0jL0DDOUT08sA4qO5m8Oa9gPb7D22EJIaoYrydN06dPZ8aMGbz66qvMnDkTTdN44IEHsFhKf7DoyJEjOXr0KJ9//jlTpkxhxYoVTJgwwfX+6tWrGT16NIMHD2b27Nn07NmTRx99lP379xfbTmFhIaNHj2b58uUVenxVUVlKDiilsJ06BMgk8NrM12jgum6NefPh7vzriuYE+fuQll3I93/t46n3VvLNH3s4mZ5/8Q1VYfrwBvjf/BK6yGZgzqNg/luYN85FqZrRoyaEuHReTZosFguffvopjz/+OH369CE2NpbJkyeTnJzMwoULSyy/adMm1q5dy8SJE4mLi6N79+68/PLLzJkzh+TkZAA+/vhj+vfvz5AhQ2jevDljxowhLi6OL774wrWdjRs3csstt7BlyxaCg4Mr7XirgmKPUHEnacpJBUsB6AzowhpUdHiiivM1Gri2W2Peevhyhl0bS4OIAMxFNv7ceIznPlrN619vYMmm4+RV094nnX8I/jeMxRDTC5TCsv4ncue9SVFWirdDE0JUAV5Nmnbt2kVeXh7dunVzvRYcHEybNm1Yt25dieXXr19PREQEzZs3d72WmJiIpmls2LABu93Oxo0bi20PoGvXrqxfv971/2XLltG/f39mz55NUFBQBRxZ1VVosWGxOn5zDnajTpNzPpMuvAGavubcdi4ujdFHT+/29Xn5vkSevrMD7ZvXQdNg37Esvvx9N09OXc57P21j5fYk13BwdaEZjPhdMQLfPiNAb8R6bAfHPhqF+Z+/UEp5OzwhhBd59Sp48qRjsmW9evWKvR4ZGUlSUlKJ5ZOTk0ssazQaCQ0NJSkpiezsbPLz84mOLn5b/Lnbe+KJJzx1CMUYDF4f7byo/GwrAEYfHYFu3D1XlO6Yz2SIaOI6Pr2++N+iclTVdo9vUZf4FnXJyDGzavtJVmxL4mhKLhv2pLJhTyoAjaICade8Dq0bh9EkOrhM1ei9xRDXB2P9GPKX/A9r0l7y//4Mw/61+PcdgV6ev1gpquo5X9NJu5+fV5OmgoICwJH4nM1kMpGVlVXq8ucu61zebDZTWFh43u2ZzWZPhV0qnU4jLCygQvfhCUmZjjYKC/J1K97CrGMABDeOIfic5YOD/TwfoLioqtruYWEBNGsUzt3XteHgiSyWbT7Oxt0p7D+WxZHkXI4k5/LrSkfPZUSYHy0ahtK8YQhN64fQpF4wEaF+Va+4ZFgLVJPXyFo3n4wl32I99g85M58jvM9dBHe5Fk3n3rMbxaWpqud8TSftXpJXkyZfX1/AMbfJ+W8As9mMn1/JH5avr2+pE8TNZjP+/v6YTCbX9s59v7TteZLdrsjOrvoTYY+dzAYg0M+HjIy8Cy6rlKLwhGMCvdm/nmt5vV5HcLAf2dkF2GwySbayVKd2D/UzcGP3xtzYvTHZeRa2H0hj24F09h/P4mR6PqkZBaRmFLBq25keYH9fA5dFBtIoKojLIgO5LDKQhpGBmHy8m5jo9TpCu96Iio4je9FH2E7uJW3hZ2RuWox/n2EYoppffCOiXKrTOV+T1KZ2Dw72K1OPmleTJudQW0pKCo0aNXK9npKSQmxsbInlo6OjWbRoUbHXLBYLmZmZREVFERoair+/PykpxSdtpqSklBiyqwhWa9U/uTJzHD1uwf4+F43XnpeBKsgGTUOFNiixvM1mrxbHXNNUt3b3NxlIbB1FYusoAPILrRxJzuHQyRyOJOdwNDWXk2n55Bda2X0kk91HMl3rakD9ugG0bhJG26bhtLosDJPRS0lUcBR+NzxL0a4lmNf+iO3UYXJmvYxP6yswJd6GZqr6Pc3VVXU752sKafeSvJo0xcbGEhgYyJo1a1xJU3Z2Njt27GDIkCEllk9ISGDSpEkcPnyYxo0dt7+vWbMGgE6dOqFpGp06dWLt2rX861//cq23Zs0aOnfuXAlHVPWV5c45e9rpSeCh9dAMpgqNS9Qe/r4GYhuHEds4zPVakdVOUloeR1NyOZaay9EUx5+c/CKOn8rj+Kk8Fq0/hkGv0aJBCF1iI0mIjSTIzar2nqLpdBjb9MPQpDPmNTOx7l1J0c6/sB7agKnbnRhadK96Q4xCCI/xatJkNBoZMmQIkyZNIjw8nAYNGvDWW28RHR1N//79sdlspKenExQUhK+vL+3bt6dTp048+eSTjB8/nvz8fMaNG8fNN99MVJTjt9jhw4fz4IMP0qZNG3r37s2sWbPYuXMnr732mjcPtcrIzHX0NIW4kTS57pyTopaigvkYdDSKCqJRVPG7WbNyzew9lsU/h9LZfiCdtOxCdh3JZNeRTL5btJf2LerSt1MDWjcOQ1eJyYrOPwS/vg9ibdUL8/IvsWcmUfjXR+h3L8PU8x70ofUrLRYhROXx+j3kI0eOxGq18sILL1BYWEhCQgKffPIJRqORY8eOceWVVzJx4kQGDRqEpmlMmzaNCRMmMHToUEwmE9dccw3PPvusa3s9e/bk9ddfZ/r06UyePJkWLVrwwQcfFCtTUJulZzuSpvBg34sseeaZc/q6TSoyJCHOKyTQRJfYSLrERqKUIiWjgM37TrF6RzKHT+awcU8qG/ekUr9uAAN7NKFLbGSlJk+G+q3R3/oKlq2/Ydk4B9uJneT/+CLG9tdh7HgjmqHq3yVYVspuw3Zip+NP6iHsmSdQlkKwWdBMgWiB4ehC66GPjsFQvzW6kChvhyyEx2hKCo94hM1mJz39whOrq4IX/7eG46fyGHVHe9o2rXPBZXO/GYXKS8fvhrEY6p+ZY2Yw6AgLCyAjI0/GuyuRtHtxx1NzWbLpBCu2J1FosQFUSPLkbrvbs1MpXPk1tiNbANCCIvDtMQRDo/YeicPb7DmnsGz7A+v+1Y65jm7S1WmEoVkiPi0vRxcYXqZ9yjnvHbWp3cPDA6rPRHBR+dJzHCUH6lykp8mel4HKSwdNQx/RpBIiE6JsGkQEcvfVMdzSuxmL1h/l93VHOXEqjw/m/EODFYe448oWF/3FwJN0wRH4Dfg31kMbMa/8BpWTSsFvkzE0S8DU4x50ftXz6QP2nFOYN8zGuncVKEdyqvkGYWjcAV1kc/R1LnNMgtf7oApzseemYU89iO3kHmwn92FPO4Il7QiW9bPQN2yHT2xvDI07oOnk8iOqHzlra5H8QisFZseXXnjQhZMmW+pBAHRhDdB8Lj6UJ4S3+PsaGNizKVd1acgf646ycP1Rjp/K452ZW+gcE8EdV7agbkjl1JvRNA2fpp0xNIzDvGE2Rdv+wHpgHbbjOzH1uBtD827VZqK4shRg2fwrlm2/gc1RFFffoA3Gdlejb9i29KQnsA76uo2hSSfHNgpzKTq0AeveldiSdmM7uhXb0a1ofsEYWvbAGNsbXWi9ktsRooqSpKkWcfYyBfgaLnrbtj3lAAD6iGYVHpcQnuDv68PNvZrRP+Ey5iw/yOINx9mwJ5VtB9K4vntjrunaCB9D5ZQr0Hx88e12Jz4tulP49/+wpx2lcPGH6PetwbfXUHQBYRffiBcVHdqAecU3jt5mQF+/NabE29BHlm1uqOYbiDG2D8bYPtizTlK0exlFu5ejCrIo2rqAoq0L0EfH4NOqF4ZmiWg+cpeuqNokaapFyjIJ3JbqSJp0kZI0ieolwNeHwVfF0Cu+Pt8s3MOeo5n8vOwgK7ef5N4BrWjdpGzzai6Fvm5j/G8Zh2XzfMdE8SObyfthN77d7sLQqleV63Wy56ZhXvE11sObAMe8LFP3uzA07njJsepCojEl/gtjl1uwHdmGZdff2I5uOT2MtwdWfoNPi274xPZBV7dJlWsbIUCSplolPdvR0xQedOHf5pSyY0txDM/pI5pWeFxCVITLIgMZM7gja3YmM3PxPpIzCnhrxmYubxvN7f1aEFxJNZ40nQFTp4EYmnR29DqlHqRw6afo96/Bt/dwdFXgOXbKbqVo+5+Y1/8EVjNoeoztr8XYaaDH7wDUdAYMTTpiaNIRe14GRXuWU7RrKSonlaKdSyjauQRdSDSGpp2heRdUaDuP7l+ISyFJUy3iHJ4LD7nIJPCsk1BUAHojuvCGlRGaEBVC0zS6tYkmvlldflq6n782Hmfl9pNs2XeK2/u1oGe7epXWo6EPb4D/TS9QtO0PzOt/wnb8H/J+fAFT4r/wadMXTfPOw1GtR7dhXvUd9swTjjijWmLqNQx9eIMK37cuIAxTxxsxdrgeW9Juinb9jfXgeuxZJx3zqTb/Sn5QHQxNOqJr3Bl9dIw87094lSRNtYhreO4iPU1n5jM1kS8oUSP4+xoYcnUrLm9bjy9+28XRlFw+m7+LFdscQ3b161bOI1A0naMHx9C4I4VLP8V2cg/mFV9RtG8Vvt0Ho6/E4XB75kkKV393pkSCbxDGxNvwadWr0hM4TdNhqN8aQ/3WKEsB1iNbsB7agPXIVmw5adi2LYJti9BMgegbd8CnaWf0DeJqZB0sUbVJnSYPqQ51mt78diO7jmTy4I1t6BZ3/mfxFS7/kqIdi/FpNwDf7neVeL821fCoSqTdPcNmt7Nw3TFmLz+ApciOXqdxXbfG3HB541InildUuytlp+ifxZjX/uAYEgMMLbph6nRThd5RZs9Nw7JlAUU7/wK7DTQ9Pm2vwtRpYJV7fp4eK6bM/WRsXU7RwU0oc+6ZN00B+MT0xKd1H6nA7mG16btG6jSJ83J3Iriz3EBl/tYrRGXR63Rc07URXWIj+PqPPWzdn8a8lYdYuzOZO/q1pH2LOpUyZKdpOoxtr8LQtDPmdT9i3bMC677VWPetwdAsAZ+2/dFHtfBILEop7Cn7sez8C+u+1Y5kCdBfFo+p+51VNunQDEYCWnbBUrc1RZYibCf3YD20EevBDai8dIq2/U7Rtt/R12uFT+u+GJp1kfpPokLJ2VVL2JU6M6fpAsNzymrBnnYEkHIDomarG+LHE7fFs2F3Kt8u2kNyRgFTZm2leYNgbu3dvNgDhSuSLiAMvysewNb2aiwbZmM9vAnrgbVYD6xFF9YQQ/NEDE06OWqmlSGBUsqO/dQRrIc3OuYJZZxwvaev3xpjxxsxNGhTEYdUITSd/swQXre7sB3bRtHOJViPbHbUgErajbYuAmPHG/Bp2QNNL5c34XlyVtUSOflFWG0KDQi9QNJkSz0IdhuaXzBaFbirR4iKpGkaXWIjiWsazq+rDrNo/VH2H8/mze82Edc0nJt7NaVVo8pJnvR1G+M34Alspw5j2b4I6/412DOOYVl/DMv6n9D8Q9FHNEVXtzG6wDpoAWFgMKHpDSirBSwF2PPSsWenYE8/hi15v+OGDtcOjBiaJ2Bs06/M9ZaqGk2nw9CoPYZG7bHnplO0eylFOxajclIxL/0My8a5GDtc75ifpffxdriiBpE5TR5S1ec0HUzK5pUv1hMaaOSdx3qedznzpl+wrPsRQ9Mu+PV/rNRlatN4d1Ui7V7xMnPNzFt5iKWbT2CzO74am9UP5qY+LWjbOJTKrBykzHkUHViH9fAmbMf/cVXlLhMfXwwN4jA06eR4dEkVm7N0MWU555XVTNGOJVi2zEcVZAGgBYRj6nILhpaXy00tZVCbvmtkTpMolbNG08WeOWc7uQcAfXTLCo9JiKomNNDEPVe3YkBiI+YtP8ianckcOJHN5O82EuTvQ+/29ekVX4/IMP8Kj0UzBWBsfQXG1legrGZsp45gT9mPPfME9pw0VH4mylbkSKYMRjSjH5pfMLrgSHSh9dBHNkcX3rDWJAuawYQxfgA+bfpStOtvLJt/ReWlU/j3J+i2LMCYcCuGJp2kaKa4JJI01RLOSeBhF0ialLJjS94LgD66VaXEJURVFBnqx4gb2nBb3xas2JbEX5uOk5ZVyK+rDvPrqsO0bBhCj3b1SIiNxM9U8V+jmsGEIbolyC8zF6UZjBjb9scntg9FO/7EvOkX7JknKFw4FV1EM0xd/4WhfmtvhymqKUmaagnnJPA6weefz2TPOA6WAjCY0NW5rLJCE6LKCgkwMrBnU4Zc14Y/1xzir43H+edQOnuPZbH3WBbfLtxDp5gIerSrR+vGYeh00otRVWgGI8b4a/GJ7YNlywIs237HnnqAgl/+g75hW0wJt6GPaOLtMEU1I0lTLZHmKmx5/p4m28nTvUxRLWpNl74Q7tDrdSS0jqJjywgycsys+uckK7YlkZSWz+odyazekUxYkInucdH0aBdNvTrVa+5QTaYZ/TEl3IpP3JVYNs6jaOcSbMe2k39sO4ZmiZi6DEIXev66dUKcTZKmWuJUpuMumjoXeISKzGcS4uLCgkxc160x13ZtxMGkHFZsT2LtjmQycszMX32Y+asPE9+8Dtd2bVRpd96Ji9P5h+Lb8x6M8QMwr//ZURPrwFqsB9fj06o3xs43oQuQn5e4MEmaagGlFCfT8wGIDj//BFZXT1N0TKXEJUR1pmkazeoH06x+MHf2a8mWfadYvi2JbfvT2Hr6T2yjUAb1aU6LBiHeDlecpguOxK/fQ9jaX4t53SxsR7ZQtGsJRXtXYGzbH2P769B8A70dpqiiJGmqBTJzLRRabOg0jcgwv1KXseemoXLTQNNJJXAhysjHoKNLbCRdYiNJTs/n93VHWb71BLuOZPL6VxtIiI3kzitbEnaR5z6KyqOv0wj/a57EmrQby9ofsSXvxbJlPpadf2Fsfz3Gtv3RfOTnJYrzzmO1RaU6meaoHxUR6ovhPPUobEm7AdDVbYzmc+GyBEKI84sK9+feAa2Y+GB3esXXQ9Ng3a4UXvjfav7ccAy7XUrjVSWGeq3wG/gcftf8G114Q7AUYFn3I3kznsGyYzHKXo76WKLGkqSpFkg6PTR3ocmp1mP/AMituEJ4SJ0QX4Zf15qXhibQtF4QBWYb3yzcw6tfrufwyRxvhyfOomkahkYd8B/0Mr59H0QLikAVZGFe/iV53z9H0b7VKFWzizwK90jSVAskpZ2ez1Sn9PlMSilHxWFA3yCu0uISojZoHB3E8/d04Z6rY/AzGTh0ModXvljP7GUHsNrkQlyVaDodPi0vJ+D2iZh6DEHzC0Zlp1C4+APyf5qA9dh2b4covEySplrAOQm83nkmgdszT6DyM0HvI3fOCVEBdDqNvp0a8voDXUmIjcSuFHNXHOK1rzZw4lTVffxSbaXpDRjjriLgzjcxdhkEPr7Y0w5TMH8S+b++6XhGp6iVJGmqBZxzms7X02Q7PTSnj45BMxgrLS4hapuQQBMP39yWhwbGEeBr4PDJHMZ/to4/1h7BLo8BrXI0H19MnQYScNdb+LS9GnQGbMd3kP/zBAoWTceeleztEEUlk6SphjNbbK7Clueb02SVoTkhKlXXNlG8PKIrbZuFY7XZmbF4H5O+28SprAJvhyZKofMNwvfywQTcMRFDy8sBDeuBteR9/xyFK75GmaW3sLaQpKmGcw7NBfr5EOjnU+J9Zbe67pwzNJSkSYjKEhZk4sl/tefeAa0w+ujYdSSTlz5Zy7KtJ1DS61Ql6YIi8Ov7IP63voz+snhQNor+WUTezLFYdi5B2WWOWk0nSVMNl5Tu+A2o3vmG5pL3Q1Ehmm+QPG9OiEqmaRpXdGzAhPsSadEghEKLjc/m72LqrG1k5Vm8HZ44D32dy/C/dhR+1z+DLqwBqjAH87LPyZ/9Mrbkfd4OT1QgSZpquJNpF64EfuauuTZompwOQnhDVJg/Y+/uxG1XNEev09i87xTPf7SaxRulrlNVZmjQBv9bJ2Dqfhf4+GE/dYj8Oa9SsOR/2POzvB2eqABylazhTl6kRpP10CYADJe1q7SYhBAl6XQa13VrzEvDEmgUFUi+2crXf+xhwufr2Lo/TYbsqihNZ8DYbgABd7yBIaYXANY9yx1Ddtt+R9ltXo5QeJIkTTXchWo02bNTsKcfBU2HoVGHSo5MCFGayyIDeWloAnf3d9R1OpqSy39/2MJ/vtnI5n2n5C67KkrnH4LfFSPwv+kFdBFNoagA86rvyP9pHNbTD0MX1Z88e64Gs9rsrqSptDlN1oMbANDXayUPqBSiCtHpNP6/vTsPj7q6Fz/+/s4+k2GykZUACYGAYQkJBIIsIkr1SrXWVq9eQRHEp9bqfVARXAp1q48KSCWFKqX6qz62/Eq8qCz1GltRXCCJGCQk7ARCNrJOttm/94+BwRiUASFD4uf1PPNkON8zJyefL5n55JzzPd+rxiQx7rJYNn9RzodFx9lX0cy+9buIizQzaVQC49Pj6Bt+5ntJitDRxg3GcuNvcZd9jHPHP/A1VNDx7u/RpU3EOO4WNBa5eXNPJklTL3asthWP10eYSUdMRNc3V/cRf9KkSx7T3V0TQgShj8XAf04bwvSx/fmwqIKPvqqkprGDvK2HyNt6iAFxVkYOiiatfwTJ8X3oY5F91i4FiqLBcNlUdCljcO1Yj7tsK559n+I58iXG7F+gv2waikYmenoiSZp6sYPH/QsRByWGo1GUTsd87U34ag4CoEvO6va+CSGCF2UzcfOVg/np5ckUltXyeUk1ZUebOFrTytGaVjZ9Xg5AeJiBvuEmosNN9A03E20z0sdioI/Fv+WI1WLAatahlQ/sbqEx9cE05S70w6bg2PZXfHXlOD99E/feTzBO+C90CUND3UVxjiRp6sUOVdoBSE20dTnmXwCuookZhMYa1c09E0KcD7NRx+SMRCZnJNLc5mLP4QZ2H27gcJWd6oZ2mttcNLe5OHjyd/+7hJl0J5MoPX3Mhm88/0aZRU9UHyMRViMajfK97Ynvp41NxXLjEtyl/8ZZkIevrpyO955Dl5zln7KLiA91F0WQJGnqxQ5W+keaUvt1nUP3nJqaS5FRJiF6ovAwAxNGxDNhhP8Dt93hobapnbomB3XNDuqbHTS0OGjpcNPS7qa13UWbwwNAm8NDm8NDTePZdyDXahT6hpvoG2EmJtxETISZmAgzCdEW4qIs6LQyahUMRaPBMPwqdIOycRX+j3/K7siXeMqL0adPxZD1MzTmrn/gikuLJE29lL3NxYkmBwqQktD5F9HX1hjYn0mfMjYEvRNCXGgWk47keBvJ8d/9wev1+WhzeGhtd9N6KpnqcJ386g58be1wYW9z09TqxOtTqWnsOGOCpVEU4qLMJEaHkdA3jMS+FvrHWEmIDpPRqe+gMdswTb4T/YircW7//3iPFuMu+RD33m3o06/EMOpaNJaIUHdTfAdJmnqpU6NMiX3DsJg6n2b3vm2gqmjj09CEy7CwED8WWo0Gm8WALcgF416fj8YWJ3VNDk40dXCi2UFdkz+Bqqpvw+HyUlXf7r9Kd9+JwOuMBi0p8X1ITrAxKMHGsIGRZ7yN04+ZNrIflmvn4zm+B+f2dfjqynHv+ifu3fnoh07GkHEdGltMqLspvkWSpl7q4HH/moZB31rPpKo+3GUfA6AfNqXb+yWE6Dm0Gg19w830DTczbGBkp2OqqtLY4qSyvo3KunYq69qorG/jWE0rTpeXsqNNlB1tAkABBsT3IT05kuHJUQxJikCvk2k98O8qrv357/Ae+xrXzvfw1uzHXfpv3GVb0Q3IQD90CtoBo1A02lB3VSBJU6916DvWM3mr9qK2nAC9CV1Kdii6JoToBRRFIcpmIspmYkRKdKDc51OprG/jcKWdw9Ut7K9o4viJNsqrWyivbmHLF0cxG7WMHtyXscNiGZEShV73404IFEVBN2AU2v4j8Vbv8ydPFbvxlO/EU74TxRyOPm0iurSJaCISURSZ+gwVSZp6Ia/Px6GqM185FxhlSs1B0Ru7vW9CiN5No1FIirGSFGNlcoa/rKnVSemRRkqONFByuIHmNhefl9TweUkNRoM/gRp3WSwjUqJ/1CNQiqKgSxiKLmEo3sbjuPd+gmffp6gdzbiKN+Mq3oxii0U3MBPdwNFo44egaORjvDtJtHuhw5UtuNw+zEYdCX1P33PO52jBc7gQkKk5IUT3ibAaA1f6+VSVQ8ftFJTVUri3lsYWJ9v31LB9Tw0Wo46soTGMT49j2IAIdD/iO31pI/uhzbkVNfuXeI4W4977Md6KElR7Le6v38f99ftgMKNLTEfbLx1dv3SU8HgZhbrIJGnqhQr31gKQMTi606aW7l3vg9eNpu9A/72RhBCim2kUhcFJ4QxOCuc/rxrM4Up/ArWjtIamVhfbdlWxbVcVNouecelxXDGmPwmRJjT8OJMBRatDnzIGfcoYVFcHnuMleMq/wnu0GNXRgudIEZ4jRTgBJSwSbaI/gdL2S0cTFnnW9sW5kaSpl1FVNZA0jR0ae7rc2YarJB8AQ+YN8teIECLkNIpCar9wUvuFc8uVg9lf0cT20loKy2qxt7vJL6wgv7ACvU5DWlI46SlRDBsQSWLfMIz6H986KMVgRp8yFn3KWFSfD1/dYTzH9+A9vgdv9X7UtkY8+z/Fs/9TADQRCf4kKjkTbeJlspj8ApCkqZc5XNVCg92J0aBlRMrpnb5duz8AtwNNZBK65MwQ9lAIIbrSaBSGDohk6IBI/uvqIZSWN1K4t5aSw4002B2UHGmk5Egj4L8ar2+EicToMBL7hhHZx4gtzEAfi8H/1azHYtL16o03FY0GbWwq2thUyLwe1ePCW70f7/ESPJWl+E4cwddUha+pCveeD1FMfdAlj0GXOs5/k3ZJoM6LJE29TGHZyam51GgMJ/8SU10duL7+XwAMWdejKL33jUQI0fPptBpGDoomMy2GiAgLu/fX8vWBekqONHCo0k5rh5sTTQ5ONDkoPlj/ne0Y9VosJh1hJj1hJt3p52YdlpNlfSwGIq1GIqwGwq3GHrsQXdEZ0CUNR5c0HCOgOlrxVJXhPfY1niNfojpacJd9hLvsI//VeOlXor9sqmykeY4kaepFvmtqzvnlO+BqRxMeL9sMCCF6FEXxX40XH2lhenZ/AOztLipPtHG8ro3q+naa25zY2920tLuwt52+XYzT7cXp9tLY4gz6+1nNeiKsRiL6GPxfrUZiwk3ERVmIizRjCzP0iOUNisl6eipv0h14K8vwHNqB53CR/2q8og24dr6HbtA4DCOmo40dFOou9wiSNPUiR6pbqGt2YNBrGJnq3zfFW3fEf5UFYMy5FUXubi6E6OFsFgO2gYYuG26e4vOptDs9tDvcJ++z56b95P322h1u2jpOl9nbXTS2OGlqdeHx+k7eRsZNxYkzNo3RoCUhysKAOCsD4/owIK4PSbHWS3qNlaLRBkah1Emz8BwuwrX7A3w1B/Ac+BzPgc/RJgzFMOZGdImXhbq7lzRJmnqRzZ+XA5A1JAajXovq8+LY+hqoKrpB49ANHB3aDgohRDfQaBSsZv053bpFVVXaHB6aWp00tThpbPUnUk0tTmqbOqhpaKfe7sDp8nKkuoUj1S1AFQCKAkkxVv+i9kQbg/uFExtpviRHpBSNDn3qePSp4/GeOIxrdz6eg9vxVu2lY+PzaBOGYh73C4gcE+quXpIkaeolyqtbKNp3AgWYMWEgAK6vNuGrLwdjGMbLbw9tB4UQ4hKmKKcTraQY6xnruD0+6po7/Duc17RwtKaV8poW7G0ujtW2cqy2lY92Hgf803ypiTYG9QtncKKNlEQbJsOl9ZGrjUnBfOU8fNm/wPXVRtxlH+Ot2kvrO7/H89UIdJk3oMSmhbqbl5RL6wyK8/Y/nxwCYPzwOPrFWHEfKsBV+DYAppxb0VjCv+/lQgghzkKv05AQHUZCdBhjh51eN9rY4uTg8WYOVjZz8LidI9UttHa4KT5YH1ioHhiNSrSRFGslIcpCfHQYEdbQr5HSWKMwTboDw+gZuL7ahLtsK47y3VC+G23iZRiyfua/4u4SHDnrbpI09QIHKprZdbAejaLws4kpeGsP4vj3qwDoh1+NfujkEPdQCCF6r8g+RsYOiw0kUh6vj6M1rd9IpJqptzsDo1HfZDJo6RtuJjxMjy3MENg6QafVoNMqaDUKWo0Gn6ricntxe3243T6cHi9Ol//hcHtxnHru8gL4X3fy9Qa9FpvFQITVQEJ0GP1iwkiMDsNo6LwOS2ONxjTpDixjfoqv5J+0fPUh3spSOipL0canYci8Hm3SiB918qSoqqqGuhO9gdfro6Ghrdu/r73NxdP/r5B6u4NJoxK4Y5SXjvw/gqsD7YAMzD/57wu++Fun0xAZGUZjYxsej++Cti2+m8Q9NCTuodObYt/Y4uRQZTOHquxU1bVTVd9GbVMHofwE7htuIjnBxtD+EQwdEEFi3zA0ihKIe93RcjoK38O99xPw+a9I1MSkYBj9U3QDM3vFhUVRUWFoz2E/L0maLpBQJE1uj5cX/raTg8ftxEaaeSS7FX3R30D1oY1Pw/wfD6LoTRf8+/amN7KeROIeGhL30OntsXd7fNQ2ttPQ4sTe5t8uobnNRVuHG49Pxev14fGqeH0qWo2CXqdBr9Ng0GnQ67SYDP6H0aDFqD/5XK9FURS8Ph9en4rXq+J0e7G3u2hodlJZ79+qwd7m6tIfq1nP0P4RDB8UxeWjkzBrwetV8bU14iregrv0I/D6X6dYo9GnT0OfNrFH7/XU45Imn89Hbm4u//jHP7Db7YwZM4YlS5YwcODAM9ZvbGzkmWee4eOPPwbg2muv5dFHH8VisQTqbNmyhZUrV3Ls2DGSk5NZsGABU6ZMOac2zlV3J01NrU7WbtxDyZFGLAYND/YrIKa5BABd2kRMk2ejaIO/cuRc9PY3skuVxD00JO6hI7G/eFraXVScaONARRN7jzVx4HgzLnfnGEf1MXJZciTpA6O4LDkSm9aJ++v/xVX6b3Ce/LxTFLRJI9EPyvaPPpnOvIj+UtXjkqbc3FzeeustnnvuOeLi4njxxRc5duwYGzduxGAwdKk/a9YsnE4nS5YswW638/jjj5Odnc3zzz8PwBdffMHdd9/NokWLmDBhAuvXr+fNN99kw4YNpKamBtXG+ejOpKn4QB1/3riHNocHneLjHms+Q/XVoDNizP4F+hHTL+qcs7yRhYbEPTQk7qEjse8+Hq+PI9UtlJU3UlreyP6KZjzezjGPjTQzKMFGcpyFAd6jxNV8iu7EvtMVFAVNbCq6hGFo49PQRPdHsURc0mugelTS5HK5yMnJYcGCBdx2220A2O12Jk+ezO9//3tmzJjRqf7OnTu59dZb2bx5cyAB2rZtG3fffTdbt24lLi6OuXPnYrPZeOmllwKvu/XWW0lLS+Opp54Kqo3zcbGSJtXZhq+tAbW9GV9zNb6mKpZ8EcUJt5kkbT2zrNuI19rRDbkc47hfdstdreWNLDQk7qEhcQ8diX1o6HQazGFGCr6u5OuD9ewpb+RodQvfThYUINKqJ8bQQV9PDX3dVdg0HVg1DsIUJ1bFgdmkxxSdgD4qEcUajcYSjmIO9ydTJiuK3gg6Y8juhXeuSVNIr54rKyujra2NnJycQJnNZiM9PZ2CgoIuSVNhYSExMTGBZAdg3LhxKIpCUVER1157LV9++SWLFi3q9Lrx48fzwQcfBNXGddddd14/i0ajEBUVdl6v/U4eF752BcKigWjAv839yilafCiYtCqK/hYUgwm68X5yp/5oCA83h3QR44+NxD00JO6hI7EPDUUBjUbDxMwkLh+dBPg3/3R7VTweH26vD4/Hh+8cT4pyMu3yn1aVb48/6RUvYRo3pw+crqFoNP6pP82FTVs0mnMbBQtp0lRdXQ1AQkJCp/LY2Fiqqqq61K+pqelS12AwEBERQVVVFXa7nfb2duLj47+zvbO1cb4UxX955wWlNaE1dl3IfXFWKp07TS+4cqInkriHhsQ9dCT2ofHtuOt0gDE0fblUhPR/YkdHB0CXtUtGoxGns+sNFjs6Os64zulUfYfDcdb2ztaGEEIIIcSZhDRpMpn8oyguV+dLH51OJ2az+Yz1v133VH2LxYLRaDxre2drQwghhBDiTEKaNJ2aJqutre1UXltb22WKDSA+Pr5LXZfLRVNTE3FxcURERGCxWL63vbO1IYQQQghxJiFNmoYNG4bVamX79u2BMrvdzp49exg7dmyX+tnZ2VRXV1NeXh4oO/XarKwsFEUhKyuLHTt2dHrd9u3bGTNmTFBtCCGEEEKcSUiTJoPBwMyZM1m6dCkffvghZWVlzJ8/n/j4eKZPn47X6+XEiROBtUoZGRlkZWUxf/58du3axRdffMGSJUu48cYbA6NEd911F5s2beK1117j4MGDvPDCC5SWlnLnnXcG3YYQQgghxLeFfHNLr9fL8uXLefvtt3E4HGRnZ7N48WKSkpKoqKjgqquu4rnnnuOmm24CoL6+nieffJJPPvkEo9EY2M371HomgA0bNrBq1Sqqq6sZPHgwCxYsYMKECYHjwbQhhBBCCPFNIU+ahBBCCCF6Atn8QgghhBAiCJI0CSGEEEIEQZImIYQQQoggSNIkhBBCCBEESZqEEEIIIYIgSZMQQgghRBAkaRJB8/l8vPzyy0yePJmMjAzmzJnTaWd18cOtWrWKWbNmdSorLS1l5syZjB49mqlTp7J27dpOx+W8nJ+mpiYWL17MlClTyMrK4rbbbqOwsDBwXOJ+8dTX17NgwQJycnLIzMzknnvu4cCBA4HjEvuL7/Dhw2RmZvL2228HyiTuZydJkwjaqlWr+Pvf/84zzzzDunXrUBSFefPmnfEGyOLcvf7667z88sudyhobG7nrrrtITk4mLy+P+++/nz/84Q/k5eUF6sh5OT8PPvggxcXFLF++nPXr1zN8+HDmzp3LwYMHJe4X2b333suxY8dYs2YN69evx2QyMXv2bDo6OiT23cDtdvPwww/T3t4eKJO4B0kVIghOp1PNzMxU33rrrUBZc3OzOmrUKHXjxo0h7FnPV11drc6dO1cdPXq0eu2116ozZ84MHPvTn/6kTp48WXW73YGyZcuWqddcc42qqnJezteRI0fUtLQ0taioKFDm8/nU6dOnqytWrJC4X0QNDQ3q/Pnz1X379gXKSktL1bS0NLW4uFhi3w2WLVumzpo1S01LS1Pz8vJUVZX3mmDJSJMISllZGW1tbeTk5ATKbDYb6enpFBQUhLBnPV9JSQnh4eG8++67ZGRkdDpWWFhIdnY2Op0uUJaTk8Phw4epr6+X83KeIiMjefXVVxkxYkSgTFEUVFWlublZ4n4RRUZGsnz5coYMGQJAXV0da9euJT4+nsGDB0vsL7KCggLWrVvH888/36lc4h4cSZpEUKqrqwFISEjoVB4bG0tVVVUoutRrTJs2jWXLltG/f/8ux6qrq4mPj+9UFhsbC0BlZaWcl/Nks9m44oorMBgMgbItW7Zw9OhRJk2aJHHvJr/97W+ZOHEi//znP3n22WexWCwS+4vIbrfzyCOP8MQTT3SJn8Q9OJI0iaB0dHQAdPqQATAajTidzlB06UfB4XCcMeYATqdTzssFUlRUxGOPPcZVV13FtGnTJO7d5M477yQvL48bbriB++67j5KSEon9RfS73/2O0aNHc/3113c5JnEPju7sVYQAk8kEgMvlCjwH/y+T2WwOVbd6PZPJ1GWR5ak3KIvFIuflAsjPz+fhhx8mIyOD5cuXAxL37jJ48GAAnn76ab766ivefPNNif1FsmHDBgoLC3nvvffOeFziHhwZaRJBOTUkW1tb26m8tra2y5CuuHDi4+PPGHOAuLg4OS8/0Jtvvsn999/PlClTWLNmTeDDQOJ+8dTX17Nx40a8Xm+gTKPRkJqaGoifxP7Cy8vLo76+nqlTp5KZmUlmZiYAS5YsYcaMGRL3IEnSJIIybNgwrFYr27dvD5TZ7Xb27NnD2LFjQ9iz3i07O5uioqJOHzCff/45KSkpREdHy3n5Ad566y2efvppbr/9dlasWNFp2kHifvHU1tby0EMPsWPHjkCZ2+1mz549pKamSuwvkqVLl7J582Y2bNgQeAA88MADvPrqqxL3YIX68j3RcyxfvlwdN26cmp+fr5aWlqpz5sxRf/KTn6hOpzPUXes1Fi5c2GnLgbq6OjU7O1tduHChun//fjUvL08dOXKk+vbbbwfqyHk5d4cOHVKHDx+u3nfffWptbW2nh91ul7hfRD6fT50zZ456zTXXqAUFBerevXvV+fPnq9nZ2erx48cl9t3om1sOSNyDI0mTCJrH41FfeOEFNScnRx09erQ6b9489dixY6HuVq/y7aRJVVW1uLhYveWWW9QRI0aoV155pfrGG290Oi7n5dytXr1aTUtLO+Nj4cKFqqpK3C8mu92uLlmyRJ04caI6atQodc6cOZ32bZLYd49vJk2qKnEPhqKqqhrq0S4hhBBCiEudrGkSQgghhAiCJE1CCCGEEEGQpEkIIYQQIgiSNAkhhBBCBEGSJiGEEEKIIEjSJIQQQggRBEmahBBCCCGCIEmTEEL8ALLVnRA/HpI0CSEuObNmzWLWrFkh7cOiRYuYNm3a99ZZvXo1a9euDfx75cqVDB069GJ3TQgRIpI0CSHEeVqxYgUdHR2Bf998882sW7cuhD0SQlxMulB3QAgheov4+Hji4+ND3Q0hxEUiI01CiB6rsLCQmTNnkpGRwbhx41i4cCENDQ2d6hQUFDB37lyys7MZMWIE06ZNY+XKlfh8vkCd5uZmHn30UcaPH092djYvvvhip+NncmoaLjc3N/D829Nzs2bNYvHixaxevZrJkyeTkZHBvHnzqKurIy8vj+nTp5OZmcns2bOpqKjo1H5+fj433XQTI0eOZOLEiTzzzDO0t7f/oHgJIX4YSZqEED1SQUEBs2fPxmQysWLFCh577DF27NjBHXfcgcPhAKCsrIzZs2cTERHBSy+9xOrVq8nKyiI3N5dNmzYB4PP5uPvuu/noo494+OGHef7559m5cyebN2/+3u9/ahrul7/85fdOyW3atInPPvuMZ599lkcffZTPPvuMmTNn8sYbb7Bw4UIef/xxiouLeeqppwKvee+997jvvvsYNGgQf/zjH/nNb37Du+++y69//WtZeC5ECMn0nBCiR1q2bBkpKSm88soraLVaADIyMpgxYwZ5eXncfvvtlJWVcfnll/Piiy+i0fj/Rpw4cSIfffQRBQUFXH/99Xz88cfs2rWLV155halTpwKQk5Nz1kXgo0ePBvxTcqeen4nb7SY3N5fw8HAAPvjgA7Zt20Z+fj79+/cHoLS0lHfeeQfwX423dOlSJk+ezNKlSwPtJCcnM3v2bLZu3RropxCie8lIkxCix+no6KC4uJgrrrgCVVXxeDx4PB769+9Pamoqn376KQA33ngja9aswe12s3//fvLz81m5ciVerxe32w34p/j0ej1TpkwJtG+xWLjiiisuSF9TU1MDCRNATEwMUVFRgYQJICIigpaWFgAOHTpEdXU106ZNC/xcHo+H7OxsrFZr4GcTQnQ/GWkSQvQ4drsdn8/HmjVrWLNmTZfjRqMRAIfDwdNPP80777yDx+MhKSmJzMxMdDpdYJqrubmZiIiIwEjUKTExMRekr1artUuZ2Wz+zvpNTU0APPnkkzz55JNdjtfW1l6Qfgkhzp0kTUKIHicsLAxFUZg9ezYzZszocvxUUvLss8/y/vvvs2LFCi6//HIsFgsAEyZMCNSNjIyksbERr9cbmOaD08lLd7PZbAA88sgjjBs3rsvxb45aCSG6l0zPCSF6HKvVSnp6OocOHWLkyJGBx5AhQ8jNzWX79u0AFBUVMX78eK6++upAwrR7924aGhoCV8dNmDABj8dDfn5+oH2XyxXUNNi3R6cuhEGDBhEdHU1FRUWnny0+Pp5ly5axZ8+eC/49hRDBkZEmIcQlqbq6mtdff71L+eDBg5k0aRIPPvgg99xzDw899BA33HADXq+Xv/zlLxQXF3PvvfcCMGrUKLZs2cLf/vY3UlNTKSsrY/Xq1SiKEtiUcsKECUyaNIknnniC+vp6+vXrx1//+lcaGhqIjo7+3j7abDZ27txJQUEBY8eOvSA/t1arZf78+SxevBitVsuVV16J3W5n1apV1NTUMHz48AvyfYQQ506SJiHEJeno0aM899xzXcp//vOfM2nSJCZNmsTatWvJzc3lgQceQK/XM3z4cF577bXA1WyLFi3C7XazYsUKXC4XSUlJ3HvvvRw4cIB//etfgSm53Nxcli5dyssvv4zT6eS6667jlltu4cMPP/zePv7qV79i1apVzJs376xbFJyLm2++mbCwMP785z+zbt06LBYLWVlZLF26tNMCciFE91JU2fRDCCGEEOKsZE2TEEIIIUQQJGkSQgghhAiCJE1CCCGEEEGQpEkIIYQQIgiSNAkhhBBCBEGSJiGEEEKIIEjSJIQQQggRBEmahBBCCCGCIEmTEEIIIUQQJGkSQgghhAiCJE1CCCGEEEH4P6y1GnVjCs0JAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.kdeplot(data= hotelsdf, x = \"lead_time\", hue= \"is_canceled\")\n", - "plt.title(\"Densidad de registros de lead_time s haciendo foco en is_canceled\")\n", - "plt.xlabel(\"Lead time\")\n", - "plt.ylabel(\"Densidad\")" - ] - }, - { - "cell_type": "markdown", - "id": "57721e90", - "metadata": {}, - "source": [ - "Estas graficas podrian sugerir que reservas realizadas con mayor anticipacion tendrian mas probabilidad de ser canceladas." - ] - }, - { - "cell_type": "markdown", - "id": "b191fc3b", - "metadata": {}, - "source": [ - "### previous_cancellations_num" - ] - }, - { - "cell_type": "code", - "execution_count": 166, - "id": "2f5aa7f6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Cantidad de reservas')" - ] - }, - "execution_count": 166, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#TODO CAMBIARRRRR\n", - "hotelsdf_filtratres = hotelsdf[ hotelsdf[\"previous_cancellations_num\"] <2]\n", - "sns.countplot(data= hotelsdf_filtratres, x=\"previous_cancellations_num\", hue= \"is_canceled\")\n", - "plt.title(\"Cantidad de reservas respecto a la cantidad de cancelaciones previas\")\n", - "plt.xlabel(\"Cancelaciones previas\")\n", - "plt.ylabel(\"Cantidad de reservas\")" - ] - }, - { - "cell_type": "markdown", - "id": "abedf26b", - "metadata": {}, - "source": [ - "Sin embargo si hacemos zoom en las reservas con una cancelacion previa..." - ] - }, - { - "cell_type": "code", - "execution_count": 167, - "id": "eb199ba4", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Cantidad de reservas')" - ] - }, - "execution_count": 167, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hotelsdf_con_una_cancelaciones = hotelsdf[ hotelsdf[\"previous_cancellations_num\"] ==1]\n", - "sns.countplot(data= hotelsdf_con_una_cancelaciones, x=\"previous_cancellations_num\", hue= \"is_canceled\")\n", - "plt.title(\"Cantidad de reservas para una cancelacion previa\")\n", - "plt.xlabel(\"Cancelaciones previas\")\n", - "plt.ylabel(\"Cantidad de reservas\")" - ] - }, - { - "cell_type": "code", - "execution_count": 168, - "id": "41b3835a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "las reservas con 1 cancelacion previa represntan un 6.775310725524322 %\n" - ] - } - ], - "source": [ - "reservas_con_una_cancelacion = hotelsdf_con_una_cancelaciones.shape[0]\n", - "total_reservas_cancelaciones_prev = hotelsdf[\"previous_cancellations_num\"].shape[0]\n", - "print(\"las reservas con 1 cancelacion previa represntan un \", reservas_con_una_cancelacion*100/total_reservas_cancelaciones_prev,\"%\" )" - ] - }, - { - "cell_type": "markdown", - "id": "f3db5733", - "metadata": {}, - "source": [ - "Observando la grafica vemos que existe un salto muy importante en la cantidad de reservas canceladas cuando la cantidad de reservas canceladas anteriormente es 1. Si bien esta variable parece tener una influencia muy importante sobre el valor ocurre con un numero muy pequeño de registros (un 6%)" - ] - }, - { - "cell_type": "markdown", - "id": "4b6d3459", - "metadata": {}, - "source": [ - "### Average_daily_rate" - ] - }, - { - "cell_type": "code", - "execution_count": 169, - "id": "e5618023", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Densidad de registros')" - ] - }, - "execution_count": 169, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.kdeplot(data= hotelsdf, x = \"average_daily_rate\", hue= \"is_canceled\")\n", - "plt.title(\"Densidad de registros del precio promedio diario por hab haciendo foco en la cancelacion\")\n", - "plt.xlabel(\"Precio promedio diario por hab\")\n", - "plt.ylabel(\"Densidad de registros\")" - ] - }, - { - "cell_type": "markdown", - "id": "f594338a", - "metadata": {}, - "source": [ - "Se puede ver que las garficas de ADR haciendo foco en is_cancelled se comportan de manera similiar para todos los valores. No podemos estabecer que exista una influencia directa de esta variable sobre el target." - ] - }, - { - "cell_type": "markdown", - "id": "6f889791", - "metadata": {}, - "source": [ - "### Dias Totales" - ] - }, - { - "cell_type": "code", - "execution_count": 170, - "id": "920dff47", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Cantidad de reservas por dias de estadia')" - ] - }, - "execution_count": 170, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data = hotelsdf, x = 'dias_totales', palette= 'Set2', hue = \"is_canceled\")\n", - "plt.title('Cantidad de dias de estadia')\n", - "plt.xlabel('Dias de estadia')\n", - "plt.ylabel('Frecuencia')\n", - "plt.title(\"Cantidad de reservas por dias de estadia\")" - ] - }, - { - "cell_type": "markdown", - "id": "7715428d", - "metadata": {}, - "source": [ - "Podemos ver que no existe una relacion directa entre la cantidad de dias de estadia y si la reserva esta cancelada o no." - ] - }, - { - "cell_type": "markdown", - "id": "61c8d20c", - "metadata": {}, - "source": [ - "### reserved_room_type" - ] - }, - { - "cell_type": "code", - "execution_count": 171, - "id": "f6be5854", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(data=hotelsdf, x = 'reserved_room_type', hue= \"is_canceled\")\n", - "plt.title('Cantidad de reservas segun el tipo de cuarto haciendo foco en la cancelacion')\n", - "plt.xlabel('Tipo de habitacion')\n", - "plt.ylabel(\"Cantidad de reservas por dias de estadia\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "d2ca3a04", - "metadata": {}, - "source": [ - "Podemos ver que no existe una relacion directa entre el tipo de habitacion elegido y si la reserva esta cancelada o no." - ] - }, - { - "cell_type": "markdown", - "id": "d781e3d7", - "metadata": {}, - "source": [ - "## Conclusion" - ] - }, - { - "cell_type": "markdown", - "id": "f9568b23", - "metadata": {}, - "source": [ - "Como conclusión de esta primera etapa podríamos decir que la única variable que parece tener cierta influencia sobre el target es \"lead_time\".\n", - "Para el resto de las variables, no podemos afirmar que existe una correlación directa entre ellas y el target. Esto se puede observar en sus graficas de distribución en las cuales la cantidad de reservas canceladas es practicamente igual a las no canceladas para casi la totalidad del rango." - ] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,md" - }, - "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": "3.10.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/README.md b/README.md index aca3625..51ea67e 100644 --- a/README.md +++ b/README.md @@ -1,12 +1,8 @@ # 7506R-1C2023-GRUPO09 +## Informe -## Consigna checkpoint 2 -- [X] Construir árboles de decisión y optimizar sus hiperparámetros mediante k-fold Cross Validation para obtener la mejor performance. ¿Cuántos folds utilizaron? ¿Qué métrica consideran adecuada para buscar los parámetros? -- [X] Graficar el árbol de decisión con mejor performance encontrado en el punto anterior. Si es muy extenso mostrar una porción representativa. -- [ ] Analizar el árbol de decisión seleccionado describiendo los atributos elegidos, y decisiones evaluadas (explicar las primeras reglas obtenidas). -- [X] Evaluar la performance del modelo en entrenamiento y validación, explicar todas las métricas y mostrar la matriz de confusión. -- [X] Generar predicciones con el conjunto de test y realizar los submits correspondientes en la competencia de Kaggle. +Informe: +[Informe checkpoint 2](informe/7506R_TP1_GRUPO09_CHP2_REPORTE.pdf) -## Repo del equipo #9 -![Karl Pearson](informe/images/Karl_Pearson.jpg) +![Karl Pearson](informe/images/Karl_Pearson.jpg) diff --git a/checkpoint2.md b/checkpoint2.md index ecbf411..7733c62 100644 --- a/checkpoint2.md +++ b/checkpoint2.md @@ -561,31 +561,25 @@ Iniciamos con una profundidad maxima arbitraria, en este caso 20 y creamos un ar Dicho modelo sera uno generado directamente tomando en cuenta todos los valores y sin generar ningun tipo de poda, para observar como se comporta un modelo sin tratar ```python -''' - PROFUNDIDAD_MAX = 20 tree_model = tree.DecisionTreeClassifier(criterion="gini", max_depth = PROFUNDIDAD_MAX) model = tree_model.fit(X = x_train, y = y_train) -''' + ``` Una vez entrenado el modelo realizamos una predicción con el mismo ```python -''' y_pred = model.predict(x_test) y_pred -''' ``` ```python -''' ds_resultados=pd.DataFrame(zip(y_test,y_pred),columns=['test','pred']) ds_resultados -''' ``` Estas columns representan 20% de nuestro dataframe que fue dedicado al testeo del modelo @@ -594,28 +588,23 @@ Estas columns representan 20% de nuestro dataframe que fue dedicado al testeo de Vamos a graficar la matriz de confusion para visualizar los resultados de nuesto modelo: ```python -''' tabla=confusion_matrix(y_test, y_pred) sns.heatmap(tabla,cmap='GnBu',annot=True,fmt='g') plt.xlabel('Predicted') plt.ylabel('True') -''' ``` Presentamos las reglas conseguidas en árbol no optizado: ```python -''' reglas = export_text(tree_model, feature_names=list(hotelsdfArbol_x.columns.tolist())) print(reglas) -''' ``` A continuacion vamos a graficar el arbol resultante: \ (**Advertencia**: Suele tardar unos minutos en terminar de renderizar la imagen) ```python -''' plt.figure(figsize=(100,100)) tree_plot_completo=tree.plot_tree(model, @@ -624,21 +613,12 @@ tree_plot_completo=tree.plot_tree(model, rounded=True, class_names=['Not Canceled','Is canceled']) #model.classes_ plt.show(tree_plot_completo) -''' - -``` -```python -''' -dump(model, 'modelos/arbolIneficiente.joblib') -''' ``` - Con la imagen se ve que el arbol resultante tiene unas dimensiones exageradas, vemos ademas que tiene una profundidad de 20 como especificamos Vemos que en un árbol sin optimizar de profundidad 20 y sin configurar una mejora en los hiperparametros obtenemos las siguientes metricas: ```python -''' accuracy=accuracy_score(y_test,y_pred) recall=recall_score(y_test,y_pred) f1=f1_score(y_test,y_pred,) @@ -648,17 +628,29 @@ print("Accuracy: "+str(accuracy)) print("Recall: "+str(recall)) print("Precision: "+str(precision)) print("f1 score: "+str(f1)) -''' ``` ```python -''' +#dump(model, 'modelos1/arbolIneficiente.joblib') +#Cargamos el modelo de una de nuestras corrida. Este modelo no deberia variar mucho entre corrida y corrida +model = load('modelos/arbolIneficiente.joblib') +``` + +```python #Realizamos una predicción sobre el set de test y_pred = model.predict(hotelsdfTesteo) #Valores Predichos y_pred -''' ``` +```python +df_submission = pd.DataFrame({'id': hotelsdfTesteoOriginal['id'], 'is_canceled': y_pred}) +df_submission.head() +``` + +```python +df_submission.to_csv('submissions/arbol_decisiones_ineficiente.csv', index=False) +``` + Con este modelo, obtuvimos el siguiente resultado: ![PrimeraEntrega](informe/images/primeraPrediccion.jpg) @@ -675,7 +667,6 @@ Tomamos 15 combinaciones posibles entre los parametros existentes y buscamos la Nos basamos en los siguientes parametros: ```python -''' combinaciones=15 limite_hojas_nodos = list(range(2, 50)) valor_poda = 0.0001 #0.0007 @@ -702,44 +693,43 @@ randomcv = RandomizedSearchCV(estimator=base_tree, n_iter=combinaciones) randomcv.fit(x_train,y_train) -''' ``` Mostramos los mejores hiperparametros devueltos por el arbol y el valor del f1_score ```python -''' print("Mostramos los mejores resultados: ") print(randomcv.best_params_) print() print("Mostramos el mejor resultado obtenido de busqueda aleatoria: ") print("f1_score = ",randomcv.best_score_) -''' ``` Algunos valores obtenidos del algoritmo ```python -''' randomcv.cv_results_['mean_test_score'] -''' ``` ## Predicción y Evaluación del Modelo con mejores hiperparámetros Generamos el árbol con los hiperparametros que optimizan su eficiencia y a su vez presentamos el conjunto de valores con su peso relativo a la toma de la decisión + +Cargamos el mejor arbol que encontramos (explicado en la seccion de validacion cruzada) + +```python +arbol_mejores_parametros = load('modelos/arbolEficiente.joblib') +``` + ```python -''' arbol_mejores_parametros=DecisionTreeClassifier().set_params(**randomcv.best_params_) arbol_mejores_parametros.fit(x_train,y_train) -''' ``` *Conjunto de reglas:* ```python -''' features_considerados = hotelsdfArbol_x.columns.to_list() best_tree = randomcv.best_estimator_ feat_imps = best_tree.feature_importances_ @@ -747,18 +737,15 @@ feat_imps = best_tree.feature_importances_ for feat_imp,feat in sorted(zip(feat_imps,features_considerados)): if feat_imp>0: print('{}: {}'.format(feat,feat_imp)) -''' ``` -Es importante destacar tres de las variables seleccionadas en la primera parte de nuestro analisis (Checkpoint 1): lead_time, average_daily_rate y previous_cancelations_nums estan enmarcadas dentro de las diez caracteristicas que aportan màs información en la construcción del árbol +Es importante destacar que tres de las variables seleccionadas en la primera parte de nuestro analisis (Checkpoint 1): lead_time, average_daily_rate y previous_cancelations_nums estan enmarcadas dentro de las diez caracteristicas que aportan màs información en la construcción del árbol *Mostramos las reglas internas del árbol:* ```python -''' reglas = export_text(arbol_mejores_parametros, feature_names=list(features_considerados)) print(reglas) -''' ``` Se puede observar una considerable simplificacion en la ramificacion de las reglas de este árbol comparado contra el primer árbol generado en el análisis @@ -769,7 +756,6 @@ Se puede observar una considerable simplificacion en la ramificacion de las regl Mostramos los primeros cinco niveles del árbol optimazado y observamos una diferencia con el primer árbol generado en el analisis: ```python -''' dot_data = StringIO() export_graphviz(arbol_mejores_parametros, out_file=dot_data, filled=True, rounded=True, @@ -780,20 +766,19 @@ export_graphviz(arbol_mejores_parametros, out_file=dot_data, graph = pydotplus.graph_from_dot_data(dot_data.getvalue()) Image(graph.create_png()) -''' ``` Considerando lo antes mencionado podemos apreciar que: 1. El primer nodo particiona segun el tipo de deposito: sin rembolso, donde, la gente tiende a mantener la reserva y con rembolso donde se tiende a cancelar -2. El segundo nivel árbol toma en consideración el lead time y el numero de cambios en la reserva. Con un lead time menor a 11.5 tiene una menor cantidad de reservas canceladas, mientras, en el otro nodo clasifica cancelado si el numero de cambios en la reserva es menor que cero -3. En un tercer nivel observamos que las variables que más aportan informacion son: previous cancelation number, market segment type online TA, customer type trasient party y arrival month day 13 +2. El segundo nivel árbol toma en consideración la cantidad de espacios de estacionamiento requerido y si el tipo de cliente es Transient Party. La primera variable es discreta; la segunda variable es binaria (o vale 1 o vale 0). Esta ultima fue generada en el proceso de one hot encoding +3. En un tercer nivel observamos que las variables que más informacion aportan son: previous cancelation number y hotel name + ### Prediccion con split de train Hacemos una primera evaluación del árbol haciendo uso de los datos de prueba y medimos su desempeño ```python -''' y_pred= arbol_mejores_parametros.predict(x_test) print('F1-Score: {}'.format(f1_score(y_test, y_pred, average='binary'))) cm = confusion_matrix(y_test,y_pred) @@ -801,15 +786,12 @@ sns.heatmap(cm, cmap='Blues',annot=True,fmt='g') plt.xlabel('Predecidos') plt.ylabel('Verdaderos') plt.title("Desempeño del modelo con datos de prueba") -''' ``` *Un vistazo al primer conjunto de prediccione:* ```python -''' arbol_mejores_parametros.predict_proba(x_test) -''' ``` ## Entrenamiento Cross Validation @@ -817,7 +799,6 @@ arbol_mejores_parametros.predict_proba(x_test) Procedemos a realizar entrenamiento del árbol mediante el metodo de la validación cruzada en 10 folds considerando que fue como se entreno previamente al árbol mas optimo. Esto buscando siempre mantener la metrica F1 en su valor más alto, como también comprobar que el árbol mantiene un desempeño esperado y detectar posibles casos de *Overfitting o Underfitting* ```python -''' kfoldcv =StratifiedKFold(n_splits=folds) scorer_fn = make_scorer(sk.metrics.f1_score) @@ -826,22 +807,18 @@ resultados = cross_validate(arbol_mejores_parametros,x_train, y_train, cv=kfoldc metricsCV = resultados['test_score'] arbol_mejor_performance = resultados['estimator'][np.where(metricsCV==max(metricsCV))[0][0]] -''' ``` ```python -''' metric_labelsCV = ['F1 Score']*len(metricsCV) sns.set_context('talk') sns.set_style("darkgrid") plt.figure(figsize=(8,8)) sns.boxplot(metricsCV) plt.title("Modelo entrenado con 10 folds") -''' ``` ```python -''' y_pred= arbol_mejor_performance.predict(x_test) print(classification_report(y_test,y_pred)) print('F1-Score: {}'.format(f1_score(y_test, y_pred, average='binary'))) @@ -849,62 +826,35 @@ cm = confusion_matrix(y_test,y_pred) sns.heatmap(cm, cmap='Blues',annot=True,fmt='g') plt.xlabel('Predicted') plt.ylabel('True') -''' ``` -# Busqueda de hiperparametros -Con modificaciones de valores para mejorar resultados -limite_hojas_nodos = list(range(2, 50)) -valor_poda = 0.0001 #0.0007 -profundidad = list(range(0,40)) - - -## Limite de hojas modificado +Se determina que de la anterior busqueda de hiperparametros mediante la validacion cruzada, el ultimo arbol obtenido es el arbol mas eficiente entrenado hasta el momento.\ +Es por esto que lo guardamos para que pueda ser cargado para uso posterior ```python -''' -Tu codigo aqui -''' +#dump(arbol_mejores_parametros, 'modelos/arbolEficiente.joblib') +#Cargamos el modelo de una de nuestras corrida. Este modelo no deberia variar mucho entre corrida y corrida ``` ```python -''' -dump(model, 'modelos/arbolHojas.joblib') -''' -``` - -## Poda modificada - -```python -''' -Tu codigo aqui -''' -``` - -```python -''' -dump(model, 'modelos/arbolPoda.joblib') -''' +#Realizamos una predicción sobre el set de test +y_pred = arbol_mejores_parametros.predict(hotelsdfTesteo) +#Valores Predichos +y_pred ``` -## Profundidad modificada - ```python -''' -Tu codigo aqui -''' +df_submission = pd.DataFrame({'id': hotelsdfTesteoOriginal['id'], 'is_canceled': y_pred}) +df_submission.head() ``` ```python -''' -dump(model, 'modelos/arbolProfundidad.joblib') -''' +df_submission.to_csv('submissions/arbol_decisiones_eficiente.csv', index=False) ``` ---- - # Conclusión 1. Al comparar los dos modelos construidos, se observó una mejora considerable en el segundo modelo en factores como la performance y las métricas en comparación con el primero. Esto sugiere que se pudo optimizar significativamente el modelo mediante la incorporación de tecnicas como: ramdomized cross search 2. Las métricas del árbol se mejoraron mediante la optimización del F1 score, el cual fue seleccionado debido a la naturaleza del problema en el que no había un motivo particular para seleccionar una métrica específica (como recall o precision). 3. A pesar de la poda y la reducción de la libertad del árbol para extenderse, se logró una mejora significativa en su métrica F1. Esto demuestra que la poda y la limitación de la extensión del árbol no necesariamente afectan negativamente su rendimiento, sino que pueden mejorar la capacidad de generalización del modelo. +4. Se realizaron repetidas pruebas sobre el modelo buscando mejorar el f1 score, de todos estos intentos se alamaceno el que mejor balanceaba eficiencia con f1 score. diff --git a/informe/informeCheckpoint1.pdf b/informe/7506R_TP1_GRUPO09_CHP1_REPORTE.pdf similarity index 100% rename from informe/informeCheckpoint1.pdf rename to informe/7506R_TP1_GRUPO09_CHP1_REPORTE.pdf diff --git a/informe/informeCheckpoint1.tex b/informe/7506R_TP1_GRUPO09_CHP1_REPORTE.tex similarity index 100% rename from informe/informeCheckpoint1.tex rename to informe/7506R_TP1_GRUPO09_CHP1_REPORTE.tex diff --git a/informe/informeCheckpoint2.pdf b/informe/7506R_TP1_GRUPO09_CHP2_REPORTE.pdf similarity index 68% rename from informe/informeCheckpoint2.pdf rename to informe/7506R_TP1_GRUPO09_CHP2_REPORTE.pdf index 8e27cb4..3cdf993 100644 Binary files a/informe/informeCheckpoint2.pdf and b/informe/7506R_TP1_GRUPO09_CHP2_REPORTE.pdf differ diff --git a/informe/7506R_TP1_GRUPO09_CHP2_REPORTE.tex b/informe/7506R_TP1_GRUPO09_CHP2_REPORTE.tex new file mode 100644 index 0000000..94ee40f --- /dev/null +++ b/informe/7506R_TP1_GRUPO09_CHP2_REPORTE.tex @@ -0,0 +1,79 @@ +\documentclass{article} +\usepackage[parfill]{parskip} +\usepackage[a4paper, total={6in, 9in}]{geometry} + +\usepackage{titlesec} +\titlespacing*{\section}{0pt}{0.01\baselineskip}{0.01\baselineskip} + +\usepackage{graphicx} %Paquete para incluir imagenes + +\titleformat{\paragraph} +{\normalfont\normalsize\bfseries}{\theparagraph}{1em}{} +\titlespacing*{\paragraph} +{0pt}{3.25ex plus 1ex minus .2ex}{1.5ex plus .2ex} + + +\graphicspath{ {./images/} } +%\usepackage[margin=1cm]{geometry} % Centra el texto + +\begin{document} + +\begin{titlepage} + \vspace*{1cm} + + \begin{center} + {\Huge{Informe del Trabajo Practico 1}} + \end{center} + + \vspace{0.4cm} + + \begin{center} + {\LARGE{Facultad de Ingeniería de la Universidad de Buenos Aires}}\\ + \vspace{0.3cm} + \end{center} + + \vspace{0.8cm} + \begin{center} + \includegraphics[scale=0.8]{Logo-fiuba} + \end{center} + + \vspace{0.4cm} + \begin{center} + {\Large{Grupo 09}}\\ + \vspace{0.6cm} + {\begin{minipage}[t]{.32\textwidth} + \begin{center} + Castro Martinez, Jose Ignacio\\ + {\small{Padrón: 106957}}\\ + {\small{email: jacastrom@fi.uba.ar}} + \end{center} + \end{minipage} + \begin{minipage}[t]{.32\textwidth} + \begin{center} + Douce, German Alejandro\\ + {\small{Padrón: 106001}}\\ + {\small{email: gdouce@fi.uba.ar}}\\ + \end{center} + \end{minipage} + \begin{minipage}[t]{.32\textwidth} + \begin{center} + Orsi, Tomas Fabrizio\\ + {\small{Padrón: 109735}}\\ + {\small{email: torsi@fi.uba.ar}} + \end{center} + \end{minipage}} + \end{center} +\end{titlepage} + +\section*{Arbol de desicion} +Comenzamos este segundo checkpoint adaptando el dataset de testeo al Dataset de train con el que trabajamos en la primera parte. Esto consistió principalmente en adaptar el dataset de testeo al dataset de entrenamiento para sean compatibles con el modelo que creamos. En el camino tuvimos algunos registros con datos que no habíamos contemplado anteriormente (e incluso datos faltantes); estos los tuvimos que adaptar a nuestro dataframe de entrenamiento para usar el modelo de predicción. Luego aplicamos en ambos Datasets la técnica de One Hot Encoding para generar columnas numéricas correspondientes a las variables categóricas. Esto es necesario ya que los árboles de decisión que usamos en el tp sólo pueden trabajar con valores numéricos. + +Una vez realizado el emparejamiento entre datasets de test y train, comenzamos a trabajar con árboles. Primero separamos el dataset de train hotels\_train.csv en dos datasets: Uno lo utilizamos para entrenar nuestro modelo y el otro para testear el modelo obtenido. Elegimos una proporción de 80/20. Inicialmente, probamos con un árbol con una profundidad máxima de 20 y creamos un árbol utilizando el criterio Gini. Este modelo fue generado directamente tomando en cuenta todos los valores y sin generar ningún tipo de poda, para observar cómo se comporta el modelo sin hiper parámetros. Al graficarlo obtenemos, por supuesto, un árbol muy grande y extremadamente complejo. Al hacer nuestra primera predicción exportando el csv obtuvimos un score de 0,79 en la competencia de Kaggle (nada mal para un árbol sin ningún tipo de optimización). + +Para mejorar nuestra predicción y encontrar un árbol más performante, procedimos a crear un nuevo árbol con el que trabajamos para mejorar sus hiperparametros. En éste, usamos 10 folds y probamos 15 combinaciones posibles entre los parámetros para buscar la mejor entre todas ellas. Para ellos se buscó la optimización del F1\_score, el cual fue seleccionado debido a que es un buen equilibrio entre la precisión y el recall. Con este árbol obtuvimos un valor levemente mejor de F1\_score. Sin embargo el mayor beneficio es que simplifica de manera significativa las reglas utilizadas para predecir y disminuye considerablemente el tamaño del árbol. + +Por último, para evaluar el árbol obtenido utilizamos la técnica de Cross Validation con 10 folds. Así comprobamos que el modelo no cae en los fenómenos del overfitting ni underfitting. + +Para concluir el análisis es importante destacar que en los múltiples entrenamientos obtuvimos resultados en un rango de 0.79 a 0.81 (con muy poca variación entre si). Esto nos indicaría que si bien el árbol de decisión es buen método de predicción; la mejora de sus hiper parámetros no implicó un aumento significativo del F1 score (independientemente de su tamaño). + +\end{document} diff --git a/informe/images/primeraPrediccion.jpg b/informe/images/primeraPrediccion.jpg index d0082c9..976b4b9 100644 Binary files a/informe/images/primeraPrediccion.jpg and b/informe/images/primeraPrediccion.jpg differ diff --git a/informe/images/segundaPrediccion.jpg b/informe/images/segundaPrediccion.jpg index 4720dff..77344af 100644 Binary files a/informe/images/segundaPrediccion.jpg and b/informe/images/segundaPrediccion.jpg differ diff --git a/informe/informeCheckpoint2.tex b/informe/informeCheckpoint2.tex deleted file mode 100644 index 88b478d..0000000 --- a/informe/informeCheckpoint2.tex +++ /dev/null @@ -1,68 +0,0 @@ -\documentclass{article} -\usepackage[parfill]{parskip} -\usepackage[a4paper, total={6in, 9in}]{geometry} - -\usepackage{titlesec} -\titlespacing*{\section}{0pt}{0.01\baselineskip}{0.01\baselineskip} - -\usepackage{graphicx} %Paquete para incluir imagenes - -\titleformat{\paragraph} -{\normalfont\normalsize\bfseries}{\theparagraph}{1em}{} -\titlespacing*{\paragraph} -{0pt}{3.25ex plus 1ex minus .2ex}{1.5ex plus .2ex} - - -\graphicspath{ {./images/} } -%\usepackage[margin=1cm]{geometry} % Centra el texto - -\begin{document} - -\begin{titlepage} - \vspace*{1cm} - - \begin{center} - {\Huge{Informe del Trabajo Practico 1}} - \end{center} - - \vspace{0.4cm} - - \begin{center} - {\LARGE{Facultad de Ingeniería de la Universidad de Buenos Aires}}\\ - \vspace{0.3cm} - \end{center} - - \vspace{0.8cm} - \begin{center} - \includegraphics[scale=0.8]{Logo-fiuba} - \end{center} - - \vspace{0.4cm} - \begin{center} - {\Large{Grupo 09}}\\ - \vspace{0.6cm} - {\begin{minipage}[t]{.32\textwidth} - \begin{center} - Castro Martinez, Jose Ignacio\\ - {\small{Padrón: 106957}}\\ - {\small{email: jacastrom@fi.uba.ar}} - \end{center} - \end{minipage} - \begin{minipage}[t]{.32\textwidth} - \begin{center} - Douce, German Alejandro\\ - {\small{Padrón: 106001}}\\ - {\small{email: gdouce@fi.uba.ar}}\\ - \end{center} - \end{minipage} - \begin{minipage}[t]{.32\textwidth} - \begin{center} - Orsi, Tomas Fabrizio\\ - {\small{Padrón: 109735}}\\ - {\small{email: torsi@fi.uba.ar}} - \end{center} - \end{minipage}} - \end{center} -\end{titlepage} - -\end{document} diff --git a/modelos/arbolEficiente.joblib b/modelos/arbolEficiente.joblib new file mode 100644 index 0000000..35bd89d Binary files /dev/null and b/modelos/arbolEficiente.joblib differ diff --git a/modelos/arbolIneficiente.joblib b/modelos/arbolIneficiente.joblib index af1325e..85aa582 100644 Binary files a/modelos/arbolIneficiente.joblib and b/modelos/arbolIneficiente.joblib differ diff --git a/submissions/arbol_decisiones_eficiente.csv b/submissions/arbol_decisiones_eficiente.csv index d4ec9f8..708222c 100644 --- a/submissions/arbol_decisiones_eficiente.csv +++ b/submissions/arbol_decisiones_eficiente.csv @@ -1,13 +1,13 @@ id,is_canceled e6d0d58a-ab96-44d3-b28f-85df1cc15f1e,1 -aba9aac2-4495-4645-a60e-90328713c999,1 +aba9aac2-4495-4645-a60e-90328713c999,0 b345b5dc-c804-4d77-a39f-1f4e65d1f1ad,0 ce1b400e-afa1-4946-bdff-004b859eb61c,1 c4fbec0d-8e2e-4db2-9d4f-a6ccb9f51214,1 c142b61c-3035-46e7-8cf7-3720a29d0d61,1 8c4171ad-9837-4468-ac8e-8cb3d5a41b55,0 3ce60033-4529-4314-be77-db4a7737f326,0 -7ab807a4-5e90-4205-b66e-0188696cc34b,1 +7ab807a4-5e90-4205-b66e-0188696cc34b,0 a0ab0509-c8b0-4a2c-9f27-21f26e186520,0 07f92188-1364-4c1d-bfda-2f3c8398f738,1 6b781511-54f2-4b4d-98b4-cb44cb4a958b,1 @@ -20,7 +20,7 @@ f79677ce-e84e-4fb4-9664-e1eb03ee5229,0 af5cad30-d1a3-45f4-87e3-4a8865bce5f6,0 d49efe24-4b03-48e6-9abc-eafe945d911d,0 abc7e6a0-5fe4-449e-826e-087017c7212f,1 -3f67275e-d680-4072-8389-b559a7e3b900,0 +3f67275e-d680-4072-8389-b559a7e3b900,1 fe3c7db1-11e9-4e03-9401-02f6962b3d70,0 96048955-31de-41c8-8f9b-003736ff0504,0 5281daad-36b6-46a9-bb9a-50ba78835e3e,1 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