From a8fd4f003f71abe425224dcc994f63892b5cc442 Mon Sep 17 00:00:00 2001 From: unknown Date: Thu, 4 Dec 2025 06:29:45 -0500 Subject: [PATCH 1/2] add script for data preparation --- ...UN_tourism_caribbean_countries_cleaned.csv | 1548 +++++++-------- ..._Arrivals_haiti_by_expenditure_cleaned.csv | 96 +- ...ound_Arrivals_haiti_by_purpose_cleaned.csv | 2 +- ...tourism_inbound_Arrivals_haiti_cleaned.csv | 2 +- .../Extract_data_haiti_and_caribbean.ipynb | 918 +++++++++ 2_data_preparation/cleaned_data_haiti.ipynb | 1722 +++++++++++++++++ ..._tourism_caribbean_countries_cleaned.ipynb | 617 ++++++ 7 files changed, 4062 insertions(+), 843 deletions(-) create mode 100644 2_data_preparation/Extract_data_haiti_and_caribbean.ipynb create mode 100644 2_data_preparation/cleaned_data_haiti.ipynb create mode 100644 2_data_preparation/script_UN_tourism_caribbean_countries_cleaned.ipynb diff --git a/1_datasets/cleaned_data/UN_tourism_caribbean_countries_cleaned/UN_tourism_caribbean_countries_cleaned.csv 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-visitors_total,Aruba,World,1996,957.0,thousand trips -visitors_total,Aruba,World,1997,947.0,thousand trips -visitors_total,Aruba,World,1998,906.0,thousand trips -visitors_total,Aruba,World,1999,972.0,thousand trips -visitors_total,Aruba,World,2000,1211.0,thousand trips -visitors_total,Aruba,World,2001,1178.0,thousand trips -visitors_total,Aruba,World,2002,1225.0,thousand trips -visitors_total,Aruba,World,2003,1184.0,thousand trips -visitors_total,Aruba,World,2004,1304.0,thousand trips -visitors_total,Aruba,World,2005,1286.0,thousand trips -visitors_total,Aruba,World,2006,1285.0,thousand trips -visitors_total,Aruba,World,2007,1254.0,thousand trips -visitors_total,Aruba,World,2008,1383.0,thousand trips -visitors_total,Aruba,World,2009,1420.0,thousand trips -visitors_total,Aruba,World,2010,1394.0,thousand trips -visitors_total,Aruba,World,2011,1469.0,thousand trips -visitors_total,Aruba,World,2012,1481.0,thousand trips -visitors_total,Aruba,World,2013,1667.0,thousand trips -visitors_total,Aruba,World,2014,1739.0,thousand trips -visitors_total,Aruba,World,2015,1832.0,thousand trips -visitors_total,Aruba,World,2016,1758.0,thousand trips -visitors_total,Aruba,World,2017,1863.0,thousand trips -visitors_total,Aruba,World,2018,1897.0,thousand trips -visitors_total,Aruba,World,2019,1951.0,thousand trips -visitors_total,Aruba,World,2020,623.0,thousand trips -visitors_total,Aruba,World,2021,943.0,thousand trips -visitors_total,Aruba,World,2022,1711.0,thousand trips -visitors_total,Sint Maarten (Dutch part),World,1995,1024.0,thousand trips -visitors_total,Sint Maarten (Dutch part),World,1996,1022.0,thousand trips -visitors_total,Sint Maarten (Dutch part),World,1997,1325.0,thousand trips -visitors_total,Sint Maarten (Dutch part),World,1998,1339.0,thousand trips -visitors_total,Sint Maarten (Dutch part),World,1999,1061.0,thousand trips -visitors_total,Sint Maarten (Dutch part),World,2000,1300.0,thousand trips -visitors_total,Sint Maarten (Dutch 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trips -visitors_total,Puerto Rico,World,2001,4908.0,thousand trips -visitors_total,Puerto Rico,World,2002,4364.0,thousand trips -visitors_total,Puerto Rico,World,2003,4402.0,thousand trips -visitors_total,Puerto Rico,World,2004,4889.0,thousand trips -visitors_total,Puerto Rico,World,2005,5073.0,thousand trips -visitors_total,Puerto Rico,World,2006,5022.0,thousand trips -visitors_total,Puerto Rico,World,2007,5062.0,thousand trips -visitors_total,Puerto Rico,World,2008,5213.0,thousand trips -visitors_total,Puerto Rico,World,2009,4415.0,thousand trips -visitors_total,Puerto Rico,World,2010,4379.0,thousand trips -visitors_total,Puerto Rico,World,2011,4214.0,thousand trips -visitors_total,Puerto Rico,World,2012,4197.0,thousand trips -visitors_total,Puerto Rico,World,2013,4210.0,thousand trips -visitors_total,Puerto Rico,World,2014,4456.0,thousand trips -visitors_total,Puerto Rico,World,2015,5051.0,thousand trips -visitors_total,Puerto Rico,World,2016,5003.0,thousand trips -visitors_total,Puerto Rico,World,2017,4927.0,thousand trips -visitors_total,Puerto Rico,World,2018,4260.0,thousand trips -visitors_total,Puerto Rico,World,2019,4931.0,thousand trips -visitors_total,Puerto Rico,World,2020,3882.0,thousand trips -visitors_total,Puerto Rico,World,2021,2754.7,thousand trips -visitors_total,Puerto Rico,World,2022,3637.5,thousand trips -visitors_total,Saint Kitts and Nevis,World,1995,203.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,1996,172.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,1997,194.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,1998,250.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,1999,226.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2000,247.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2001,334.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2002,240.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2003,247.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2004,383.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2005,365.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2006,350.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2007,379.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2008,533.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2009,548.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2010,624.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2011,723.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2012,666.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2013,695.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2014,818.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2015,1036.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2016,1055.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2017,1194.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2018,1278.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2019,1107.0,thousand trips -visitors_total,Saint Kitts and Nevis,World,2020,301.4,thousand trips -visitors_total,Saint Kitts and Nevis,World,2021,122.6,thousand trips -visitors_total,Saint Kitts and Nevis,World,2022,589.1,thousand trips -visitors_total,Anguilla,World,1995,107.0,thousand trips -visitors_total,Anguilla,World,1996,86.0,thousand trips -visitors_total,Anguilla,World,1997,114.0,thousand trips -visitors_total,Anguilla,World,1998,114.0,thousand trips -visitors_total,Anguilla,World,1999,107.0,thousand trips -visitors_total,Anguilla,World,2000,112.0,thousand trips -visitors_total,Anguilla,World,2001,105.0,thousand trips -visitors_total,Anguilla,World,2002,111.0,thousand trips -visitors_total,Anguilla,World,2003,109.0,thousand trips -visitors_total,Anguilla,World,2004,121.0,thousand trips -visitors_total,Anguilla,World,2005,143.0,thousand trips -visitors_total,Anguilla,World,2006,167.0,thousand trips -visitors_total,Anguilla,World,2007,164.0,thousand trips -visitors_total,Anguilla,World,2008,128.0,thousand trips -visitors_total,Anguilla,World,2009,112.0,thousand trips -visitors_total,Anguilla,World,2010,118.0,thousand trips -visitors_total,Anguilla,World,2011,124.0,thousand trips -visitors_total,Anguilla,World,2012,129.0,thousand trips -visitors_total,Anguilla,World,2013,151.0,thousand trips -visitors_total,Anguilla,World,2014,177.0,thousand trips -visitors_total,Anguilla,World,2015,186.0,thousand trips -visitors_total,Anguilla,World,2016,176.0,thousand trips -visitors_total,Anguilla,World,2017,151.0,thousand trips -visitors_total,Anguilla,World,2018,87.0,thousand trips -visitors_total,Anguilla,World,2019,166.0,thousand trips -visitors_total,Anguilla,World,2020,41.1,thousand trips -visitors_total,Anguilla,World,2021,28.7,thousand trips -visitors_total,Anguilla,World,2022,95.8,thousand trips -visitors_total,Saint 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-visitors_total,Saint Lucia,World,2012,889.0,thousand trips -visitors_total,Saint Lucia,World,2013,921.0,thousand trips -visitors_total,Saint Lucia,World,2014,987.0,thousand trips -visitors_total,Saint Lucia,World,2015,1031.0,thousand trips -visitors_total,Saint Lucia,World,2016,948.0,thousand trips -visitors_total,Saint Lucia,World,2017,1064.0,thousand trips -visitors_total,Saint Lucia,World,2018,1165.0,thousand trips -visitors_total,Saint Lucia,World,2019,1220.0,thousand trips -visitors_total,Saint Lucia,World,2020,432.5,thousand trips -visitors_total,Saint Lucia,World,2021,297.0,thousand trips -visitors_total,Saint Lucia,World,2022,714.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,1995,218.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,1996,216.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,1997,200.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,1998,202.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,1999,223.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,2000,256.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,2001,254.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,2002,247.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,2003,242.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,2004,262.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,2005,256.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,2006,306.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,2007,328.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,2008,250.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,2009,271.0,thousand trips -visitors_total,Saint Vincent and the Grenadines,World,2010,231.0,thousand trips -visitors_total,Saint 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Eustatius,World,2000,27.0,thousand trips +total_visitors,St. Eustatius,World,2001,30.0,thousand trips diff --git a/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_expenditure_cleaned.csv b/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_expenditure_cleaned.csv index 14934be..a34539d 100644 --- a/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_expenditure_cleaned.csv +++ b/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_expenditure_cleaned.csv @@ -1,67 +1,29 @@ -purpose_of_visites,country_receiving,where_tourist_from,year,number_of_tourist_by_purpose,unit -business,Haiti,World,1995,26.0,thousand trips -business,Haiti,World,1997,27.0,thousand trips -business,Haiti,World,1998,27.0,thousand trips -business,Haiti,World,1999,26.0,thousand trips -business,Haiti,World,2003,18.0,thousand trips -business,Haiti,World,2004,14.0,thousand trips 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+visitors_total_expenditure,Haiti,World,1996,96.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,1997,107.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,1998,131.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,1999,135.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2000,128.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2001,105.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2002,108.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2003,96.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2004,93.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2005,80.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2006,126.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2007,190.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2008,360.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2009,416.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2010,383.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2011,456.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2012,447.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2013,546.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2014,578.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2015,609.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2016,549.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2017,588.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2018,620.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2019,450.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2020,102.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2021,110.0,million US dollars (nominal values) +visitors_total_expenditure,Haiti,World,2022,73.0,million US dollars (nominal values) diff --git a/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_purpose_cleaned.csv b/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_purpose_cleaned.csv index 14934be..112f33e 100644 --- a/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_purpose_cleaned.csv +++ b/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_purpose_cleaned.csv @@ -1,4 +1,4 @@ -purpose_of_visites,country_receiving,where_tourist_from,year,number_of_tourist_by_purpose,unit +purpose_of_visites,country_receiving,where_tourist_from,year,number_of_tourist_by_purpose,unit_thousans_trips business,Haiti,World,1995,26.0,thousand trips business,Haiti,World,1997,27.0,thousand trips business,Haiti,World,1998,27.0,thousand trips diff --git a/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_cleaned.csv b/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_cleaned.csv index a8542b7..f0db71e 100644 --- a/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_cleaned.csv +++ b/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_cleaned.csv @@ -1,4 +1,4 @@ -type_of_visitors,country_receiving,where_tourist_from,year,number_of_tourist,unit +type_of_visitors,country_receiving,where_tourist_from,year,number_of_tourist,unit_thousand_trips excursionists,Haiti,World,1995,225.0,thousand trips excursionists,Haiti,World,1996,250.0,thousand trips excursionists,Haiti,World,1997,238.0,thousand trips diff --git a/2_data_preparation/Extract_data_haiti_and_caribbean.ipynb b/2_data_preparation/Extract_data_haiti_and_caribbean.ipynb new file mode 100644 index 0000000..02075ab --- /dev/null +++ b/2_data_preparation/Extract_data_haiti_and_caribbean.ipynb @@ -0,0 +1,918 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "id": "20d17e60-1d08-4fee-b5ac-2c6d45e28639", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0431817a-f6c5-485d-b8bb-efa372290aa3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indicator_codeindicator_labelindicator_previous_codereporter_area_codereporter_area_labelpartner_area_codepartner_area_labelyearvalueflagflag_labelunitnotesdrop
0INBD_EXPD_BPAY_PSTR_VSTRinbound - expenditure - balance of payments - ...CP_1_354Afghanistan999World200840.0NaNNaNmillion US dollars (nominal values)NaNNaN
1INBD_EXPD_BPAY_PSTR_VSTRinbound - expenditure - balance of payments - ...CP_1_354Afghanistan999World200953.0NaNNaNmillion US dollars (nominal values)NaNNaN
2INBD_EXPD_BPAY_PSTR_VSTRinbound - expenditure - balance of payments - ...CP_1_354Afghanistan999World201072.0NaNNaNmillion US dollars (nominal values)NaNNaN
3INBD_EXPD_BPAY_PSTR_VSTRinbound - expenditure - balance of payments - ...CP_1_354Afghanistan999World201180.0NaNNaNmillion US dollars (nominal values)NaNNaN
4INBD_EXPD_BPAY_PSTR_VSTRinbound - expenditure - balance of payments - ...CP_1_354Afghanistan999World201265.0NaNNaNmillion US dollars (nominal values)NaNNaN
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" + ], + "text/plain": [ + " indicator_code \\\n", + "0 INBD_EXPD_BPAY_PSTR_VSTR \n", + "1 INBD_EXPD_BPAY_PSTR_VSTR \n", + "2 INBD_EXPD_BPAY_PSTR_VSTR \n", + "3 INBD_EXPD_BPAY_PSTR_VSTR \n", + "4 INBD_EXPD_BPAY_PSTR_VSTR \n", + "\n", + " indicator_label indicator_previous_code \\\n", + "0 inbound - expenditure - balance of payments - ... CP_1_35 \n", + "1 inbound - expenditure - balance of payments - ... CP_1_35 \n", + "2 inbound - expenditure - balance of payments - ... CP_1_35 \n", + "3 inbound - expenditure - balance of payments - ... CP_1_35 \n", + "4 inbound - expenditure - balance of payments - ... CP_1_35 \n", + "\n", + " reporter_area_code reporter_area_label partner_area_code \\\n", + "0 4 Afghanistan 999 \n", + "1 4 Afghanistan 999 \n", + "2 4 Afghanistan 999 \n", + "3 4 Afghanistan 999 \n", + "4 4 Afghanistan 999 \n", + "\n", + " partner_area_label year value flag flag_label \\\n", + "0 World 2008 40.0 NaN NaN \n", + "1 World 2009 53.0 NaN NaN \n", + "2 World 2010 72.0 NaN NaN \n", + "3 World 2011 80.0 NaN NaN \n", + "4 World 2012 65.0 NaN NaN \n", + "\n", + " unit notes drop \n", + "0 million US dollars (nominal values) NaN NaN \n", + "1 million US dollars (nominal values) NaN NaN \n", + "2 million US dollars (nominal values) NaN NaN \n", + "3 million US dollars (nominal values) NaN NaN \n", + "4 million US dollars (nominal values) NaN NaN " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load dataset for inbound UN arrivals arrivals tourist in the world\n", + "df = pd.read_excel (\"UN_Tourism_inbound_arrivals_10_2025.xlsx\")\n", + "df.head()\n", + "# Load dataset for inbound UN arrivals arrivals tourist by purpose in the world\n", + "df_purpose = pd.read_excel(\"UN_Tourism_inbound_arrivals_by_purpose_10_2025.xlsx\")\n", + "df_purpose.head()\n", + "# Load dataset for inbound UN arrivals arrivals tourist by transport in the world\n", + "df_transport = pd.read_excel (\"UN_Tourism_inbound_arrivals_by_transport_10_2025.xlsx\")\n", + "df_transport.head()\n", + "# Load dataset for inbound expenditure by tourists in the world\n", + "df_expenditure = pd.read_excel(\"UN_Tourism_inbound_expenditure_10_2025.xlsx\")\n", + "df_expenditure.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d5d430c2-5e1d-4c01-a8ea-1e676138b209", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indicator_codeindicator_labelindicator_previous_codereporter_area_codereporter_area_labelpartner_area_codepartner_area_labelyearvalueflagflag_labelunitnotesdrop
10005INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World199590.0NaNNaNmillion US dollars (nominal values)NaNNaN
10006INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World199696.0NaNNaNmillion US dollars (nominal values)NaNNaN
10007INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World1997107.0NaNNaNmillion US dollars (nominal values)NaNNaN
10008INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World1998131.0NaNNaNmillion US dollars (nominal values)NaNNaN
10009INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World1999135.0NaNNaNmillion US dollars (nominal values)NaNNaN
\n", + "
" + ], + "text/plain": [ + " indicator_code \\\n", + "10005 INBD_EXPD_BPAY_TRVL_VSTR \n", + "10006 INBD_EXPD_BPAY_TRVL_VSTR \n", + "10007 INBD_EXPD_BPAY_TRVL_VSTR \n", + "10008 INBD_EXPD_BPAY_TRVL_VSTR \n", + "10009 INBD_EXPD_BPAY_TRVL_VSTR \n", + "\n", + " indicator_label \\\n", + "10005 inbound - expenditure - balance of payments - ... \n", + "10006 inbound - expenditure - balance of payments - ... \n", + "10007 inbound - expenditure - balance of payments - ... \n", + "10008 inbound - expenditure - balance of payments - ... \n", + "10009 inbound - expenditure - balance of payments - ... \n", + "\n", + " indicator_previous_code reporter_area_code reporter_area_label \\\n", + "10005 CP_1_34 332 Haiti \n", + "10006 CP_1_34 332 Haiti \n", + "10007 CP_1_34 332 Haiti \n", + "10008 CP_1_34 332 Haiti \n", + "10009 CP_1_34 332 Haiti \n", + "\n", + " partner_area_code partner_area_label year value flag flag_label \\\n", + "10005 999 World 1995 90.0 NaN NaN \n", + "10006 999 World 1996 96.0 NaN NaN \n", + "10007 999 World 1997 107.0 NaN NaN \n", + "10008 999 World 1998 131.0 NaN NaN \n", + "10009 999 World 1999 135.0 NaN NaN \n", + "\n", + " unit notes drop \n", + "10005 million US dollars (nominal values) NaN NaN \n", + "10006 million US dollars (nominal values) NaN NaN \n", + "10007 million US dollars (nominal values) NaN NaN \n", + "10008 million US dollars (nominal values) NaN NaN \n", + "10009 million US dollars (nominal values) NaN NaN " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# filter the inbound UN arrivals arrivals tourist in the world dataset to extract data only for Haiti\n", + "df_haiti = df[(df[\"reporter_area_label\"] == \"Haiti\")]\n", + "df_haiti.head()\n", + "# filter the inbound UN arrivals arrivals tourist by purpose in the world dataset to extract data only Haiti\n", + "df_haiti_by_purpose = df_purpose[(df_purpose[\"reporter_area_label\"] == \"Haiti\")]\n", + "df_haiti_by_purpose.head()\n", + "# Load the inbound UN arrivals arrivals tourist by transport in the world dataset to extract data only for Haiti\n", + "df_haiti_by_transport = df_transport[(df_transport[\"reporter_area_label\"] == \"Haiti\")]\n", + "df_haiti_by_transport.head()\n", + "# Load the inbound expenditure by tourists in the world dataset to extract data only for Haiti\n", + "df_haiti_by_expenditure = df_expenditure[(df_expenditure[\"reporter_area_label\"] == \"Haiti\")]\n", + "df_haiti_by_expenditure.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3fcba008-4e0a-4cb9-ad4e-8c9b656fed26", + "metadata": {}, + "outputs": [], + "source": [ + "# save the df_haiti in a csv file\n", + "df_haiti.to_csv (\"UN_tourism_inbound_Arrivals_haiti.csv\",index = False)\n", + "# save the df_haiti_by_purpose in a csv file\n", + "df_haiti_by_purpose.to_csv(\"UN_tourism_inbound_Arrivals_haiti_by_purpose.csv\", index= False)\n", + "# save the df_haiti_by_transport in a csv file\n", + "df_haiti_by_transport.to_csv(\"UN_tourism_inbound_Arrivals_haiti_by_transport.csv\", index= False)\n", + "# save the df_haiti_by_expenditure in a csv file\n", + "df_haiti_by_expenditure.to_csv(\"UN_tourism_inbound_Arrivals_haiti_by_expenditure.csv\", index= False)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "dcbde402-c1ea-49fb-b7d4-1747953d034a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indicator_codeindicator_labelindicator_previous_codereporter_area_codereporter_area_labelpartner_area_codepartner_area_labelyearvalueflagflag_labelunitnotesdrop
10005INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World199590.0NaNNaNmillion US dollars (nominal values)NaNNaN
10006INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World199696.0NaNNaNmillion US dollars (nominal values)NaNNaN
10007INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World1997107.0NaNNaNmillion US dollars (nominal values)NaNNaN
10008INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World1998131.0NaNNaNmillion US dollars (nominal values)NaNNaN
10009INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World1999135.0NaNNaNmillion US dollars (nominal values)NaNNaN
\n", + "
" + ], + "text/plain": [ + " indicator_code \\\n", + "10005 INBD_EXPD_BPAY_TRVL_VSTR \n", + "10006 INBD_EXPD_BPAY_TRVL_VSTR \n", + "10007 INBD_EXPD_BPAY_TRVL_VSTR \n", + "10008 INBD_EXPD_BPAY_TRVL_VSTR \n", + "10009 INBD_EXPD_BPAY_TRVL_VSTR \n", + "\n", + " indicator_label \\\n", + "10005 inbound - expenditure - balance of payments - ... \n", + "10006 inbound - expenditure - balance of payments - ... \n", + "10007 inbound - expenditure - balance of payments - ... \n", + "10008 inbound - expenditure - balance of payments - ... \n", + "10009 inbound - expenditure - balance of payments - ... \n", + "\n", + " indicator_previous_code reporter_area_code reporter_area_label \\\n", + "10005 CP_1_34 332 Haiti \n", + "10006 CP_1_34 332 Haiti \n", + "10007 CP_1_34 332 Haiti \n", + "10008 CP_1_34 332 Haiti \n", + "10009 CP_1_34 332 Haiti \n", + "\n", + " partner_area_code partner_area_label year value flag flag_label \\\n", + "10005 999 World 1995 90.0 NaN NaN \n", + "10006 999 World 1996 96.0 NaN NaN \n", + "10007 999 World 1997 107.0 NaN NaN \n", + "10008 999 World 1998 131.0 NaN NaN \n", + "10009 999 World 1999 135.0 NaN NaN \n", + "\n", + " unit notes drop \n", + "10005 million US dollars (nominal values) NaN NaN \n", + "10006 million US dollars (nominal values) NaN NaN \n", + "10007 million US dollars (nominal values) NaN NaN \n", + "10008 million US dollars (nominal values) NaN NaN \n", + "10009 million US dollars (nominal values) NaN NaN " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# see the shape of these datasets\n", + "df_haiti.shape\n", + "df_haiti_by_purpose.shape\n", + "df_haiti_by_transport.shape\n", + "# visualize thr first 5 lines of df_haiti_by_expenditure\n", + "df_haiti_by_expenditure.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "4e6c5d2e-b07f-4cac-b3e8-6741b0445a73", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005,\n", + " 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016,\n", + " 2017, 2018, 2019, 2020, 2021, 2022], dtype=int64)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# df[\"reporter_area_label\"].unique()\n", + "#df_haiti_by_purpose[\"year\"].unique()\n", + "#df_haiti_by_purpose.isnull().sum()\n", + "#df_haiti_by_transport.isnull().sum()\n", + "#df_haiti_by_expenditure.isnull().sum()\n", + "df_haiti_by_expenditure[\"year\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "c2715100-bc25-4918-906c-1738d88cefbb", + "metadata": {}, + "outputs": [], + "source": [ + "# create a array with the names the caribbean country to extract data for the caribbean region\n", + "caribbean_countries = [\n", + " \"Antigua and Barbuda\", \"Bahamas\", \"Barbados\", \"Belize\",\n", + " \"Cuba\", \"Dominica\", \"Dominican Republic\", \"Grenada\",\n", + " \"Jamaica\", \"Saint Kitts and Nevis\",\"Saint Lucia\",\"Haiti\",\n", + " \"Saint Vincent and the Grenadines\", \"Trinidad and Tobago\",\n", + " \"Anguilla\", \"Bermuda\", \"British Virgin Islands\", \"Cayman Islands\",\n", + " \"Montserrat\", \"Turks and Caicos Islands\", \"Guadeloupe\", \"Martinique\",\n", + " \"Aruba\", \"Curaçao\", \"Sint Maarten (Dutch part)\", \"Bonaire\",\n", + " \"Saba\", \"St. Eustatius\", \"Puerto Rico\", \"United States Virgin Islands\"\n", + "]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "b2bfc3eb-1b9e-464a-912b-75f40200f660", + "metadata": {}, + "outputs": [], + "source": [ + "# filter the dataset to keep data only for the caribbean region \n", + "df_caribbean = df[df[\"reporter_area_label\"].isin(caribbean_countries)]" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "1e2a2cba-a2ea-44f3-9348-d069338e1c1c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indicator_codeindicator_labelindicator_previous_codereporter_area_codereporter_area_labelpartner_area_codepartner_area_labelyearvalueflagflag_labelunitnotesdrop
16INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_428Antigua and Barbuda999World1995227.0NaNNaNthousand tripsNaNNaN
17INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_428Antigua and Barbuda999World1996270.0NaNNaNthousand tripsNaNNaN
18INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_428Antigua and Barbuda999World1997286.0NaNNaNthousand tripsNaNNaN
19INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_428Antigua and Barbuda999World1998336.0NaNNaNthousand tripsNaNNaN
20INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_428Antigua and Barbuda999World1999328.0NaNNaNthousand tripsNaNNaN
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" + ], + "text/plain": [ + " indicator_code \\\n", + "16 INBD_TRIP_TOTL_CRUS_EXCR \n", + "17 INBD_TRIP_TOTL_CRUS_EXCR \n", + "18 INBD_TRIP_TOTL_CRUS_EXCR \n", + "19 INBD_TRIP_TOTL_CRUS_EXCR \n", + "20 INBD_TRIP_TOTL_CRUS_EXCR \n", + "\n", + " indicator_label indicator_previous_code \\\n", + "16 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "17 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "18 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "19 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "20 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "\n", + " reporter_area_code reporter_area_label partner_area_code \\\n", + "16 28 Antigua and Barbuda 999 \n", + "17 28 Antigua and Barbuda 999 \n", + "18 28 Antigua and Barbuda 999 \n", + "19 28 Antigua and Barbuda 999 \n", + "20 28 Antigua and Barbuda 999 \n", + "\n", + " partner_area_label year value flag flag_label unit notes drop \n", + "16 World 1995 227.0 NaN NaN thousand trips NaN NaN \n", + "17 World 1996 270.0 NaN NaN thousand trips NaN NaN \n", + "18 World 1997 286.0 NaN NaN thousand trips NaN NaN \n", + "19 World 1998 336.0 NaN NaN thousand trips NaN NaN \n", + "20 World 1999 328.0 NaN NaN thousand trips NaN NaN " + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# visualize the first 5 lines of the new dataset\n", + "df_caribbean.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "14056a6e-31d2-4e3d-9859-0c145cb2cc5a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Antigua and Barbuda', 'Bahamas', 'Barbados', 'Bermuda', 'Belize',\n", + " 'British Virgin Islands', 'Cayman Islands', 'Cuba', 'Dominica',\n", + " 'Dominican Republic', 'Grenada', 'Guadeloupe', 'Haiti', 'Jamaica',\n", + " 'Martinique', 'Montserrat', 'Curaçao', 'Aruba',\n", + " 'Sint Maarten (Dutch part)', 'Puerto Rico',\n", + " 'Saint Kitts and Nevis', 'Anguilla', 'Saint Lucia',\n", + " 'Saint Vincent and the Grenadines', 'Trinidad and Tobago',\n", + " 'Turks and Caicos Islands', 'United States Virgin Islands',\n", + " 'Bonaire', 'Saba', 'St. Eustatius'], dtype=object)" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# see the list of caribbean country take into consideration\n", + "df_caribbean[\"reporter_area_label\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "002943d6-f294-4728-b49f-94a6e26e9ef3", + "metadata": {}, + "outputs": [], + "source": [ + "# save the data for caribbean country in a csv file\n", + "df_caribbean.to_csv(\"UN_tourism_caribbean_countries_raw.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "543a32bb-e848-4e00-91c5-eb4663f0b94b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3025, 14)" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_caribbean.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "75d80606-4d52-4ffd-80cb-1a3764733d4a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/2_data_preparation/cleaned_data_haiti.ipynb b/2_data_preparation/cleaned_data_haiti.ipynb new file mode 100644 index 0000000..3c97e74 --- /dev/null +++ b/2_data_preparation/cleaned_data_haiti.ipynb @@ -0,0 +1,1722 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "67d066ab-43a9-4e18-823c-22defce93688", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "2e42fd28-29a7-462d-93b1-38b4659d77cc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indicator_codeindicator_labelindicator_previous_codereporter_area_codereporter_area_labelpartner_area_codepartner_area_labelyearvalueflagflag_labelunitnotesdrop
0INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_4332Haiti999World1995225.0NaNNaNthousand tripsNaNNaN
1INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_4332Haiti999World1996250.0NaNNaNthousand tripsNaNNaN
2INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_4332Haiti999World1997238.0NaNNaNthousand tripsNaNNaN
3INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_4332Haiti999World1998246.0NaNNaNthousand tripsNaNNaN
4INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_4332Haiti999World1999243.0NaNNaNthousand tripsNaNNaN
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" + ], + "text/plain": [ + " indicator_code \\\n", + "0 INBD_TRIP_TOTL_CRUS_EXCR \n", + "1 INBD_TRIP_TOTL_CRUS_EXCR \n", + "2 INBD_TRIP_TOTL_CRUS_EXCR \n", + "3 INBD_TRIP_TOTL_CRUS_EXCR \n", + "4 INBD_TRIP_TOTL_CRUS_EXCR \n", + "\n", + " indicator_label indicator_previous_code \\\n", + "0 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "1 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "2 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "3 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "4 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "\n", + " reporter_area_code reporter_area_label partner_area_code \\\n", + "0 332 Haiti 999 \n", + "1 332 Haiti 999 \n", + "2 332 Haiti 999 \n", + "3 332 Haiti 999 \n", + "4 332 Haiti 999 \n", + "\n", + " partner_area_label year value flag flag_label unit notes \\\n", + "0 World 1995 225.0 NaN NaN thousand trips NaN \n", + "1 World 1996 250.0 NaN NaN thousand trips NaN \n", + "2 World 1997 238.0 NaN NaN thousand trips NaN \n", + "3 World 1998 246.0 NaN NaN thousand trips NaN \n", + "4 World 1999 243.0 NaN NaN thousand trips NaN \n", + "\n", + " drop \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#------------------------------------------------------------------------------\n", + "# Step 1\n", + "#------------------------------------------------------------------------------\n", + "# Load the UN_tourism_inbound_Arrivals_haiti for cleaning\n", + "df= pd.read_csv(\"UN_tourism_inbound_Arrivals_haiti.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "479d94dc-35d4-4cdd-9d40-1d2298c7c1f6", + "metadata": {}, + "outputs": [], + "source": [ + "# Dropping empty and irrelevant columns to clean the dataset for analysis \n", + "df_arrivals_haiti = df.drop(columns=[\"indicator_code\", \"indicator_previous_code\", \"indicator_previous_code\",\"reporter_area_code\",\n", + " \"partner_area_code\", \"flag\", \"flag_label\",\"notes\",\"drop\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3e4ce7b1-a4ea-43ed-83fd-dcf1d3f7dd4a", + "metadata": {}, + "outputs": [], + "source": [ + "# Rename indicator label categories to standardize types of visitors \n", + "df_arrivals_haiti[\"indicator_label\"] = df_arrivals_haiti[\"indicator_label\"].replace({\n", + " \"inbound - trips - total - cruise ships - same-day visitors (excursionists)\": \"excursionists\",\n", + " \"inbound - trips - total - total - overnight visitors (tourists)\": \"tourists\",\n", + " \"inbound - trips - total - total - same-day visitors (excursionists)\": \"excursionists\",\n", + " \"inbound - trips - total - total - visitors\": \"visitors_total\"\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 190, + "id": "4c9a539b-4c18-462a-a0a8-8b3576f6b472", + "metadata": {}, + "outputs": [], + "source": [ + "# rename columns for more clarity\n", + "df_arrivals_haiti = df_arrivals_haiti.rename(columns={\n", + " \"indicator_label\": \"type_of_visitors\",\n", + " \"reporter_area_label\": \"country_receiving\",\n", + " \"partner_area_label\": \"where_tourist_from\",\n", + " \"value\": \"number_of_tourist\",\n", + " \"unit\" : \"unit_thousand_trips\"\n", + "})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "id": "ab0b0146-0f1a-4159-a9dc-264d532d9c72", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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type_of_visitorscountry_receivingwhere_tourist_fromyearnumber_of_touristunit_thousand_trips
0excursionistsHaitiWorld1995225.0thousand trips
1excursionistsHaitiWorld1996250.0thousand trips
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4excursionistsHaitiWorld1999243.0thousand trips
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" + ], + "text/plain": [ + " type_of_visitors country_receiving where_tourist_from year \\\n", + "0 excursionists Haiti World 1995 \n", + "1 excursionists Haiti World 1996 \n", + "2 excursionists Haiti World 1997 \n", + "3 excursionists Haiti World 1998 \n", + "4 excursionists Haiti World 1999 \n", + "\n", + " number_of_tourist unit_thousand_trips \n", + "0 225.0 thousand trips \n", + "1 250.0 thousand trips \n", + "2 238.0 thousand trips \n", + "3 246.0 thousand trips \n", + "4 243.0 thousand trips " + ] + }, + "execution_count": 192, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# visualize the first five(5) lines of df_arrivals_haiti dataset\n", + "df_arrivals_haiti.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 194, + "id": "8b4e9f03-def3-4834-8e9b-ac219d1d124e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(106, 6)" + ] + }, + "execution_count": 194, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# see the shape of the dataset \n", + "df_arrivals_haiti.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "id": "53166529-4d34-42b2-b4e2-a7161e0bf7c1", + "metadata": {}, + "outputs": [], + "source": [ + "# save the cleaned dataset in a csv file\n", + "df_arrivals_haiti.to_csv(\"UN_tourism_inbound_Arrivals_haiti_cleaned.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d2736c2a-5dfc-4f81-be50-8117423b9619", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indicator_codeindicator_labelindicator_previous_codereporter_area_codereporter_area_labelpartner_area_codepartner_area_labelyearvalueflagflag_labelunitnotesdrop
0INBD_TRIP_PRPS_BNSS_TOURinbound - trips - by purpose - business - over...CP_1_18332Haiti999World199526.0NaNNaNthousand tripsNaNNaN
1INBD_TRIP_PRPS_BNSS_TOURinbound - trips - by purpose - business - over...CP_1_18332Haiti999World199727.0NaNNaNthousand tripsNaNNaN
2INBD_TRIP_PRPS_BNSS_TOURinbound - trips - by purpose - business - over...CP_1_18332Haiti999World199827.0NaNNaNthousand tripsNaNNaN
3INBD_TRIP_PRPS_BNSS_TOURinbound - trips - by purpose - business - over...CP_1_18332Haiti999World199926.0NaNNaNthousand tripsNaNNaN
4INBD_TRIP_PRPS_BNSS_TOURinbound - trips - by purpose - business - over...CP_1_18332Haiti999World200318.0NaNNaNthousand tripsNaNNaN
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" + ], + "text/plain": [ + " indicator_code \\\n", + "0 INBD_TRIP_PRPS_BNSS_TOUR \n", + "1 INBD_TRIP_PRPS_BNSS_TOUR \n", + "2 INBD_TRIP_PRPS_BNSS_TOUR \n", + "3 INBD_TRIP_PRPS_BNSS_TOUR \n", + "4 INBD_TRIP_PRPS_BNSS_TOUR \n", + "\n", + " indicator_label indicator_previous_code \\\n", + "0 inbound - trips - by purpose - business - over... CP_1_18 \n", + "1 inbound - trips - by purpose - business - over... CP_1_18 \n", + "2 inbound - trips - by purpose - business - over... CP_1_18 \n", + "3 inbound - trips - by purpose - business - over... CP_1_18 \n", + "4 inbound - trips - by purpose - business - over... CP_1_18 \n", + "\n", + " reporter_area_code reporter_area_label partner_area_code \\\n", + "0 332 Haiti 999 \n", + "1 332 Haiti 999 \n", + "2 332 Haiti 999 \n", + "3 332 Haiti 999 \n", + "4 332 Haiti 999 \n", + "\n", + " partner_area_label year value flag flag_label unit notes \\\n", + "0 World 1995 26.0 NaN NaN thousand trips NaN \n", + "1 World 1997 27.0 NaN NaN thousand trips NaN \n", + "2 World 1998 27.0 NaN NaN thousand trips NaN \n", + "3 World 1999 26.0 NaN NaN thousand trips NaN \n", + "4 World 2003 18.0 NaN NaN thousand trips NaN \n", + "\n", + " drop \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#------------------------------------------------------------------------------------\n", + "# step 2\n", + "#------------------------------------------------------------------------------------\n", + "# Load the UN_tourism_inbound_Arrivals_haiti_by_purpose for cleaning\n", + "df_purpose = pd.read_csv(\"UN_tourism_inbound_Arrivals_haiti_by_purpose.csv\")\n", + "df_purpose.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "7d4b0d14-7a96-44e9-ad9f-f1b16db47c52", + "metadata": {}, + "outputs": [], + "source": [ + "# Dropping empty and irrelevant columns to clean the dataset for analysis \n", + "df_purpose = df.drop(columns=[\"indicator_code\", \"indicator_previous_code\", \"indicator_previous_code\",\"reporter_area_code\",\n", + " \"partner_area_code\", \"flag\", \"flag_label\",\"notes\",\"drop\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "bcf4b73d-bb5e-42fc-92a5-3c367c848103", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['inbound - trips - by purpose - business - overnight visitors (tourists)',\n", + " 'inbound - trips - by purpose - personal - overnight visitors (tourists)',\n", + " 'inbound - trips - by purpose - total - overnight visitors (tourists)'],\n", + " dtype=object)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# see the different types of vivsitors by purpose in indicators_label\n", + "df_purpose[\"indicator_label\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "49f5f3cd-49de-4e06-a224-5b5b50772e96", + "metadata": {}, + "outputs": [], + "source": [ + "# Rename indicator label categories to standardize types of visitors\n", + "df_purpose[\"indicator_label\"] = df_purpose[\"indicator_label\"].replace({\n", + " \"inbound - trips - by purpose - business - overnight visitors (tourists)\": \"business\",\n", + " \"inbound - trips - by purpose - personal - overnight visitors (tourists)\": \"personal\",\n", + " \"inbound - trips - by purpose - total - overnight visitors (tourists)\": \"total\"})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b32342b5-6558-4a10-a4c9-b0a1e1273e37", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 180, + "id": "3d1b2a5d-7609-43a4-bd98-960082610e18", + "metadata": {}, + "outputs": [], + "source": [ + "# rename columns for more clarity\n", + "df_purpose = df_purpose.rename(columns={\n", + " \"indicator_label\": \"purpose_of_visites\",\n", + " \"reporter_area_label\": \"country_receiving\",\n", + " \"partner_area_label\": \"where_tourist_from\",\n", + " \"value\": \"number_of_tourist_by_purpose\",\n", + " \"unit\" : \"unit_thousans_trips\"\n", + "})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "id": "7ec215d9-255b-41b1-8a2d-9e674d6a1133", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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purpose_of_visitescountry_receivingwhere_tourist_fromyearnumber_of_tourist_by_purposeunit_thousans_trips
0businessHaitiWorld199526.0thousand trips
1businessHaitiWorld199727.0thousand trips
2businessHaitiWorld199827.0thousand trips
3businessHaitiWorld199926.0thousand trips
4businessHaitiWorld200318.0thousand trips
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" + ], + "text/plain": [ + " purpose_of_visites country_receiving where_tourist_from year \\\n", + "0 business Haiti World 1995 \n", + "1 business Haiti World 1997 \n", + "2 business Haiti World 1998 \n", + "3 business Haiti World 1999 \n", + "4 business Haiti World 2003 \n", + "\n", + " number_of_tourist_by_purpose unit_thousans_trips \n", + "0 26.0 thousand trips \n", + "1 27.0 thousand trips \n", + "2 27.0 thousand trips \n", + "3 26.0 thousand trips \n", + "4 18.0 thousand trips " + ] + }, + "execution_count": 182, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_purpose.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 184, + "id": "2e0f3686-e7be-4b60-821f-f8f035ab2264", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['business', 'personal', 'total'], dtype=object)" + ] + }, + "execution_count": 184, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_purpose[\"purpose_of_visites\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "id": "e2824429-b91a-427d-8eda-ba24bfd87417", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(66, 6)" + ] + }, + "execution_count": 186, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_purpose.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "id": "344ce26f-99a6-4347-9bf8-ef1202a50996", + "metadata": {}, + "outputs": [], + "source": [ + "# save the cleaned data \n", + "df_purpose.to_csv(\"UN_tourism_inbound_Arrivals_haiti_by_purpose_cleaned.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "f24686ac-aaad-4b45-94bb-135444073994", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indicator_codeindicator_labelindicator_previous_codereporter_area_codereporter_area_labelpartner_area_codepartner_area_labelyearvalueflagflag_labelunitnotesdrop
0INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World199590.0NaNNaNmillion US dollars (nominal values)NaNNaN
1INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World199696.0NaNNaNmillion US dollars (nominal values)NaNNaN
2INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World1997107.0NaNNaNmillion US dollars (nominal values)NaNNaN
3INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World1998131.0NaNNaNmillion US dollars (nominal values)NaNNaN
4INBD_EXPD_BPAY_TRVL_VSTRinbound - expenditure - balance of payments - ...CP_1_34332Haiti999World1999135.0NaNNaNmillion US dollars (nominal values)NaNNaN
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" + ], + "text/plain": [ + " indicator_code \\\n", + "0 INBD_EXPD_BPAY_TRVL_VSTR \n", + "1 INBD_EXPD_BPAY_TRVL_VSTR \n", + "2 INBD_EXPD_BPAY_TRVL_VSTR \n", + "3 INBD_EXPD_BPAY_TRVL_VSTR \n", + "4 INBD_EXPD_BPAY_TRVL_VSTR \n", + "\n", + " indicator_label indicator_previous_code \\\n", + "0 inbound - expenditure - balance of payments - ... CP_1_34 \n", + "1 inbound - expenditure - balance of payments - ... CP_1_34 \n", + "2 inbound - expenditure - balance of payments - ... CP_1_34 \n", + "3 inbound - expenditure - balance of payments - ... CP_1_34 \n", + "4 inbound - expenditure - balance of payments - ... CP_1_34 \n", + "\n", + " reporter_area_code reporter_area_label partner_area_code \\\n", + "0 332 Haiti 999 \n", + "1 332 Haiti 999 \n", + "2 332 Haiti 999 \n", + "3 332 Haiti 999 \n", + "4 332 Haiti 999 \n", + "\n", + " partner_area_label year value flag flag_label \\\n", + "0 World 1995 90.0 NaN NaN \n", + "1 World 1996 96.0 NaN NaN \n", + "2 World 1997 107.0 NaN NaN \n", + "3 World 1998 131.0 NaN NaN \n", + "4 World 1999 135.0 NaN NaN \n", + "\n", + " unit notes drop \n", + "0 million US dollars (nominal values) NaN NaN \n", + "1 million US dollars (nominal values) NaN NaN \n", + "2 million US dollars (nominal values) NaN NaN \n", + "3 million US dollars (nominal values) NaN NaN \n", + "4 million US dollars (nominal values) NaN NaN " + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#----------------------------------------------------------------------------------\n", + "#step 3\n", + "#----------------------------------------------------------------------------------\n", + " # Load the UN_tourism_inbound_Arrivals_haiti_by_expenditure for cleaning\n", + "df_expenditure= pd.read_csv(\"UN_tourism_inbound_Arrivals_haiti_by_expenditure.csv\")\n", + "df_expenditure.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "0009496c-c542-49f0-9c0e-6229e35ba6cd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['inbound - expenditure - balance of payments - travel - visitors'],\n", + " dtype=object)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_expenditure[\"indicator_label\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "8ecabcc8-5b5d-48ab-8860-90fb16b6d808", + "metadata": {}, + "outputs": [], + "source": [ + "# Dropping empty and irrelevant columns to clean the dataset for analysis \n", + "df_expenditure = df_expenditure.drop(columns=[\"indicator_code\", \"indicator_previous_code\", \"indicator_previous_code\",\"reporter_area_code\",\n", + " \"partner_area_code\", \"flag\", \"flag_label\",\"notes\",\"drop\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "0bb1b7dc-0cdc-4831-b42a-6e227760c938", + "metadata": {}, + "outputs": [], + "source": [ + "# Rename indicator label categories to standardize types of visitors\n", + "df_expenditure[\"indicator_label\"] = df_expenditure[\"indicator_label\"].replace({\n", + " \"inbound - expenditure - balance of payments - travel - visitors\": \"expenditures\",\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "962dce8b-bb66-4953-a9a9-c1f6362e017c", + "metadata": {}, + "outputs": [], + "source": [ + "# rename columns for more clarity\n", + "df_expenditure = df_expenditure.rename(columns={\n", + " \"indicator_label\": \"visitors_expenditure_by_year\",\n", + " \"reporter_area_label\": \"country_receiving\",\n", + " \"partner_area_label\": \"where_tourist_from\",\n", + " \"value\": \"amount_spent\",\n", + " \"unit\" : \"unit_US_dollars\"\n", + "})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "927aaa9f-a083-4bbd-82a8-c526a6cf107d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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visitors_expenditure_by_yearcountry_receivingwhere_tourist_fromyearamount_spentunit_US_dollars
0visitors_total_expenditureHaitiWorld199590.0million US dollars (nominal values)
1visitors_total_expenditureHaitiWorld199696.0million US dollars (nominal values)
2visitors_total_expenditureHaitiWorld1997107.0million US dollars (nominal values)
3visitors_total_expenditureHaitiWorld1998131.0million US dollars (nominal values)
4visitors_total_expenditureHaitiWorld1999135.0million US dollars (nominal values)
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" + ], + "text/plain": [ + " visitors_expenditure_by_year country_receiving where_tourist_from year \\\n", + "0 visitors_total_expenditure Haiti World 1995 \n", + "1 visitors_total_expenditure Haiti World 1996 \n", + "2 visitors_total_expenditure Haiti World 1997 \n", + "3 visitors_total_expenditure Haiti World 1998 \n", + "4 visitors_total_expenditure Haiti World 1999 \n", + "\n", + " amount_spent unit_US_dollars \n", + "0 90.0 million US dollars (nominal values) \n", + "1 96.0 million US dollars (nominal values) \n", + "2 107.0 million US dollars (nominal values) \n", + "3 131.0 million US dollars (nominal values) \n", + "4 135.0 million US dollars (nominal values) " + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_expenditure.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "30936a92-d1d6-47f5-a9cf-d32d1db8b1e9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(28, 6)" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_expenditure.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "id": "9fb10c6c-9ed8-4b53-b940-5ad5fb5363d8", + "metadata": {}, + "outputs": [], + "source": [ + "# save the cleaned data \n", + "df_expenditure.to_csv(\"UN_tourism_inbound_Arrivals_haiti_by_expenditure_cleaned.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d6b50827-9c64-4ca0-94d9-9801b133f5b3", + "metadata": {}, + "outputs": [], + "source": [ + "#--------------------------------------------------------------------------------------------\n", + "# step 4\n", + "#--------------------------------------------------------------------------------------------" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "id": "147169fd-f6bc-4b62-bb3a-96c7920f08d2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indicator_codeindicator_labelindicator_previous_codereporter_area_codereporter_area_labelpartner_area_codepartner_area_labelyearvalueflagflag_labelunitnotesdrop
0INBD_TRIP_TRPT_AIRT_TOURinbound - trips - transport - air - overnight ...CP_1_20332Haiti999World1995145.0NaNNaNthousand tripsNaNNaN
1INBD_TRIP_TRPT_AIRT_TOURinbound - trips - transport - air - overnight ...CP_1_20332Haiti999World1996150.0NaNNaNthousand tripsNaNNaN
2INBD_TRIP_TRPT_AIRT_TOURinbound - trips - transport - air - overnight ...CP_1_20332Haiti999World1997149.0NaNNaNthousand tripsNaNNaN
3INBD_TRIP_TRPT_AIRT_TOURinbound - trips - transport - air - overnight ...CP_1_20332Haiti999World1998147.0NaNNaNthousand tripsNaNNaN
4INBD_TRIP_TRPT_AIRT_TOURinbound - trips - transport - air - overnight ...CP_1_20332Haiti999World1999143.0NaNNaNthousand tripsNaNNaN
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" + ], + "text/plain": [ + " indicator_code \\\n", + "0 INBD_TRIP_TRPT_AIRT_TOUR \n", + "1 INBD_TRIP_TRPT_AIRT_TOUR \n", + "2 INBD_TRIP_TRPT_AIRT_TOUR \n", + "3 INBD_TRIP_TRPT_AIRT_TOUR \n", + "4 INBD_TRIP_TRPT_AIRT_TOUR \n", + "\n", + " indicator_label indicator_previous_code \\\n", + "0 inbound - trips - transport - air - overnight ... CP_1_20 \n", + "1 inbound - trips - transport - air - overnight ... CP_1_20 \n", + "2 inbound - trips - transport - air - overnight ... CP_1_20 \n", + "3 inbound - trips - transport - air - overnight ... CP_1_20 \n", + "4 inbound - trips - transport - air - overnight ... CP_1_20 \n", + "\n", + " reporter_area_code reporter_area_label partner_area_code \\\n", + "0 332 Haiti 999 \n", + "1 332 Haiti 999 \n", + "2 332 Haiti 999 \n", + "3 332 Haiti 999 \n", + "4 332 Haiti 999 \n", + "\n", + " partner_area_label year value flag flag_label unit notes \\\n", + "0 World 1995 145.0 NaN NaN thousand trips NaN \n", + "1 World 1996 150.0 NaN NaN thousand trips NaN \n", + "2 World 1997 149.0 NaN NaN thousand trips NaN \n", + "3 World 1998 147.0 NaN NaN thousand trips NaN \n", + "4 World 1999 143.0 NaN NaN thousand trips NaN \n", + "\n", + " drop \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN " + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " # Load the UN_tourism_inbound_Arrivals_haiti_by_transport for cleaning\n", + "df_transport = pd.read_csv(\"UN_tourism_inbound_Arrivals_haiti_by_transport.csv\")\n", + "df_transport .head()" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "id": "1abc7894-5b9c-47a1-ba6b-619b68f2c1cd", + "metadata": {}, + "outputs": [], + "source": [ + "# Dropping empty and irrelevant columns to clean the dataset for analysis \n", + "df_transport = df_transport.drop(columns=[\"indicator_code\", \"indicator_previous_code\", \"indicator_previous_code\",\"reporter_area_code\",\n", + " \"partner_area_code\", \"flag\", \"flag_label\",\"notes\",\"drop\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "id": "64fb500f-7bbc-4bd7-834a-e21fa3eea0f4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['inbound - trips - transport - air - overnight visitors (tourists)',\n", + " 'inbound - trips - transport - total - overnight visitors (tourists)',\n", + " 'inbound - trips - transport - water - overnight visitors (tourists)'],\n", + " dtype=object)" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_transport[\"indicator_label\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "id": "1c94ace2-d2ec-4764-9913-120ce2e03d77", + "metadata": {}, + "outputs": [], + "source": [ + "# Rename indicator label categories to standardize types of visitors \n", + "df_transport[\"indicator_label\"] = df_transport[\"indicator_label\"].replace({\n", + " \"inbound - trips - transport - air - overnight visitors (tourists)\": \"air\",\n", + " \"inbound - trips - transport - total - overnight visitors (tourists)\": \"all_way_transport\",\n", + " \"inbound - trips - transport - water - overnight visitors (tourists)\": \"water\",\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "id": "a8ead4a0-80a5-43f1-a9c3-da93c41b814d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indicator_labelreporter_area_labelpartner_area_labelyearvalueunit
0airHaitiWorld1995145.0thousand trips
1airHaitiWorld1996150.0thousand trips
2airHaitiWorld1997149.0thousand trips
3airHaitiWorld1998147.0thousand trips
4airHaitiWorld1999143.0thousand trips
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" + ], + "text/plain": [ + " indicator_label reporter_area_label partner_area_label year value \\\n", + "0 air Haiti World 1995 145.0 \n", + "1 air Haiti World 1996 150.0 \n", + "2 air Haiti World 1997 149.0 \n", + "3 air Haiti World 1998 147.0 \n", + "4 air Haiti World 1999 143.0 \n", + "\n", + " unit \n", + "0 thousand trips \n", + "1 thousand trips \n", + "2 thousand trips \n", + "3 thousand trips \n", + "4 thousand trips " + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#visualize the 5 lines of df_transport\n", + "df_transport.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "98f17b51-0500-447f-ace5-e766a51d8c53", + "metadata": {}, + "outputs": [], + "source": [ + "# rename columns for more clarity\n", + "df_transport = df_transport.rename(columns={\n", + " \"indicator_label\": \"way_of_transport\",\n", + " \"reporter_area_label\": \"country_receiving\",\n", + " \"partner_area_label\": \"where_tourist_from\",\n", + " \"value\": \"number_of_trips\"\n", + "})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "id": "2eee2256-33e2-475f-94b2-23e84a625b41", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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way_of_transportcountry_receivingwhere_tourist_fromyearnumber_of_tripsunit
0airHaitiWorld1995145.0thousand trips
1airHaitiWorld1996150.0thousand trips
2airHaitiWorld1997149.0thousand trips
3airHaitiWorld1998147.0thousand trips
4airHaitiWorld1999143.0thousand trips
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" + ], + "text/plain": [ + " way_of_transport country_receiving where_tourist_from year \\\n", + "0 air Haiti World 1995 \n", + "1 air Haiti World 1996 \n", + "2 air Haiti World 1997 \n", + "3 air Haiti World 1998 \n", + "4 air Haiti World 1999 \n", + "\n", + " number_of_trips unit \n", + "0 145.0 thousand trips \n", + "1 150.0 thousand trips \n", + "2 149.0 thousand trips \n", + "3 147.0 thousand trips \n", + "4 143.0 thousand trips " + ] + }, + "execution_count": 200, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#visualize the 5 lines of df_transport\n", + "df_transport.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "63c0fa55-6d71-4143-ac97-4f6333308279", + "metadata": {}, + "outputs": [], + "source": [ + "# save the cleaned dataset to a csv file.\n", + "df_transport.to_csv(\"UN_tourism_inbound_Arrivals_haiti_by_transport_cleaned.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8464ecfa-ab8d-43f3-958f-aae64c31cdff", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/2_data_preparation/script_UN_tourism_caribbean_countries_cleaned.ipynb b/2_data_preparation/script_UN_tourism_caribbean_countries_cleaned.ipynb new file mode 100644 index 0000000..1b45a77 --- /dev/null +++ b/2_data_preparation/script_UN_tourism_caribbean_countries_cleaned.ipynb @@ -0,0 +1,617 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "33fe7488-93a5-4491-8dab-7c2ee562ef76", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "f55aed80-4de4-4d4e-8b3a-ba34fd9628ab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indicator_codeindicator_labelindicator_previous_codereporter_area_codereporter_area_labelpartner_area_codepartner_area_labelyearvalueflagflag_labelunitnotesdrop
0INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_428Antigua and Barbuda999World1995227.0NaNNaNthousand tripsNaNNaN
1INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_428Antigua and Barbuda999World1996270.0NaNNaNthousand tripsNaNNaN
2INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_428Antigua and Barbuda999World1997286.0NaNNaNthousand tripsNaNNaN
3INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_428Antigua and Barbuda999World1998336.0NaNNaNthousand tripsNaNNaN
4INBD_TRIP_TOTL_CRUS_EXCRinbound - trips - total - cruise ships - same-...CP_1_428Antigua and Barbuda999World1999328.0NaNNaNthousand tripsNaNNaN
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" + ], + "text/plain": [ + " indicator_code \\\n", + "0 INBD_TRIP_TOTL_CRUS_EXCR \n", + "1 INBD_TRIP_TOTL_CRUS_EXCR \n", + "2 INBD_TRIP_TOTL_CRUS_EXCR \n", + "3 INBD_TRIP_TOTL_CRUS_EXCR \n", + "4 INBD_TRIP_TOTL_CRUS_EXCR \n", + "\n", + " indicator_label indicator_previous_code \\\n", + "0 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "1 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "2 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "3 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "4 inbound - trips - total - cruise ships - same-... CP_1_4 \n", + "\n", + " reporter_area_code reporter_area_label partner_area_code \\\n", + "0 28 Antigua and Barbuda 999 \n", + "1 28 Antigua and Barbuda 999 \n", + "2 28 Antigua and Barbuda 999 \n", + "3 28 Antigua and Barbuda 999 \n", + "4 28 Antigua and Barbuda 999 \n", + "\n", + " partner_area_label year value flag flag_label unit notes drop \n", + "0 World 1995 227.0 NaN NaN thousand trips NaN NaN \n", + "1 World 1996 270.0 NaN NaN thousand trips NaN NaN \n", + "2 World 1997 286.0 NaN NaN thousand trips NaN NaN \n", + "3 World 1998 336.0 NaN NaN thousand trips NaN NaN \n", + "4 World 1999 328.0 NaN NaN thousand trips NaN NaN " + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the csv file cleaning \n", + "df= pd.read_csv(\"UN_tourism_caribbean_countries_raw.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "511c5665-d5de-424c-a9ab-f36481483d85", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['indicator_code', 'indicator_label', 'indicator_previous_code',\n", + " 'reporter_area_code', 'reporter_area_label', 'partner_area_code',\n", + " 'partner_area_label', 'year', 'value', 'flag', 'flag_label', 'unit',\n", + " 'notes', 'drop'],\n", + " dtype='object')" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "08d9b33a-147f-4c65-8c3d-7352f8b3de63", + "metadata": {}, + "outputs": [], + "source": [ + "# drop empty and irrelevant columns to prepare the dataset for analysis \n", + "df_caribbean = df.drop(columns=[\"indicator_code\", \"indicator_previous_code\", \"indicator_previous_code\",\"reporter_area_code\",\n", + " \"partner_area_code\", \"flag\", \"flag_label\",\"notes\",\"drop\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "04773dc7-7403-4a4c-9c66-4e906e631fb4", + "metadata": {}, + "outputs": [], + "source": [ + "# rename the visitors types in indicator_label for more clarity in simplicity \n", + "df_caribbean[\"indicator_label\"] = df_caribbean[\"indicator_label\"].replace({\n", + " \"inbound - trips - total - cruise ships - same-day visitors (excursionists)\": \"excursionists\",\n", + " \"inbound - trips - total - total - overnight visitors (tourists)\": \"tourists\",\n", + " \"inbound - trips - total - total - same-day visitors (excursionists)\": \"excursionists\",\n", + " \"inbound - trips - total - total - visitors\": \"total_visitors\"\n", + "})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "93692b41-949c-4269-8620-30500c985b5d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indicator_labelreporter_area_labelpartner_area_labelyearvalueunit
0excursionistsAntigua and BarbudaWorld1995227.0thousand trips
1excursionistsAntigua and BarbudaWorld1996270.0thousand trips
2excursionistsAntigua and BarbudaWorld1997286.0thousand trips
3excursionistsAntigua and BarbudaWorld1998336.0thousand trips
4excursionistsAntigua and BarbudaWorld1999328.0thousand trips
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" + ], + "text/plain": [ + " indicator_label reporter_area_label partner_area_label year value \\\n", + "0 excursionists Antigua and Barbuda World 1995 227.0 \n", + "1 excursionists Antigua and Barbuda World 1996 270.0 \n", + "2 excursionists Antigua and Barbuda World 1997 286.0 \n", + "3 excursionists Antigua and Barbuda World 1998 336.0 \n", + "4 excursionists Antigua and Barbuda World 1999 328.0 \n", + "\n", + " unit \n", + "0 thousand trips \n", + "1 thousand trips \n", + "2 thousand trips \n", + "3 thousand trips \n", + "4 thousand trips " + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_caribbean.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "c8f07743-32eb-474f-8052-bb04869f11ac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['indicator_label', 'reporter_area_label', 'partner_area_label', 'year',\n", + " 'value', 'unit'],\n", + " dtype='object')" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#see the remaining columns \n", + "df_caribbean.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "f5ee7c01-9620-4d8a-8c91-881e69a5177a", + "metadata": {}, + "outputs": [], + "source": [ + "# rename the remaining columns for clarity and simplicity\n", + "df_caribbean = df_caribbean.rename(columns={\n", + " \"indicator_label\": \"type_of_visitors\",\n", + " \"reporter_area_label\": \"country_receiving\",\n", + " \"partner_area_label\": \"where_tourist_from\",\n", + " \"value\": \"number_of_tourist\"\n", + "})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "0ad8edc4-5a99-4eaf-bd0c-765846d7ddf5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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type_of_visitorscountry_receivingwhere_tourist_fromyearnumber_of_touristunit
2306total_visitorsBahamasWorld20201794.5thousand trips
416excursionistsMontserratWorld20120.8thousand trips
307excursionistsGuadeloupeWorld2001238.0thousand trips
2861total_visitorsSaint LuciaWorld1997563.0thousand trips
1429touristsTurks and Caicos IslandsWorld2002155.0thousand trips
2408total_visitorsBritish Virgin IslandsWorld2009857.0thousand trips
2949total_visitorsTurks and Caicos IslandsWorld2012968.0thousand trips
2765total_visitorsSint Maarten (Dutch part)World20132253.0thousand trips
2197excursionistsUnited States Virgin IslandsWorld20001850.0thousand trips
379excursionistsMartiniqueWorld1995428.0thousand trips
\n", + "
" + ], + "text/plain": [ + " type_of_visitors country_receiving where_tourist_from year \\\n", + "2306 total_visitors Bahamas World 2020 \n", + "416 excursionists Montserrat World 2012 \n", + "307 excursionists Guadeloupe World 2001 \n", + "2861 total_visitors Saint Lucia World 1997 \n", + "1429 tourists Turks and Caicos Islands World 2002 \n", + "2408 total_visitors British Virgin Islands World 2009 \n", + "2949 total_visitors Turks and Caicos Islands World 2012 \n", + "2765 total_visitors Sint Maarten (Dutch part) World 2013 \n", + "2197 excursionists United States Virgin Islands World 2000 \n", + "379 excursionists Martinique World 1995 \n", + "\n", + " number_of_tourist unit \n", + "2306 1794.5 thousand trips \n", + "416 0.8 thousand trips \n", + "307 238.0 thousand trips \n", + "2861 563.0 thousand trips \n", + "1429 155.0 thousand trips \n", + "2408 857.0 thousand trips \n", + "2949 968.0 thousand trips \n", + "2765 2253.0 thousand trips \n", + "2197 1850.0 thousand trips \n", + "379 428.0 thousand trips " + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_caribbean.sample(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "id": "652337fa-a973-4e8c-8a7a-4ceed142b02f", + "metadata": {}, + "outputs": [], + "source": [ + "# save the clean dataset in a csv file\n", + "df_caribbean.to_csv(\"UN_tourism_caribbean_countries_cleaned.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "98552609-c659-4772-b5ad-4cc0a44aebdb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3025, 6)" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_caribbean.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "44463a7e-9afc-4c88-a0fd-2c3b1a8764d8", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 58cf8c6bd99d3e3dd7d5d16d6c1d61b2ff116993 Mon Sep 17 00:00:00 2001 From: unknown Date: Thu, 4 Dec 2025 15:07:52 -0500 Subject: [PATCH 2/2] add 1_datsets readme et delete irrelevants documents --- 1_datasets/README.md | 117 +++++++++++++++++- ...ound_Arrivals_haiti_by_purpose_cleaned.csv | 67 ---------- ...nd_Arrivals_haiti_by_transport_cleaned.csv | 76 ------------ ..._inbound_haiti_by_expenditure_cleaned.csv} | 0 ...rism_inbound_Arrivals_haiti_by_purpose.csv | 67 ---------- ...sm_inbound_Arrivals_haiti_by_transport.csv | 76 ------------ ...Tourism_inbound_accommodation_10_2025.xlsx | Bin 455653 -> 0 bytes ...m_inbound_arrivals_by_purpose_10_2025.xlsx | Bin 530394 -> 0 bytes ...inbound_arrivals_by_transport_10_2025.xlsx | Bin 641174 -> 0 bytes ...N_Tourism_inbound_expenditure_10_2025.xlsx | Bin 0 -> 589658 bytes 10 files changed, 116 insertions(+), 287 deletions(-) delete mode 100644 1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_purpose_cleaned.csv delete mode 100644 1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_transport_cleaned.csv rename 1_datasets/cleaned_data/UN_tourism_haiti_cleaned/{UN_tourism_inbound_Arrivals_haiti_by_expenditure_cleaned.csv => UN_tourism_inbound_haiti_by_expenditure_cleaned.csv} (100%) delete mode 100644 1_datasets/raw_data/UN_tourism_haiti_raw/UN_tourism_inbound_Arrivals_haiti_by_purpose.csv delete mode 100644 1_datasets/raw_data/UN_tourism_haiti_raw/UN_tourism_inbound_Arrivals_haiti_by_transport.csv delete mode 100644 1_datasets/raw_data/UN_tourism_world_raw/UN_Tourism_inbound_accommodation_10_2025.xlsx delete mode 100644 1_datasets/raw_data/UN_tourism_world_raw/UN_Tourism_inbound_arrivals_by_purpose_10_2025.xlsx delete mode 100644 1_datasets/raw_data/UN_tourism_world_raw/UN_Tourism_inbound_arrivals_by_transport_10_2025.xlsx create mode 100644 1_datasets/raw_data/UN_tourism_world_raw/UN_Tourism_inbound_expenditure_10_2025.xlsx diff --git a/1_datasets/README.md b/1_datasets/README.md index 157ea3a..7427321 100644 --- a/1_datasets/README.md +++ b/1_datasets/README.md @@ -1 +1,116 @@ -# Datasets +# Datasets: UN Inbound tourism + +This folder contains the raw and cleaned datasets used for our project: +“How can data-driven digital platforms showcasing Haiti’s natural +beauty, culture, and historical heritage can contribute to change the +global perception of Haiti and promote sustainable tourism?” + +Our goal is to explore how the tourism market is going on, its current +state and the trend in the caribbean region and how Haiti can +position itself. + +## Source of the data + +1- ONU Tourism : +base-de-donnees-statistiques-du-tourisme + +2- Ministere du tourisme d'Haiti and Atouts France + +## Structure of '1_datasets' + +1_dataset/ +│ +├── raw_data/ +│ ├── UN_tourism_world_raw/ +│ │ ├── UN_Tourism_inbound_expenditure_10_2025.xlsx +│ │ ├── UN_Tourism_inbound_arrivals_10_2025.xlsx +│ ├── UN_tourism_haiti_raw/ +│ │ ├── UN_tourism_inbound_Arrivals_haiti.csv +│ │ ├── UN_tourism_inbound_Arrivals_haiti_by_expenditure.csv +│ └── UN_tourism_caribbean_countries_raw/ +│ └── UN_tourism_inbound_Arrivals_caribbean_countries.csv +│ +├── cleaned_data/ +│ ├── UN_tourism_caribbean_countries_cleaned/ +│ │ ├── UN_tourism_caribbean_countries_cleaned.csv +│ └── UN_tourism_haiti_cleaned/ +│ ├── UN_tourism_inbound_Arrivals_haiti_cleaned.csv +│ └── UN_tourism_inbound_haiti_by_expenditure_cleaned.csv +│ +└── haiti_catalog_raw_data/ + ├── 1st dataset_draft.....xlsx + ├── 2nd dataset....csv + └── DRAFT DATASET...xlsx + +## Variables + +### Raw data + +In raw data, you will find these variables: + +- indicator_code: Code that identifies the indicator + +- indicator_label: Description of the indicator + +- indicator_previous_code: Indicator code used in the previous +versions of the database (e.g. in the former publications +"Compendium" [CP] and "Yearbook " [YB]) + +- reporter_area_code: Code that identifies the geographic area +represented by the statistical focal point that reported the +data + +-reporter_area_label: Name of the reporter area as per the United +Nations standard for statistical use (M49) + +-partner_area_code: Code that identifies the geographical area other +than the reporter area that participates in the phenomenon described +by the indicator (i.e. area of origin for inbound flows) + +- partner_area_label: Name of the partner area as per the United +Nations standard for statistical use (M49) + +- year: Year represented by the value of the indicator + +- value: Value of the indicator + +- flag: Code providing information about the quality of a value or + about unusual or missing values, as per SDMX code list for + observation status () + +- flag_label: Description of the flag code + +- unit: Unit of measurement that defines the scale or type of the value + +- notes: Additional comments (if any) + +### Cleaned data + +In cleaned_data, retain these variables for our analysis: + +- type_of_visitors: represent three categories of visitors: e + excursionnists(visitors who leave the country the same day), + tourists(at least one night in the country) and total_visitors + (excursionnists + tourists) + +- country_receiving: country that receives the flow. Where visitors + travel to. +- where_tourist_from: country Where visitors come from + +- year: Year represented by the value of the number_of_tourist + +- number_of_tourist: Amount of visitors receive by a country in a year + +- unit: Unit of measurement that defines the scale or type of the value + +## Collection Method of the Data + +UN Tourism systematically collects tourism statistics from countries +and territories around the world in an extensive database that +provides the most comprehensive repository of statistical information +available on the tourism sector. + +Data are collected from countries by UN Tourism through a +questionnaire that is in line with the International Recommendations +for Tourism Statistics (IRTS 2008) standard led by UN Tourism and +approved by the United Nations. diff --git a/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_purpose_cleaned.csv b/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_purpose_cleaned.csv deleted file mode 100644 index 112f33e..0000000 --- a/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_purpose_cleaned.csv +++ /dev/null @@ -1,67 +0,0 @@ -purpose_of_visites,country_receiving,where_tourist_from,year,number_of_tourist_by_purpose,unit_thousans_trips -business,Haiti,World,1995,26.0,thousand trips -business,Haiti,World,1997,27.0,thousand trips -business,Haiti,World,1998,27.0,thousand trips -business,Haiti,World,1999,26.0,thousand trips -business,Haiti,World,2003,18.0,thousand trips -business,Haiti,World,2004,14.0,thousand trips -business,Haiti,World,2005,22.0,thousand trips -business,Haiti,World,2006,22.0,thousand trips -business,Haiti,World,2007,77.0,thousand trips -business,Haiti,World,2008,20.0,thousand trips -business,Haiti,World,2009,61.0,thousand trips -business,Haiti,World,2010,44.0,thousand trips -business,Haiti,World,2011,45.0,thousand trips -business,Haiti,World,2013,53.0,thousand trips -business,Haiti,World,2014,51.3,thousand trips -business,Haiti,World,2015,53.0,thousand trips -business,Haiti,World,2016,41.5,thousand trips -business,Haiti,World,2017,39.4,thousand trips -business,Haiti,World,2018,30.5,thousand trips -business,Haiti,World,2019,16.7,thousand trips -business,Haiti,World,2020,10.0,thousand trips -business,Haiti,World,2021,9.3,thousand trips -personal,Haiti,World,1995,119.0,thousand trips -personal,Haiti,World,1997,122.0,thousand trips -personal,Haiti,World,1998,120.0,thousand trips -personal,Haiti,World,1999,117.0,thousand trips -personal,Haiti,World,2003,118.0,thousand trips -personal,Haiti,World,2004,82.0,thousand trips -personal,Haiti,World,2005,90.0,thousand trips -personal,Haiti,World,2006,86.0,thousand trips -personal,Haiti,World,2007,309.0,thousand trips -personal,Haiti,World,2008,238.0,thousand trips -personal,Haiti,World,2009,326.0,thousand trips -personal,Haiti,World,2010,211.0,thousand trips -personal,Haiti,World,2011,303.0,thousand trips -personal,Haiti,World,2013,366.8,thousand trips -personal,Haiti,World,2014,413.9,thousand trips -personal,Haiti,World,2015,462.8,thousand trips -personal,Haiti,World,2016,403.4,thousand trips -personal,Haiti,World,2017,427.7,thousand trips -personal,Haiti,World,2018,416.9,thousand trips -personal,Haiti,World,2019,269.4,thousand trips -personal,Haiti,World,2020,192.7,thousand trips -personal,Haiti,World,2021,139.1,thousand trips -total,Haiti,World,1995,145.0,thousand trips -total,Haiti,World,1997,149.0,thousand trips -total,Haiti,World,1998,147.0,thousand trips -total,Haiti,World,1999,143.0,thousand trips -total,Haiti,World,2003,136.0,thousand trips -total,Haiti,World,2004,96.0,thousand trips -total,Haiti,World,2005,112.0,thousand trips -total,Haiti,World,2006,108.0,thousand trips -total,Haiti,World,2007,386.0,thousand trips -total,Haiti,World,2008,258.0,thousand trips -total,Haiti,World,2009,387.0,thousand trips -total,Haiti,World,2010,255.0,thousand trips -total,Haiti,World,2011,348.0,thousand trips -total,Haiti,World,2013,419.8,thousand trips -total,Haiti,World,2014,465.2,thousand trips -total,Haiti,World,2015,515.8,thousand trips -total,Haiti,World,2016,444.9,thousand trips -total,Haiti,World,2017,467.1,thousand trips -total,Haiti,World,2018,447.4,thousand trips -total,Haiti,World,2019,286.1,thousand trips -total,Haiti,World,2020,202.7,thousand trips -total,Haiti,World,2021,148.4,thousand trips diff --git a/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_transport_cleaned.csv b/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_transport_cleaned.csv deleted file mode 100644 index bbe96e4..0000000 --- a/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_transport_cleaned.csv +++ /dev/null @@ -1,76 +0,0 @@ -way_of_transport,country_receiving,where_tourist_from,year,number_of_trips,unit -air,Haiti,World,1995,145.0,thousand trips -air,Haiti,World,1996,150.0,thousand trips -air,Haiti,World,1997,149.0,thousand trips -air,Haiti,World,1998,147.0,thousand trips -air,Haiti,World,1999,143.0,thousand trips -air,Haiti,World,2000,140.0,thousand trips -air,Haiti,World,2001,142.0,thousand trips -air,Haiti,World,2002,140.0,thousand trips -air,Haiti,World,2003,136.0,thousand trips -air,Haiti,World,2004,96.0,thousand trips -air,Haiti,World,2005,112.0,thousand trips -air,Haiti,World,2006,108.0,thousand trips -air,Haiti,World,2007,386.0,thousand trips -air,Haiti,World,2008,258.0,thousand trips -air,Haiti,World,2009,387.0,thousand trips -air,Haiti,World,2010,255.0,thousand trips -air,Haiti,World,2011,349.0,thousand trips -air,Haiti,World,2012,349.2,thousand trips -air,Haiti,World,2013,420.0,thousand trips -air,Haiti,World,2014,465.2,thousand trips -air,Haiti,World,2015,516.0,thousand trips -air,Haiti,World,2016,445.0,thousand trips -air,Haiti,World,2017,467.0,thousand trips -air,Haiti,World,2018,447.4,thousand trips -air,Haiti,World,2019,286.0,thousand trips -air,Haiti,World,2020,203.0,thousand trips -air,Haiti,World,2021,148.0,thousand trips -all_way_transport,Haiti,World,1995,145.0,thousand trips -all_way_transport,Haiti,World,1996,150.0,thousand trips -all_way_transport,Haiti,World,1997,149.0,thousand trips -all_way_transport,Haiti,World,1998,147.0,thousand trips -all_way_transport,Haiti,World,1999,143.0,thousand trips -all_way_transport,Haiti,World,2000,445.0,thousand trips -all_way_transport,Haiti,World,2001,499.0,thousand trips -all_way_transport,Haiti,World,2002,482.0,thousand trips -all_way_transport,Haiti,World,2003,518.0,thousand trips -all_way_transport,Haiti,World,2004,385.0,thousand trips -all_way_transport,Haiti,World,2005,480.0,thousand trips -all_way_transport,Haiti,World,2006,558.0,thousand trips -all_way_transport,Haiti,World,2007,868.0,thousand trips -all_way_transport,Haiti,World,2008,758.0,thousand trips -all_way_transport,Haiti,World,2009,826.0,thousand trips -all_way_transport,Haiti,World,2010,793.0,thousand trips -all_way_transport,Haiti,World,2011,946.0,thousand trips -all_way_transport,Haiti,World,2012,959.2,thousand trips -all_way_transport,Haiti,World,2013,1064.0,thousand trips -all_way_transport,Haiti,World,2014,1127.6,thousand trips -all_way_transport,Haiti,World,2015,1190.0,thousand trips -all_way_transport,Haiti,World,2016,1153.0,thousand trips -all_way_transport,Haiti,World,2017,1262.0,thousand trips -all_way_transport,Haiti,World,2018,1332.6,thousand trips -all_way_transport,Haiti,World,2019,938.0,thousand trips -all_way_transport,Haiti,World,2020,322.0,thousand trips -all_way_transport,Haiti,World,2021,148.0,thousand trips -water,Haiti,World,2000,305.0,thousand trips -water,Haiti,World,2001,357.0,thousand trips -water,Haiti,World,2002,342.0,thousand trips -water,Haiti,World,2003,382.0,thousand trips -water,Haiti,World,2004,289.0,thousand trips -water,Haiti,World,2005,368.0,thousand trips -water,Haiti,World,2006,450.0,thousand trips -water,Haiti,World,2007,482.0,thousand trips -water,Haiti,World,2008,500.0,thousand trips -water,Haiti,World,2009,439.0,thousand trips -water,Haiti,World,2010,538.0,thousand trips -water,Haiti,World,2011,597.0,thousand trips -water,Haiti,World,2012,610.0,thousand trips -water,Haiti,World,2013,644.0,thousand trips -water,Haiti,World,2014,662.4,thousand trips -water,Haiti,World,2015,674.0,thousand trips -water,Haiti,World,2016,708.0,thousand trips -water,Haiti,World,2017,795.0,thousand trips -water,Haiti,World,2018,885.2,thousand trips -water,Haiti,World,2019,652.0,thousand trips -water,Haiti,World,2020,119.0,thousand trips diff --git a/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_expenditure_cleaned.csv b/1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_haiti_by_expenditure_cleaned.csv similarity index 100% rename from 1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_expenditure_cleaned.csv rename to 1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_haiti_by_expenditure_cleaned.csv diff --git a/1_datasets/raw_data/UN_tourism_haiti_raw/UN_tourism_inbound_Arrivals_haiti_by_purpose.csv b/1_datasets/raw_data/UN_tourism_haiti_raw/UN_tourism_inbound_Arrivals_haiti_by_purpose.csv deleted file mode 100644 index 07743a5..0000000 --- a/1_datasets/raw_data/UN_tourism_haiti_raw/UN_tourism_inbound_Arrivals_haiti_by_purpose.csv +++ /dev/null @@ -1,67 +0,0 @@ -indicator_code,indicator_label,indicator_previous_code,reporter_area_code,reporter_area_label,partner_area_code,partner_area_label,year,value,flag,flag_label,unit,notes,drop -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,1995,26.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,1997,27.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,1998,27.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,1999,26.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2003,18.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2004,14.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2005,22.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2006,22.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2007,77.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2008,20.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2009,61.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2010,44.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2011,45.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2013,53.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2014,51.3,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2015,53.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2016,41.5,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2017,39.4,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2018,30.5,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2019,16.7,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2020,10.0,,,thousand trips,, -INBD_TRIP_PRPS_BNSS_TOUR,inbound - trips - by purpose - business - overnight visitors (tourists),CP_1_18,332,Haiti,999,World,2021,9.3,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,1995,119.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,1997,122.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,1998,120.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,1999,117.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2003,118.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2004,82.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2005,90.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2006,86.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2007,309.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2008,238.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2009,326.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2010,211.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2011,303.0,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2013,366.8,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2014,413.9,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2015,462.8,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2016,403.4,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2017,427.7,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2018,416.9,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2019,269.4,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2020,192.7,,,thousand trips,, -INBD_TRIP_PRPS_PERS_TOUR,inbound - trips - by purpose - personal - overnight visitors (tourists),CP_1_15,332,Haiti,999,World,2021,139.1,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,1995,145.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,1997,149.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,1998,147.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,1999,143.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2003,136.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2004,96.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2005,112.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2006,108.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2007,386.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2008,258.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2009,387.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2010,255.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2011,348.0,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2013,419.8,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2014,465.2,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2015,515.8,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2016,444.9,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2017,467.1,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2018,447.4,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2019,286.1,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2020,202.7,,,thousand trips,, -INBD_TRIP_PRPS_TOTL_TOUR,inbound - trips - by purpose - total - overnight visitors (tourists),CP_1_14,332,Haiti,999,World,2021,148.4,,,thousand trips,, diff --git a/1_datasets/raw_data/UN_tourism_haiti_raw/UN_tourism_inbound_Arrivals_haiti_by_transport.csv b/1_datasets/raw_data/UN_tourism_haiti_raw/UN_tourism_inbound_Arrivals_haiti_by_transport.csv deleted file mode 100644 index d62df9b..0000000 --- a/1_datasets/raw_data/UN_tourism_haiti_raw/UN_tourism_inbound_Arrivals_haiti_by_transport.csv +++ /dev/null @@ -1,76 +0,0 @@ -indicator_code,indicator_label,indicator_previous_code,reporter_area_code,reporter_area_label,partner_area_code,partner_area_label,year,value,flag,flag_label,unit,notes,drop -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,1995,145.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,1996,150.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,1997,149.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,1998,147.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,1999,143.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2000,140.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2001,142.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2002,140.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2003,136.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2004,96.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2005,112.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2006,108.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2007,386.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2008,258.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2009,387.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2010,255.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2011,349.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2012,349.2,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2013,420.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2014,465.2,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2015,516.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2016,445.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2017,467.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2018,447.4,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2019,286.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2020,203.0,,,thousand trips,, -INBD_TRIP_TRPT_AIRT_TOUR,inbound - trips - transport - air - overnight visitors (tourists),CP_1_20,332,Haiti,999,World,2021,148.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,1995,145.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,1996,150.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,1997,149.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,1998,147.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,1999,143.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2000,445.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2001,499.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2002,482.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2003,518.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2004,385.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2005,480.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2006,558.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2007,868.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2008,758.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2009,826.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2010,793.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2011,946.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2012,959.2,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2013,1064.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2014,1127.6,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2015,1190.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2016,1153.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2017,1262.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2018,1332.6,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2019,938.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2020,322.0,,,thousand trips,, -INBD_TRIP_TRPT_TOTL_TOUR,inbound - trips - transport - total - overnight visitors (tourists),CP_1_19,332,Haiti,999,World,2021,148.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2000,305.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2001,357.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2002,342.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2003,382.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2004,289.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2005,368.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2006,450.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2007,482.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2008,500.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2009,439.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2010,538.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2011,597.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2012,610.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2013,644.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2014,662.4,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2015,674.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2016,708.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2017,795.0,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors (tourists),CP_1_21,332,Haiti,999,World,2018,885.2,,,thousand trips,, -INBD_TRIP_TRPT_WTER_TOUR,inbound - trips - transport - water - overnight visitors 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