Trade analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#We want to see how Mexican Economy has evolved over time. We will analyse \n",
    "#Mexican exports and identify trade patterns have evolved.\n",
    "#The information was downloaded from the WTO web page from 1980 to 2016.\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import csv\n",
    "\n",
    "df = pd.read_csv('MexExpImp.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x110c7e4a8>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Total exports\n",
    "array1 = [\"Exports\"]\n",
    "total=df.loc[df['Flow_desc'].isin(array1)]\n",
    "total1 = total.groupby(['Year'])['Value'].sum().reset_index(name ='Value')\n",
    "\n",
    "total1\n",
    "\n",
    "plt.subplots(figsize=(7,7))\n",
    "sns.barplot(x = \"Value\", y = \"Year\", orient=\"h\", data = total1, palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'1980'), Text(0,0,'1994'), Text(0,0,'2016')]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x1224 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "array2 = [\"1980\", \"1994\", \"2016\"]\n",
    "nafta=total.loc[total['Year'].isin(array2)]\n",
    "nafta\n",
    "\n",
    "\n",
    "grupo2 = nafta.groupby([\"Year\", \"Indicator_desc\"])['Value'].sum().reset_index(name ='Value')\n",
    "plt.subplots(figsize=(17,17))\n",
    "graf2=sns.barplot(x=\"Year\", y=\"Value\", hue=\"Indicator_desc\", data=grupo2)\n",
    "graf2.set_xticklabels(graf2.get_xticklabels(),rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#As we can observe, the Mexican exports have grown considerably in almost every sector."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'1980'),\n",
       " Text(0,0,'1990'),\n",
       " Text(0,0,'1991'),\n",
       " Text(0,0,'1992'),\n",
       " Text(0,0,'1993'),\n",
       " Text(0,0,'1994'),\n",
       " Text(0,0,'1995'),\n",
       " Text(0,0,'1996'),\n",
       " Text(0,0,'1997'),\n",
       " Text(0,0,'1998'),\n",
       " Text(0,0,'1999'),\n",
       " Text(0,0,'2000'),\n",
       " Text(0,0,'2001'),\n",
       " Text(0,0,'2002'),\n",
       " Text(0,0,'2003'),\n",
       " Text(0,0,'2004'),\n",
       " Text(0,0,'2005'),\n",
       " Text(0,0,'2006'),\n",
       " Text(0,0,'2007'),\n",
       " Text(0,0,'2008'),\n",
       " Text(0,0,'2009'),\n",
       " Text(0,0,'2010'),\n",
       " Text(0,0,'2011'),\n",
       " Text(0,0,'2012'),\n",
       " Text(0,0,'2013'),\n",
       " Text(0,0,'2014'),\n",
       " Text(0,0,'2015'),\n",
       " Text(0,0,'2016')]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "array3 = [\" Machinery and transport equipment\", \"  Transport equipment\", \"   Automotive products\"]\n",
    "auto=total.loc[total['Indicator_desc'].isin(array3)]\n",
    "auto\n",
    "\n",
    "\n",
    "grupo3 = auto.groupby([\"Year\", \"Indicator_desc\"])['Value'].sum().reset_index(name ='Value')\n",
    "plt.subplots(figsize=(10,10))\n",
    "graf3=sns.barplot(x=\"Year\", y=\"Value\", hue=\"Indicator_desc\", data=grupo3)\n",
    "graf3.set_xticklabels(graf3.get_xticklabels(),rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Exports related to the automotive industry have grown constantly through time. We may clearly \n",
    "#identify 2009 as a low export year for Mexico since we had an intenational crisis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'1980'),\n",
       " Text(0,0,'1981'),\n",
       " Text(0,0,'1982'),\n",
       " Text(0,0,'1983'),\n",
       " Text(0,0,'1984'),\n",
       " Text(0,0,'1985'),\n",
       " Text(0,0,'1986'),\n",
       " Text(0,0,'1987'),\n",
       " Text(0,0,'1988'),\n",
       " Text(0,0,'1989'),\n",
       " Text(0,0,'1990'),\n",
       " Text(0,0,'1991'),\n",
       " Text(0,0,'1992'),\n",
       " Text(0,0,'1993'),\n",
       " Text(0,0,'1994'),\n",
       " Text(0,0,'1995'),\n",
       " Text(0,0,'1996'),\n",
       " Text(0,0,'1997'),\n",
       " Text(0,0,'1998'),\n",
       " Text(0,0,'1999'),\n",
       " Text(0,0,'2000'),\n",
       " Text(0,0,'2001'),\n",
       " Text(0,0,'2002'),\n",
       " Text(0,0,'2003'),\n",
       " Text(0,0,'2004'),\n",
       " Text(0,0,'2005'),\n",
       " Text(0,0,'2006'),\n",
       " Text(0,0,'2007'),\n",
       " Text(0,0,'2008'),\n",
       " Text(0,0,'2009'),\n",
       " Text(0,0,'2010'),\n",
       " Text(0,0,'2011'),\n",
       " Text(0,0,'2012'),\n",
       " Text(0,0,'2013'),\n",
       " Text(0,0,'2014'),\n",
       " Text(0,0,'2015'),\n",
       " Text(0,0,'2016')]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "array4 = [\"  Office and telecom equipment\", \"   Electronic data processing and office equipment\", \"   Telecommunications equipment\", \"   Integrated circuits and electronic components\"]\n",
    "elec=total.loc[total['Indicator_desc'].isin(array4)]\n",
    "elec\n",
    "\n",
    "\n",
    "grupo4 = elec.groupby([\"Year\", \"Indicator_desc\"])['Value'].sum().reset_index(name ='Value')\n",
    "plt.subplots(figsize=(10,10))\n",
    "graf4=sns.barplot(x=\"Year\", y=\"Value\", hue=\"Indicator_desc\", data=grupo4)\n",
    "graf4.set_xticklabels(graf4.get_xticklabels(),rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#We can see the same pattern as in the automotive industry. Despite a strong growht over the\n",
    "#period, during 2016 Mexican exports slowed down."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a24ffe0f0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Total imports\n",
    "imp = [\"Imports\"]\n",
    "totalimp=df.loc[df['Flow_desc'].isin(imp)]\n",
    "totalimp1 = totalimp.groupby(['Year'])['Value'].sum().reset_index(name ='Value')\n",
    "\n",
    "totalimp1\n",
    "\n",
    "plt.subplots(figsize=(7,7))\n",
    "sns.barplot(x = \"Value\", y = \"Year\", orient=\"h\", data = totalimp1, palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'1980'), Text(0,0,'1994'), Text(0,0,'2016')]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x1224 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "arrayimp = [\"1980\", \"1994\", \"2016\"]\n",
    "naftaimp=total.loc[total['Year'].isin(arrayimp)]\n",
    "naftaimp\n",
    "\n",
    "\n",
    "grupoimp = naftaimp.groupby([\"Year\", \"Indicator_desc\"])['Value'].sum().reset_index(name ='Value')\n",
    "plt.subplots(figsize=(17,17))\n",
    "grafimp2=sns.barplot(x=\"Year\", y=\"Value\", hue=\"Indicator_desc\", data=grupoimp)\n",
    "grafimp2.set_xticklabels(grafimp2.get_xticklabels(),rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#As we can observe, the Mexican imports have grown considerably in almost every sector."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'1980'),\n",
       " Text(0,0,'1990'),\n",
       " Text(0,0,'1991'),\n",
       " Text(0,0,'1992'),\n",
       " Text(0,0,'1993'),\n",
       " Text(0,0,'1994'),\n",
       " Text(0,0,'1995'),\n",
       " Text(0,0,'1996'),\n",
       " Text(0,0,'1997'),\n",
       " Text(0,0,'1998'),\n",
       " Text(0,0,'1999'),\n",
       " Text(0,0,'2000'),\n",
       " Text(0,0,'2001'),\n",
       " Text(0,0,'2002'),\n",
       " Text(0,0,'2003'),\n",
       " Text(0,0,'2004'),\n",
       " Text(0,0,'2005'),\n",
       " Text(0,0,'2006'),\n",
       " Text(0,0,'2007'),\n",
       " Text(0,0,'2008'),\n",
       " Text(0,0,'2009'),\n",
       " Text(0,0,'2010'),\n",
       " Text(0,0,'2011'),\n",
       " Text(0,0,'2012'),\n",
       " Text(0,0,'2013'),\n",
       " Text(0,0,'2014'),\n",
       " Text(0,0,'2015'),\n",
       " Text(0,0,'2016')]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "arrayimp3 = [\" Machinery and transport equipment\", \"  Transport equipment\", \"   Automotive products\"]\n",
    "autoimp=total.loc[total['Indicator_desc'].isin(arrayimp3)]\n",
    "autoimp\n",
    "\n",
    "\n",
    "grupoimp3 = autoimp.groupby([\"Year\", \"Indicator_desc\"])['Value'].sum().reset_index(name ='Value')\n",
    "plt.subplots(figsize=(10,10))\n",
    "grafimp3=sns.barplot(x=\"Year\", y=\"Value\", hue=\"Indicator_desc\", data=grupoimp3)\n",
    "grafimp3.set_xticklabels(grafimp3.get_xticklabels(),rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'1980'),\n",
       " Text(0,0,'1981'),\n",
       " Text(0,0,'1982'),\n",
       " Text(0,0,'1983'),\n",
       " Text(0,0,'1984'),\n",
       " Text(0,0,'1985'),\n",
       " Text(0,0,'1986'),\n",
       " Text(0,0,'1987'),\n",
       " Text(0,0,'1988'),\n",
       " Text(0,0,'1989'),\n",
       " Text(0,0,'1990'),\n",
       " Text(0,0,'1991'),\n",
       " Text(0,0,'1992'),\n",
       " Text(0,0,'1993'),\n",
       " Text(0,0,'1994'),\n",
       " Text(0,0,'1995'),\n",
       " Text(0,0,'1996'),\n",
       " Text(0,0,'1997'),\n",
       " Text(0,0,'1998'),\n",
       " Text(0,0,'1999'),\n",
       " Text(0,0,'2000'),\n",
       " Text(0,0,'2001'),\n",
       " Text(0,0,'2002'),\n",
       " Text(0,0,'2003'),\n",
       " Text(0,0,'2004'),\n",
       " Text(0,0,'2005'),\n",
       " Text(0,0,'2006'),\n",
       " Text(0,0,'2007'),\n",
       " Text(0,0,'2008'),\n",
       " Text(0,0,'2009'),\n",
       " Text(0,0,'2010'),\n",
       " Text(0,0,'2011'),\n",
       " Text(0,0,'2012'),\n",
       " Text(0,0,'2013'),\n",
       " Text(0,0,'2014'),\n",
       " Text(0,0,'2015'),\n",
       " Text(0,0,'2016')]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "arrayimp4 = [\"  Office and telecom equipment\", \"   Electronic data processing and office equipment\", \"   Telecommunications equipment\", \"   Integrated circuits and electronic components\"]\n",
    "elecimp=total.loc[total['Indicator_desc'].isin(arrayimp4)]\n",
    "elecimp\n",
    "\n",
    "\n",
    "grupoimp4 = elecimp.groupby([\"Year\", \"Indicator_desc\"])['Value'].sum().reset_index(name ='Value')\n",
    "plt.subplots(figsize=(10,10))\n",
    "grafimp4=sns.barplot(x=\"Year\", y=\"Value\", hue=\"Indicator_desc\", data=grupoimp4)\n",
    "grafimp4.set_xticklabels(grafimp4.get_xticklabels(),rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#As we can see Mexican economy has changed considerably during the time studied (1980-2016).\n",
    "#We can identify that in 1980 Mexican trade balance showed a deficit\n",
    "#In 2016 Mexico achieved a trade surplus.\n",
    "#The Mexican economy has a strong dependency on imports.\n",
    "#The maquiladora regime has showed a good starting point for industrial development,\n",
    "#however something must be done to create a fully developed industrial complex."
   ]
  }
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