{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Análise Multivariada e Aprendizado Não-Supervisionado\n", "\n", "por Cibele Russo.\n", "\n", "Adaptado de material de Fernando Vendrameto, Gustavo Sutter e Matheus Gomes\n", "\n", "ICMC USP São Carlos.\n", "\n", "\n", "## Aula 10b: Análise de Agrupamentos - Aplicação em Python\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos avaliar alguns indicadores sócios-económicos (inflação, PIB per capita, Crescimento do PIB e desemprego) dos países no ano de 2018, disponíveis na base de dados do Banco Mundial, World_Bank.csv.\n", "\n", "1. Descreva os dados utilizando ferramentas descritivas e exploratórias adequadas,observando a natureza das variáveis presentes no conjunto de dados.\n", "\n", "2. Desenvolva um agrupamento hierárqico via dendrograma. Determine o número de clusters adequado. Justifique sua resposta, identificando qual foi o critério utilizado.\n", "\n", "3. Considere um subconjunto dos dados com os seguintes países:\n", " Brasil, China, Uruguai, Paraguai, Chile, Peru, Bolívia, Equador, Colombia, Alemanha, Estados Unidos, Reino Unido, Polônia.\n", "\n", " Desenvolva analises de agrupamentos utilizando técnicas hierárquicas e não hierárquicas. Justifique adequadamente a escolha da quantidade de grupos.\n", " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Agrupamento hierárquico via dendrograma" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ! pip install geopandas" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ! pip install descartes" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.cluster import AgglomerativeClustering, KMeans\n", "from scipy.cluster import hierarchy\n", "import geopandas\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "sns.set()\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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inflacaopib_per_capitacrescimento_pibdesemprego
United Arab Emirates3.06814743004.9486461.4238402.575
Albania2.0207905253.6300644.00441313.898
Armenia2.5202344212.0709435.20000017.712
Angola20.1903743432.385736-2.1334937.253
Austria1.99838251512.9054752.7290834.786
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" ], "text/plain": [ " inflacao pib_per_capita crescimento_pib desemprego\n", "United Arab Emirates 3.068147 43004.948646 1.423840 2.575\n", "Albania 2.020790 5253.630064 4.004413 13.898\n", "Armenia 2.520234 4212.070943 5.200000 17.712\n", "Angola 20.190374 3432.385736 -2.133493 7.253\n", "Austria 1.998382 51512.905475 2.729083 4.786" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"/home/cibele/CibelePython/AMANS/Aula 10/World_Bank.csv\",sep=' ')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(134, 4)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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inflacaopib_per_capitacrescimento_pibdesemprego
count134.000000134.000000134.000000134.000000
mean3.56173317596.6398383.4083186.846358
std3.79758522718.7727842.2287765.373266
min-2.814698275.429603-3.8157100.142000
25%1.5071432564.7513521.8925153.373500
50%2.5171357253.7795413.1103115.324000
75%4.28392923128.9445894.8767098.891250
max23.563515114340.4987428.67168326.958000
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" ], "text/plain": [ " inflacao pib_per_capita crescimento_pib desemprego\n", "count 134.000000 134.000000 134.000000 134.000000\n", "mean 3.561733 17596.639838 3.408318 6.846358\n", "std 3.797585 22718.772784 2.228776 5.373266\n", "min -2.814698 275.429603 -3.815710 0.142000\n", "25% 1.507143 2564.751352 1.892515 3.373500\n", "50% 2.517135 7253.779541 3.110311 5.324000\n", "75% 4.283929 23128.944589 4.876709 8.891250\n", "max 23.563515 114340.498742 8.671683 26.958000" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 7))\n", "corr = np.corrcoef(df.values, rowvar=False)\n", "sns.heatmap(corr, annot=True, cmap='Blues', fmt='.2f', cbar=False, xticklabels=df.columns, yticklabels=df.columns)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "df_scaled = df.copy()\n", "df_scaled.iloc[:, :] = StandardScaler().fit_transform(df)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Z = hierarchy.linkage(df_scaled, 'complete')\n", "plt.figure(figsize=(18, 10))\n", "plt.grid(axis='y')\n", "dn = hierarchy.dendrogram(Z, labels=list(df.index), leaf_font_size=8)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(13, 4)\n" ] } ], "source": [ "paises_interesse = ['Brazil',\n", " 'China',\n", " 'Uruguay',\n", " 'Paraguay',\n", " 'Chile',\n", " 'Peru',\n", " 'Bolivia',\n", " 'Ecuador',\n", " 'Colombia',\n", " 'Germany',\n", " 'United States',\n", " 'United Kingdom',\n", " 'Poland']\n", "\n", "df_paises = df_scaled.loc[paises_interesse, :]\n", "print(df_paises.shape)\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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lqw838QD4uoxoAgC1wg08llRfbuIB8HUZ0QQAao0beFRVV0ZVAWqbEU0AAAAKJWgCAABQKEETAACAQgmaAAAAFErQBAAAoFCCJgAAAIUSNAEAACiUoAkAAEChBE0AAAAKJWgCAABQKEETAACAQgmaAAAAFErQBAAAoFCCJgAAAIUSNAEAACiUoAkAAEChBE0AAAAKJWgCAABQKEETAACAQgmaAAAAFErQBAAAoFCCJgAAAIUSNAEAACiUoAkAAEChBE0AAAAK1bjcBQBQP02YNjMvvDYl8+cvLGsdU+Z8miS56qVJZa0jSbrMbZvN11it3GUAQNkJmqughyY/konPPlv2N4eTZr2TJLnkySvKWsdi3//OTtmm5bblLgPqjYnvz8q7c+flG2s0LWsd7ZvVjWA3Zc6nefSd97N5h/blLgUAyk7QXAU9PvXpTP54StZds7xvhtZr8c2yPv/nTZr9Th5687Fss5WgCV/Gt1qukX6CVZK6MaIKAHWFoLmK2qDVejluq6PLXUadUVdGVQEAYGXgZkAAAAAUStAEAACgUIImAAAAhRI0AQAAKJSgCQAAQKEETQAAAAolaAIAAFAoQRMAAIBCCZoAAAAUStAEAACgUIImAAAAhRI0AQAAKJSgCQAAQKEETQAAAAolaAIAAFAoQRMAAIBCLVfQHD16dLp27Zp99tknN954Y23XBAAAQD3WuKYFpk6dmosvvjgjR45M06ZN06tXr3Tq1Cnf+c53VkR9AAAA1DM1jmg+/PDD2WmnndKqVas0a9Ys++23X+68884VURsAAAD1UI0jmtOmTUvbtm1L37dr1y7PPPPMcj9Bw4YNvlplBWm1ess0adKo7HXUJXqyJD2pqmnrVmncpLF+fI6eLGmt1ZqkcZOGevL/048l6cmS9KQq/ViSnixJT6qqS/1YVg0NKisrK5f14CuuuCJz585N//79kyQ333xznn322fz2t78ttkoAAABWCjVOna2oqMh7771X+n7atGlp165drRYFAABA/VVj0Nx5550zfvz4vP/++5k7d27uvvvu7LbbbiuiNgAAAOqhGq/RrKioSP/+/XPEEUdk/vz5+eEPf5itt956RdQGAABAPVTjNZoAAADwZdQ4dRYAAAC+DEETAACAQgmaAAAAFErQBAAAoFCCJgAAAIWqtaC56aab5v3336/yszvvvDN9+vSp8bFHH310Xn311STJT3/60yXWU5Nnn302e+6551J/99prr+WYY45J9+7d07179xx++OF5/PHHS78/5ZRT8txzz9X4HMu73Nd1880359BDD83++++fvffeO0ceeWQmTpxY689bpLq6LXyxrgkTJqRTp065/fbbM3Xq1PTq1etLPdeyLO/rrQ2TJk3K5ptvnh49eqRHjx7p3r17Dj300DzxxBOFrH/o0KEZNWpUkqX/rcvh62xzq7ovbi89evTIgQcemFtuuaXcpa0QX3V/GThwYK6++uokSY8ePfLRRx9Vu+y4ceNy9tlnF1r3irBw4cJcc8016dmzZ3r06JGuXbvmggsuyLx586q8/i+qqR/1yVfdP/r06ZM777yzsDq22267TJo0qbD1fRmbbrppunfvXqUHPXr0WCH1lPN1f9Gy9odlKfI8Wd12VfR7mOWxqp87ivB1j7EjR47Mscceu4KrXrYa/49mOVx11VWlr//1r38Vuu7jjz8+//3f/5199tknSfLYY4/l2GOPzbhx49KqVas8/PDD+fGPf1zjepZ3ua/joosuymOPPZZLLrkk6667bpJk/PjxOfbYYzNy5Mh885vfrNXnrwtqc1v4vPvuuy+DBg3KxRdfnJ133jlJctNNN9Xa861oq6++em677bbS92PHjs3//u//5u677/7a6z7hhBO+9jqoW764vUydOjXdunXLlltumc0226yMla0YX3d/+fxjl2avvfbKXnvt9bVqLIczzjgjM2fOzLXXXpsWLVpkzpw5GTBgQAYNGpRGjRpV+7ia+lHfrOr7R5Jce+21adOmTbnLKKtl7Q8XXHBBWWurqKgoy3sY+8bXszIeY8sWNC+99NJMnjw506dPz+TJk9OmTZtcfPHFqaioyJ577pmhQ4fmb3/7W5Kkb9++ufLKK9OwYcP89re/zZQpUzJ//vwccMAB+fnPf54k+dvf/pZrr702zZs3zyabbFLt806fPj1z5swpfb/jjjvmkksuSaNGjXLxxRdn2rRpGTBgQM4///xUVlaWPkmYPn16dt5555x77rlLLLfRRhvlnHPOySuvvJL58+enc+fOOemkk9K4ceP8/ve/zz333JMmTZqkdevW+d3vfpd27drV2J/33nsv1157be65554qy3fu3DkDBw7M3LlzM3Xq1KX2Y9KkSendu3c6dOiQyZMn57zzzsuAAQOy00475emnn86CBQty0kknZdiwYXn99dez5ZZb5qKLLkrDhg1zxRVX5N57782nn36auXPn5je/+U322Wefav9ekyZNyq9//ev885//TMOGDTN37tzsueeeueOOO7L22mvX6W1hsdtuuy0XXXRRrr766nz3u99N8tknc927d89TTz21zPqeeeaZnHHGGZk/f36+/e1v55133snAgQPTqVOnDB06NKNHj06rVq2y/vrrl55v1qxZOfPMM/PSSy+lQYMG2XXXXfPrX/86jRs3zlZbbZV+/frl/vvvz+zZs3PiiSfmzjvvzCuvvJJ27drliiuuSLNmzZarr8vy4Ycfpm3btnn00UdzzjnnpFmzZpkzZ05uueWWnH/++Zk4cWI+/vjjVFZW5uyzz84OO+yQo446Ku+9916SZM6cOXn77bdz55135oorrsjGG2+co4466mvXtaJceumlefrppzNt2rRsuummWX/99fPBBx/ktNNOK/1+8fdvvvlmTj755MycOTNt27ZNZWVlDjzwwHTs2LG0jSRVt5k5c+bkjDPOyBtvvJGZM2dmzTXXzJAhQ7L66qvngAMOyAMPPJAWLVqksrIyP/jBDzJ06NA6fRKuqKjI+uuvnzfeeCPPPvts/v73v2fRokVp1apVTj311HTo0CEDBw7Mhx9+mLfffjt77LFHZsyYUWW7GDhwYL3bThZbvL8kybBhw3L99denYcOGWWeddXLqqadmww03rLL8pptumvHjx+eXv/xl+vXrlx/84AdJkiFDhqSysjIdOnTIXXfdlT/96U95+umnl3qeqWvefvvtjB49Og899FCaN2+eJGnWrFnOPPPMPPXUU7nvvvvy1FNPpVevXnnvvfey8cYb58ILL0yzZs1K/bj//vtzzz33pGHDhnnzzTfTpEmTDB48OJtsskm96cPSfH7/GDduXMaMGZNGjRplww03zKmnnlradhb7sufZioqKPP744znrrLPSoEGDbLXVVlm0aFGZXm3NbrnlllxzzTVp2LBhWrduncGDB+ett97KWWedlTvuuCNJ8uijj5a+f++993LaaadlxowZmT59etZdd91ccsklWXvttZf5uqvbF794LDrxxBMLf4017Q/LOs9/3h/+8Ielbi99+vTJFltskUceeSQzZszIEUcckRkzZmTChAmZO3duLrnkkmy66aZJknvuuSdXXnllPvnkk3Tv3j2/+MUvqpyPltXf2rZ433jxxRfzl7/8ZYlz4kYbbZQ+ffpkrbXWyuuvv57DDjssW221VbXHgpEjR+bKK6/M6quvnp122inXXXddXnjhhSrn7KTqOby6Y8vll1+eV199NRdeeGGS5IknnshZZ51VmqG1ohVxjP28WbNmVZtNVqSyXqP5+OOPZ+jQobnzzjvTsmXLDBs2rMrvf/e73yX57JOz9u3b58QTT8whhxySkSNH5pZbbsnDDz+csWPH5sUXX8xll12WG264ISNGjEiTJk2qfc7TTjstZ599drp06ZITTjghN9xwQ7baaqu0aNEi/fv3T7t27TJkyJBss802ue6663L88cfn5ptvzpgxY3LfffflueeeW2K5c889N1tssUVGjhyZUaNG5YMPPsg111yTKVOm5Nprr82IESMycuTI7LLLLnnmmWeWqzdPP/10OnTosNRQetBBB6VDhw7V9iNJ3n333fzyl7/MXXfdlbZt22bSpEnZc889M2bMmOy0004555xzctFFF2XMmDF5/PHH8/TTT2fy5Ml5+OGHc8MNN2T06NHp379/fv/73y/z77XDDjukVatWefDBB5MkY8aMSefOnb/0Aawc20KS3HjjjRk4cGAOOOCAUshc3voWLFiQX/3qVznhhBMyevTo9OnTJy+++GKS5N57783dd9+dUaNG5aabbsrs2bNL6zr77LPTqlWrjB49OiNGjMjLL7+cv/zlL0mSefPmpW3bthk9enQOO+ywnHLKKRk0aFDGjh2b2bNnZ9y4cV+qr4t98sknpaks3//+93PuuefmmGOOSZL8+9//zoUXXpjbb789zz//fKZNm5Zhw4Zl7NixOfjgg0ujyldffXVuu+223HzzzamoqMivf/3rbLDBBl+pnrpg8uTJufXWWzNkyJBlLnfSSSflgAMOyB133JFTTjklTz/9dI3rfuCBB9KyZcsMHz48d911V7bccsvceOON+eY3v5nOnTvn9ttvT5I88sgjadWqVZ0OmUny1FNP5a233kqbNm0yatSo3HjjjRk1alR+9rOf5Ve/+lVpuU8++SRjxoyplTd2K1J1+8v48ePz5z//Odddd11uv/32dOvWLccdd1wqKyuXup5DDz00t956a5LPpkTdfvvtOfTQQ6ssU915pq554YUX8p3vfKf0Bmixtm3bZt99903y2ejFNddck7vuuitTp05d6gjwY489llNPPTV33HFHtt9++9JUsPrSh6VZvH+89tprefDBB3PLLbdk9OjR2XjjjTNw4MAqy36V8+y8efNywgknZODAgRk1alQ6deqUTz75ZEW/zCr69u1bZYrkcccdlyR56aWXMmTIkPz5z3/O6NGjs+eee+byyy9f5rrGjBmTbbfdNsOGDcu4ceNKo2LLet017Yu1fSyqaX9Y1nl+sREjRixze5k8eXJGjRqVyy67LEOGDEnHjh0zcuTI7LrrrrnhhhtKy3388ccZPnx4hg8fnttvvz3/93//V+V5quvvirB432jQoMFSz4mLtWzZMmPHjk2fPn2qPRa8+uqrGTJkSP76179m1KhRad68eRYuXFhjDdWt70c/+lHuv//+fPjhh0k+++BiRU83/ryijrGLVZdNVrRai7UNGjRY4meLFi1Kw4b/L9t27Nix1NDvfve7mTlzZrXrmzNnTh577LHMnDkzQ4cOLf3spZdeyrvvvptddtml9Knhj3/84zz00ENLXU+3bt2yzz775Iknnshjjz2WESNG5PLLL8+wYcOy3nrrVVn2vPPOywMPPJArrrgir7/+ej755JMqo6GL3X///Xn22WdL89AXHwgrKiqy2Wab5eCDD85uu+2W3XbbLZ07d672NX7eF9+4zJ49O7179y697u9///vV9mPrrbdO48aNs+2225Ye36RJk9K1it/+9rez3XbblXrfrl27zJw5M9tvv30GDx6c0aNH58033yyNai1W3d+rd+/eGT58eHbfffcMGzYsJ510UpXa6+q2kCT//Oc/c/311+fYY49Np06dsvvuuy91uaXV98orryRJ6TE77bRTNt544ySfnQT32Wef0mMOOeSQXH/99Uk+CyF///vf06BBgzRt2jS9evXKtddeWwp+++23X5LP/k6bbLJJKioqkiTrrbfeMvuyLF88sTz55JM5+uijc/LJJ6d9+/alqdnbbbdd1lprrdx00015++238+ijj2bNNdcsPW7RokUZMGBANtpoo1K9ddHybHPbbrttjZ/szZw5M88880zppN6hQ4fstNNONT7/D37wg3zrW9/K9ddfnzfffDMTJkzIdtttl+Sz/eWCCy5I7969M2zYsBx22GFf5qWtEIuDVvJZQGrdunUuuOCC3H///XnzzTernIxnzpxZOlHvsMMOZam3aNXtL7vssku6du1amjLYs2fPnHPOOdVeM7b//vvn/PPPz/Tp0/PCCy9k/fXXzwYbbJAnn3yytMzynmfKrWHDhjWOou29995ZY401kiQbb7zxUq9D23q2LUEAAAwQSURBVGKLLfKNb3wjyWfH0nvuuSdJ/elDUv3+MXLkyPTs2bM06+SII47IFVdcUeWavXXXXfdLn2dfeeWVNG7cuPT+oVu3bqWRm3Kpburs+PHj06VLl7Rv3z5J0q9fvySfjWBWp2/fvnn88cdzzTXX5I033si///3vbLPNNst83Q8++OAy98XaPhbVtD/UdJ5fvMyytpfFl3h961vfSpLsuuuuST57bzBhwoTSen74wx+mcePGad68efbbb788/PDD6dChQ+n31fW3NlS3b+y+++7ZeOONl3pOTJLvfe97pa+rOxY8/vjj2WWXXUrHj8MPPzyXXnppjTVVt7611147e+yxR2677bYcdNBBeeihh3L66acX3JHlV9QxdrHqssmKVmtBs3Xr1vnwww+rHIhmzJiRVq1alb5fffXVS183aNCg2k+Fk8/eJFZWVuamm24qNfn999/PaqutluHDh1d5bHXzmF977bXceuutGTBgQHbeeefsvPPOOeGEE3LkkUfmrrvuWmJKV+/evbPZZptl1113zf7775+JEycutcZFixZl6NChpR37o48+SoMGDdKwYcPccMMNefbZZzN+/Pice+656dSpU0455ZRltS5JsvXWW+c///lPPvjgg7Ru3TrNmzcvvfG59NJL884771Tbjw8++CBNmzat8ia6SZMmVd58L22k7/nnny9N9dpll12y44475swzzyz9vrq/V/fu3XPRRRflkUceyZw5c7LjjjtWWW9d3BYWu/zyy1NRUZEzzzwzJ554YkaMGFE6qH/e0upr1KjREnUufr4vvobP1/HFA8miRYuyYMGC0vef/9vUNCL7VW2//fbZcMMNs8Yaa1SZinv//ffnnHPOyZFHHpm99torG220UWn0LUnOOeeczJ07NxdffHGt1FWU5dnmPv+6v/j3mj9/fpL/93db2t+yusckn03fHj58eHr37p3u3bunVatWpTdAO++8c+bOnZvx48fn8ccfz+DBgwt5zUWq7hPv8ePHp0ePHqVRgkWLFmXatGlZa621kixfT+ujxfvLc889t8Q02crKyir77+c1a9Ys++23X+6444489dRTS4xmJst/nim3rbfeOq+//npmz55d5RP3qVOn5tRTT02zZs2qnHOqO45Xd6yvL31Iqt8/RowYUeX7Lx7bk692nl1aL1f09Lfl1ahRoyrvNT755JNMnjx5mceDCy64IM8880wOOeSQdOrUKQsWLKjxdS9t2/j8vljEJSbLUtP+UNN5fnG9y1qmadOmVX5f3fuBz7+/qKysXGLbqK6/taG6fWNZ58Sk6t+rumPBF99zff51L2v7WtaxpXfv3jnjjDPSuHHj7LvvvlU+WF/RijrGLlZdNlnRam3q7G677Zbrr7++tLPNnDkzt956a7UjRtVp1KhRFixYkObNm2fbbbctDft+9NFHOeywwzJu3LjsvPPO+de//pV33303SUpTlb5onXXWyfDhw6vcoevDDz/Me++9V5o2ufj5Zs6cmeeeey4DBgzIvvvum6lTp+att94qvZ7FyyVJly5d8te//jWVlZWZN29efvGLX+SGG27ISy+9lG7duqVDhw459thj069fv7z88svL9borKipyxBFH5IQTTsg777xT+vk777yTJ598MmuuuWa1/fiqHnvssWy55ZY58sgj07Fjx4wbN265piWsscYaOfDAA3PyyScvddpBXdwWFlt84O7WrVv233//HHfccZk7d+5y1dOhQ4c0bdo0DzzwQJLkmWeeySuvvFK6HuPOO+/MRx99lEWLFlU58Hbp0iU33nhjaXsZPnx46QZEK8p//vOfvPHGG5k1a1aVn//rX//K97///fzkJz/JVlttlXvvvbe0DVx55ZV56qmnStc012Vfdptr3bp1nn/++VRWVmbOnDmlUfDmzZtn++23z8iRI5N8dg3F+PHjS9OA5s+fX7or8uKRmSR56KGHcvDBB+fQQw/NhhtumPvuu6/UxwYNGuQnP/lJBg0alG7dumW11VartT4UbZdddsmYMWMybdq0JMnf//739O3bd6nLtm7dujT18f33369yd+/6ZvH+cswxx2Ts2LGlT5FHjBixxDXYX/SjH/0oI0eOzFNPPVWarbBYTeeZuqSioiLdu3fPySefXLoUYPbs2TnjjDPSqlWrKgHpy6pPfViWLl26ZOTIkaWR2Ouvvz477rhjlcDwVc6zm2yySSorK0tTIseNG/eVZ7fUtk6dOmX8+PGlY8RNN92UCy64IG3atMk777yTGTNmpLKyMvfee2/pMQ899FD69u2bgw46KGuvvXYefvjhLFy4cJmvu0uXLl96XyxSTfvD8pznl2d7WR6jRo1KZWVlZs6cmX/84x/Zbbfdqvy+uv6uSMs6J37eso4FXbp0yfjx4zN16tQkn/1XhsWqO4fXdGzZfvvt07Bhw1x99dVln11U9DG2umyyotXaR2KDBg3Keeedl27dupXelPbo0SMHH3zwl1rPPvvsk5/85Cf54x//mCFDhuSss85K9+7dM2/evHTr1i0HHnhgkuTEE09M3759s+aaa2brrbde6rrWWmutXHvttbnwwgtz/vnnZ4011kjTpk1z1FFHlaZm7L333unfv3/OPvvsHHPMMTn44IPTqlWrtG7dOttvv33efPPNdO7cucpygwYNyjnnnJPu3btn/vz52XnnnfOzn/0sTZo0yf77759DDjkkzZo1y+qrr75co5mL9e/fP7fffnsGDBiQOXPmZMGCBWnatGm6du2a3r17Z8aMGUvtx1e99Xe3bt1y9913p2vXrmnSpEk6d+6cmTNnVrm+sDo9e/bM8OHDc9BBBy3xu7q4LSzNoEGD0qtXr5xyyinp379/jcs3btw4l156aU4//fRcdNFF2WCDDbLOOutk9dVXT8eOHfPyyy/nkEMOScuWLbPZZpvlgw8+SPLZv8Y5++yzS9vLrrvuWrqRUW35/HSW5LNPun77298ucS1tr169MmDAgHTv3j2NGjXK9773vdx9992ZOnVqLrzwwmy00UY5/PDDSwfp448/vlbr/qq+7DZ34IEH5sEHH8y+++6bioqKbLfddqVPCgcPHpxBgwblb3/7WyoqKrLeeutl9dVXT4sWLXLiiSfm6KOPTps2bUo3fEk++1c8p512WkaOHJlGjRpliy22KE21TpKDDz44gwcPrvU7Vxdt1113zdFHH52f/vSnadCgQZo3b57LLrtsqZ+S9unTJwMGDMh+++2X9dZbLx07dixDxV9NdftL165ds3DhwvTt2zeLFi1KmzZt8qc//anKlOwv2nLLLdO4cePst99+S3yosNZaay3zPFPXnH766fnjH/+YXr16pVGjRpk3b1723nvv/OpXv/paUznrWx+q88Mf/jBTpkzJoYcemkWLFmX99ddf4hrwr3KebdKkSf7whz/kjDPOyEUXXZTNN998hdzIZVn69u27xHb/61//OrvvvntOPPHE/OxnP0vy2fVl5557bioqKtKrV68ccsghadu2bfbYY4/S44477ricf/75+eMf/5hGjRpl++23z1tvvbXM173LLrukX79+X2pfLNqy9oePP/64xvP88mwvy6NFixbp2bNnPvnkkxx++OHp1KlTlfeB1fV3RarpnLhYTceC//3f/81RRx2Vpk2bZvPNNy/NaqvuHL48x5aePXtm7NixpZsrlVORx9jqssmK1qCyrs5Nod6orKzMVVddlcmTJ1eZArQqGDx4cI466qiss846mTJlSnr06JF77703LVu2LHdpFOTyyy/Pvvvumw4dOmTWrFk58MADc9VVV+U73/nOV17nmDFjcuutt+bPf/5zgZUCwMrp7bffzm233ZZf/vKXadiwYe6+++5cddVVVUY2v6wFCxbkv/7rv3LggQema9euBVbLYnVzkj/1yl577ZU2bdrUeGe5ldG6666bfv36pXHjxqV/BSJkrlw22GCD9O/fPw0bNszChQtz9NFHf62Q2adPn7z33nvLdRMDACD5xje+kWnTppVmXLVo0eJr/QukV199NYcddlh22223KjOSKJYRTQAAAApV1v+jCQAAwMpH0AQAAKBQgiYAAACFEjQBAAAolKAJAABAoQRNAAAACvX/AXRz01t7M9AVAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Z = hierarchy.linkage(df_paises, 'ward')\n", "plt.figure(figsize=(16, 6))\n", "plt.grid(axis='y')\n", "dn = hierarchy.dendrogram(Z, labels=list(df_paises.index), leaf_font_size=12)\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "n_clusters = 3\n", "cluster = AgglomerativeClustering(n_clusters=n_clusters, affinity='euclidean', linkage='ward')\n", "groups = cluster.fit_predict(df_paises)\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2, 0, 2, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "groups" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cluster 0: ['China', 'Paraguay', 'Chile', 'Peru', 'Bolivia', 'Ecuador', 'Colombia', 'Poland']\n", "\n", "Cluster 1: ['Germany', 'United States', 'United Kingdom']\n", "\n", "Cluster 2: ['Brazil', 'Uruguay']\n", "\n" ] } ], "source": [ "countries = list(df_paises.index)\n", "grouped_countries = {i: [] for i in range(n_clusters)}\n", "for country, group in zip(countries, groups):\n", " grouped_countries[group].append(country)\n", "\n", "for gp, ctr in grouped_countries.items():\n", " print(f'Cluster {gp}: {ctr}\\n')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Agrupamento não-hierárquico (K-médias)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inertias = []\n", "for k in np.arange(1, 10):\n", " kmeans = KMeans(n_clusters=k)\n", " kmeans.fit(df_paises)\n", " inertias.append(kmeans.inertia_)\n", "\n", "# Plotando o gráfico do Elbow Method\n", "plt.figure(figsize=(8, 6))\n", "plt.plot(np.arange(1, 10), inertias, '-o')\n", "plt.xlabel('Numero de clusters')\n", "plt.ylabel('Inertia');" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "n_clusters = 3\n", "kmeans = KMeans(n_clusters=n_clusters)\n", "df_scaled['cluster'] = kmeans.fit_predict(df_scaled)\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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inflacaopib_per_capitacrescimento_pibdesempregocluster
United Arab Emirates-0.1304611.122580-0.893730-0.7979111
Albania-0.407292-0.5453340.2684571.3172812
Armenia-0.275282-0.5913520.8069022.0297552
Angola4.395172-0.625800-2.4958120.0759632
Austria-0.4132151.498476-0.305901-0.3848851
..................
St. Vincent and the Grenadines-0.327111-0.451490-0.3834462.4125182
Vietnam-0.005894-0.6641741.651683-0.9256850
Samoa0.168031-0.583382-1.2088690.2762172
South Africa0.249206-0.495834-1.1805133.7569532
Zambia1.039502-0.7094130.1741010.0677430
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134 rows × 5 columns

\n", "
" ], "text/plain": [ " inflacao pib_per_capita crescimento_pib \\\n", "United Arab Emirates -0.130461 1.122580 -0.893730 \n", "Albania -0.407292 -0.545334 0.268457 \n", "Armenia -0.275282 -0.591352 0.806902 \n", "Angola 4.395172 -0.625800 -2.495812 \n", "Austria -0.413215 1.498476 -0.305901 \n", "... ... ... ... \n", "St. Vincent and the Grenadines -0.327111 -0.451490 -0.383446 \n", "Vietnam -0.005894 -0.664174 1.651683 \n", "Samoa 0.168031 -0.583382 -1.208869 \n", "South Africa 0.249206 -0.495834 -1.180513 \n", "Zambia 1.039502 -0.709413 0.174101 \n", "\n", " desemprego cluster \n", "United Arab Emirates -0.797911 1 \n", "Albania 1.317281 2 \n", "Armenia 2.029755 2 \n", "Angola 0.075963 2 \n", "Austria -0.384885 1 \n", "... ... ... \n", "St. Vincent and the Grenadines 2.412518 2 \n", "Vietnam -0.925685 0 \n", "Samoa 0.276217 2 \n", "South Africa 3.756953 2 \n", "Zambia 0.067743 0 \n", "\n", "[134 rows x 5 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_scaled" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cluster 0: ['Azerbaijan', 'Bangladesh', 'Burkina Faso', 'Bulgaria', 'Burundi', 'Benin', 'Bolivia', 'Bhutan', 'Belarus', \"Cote d'Ivoire\", 'Chile', 'Cameroon', 'China', 'Costa Rica', 'Czech Republic', 'Djibouti', 'Dominican Republic', 'Ecuador', 'Estonia', 'Fiji', 'Ghana', 'Gambia, The', 'Guinea', 'Guatemala', 'Honduras', 'Croatia', 'Hungary', 'Indonesia', 'India', 'Kenya', 'Lao PDR', 'Sri Lanka', 'Lithuania', 'Latvia', 'Morocco', 'Moldova', 'Madagascar', 'Myanmar', 'Mongolia', 'Mauritania', 'Malta', 'Mauritius', 'Maldives', 'Mexico', 'Malaysia', 'Niger', 'Nepal', 'Oman', 'Panama', 'Peru', 'Philippines', 'Pakistan', 'Poland', 'Paraguay', 'Romania', 'Russian Federation', 'Rwanda', 'Saudi Arabia', 'Slovenia', 'Slovak Republic', 'Senegal', 'El Salvador', 'Togo', 'Thailand', 'Tanzania', 'Uganda', 'Vietnam', 'Zambia']\n", "\n", "Cluster 1: ['United Arab Emirates', 'Austria', 'Australia', 'Belgium', 'Bahrain', 'Brunei Darussalam', 'Canada', 'Switzerland', 'Germany', 'Denmark', 'Finland', 'France', 'United Kingdom', 'Hong Kong SAR, China', 'Ireland', 'Israel', 'Iceland', 'Italy', 'Japan', 'Korea, Rep.', 'Luxembourg', 'Macao SAR, China', 'Netherlands', 'Norway', 'New Zealand', 'Portugal', 'Qatar', 'Sweden', 'Singapore', 'United States']\n", "\n", "Cluster 2: ['Albania', 'Armenia', 'Angola', 'Brazil', 'Botswana', 'Colombia', 'Algeria', 'Spain', 'Gabon', 'Equatorial Guinea', 'Greece', 'Guyana', 'Haiti', 'Iraq', 'Jamaica', 'Jordan', 'Lebanon', 'St. Lucia', 'Liberia', 'Lesotho', 'Montenegro', 'Malawi', 'Namibia', 'Nigeria', 'Nicaragua', 'Serbia', 'Sierra Leone', 'Sao Tome and Principe', 'Eswatini', 'Tunisia', 'Turkey', 'Ukraine', 'Uruguay', 'St. Vincent and the Grenadines', 'Samoa', 'South Africa']\n", "\n" ] } ], "source": [ "countries = list(df_scaled.index)\n", "groups = df_scaled['cluster']\n", "\n", "grouped_countries = {i: [] for i in range(n_clusters)}\n", "\n", "for country, group in zip(countries, groups):\n", " grouped_countries[group].append(country)\n", "\n", "for gp, ctr in grouped_countries.items():\n", " print(f'Cluster {gp}: {ctr}\\n')\n", "\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Dados de paises com informações para plotar\n", "\n", "world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))\n", "world = world[['name', 'geometry']]\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namegeometry
0FijiMULTIPOLYGON (((180.00000 -16.06713, 180.00000...
1TanzaniaPOLYGON ((33.90371 -0.95000, 34.07262 -1.05982...
2W. SaharaPOLYGON ((-8.66559 27.65643, -8.66512 27.58948...
3CanadaMULTIPOLYGON (((-122.84000 49.00000, -122.9742...
4United States of AmericaMULTIPOLYGON (((-122.84000 49.00000, -120.0000...
.........
172SerbiaPOLYGON ((18.82982 45.90887, 18.82984 45.90888...
173MontenegroPOLYGON ((20.07070 42.58863, 19.80161 42.50009...
174KosovoPOLYGON ((20.59025 41.85541, 20.52295 42.21787...
175Trinidad and TobagoPOLYGON ((-61.68000 10.76000, -61.10500 10.890...
176S. SudanPOLYGON ((30.83385 3.50917, 29.95350 4.17370, ...
\n", "

177 rows × 2 columns

\n", "
" ], "text/plain": [ " name \\\n", "0 Fiji \n", "1 Tanzania \n", "2 W. Sahara \n", "3 Canada \n", "4 United States of America \n", ".. ... \n", "172 Serbia \n", "173 Montenegro \n", "174 Kosovo \n", "175 Trinidad and Tobago \n", "176 S. Sudan \n", "\n", " geometry \n", "0 MULTIPOLYGON (((180.00000 -16.06713, 180.00000... \n", "1 POLYGON ((33.90371 -0.95000, 34.07262 -1.05982... \n", "2 POLYGON ((-8.66559 27.65643, -8.66512 27.58948... \n", "3 MULTIPOLYGON (((-122.84000 49.00000, -122.9742... \n", "4 MULTIPOLYGON (((-122.84000 49.00000, -120.0000... \n", ".. ... \n", "172 POLYGON ((18.82982 45.90887, 18.82984 45.90888... \n", "173 POLYGON ((20.07070 42.58863, 19.80161 42.50009... \n", "174 POLYGON ((20.59025 41.85541, 20.52295 42.21787... \n", "175 POLYGON ((-61.68000 10.76000, -61.10500 10.890... \n", "176 POLYGON ((30.83385 3.50917, 29.95350 4.17370, ... \n", "\n", "[177 rows x 2 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "# Alguns paises possuem nomes diferentes nos dois conjutos, estamos corrigindo isso\n", "world.loc[world['name'] == 'Brunei', 'name'] = 'Brunei Darussalam'\n", "world.loc[world['name'] == \"Côte d'Ivoire\", 'name'] = \"Cote d'Ivoire\"\n", "world.loc[world['name'] == \"Czechia\", 'name'] = \"Czech Republic\"\n", "world.loc[world['name'] == \"Dominican Rep.\", 'name'] = \"Dominican Republic\"\n", "world.loc[world['name'] == \"Gambia\", 'name'] = \"Gambia, The\"\n", "world.loc[world['name'] == \"Guinea\", 'name'] = \"Equatorial Guinea\"\n", "world.loc[world['name'] == \"Russia\", 'name'] = \"Russian Federation\"\n", "world.loc[world['name'] == \"United States of America\", 'name'] =\"United States\"" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Juntando os dois conjuntos\n", "all_data = pd.merge(world, df_scaled.reset_index(), how='left', left_on='name', right_on='index')\n", "\n", "# Indicando os países que não temos dados (Serão plotados em preto)\n", "all_data.loc[:, 'cluster'] = all_data.loc[:, 'cluster'].fillna(-1)\n", "\n", "# Plotando o gráfico\n", "all_data.plot(column='cluster', figsize=(18, 8), );" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }