Pandas Black Friday - Apresentação.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0f0a5fc9",
   "metadata": {},
   "source": [
    "## Questão 12\n",
    "O estado civil influencia no valor gasto e na categoria de produto comprada? Mostre!\n",
    "\n",
    "Se eu quisesse vender mais produtos da categoria 14, deveria investir em propagandas para qual estado civil?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "accf2f8e",
   "metadata": {},
   "source": [
    "#### **Para essa análise, foi definido que \"0\" representa os clientes solteiros enquanto \"1\" representa os clientes casados**."
   ]
  },
  {
   "attachments": {
    "EstadCivil_Compra.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "058ade7e",
   "metadata": {},
   "source": [
    "![EstadCivil_Compra.png](attachment:EstadCivil_Compra.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a735f45",
   "metadata": {},
   "source": [
    "De acordo com os dados vistos acima, é possível identificar que há mais clientes solteiros fazendo compras durante a Black Friday, porém o grupo que teve gastos maiores foi o de clientes casados.\n",
    "\n",
    "Isso ocorre devido à diferença de estilo de vida entre clientes solteiros e casados.\n",
    "\n",
    "Isto significa que por ter um estilo de vida despreocupado, ou seja, com menos responsabilidades financeiras do que uma pessoa casada, os solteiros podem se dar ao luxo de comprar mais produtos do que uma pessoa casada que precisa levar em consideração os orçamentos familiares, compromissos financeiros, dívidas, etc., antes de comprar realmente alguma coisa. \n",
    "Porém ainda que os dados apontem que há mais clientes solteiros, a média dos itens comprados por clientes casados apresenta valores maiores.\n",
    "Por exemplo, enquanto um solteiro pode comprar 10 produtos variando entre pequenos itens de papelaria e escritório, um cliente casado pode comprar um único produto, como por exemplo um laptop, que ultrapassa o valor total da compra do cliente solteiro."
   ]
  },
  {
   "attachments": {
    "Estad_Civil_Catg_Op_Percent.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "id": "6a693db4",
   "metadata": {},
   "source": [
    "![Estad_Civil_Catg_Op_Percent.jpg](attachment:Estad_Civil_Catg_Op_Percent.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b965a8da",
   "metadata": {},
   "source": [
    "Analisando mais a fundo o comportamento de compra de cada estado civil por opção de categoria, ao verificar o percentual de gastos, mais especificamente na coluna \"Percent_by_Category\", podemos ver que o estado civil não influencia realmente na categoria de produto comprada, pois proporcionalmente, a quantidade de produtos comprada por categoria por cada estado civil praticamente se equivale."
   ]
  },
  {
   "attachments": {
    "Catg14_Estadcivil_compras.jpeg": {
     "image/jpeg": 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    }
   },
   "cell_type": "markdown",
   "id": "52fe449c",
   "metadata": {},
   "source": [
    "![Catg14_Estadcivil_compras.jpeg](attachment:Catg14_Estadcivil_compras.jpeg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99dc8c45",
   "metadata": {},
   "source": [
    "### Previsão de orçamento publicitário para a Categoria 14 - análise de comportamento do consumidor por estado civil.\n",
    "\n",
    "A definição de para qual Estado Civil o orçamento publicitário será investido para vender mais produtos da Categoria 14 dependerá exclusivamente da estratégia da empresa.\n",
    "\n",
    "Os consumidores solteiros já estão organicamente comprando mais produtos desta categoria do que os casados, por isso, se a empresa não quiser se arriscar e garantir que as suas vendas irão disparar, seria lógico investir o orçamento publicitário neste grupo e impulsionar ainda mais as vendas.\n",
    "\n",
    "No entanto, se a empresa quiser capturar os consumidores casados para mudar seu comportamento de compra nesta categoria de produto, seria uma decisão financeira inteligente utilizar o orçamento publicitário para bombardear propagandas para este grupo e atiçar os consumidores a comprar.\n",
    "Ainda assim é necessário observar que investir todo o orçamento publicitário nesta estratégia não garantirá que os clientes casados recebendo essas propagandas irão, de fato, comprar produtos desta categoria."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2e7d028",
   "metadata": {},
   "source": [
    "## Questão 13\n",
    "Quais as variáveis que mais impactaram no valor da compra? Como você chegou a essa conclusão?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "743c081e",
   "metadata": {},
   "source": [
    "Variáveis: Gênero | Idade | Estado civil | Ocupação | Categoria de cidade | Anos vividos na cidade"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33e68089",
   "metadata": {},
   "source": [
    "### Conforme visto anteriormente:\n",
    "\n",
    "- O gênero tem uma grande influência nos hábitos de compra.\n",
    "- O que significa que consumidores \"Homens\" compram muito mais do que \"Mulheres\".\n",
    "- Abaixo temos a amostra de dados para exibir a importância desta variável na previsão de comportamento do consumidor."
   ]
  },
  {
   "attachments": {
    "Genero_Compra.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "7cd21887",
   "metadata": {},
   "source": [
    "![Genero_Compra.png](attachment:Genero_Compra.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b652c425",
   "metadata": {},
   "source": [
    "#### Já que o **gênero** tem impacto sobre a quantidade da compra, é preciso determinar se a **idade** também tem um impacto:"
   ]
  },
  {
   "attachments": {
    "Idade_Compra.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "0b35dde2",
   "metadata": {},
   "source": [
    "![Idade_Compra.png](attachment:Idade_Compra.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45d41e0a",
   "metadata": {},
   "source": [
    "#### Agora que foi determinado que tanto o gênero quanto a idade possuem impacto em quanto o consumidor irá gastar, agrupar ambos os dados irá apresentar uma visão mais clara dos hábitos de compra:"
   ]
  },
  {
   "attachments": {
    "GenIdad_Compra.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "be1b26d5",
   "metadata": {},
   "source": [
    "![GenIdad_Compra.png](attachment:GenIdad_Compra.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85084ed3",
   "metadata": {},
   "source": [
    "Pelo gráfico anterior, é possível observar que a média de compras realizadas por \"Mulheres\" se mantém muito próxima independente da idade.\n",
    "\n",
    "Além disso, fica nítido que não somente os consumidores \"Homens\" gastam mais, eles também representam os maiores gastos ao avaliar os grupos de idade.\n",
    "\n",
    "Os consumidores homens entre as idades de 51 a 55 anos representam o grupo que compra mais."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "624625fb",
   "metadata": {},
   "source": [
    "#### Após compreender que os hábitos de consumo são influenciados pelo gênero e idade, é preciso determinar se o estado civil também pode representar um grande fator decisivo."
   ]
  },
  {
   "attachments": {
    "EstadCivil_Compra.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "3f0e4704",
   "metadata": {},
   "source": [
    "![EstadCivil_Compra.png](attachment:EstadCivil_Compra.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d803aef",
   "metadata": {},
   "source": [
    "Conforme visto anteriormente, é possível identificar que há mais clientes solteiros fazendo compras durante a Black Friday, porém o grupo que teve gastos maiores foi o de clientes casados.\n",
    "E a média de gastos entre ambos os estados civis é bastante parecida."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdf4fec9",
   "metadata": {},
   "source": [
    "#### Não somente o gênero, idade e estado civil de alguém pode influenciar em seus hábitos de compra, mas a profissão também pode ter um papel importante.\n",
    "\n",
    "Observando os dados, podemos ter um entendimento mais claro:"
   ]
  },
  {
   "attachments": {
    "Profissao_Compra.png": {
     "image/png": 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uKbOpqKlaqxHUgzSImq5aVtr6Okq6wnpM+gj9bwZvDB8a3TDONUk2DTGzM1fZw2kBLD5Z9lnd3ltofdIm2pZoZ2dv4KDgKOTE4oxzXnX54vrObcC9y6MR9obC/VleaYSj3tFEkg/Jl+QX6h8SEBwYFBQQ7BtCCN1HcjvgHGYfbk22inCN9IOvzAkxKbGnD2bFXTqUH1+QUHi46EjR0aJjJYkNSX3J0ynoEwKwPxDTktJLMjpOjZ3+dZbmnGCm6nnLLO8LsdlnLpbmtFzqz53M+1WAv8xRKFmkccW02KkkoPTw1ayy6vJHFR+qwDXu65rVzjXk2owbV+ta65/dfHtr5vbPRqiJupm9RfiOXKt6m0H7nrs29xw73Drd7zt0mT/QeijdzfkI+2i+5+Xj5id5vfFPPfo0+zn6l5+9HLj1/Pxg5JDLC72X0q94h9lGWF/zvJEY1XprP+b9zm3cdELpPf8kzeTGh69TEx9ffeqffjLT87ln9unc4JfP36B51gWp70aLXj+SftYtzS5r/S5aZVur2rDcXn9J0AVZQMOwBzxEmiNfoLxQP9ApGH5MI9Yeu4grx3tSMFI8ozxNZUfNRz1P85j2Ol0W/TGGSMZgJk9mbRY2lkXYE4rYozksOPk5f3E95S7lSeB15lPkp+P/JNAsmCrkIMwtPC5SLEoUExb7KF4pcUBSTQolNSCdK0OQFZOdk6uTj1bQUNhQ7FBKVjZVwak8Vk1Xs1LHqz/USNLU01zTatKO1JHT+ax7Vc9Ln0N/yOC0obnhhtFN4yATXpNB0xNmmmZfzAv32FpAFvWW3lb0Vg/2JlhrWP+yuWVLhu8P3+xrHEiO0o5fnKqdQ12kXKZdi91c3ZncBzzOetrvY9/3fn+N1yGChTeX91dih0+mr4efoN+s/82A+EDjILqg0eCqkLhQK5IA6feB52Hl4WFkRfJSRHNkQpRhNFX0cEx5bPxB5zjVQ5zxyPivCSOH7x+pPnrx2LHE4CSnZP3jMincJ6hPbKQunPyY9iq9PePKqaTTvmfMzkqfYzy3nvn5/GjW8wtPs59c7M8ZujScO5r3Lv9DwfTlb4VLV0AxZQl7qfhVrTLb8oCKo5U5VTeudV8fr/5dy3hDus683v9myq2y248a5prom3VbUu4MtvG0+92tvrfYqXn/eNfAQ6Hu+EdvHhs8qXsq0Vf4DDVAeN4xpPCi5RV5hPjm6pjHROXU4CxhUXBr/Xf++9sqGBUALvDAGSodAPYXADgFBwjRbwCwUgBgQw2AgzpA7NEGCKY4ABnz/I0fEJx4UgAGwAVnmypwJu0MgsBRkAUqwT0wDBYgKkgMzg2JUCJUAnVBnxCUCDmEMyIRUYt4i6RCaiPDkKXIERQdnKMdQ7WiltEq6Aj0NfQ7DDPGApOIuQPnWPJYErYG+w3OpWJx9/BUeDd8FX4DzpJqKRkpD1JOUFlSNVNLUBfAmU4GnNukwtnMaXpm+kIGaYZWRivGd0xkZgxzLosMSyerM+scWyI7O3sdhx3HCmcplw3XOnc1jycvLW8nXzS/JP+4QLbgXiGMUJtwpIi0yIxopViIuIL4qkSPZK4USdpYhldmTfaNXJt8hoKnooISpdK0co9KrWqu2kn1eA2yZqhWoHagTpCun56VvpIBhyEw/AjfkBtMrpieNjtsHrEnxCLY8oBV3N406ys2zbaDdt8cqB2lnWydY1yKXHvdVj2kPb335e5/QWD0tifm+Lz1E/D3D6gOXAzWCEkK7T3AFuYX3hhBEUmIuhPDHdsS5xmPS2g+EnZMMnEmuTyFmMp1cjD9xCm1M/LnSOefZJvnTOadvCxeVFfCf/VgeUPl++tMNVY3TteP3JZtzGyBWuPvojqyuxAPPR+1PuF7eqL/x3O/obFX7iNvR33Hvk9c/LDvk/TM9FzE1/b5x98v/pD/WbG0uSzz237FdtVyTWYdtT68cXbTdPv8gAAaUAFmwA9kgS6wBb4gHmTCq98JRsEyxAwpQQ5QNJQDtULvEXiEPMIdkY64g/iC5EM6ITOQD1AQSg91CHULNYcWQRPQBejXGDaMMyYH8xrLjfXGVmIXcJq4VNxLvCg+Dj9AIUlxkmKe0p2yh0qd6jq1AHU+DRtNDi0HbRGdGN1Nen36IYYgRgRjAZM60zBzLAsHSxurNxuO7Qa7Gwea4yYnkYuZ6zF3Io8mzy/e23xR/Cr8KwJ3BU8I2QgzC4+KlImSxfTFGcQ/SrRJXpSKkLaTUZRllV2Xm5RvV8hXTFAiKJurKKkKqjGrU2qgNSEtoI3QwepS66H1VvTnDaYM3xg9N+4x6TRtM2sxb9nTZvHAcsBqYu9PGypbQTtNe0f4FnPW6YbzkMuKm6C7tccRz/p9014ChP3e+cRXvvR+lv4nAjoD1+HVjg1tIq2E6YankocihaJiovtjlQ7mH8LEkxMmjtgdfZiondR0XDWlOVX35ON0l4zPp0+cVTn3+XzZhcCLypcocqfz+y+3FdUXXy+9VlZd0VDVcf1pzcsbI/Uvbj1quNF0qsWrVbJt/m5NR8B90wfu3eE9aU+uPr3bPzKwMIR+yTws8FpqVGlMfVz9PfcH9NTCp/GZvtmWL4XfYheMFxE/Kpd0fj38rbdSuUa5Tty4ub3+CIADTEAQ3vuWwA8kgUJwF4xDKHjX74UioTzoPjSHYEHoIyIQlYgJJDfSHVmAnECJosJQd9A4tDO6Ar2BccU0Y3mwJ7G/cSG49/D+HqSwouihtKIcovKi+kadSMNOc4vWnnaJroDejH6VoY4xhEmS6StzA0sSqz2bODuC/R1HN2c9Vwn3JZ4LvBfhe8h1eFWHhWaFf4tSivGJq0rYS4ZLnZdulpmUY5C3UDinOKTMouKoek7tiQZKU1srRvumzoKeoX6ewS8jJ+NGU3azQ+ajFlqWuVa/rZ1tXtn52a84nnMWcWlyM3Z/7Gm6r91LlpBPpPBJ8P3hHxrwOSgw+HNoCOlrWHj4j4iYyJXohFj2g/cPhScIHH5x9ESiatLk8bQTkqndafvTv59KPMN2ti7T8vzMhdSLojnduX756ILiQt2i18WRpTRXy8v1K8aqEq7zVN+r9anD19+45XR7vbG02aLle+uldr27nzrO3OfuynpI232qh/bxhV6epxX9Cs/an5sNPn/h9HJ42Gmk/43R6K0x/nfHx+feu00OT+3/OD1NmpmetZur/TL/jW9ea8Hwu8oi3+KXHy0/yUscS52/CL8+LocsL/yO/P16RW+lbJV6NWL14RrtmvNa0dr0uvz6wfXO9YUN7g3zjaiNoo3ejeVNoU2bzUOb5ZuDW+sf4aeosB0+ICoDANBjm5uLIgBgMwFYP7e5uVq8ubleAicbowDcC9n5nrQda+AYk7+4hR7zX4r/97ecnW9N/8hj/v0G25Foe1Q4Em2VragE/gfRSPTVbVob/wAAAFZlWElmTU0AKgAAAAgAAYdpAAQAAAABAAAAGgAAAAAAA5KGAAcAAAASAAAARKACAAQAAAABAAABwaADAAQAAAABAAABWgAAAABBU0NJSQAAAFNjcmVlbnNob3S9BATZAAAB1mlUWHRYTUw6Y29tLmFkb2JlLnhtcAAAAAAAPHg6eG1wbWV0YSB4bWxuczp4PSJhZG9iZTpuczptZXRhLyIgeDp4bXB0az0iWE1QIENvcmUgNS40LjAiPgogICA8cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPgogICAgICA8cmRmOkRlc2NyaXB0aW9uIHJkZjphYm91dD0iIgogICAgICAgICAgICB4bWxuczpleGlmPSJodHRwOi8vbnMuYWRvYmUuY29tL2V4aWYvMS4wLyI+CiAgICAgICAgIDxleGlmOlBpeGVsWERpbWVuc2lvbj40NDk8L2V4aWY6UGl4ZWxYRGltZW5zaW9uPgogICAgICAgICA8ZXhpZjpVc2VyQ29tbWVudD5TY3JlZW5zaG90PC9leGlmOlVzZXJDb21tZW50PgogICAgICAgICA8ZXhpZjpQaXhlbFlEaW1lbnNpb24+MzQ2PC9leGlmOlBpeGVsWURpbWVuc2lvbj4KICAgICAgPC9yZGY6RGVzY3JpcHRpb24+CiAgIDwvcmRmOlJERj4KPC94OnhtcG1ldGE+ChuMGOgAADArSURBVHgB7d0HmNzE+cfx1w1TTbOpBtN7NcQ086eaEkoooYPppndICL09VEMoMcX0XhMIhN5Dx6Z3MBB6MdU0G7DnP79JtOyd986r2V2ddPvV89i7p9WMZj6j1asZaaUuzk/GhAACCCCAQBMKdG3COlNlBBBAAAEEggBBkA0BAQQQQKBpBQiCTdv0VBwBBBBAgCDINoAAAggg0LQCBMGmbfrmrPhjjz1m888/v0099dR2yy232LrrrmuXX355TRiDBg2ygQMH2vvvv2+bbLJJTXmRGAEEshUgCGbrzdoiBOaaay6bYoopQuCaeeaZbYcddrDvv/8+Iiezo446yvbee++QfqONNrI777zTtt9++6i8lOirr76yvn372rHHHmubbrqp7bjjjtF5pUmoi7rPPvtsW2yxxWyqqaYKZdhss83spZdeSpMNyyLQ9AIEwabfBIoBcNttt4XA9eyzz9rIkSPthBNOmKjgv/7660TzWs947733bNFFF209O/rvGWaYwS699FJbY401bMSIEbbBBhtE55Um4X777WdnnXVWCIQKxG+++aYpqN9+++1psqn7stW0Qd1XSoYI1CBAEKwBj6TZC8w+++xhCPPll18OK+/SpYsNGzYsDHFqmFPThRdeaPPNN58pQG244Yb28ccfh/nzzjuvvfPOOyFQaTh03Lhxtuqqq9pFF10UPh81apStssoqNu2001rv3r1tiy22CPPV6zrggANspplmsl69etniiy9uyfoVdJZeeukwf4455rBjjjkmpEn+u/XWW0PQnW666cK6XnvtteSjFq+PP/54WOcHH3wQ5r/wwgs2/fTT2+uvv95iOf3x1ltvhTpfe+21tvrqq1vPnj1tyimntG222cYOPfTQsPy3335rgwcPtj59+li/fv3CQcOECRPCZ5dddpmttNJKoU4q1zzzzGNav+arDqpn+RCxet677767adh3mmmmCUY6mEimSm2gIK285LXMMsvYI488kizOKwL5EtCP5ZkQyLOA34m7e++9NxTRn3dziyyyiDviiCPC3/7b5NZcc0335Zdfuh9//NHdf//9bsYZZ3TPPPOMGzt2rPNDn27llVcuVa88L830Qc/5oBk+33LLLZ3vYbrx48e7n376yfkdd5h/1113uf79+7uvv/7a+UDiXn31VecDa/jswQcfdC+++GJI4wOX8wHE3XzzzeGzN954w/ng5O655x73888/u1NOOcX5QOx88A2ft/7vsMMOc6uttlqohx/mdOecc07rRcLf5513nptzzjkrfpbM3G677Zw/AHBjxoxx7777rvMHCM4H+/Cx77m6bt26uUsuucT5nps7/PDDnQ9Ybs899wxmd999t/MHCe67774Ly/vh4vD3ww8/HD7fd999nQ+iyap0s40WbaAPrrzySvfFF1+4X375xQ0dOtT5YexgWkrEGwRyImA5KQfFQKBNAQUuf97L+R5a2PnvscceIVAogXbACnzJtNNOO7lDDjkk+TPsyLt37x4CgWa2FwQVOHbddVfne2Ol9Hqj/BVEnnjiiRDsWnzY6g/fA3L7779/mHvcccc5f56utISC62yzzeYUOCtNCpQKtgqAa6+9dgi4lZZToF5uueUqfRTmKbD16NHDvfLKK6Vlzj///BDwNUNB0PeUS58piMvx008/Lc3zvWj33HPPhb8VBH2vuPSZgmPXrl2dDkg0tW6D0oJlb3yP0z3//PNlc3iLQD4EGA7132Cm/AvoSs5vvvnGNAx37rnnhgtlklJr2C2ZNPTpA13yZ7iYxvcM7aOPPirNa+vNqaeeqoNCGzBgQBjC9D2lsKiGHHUxzV577RWGCocMGWK+hxU+e+qpp8z33sKwo4ZRfbAx3wMKn7Uuiw8cYYiwrbL4wBUu+tFQ60EHHWQaZqw0qT6ffPJJpY/CPK3f98BaOMikfL26wCiZdNGRptbzyi8+KjfWULKGmpNhZqUt/1x/+96fLbzwwmFoWUOuGp5NXPQ5EwJ5ESAI5qUlKEe0QHmw8D2tECiTzH744QfzQ6Wmc4mTmmaZZZZwPlE79wsuuMD88KDpPKEmPwRofojV/FBouAjltNNOC/O33nrrcN5R5/K0o9e5MwVSTa3Lovlarq2yKEjpKlNdYaogqHOWlSZdhPPhhx+GC4Qqfa7zmQqo5eft9PONttZbKY/W85JzlZqv4KiLcVS/ZCpvA53/0wHFDTfcYH4IORy86AAhcUnS8IpAHgQIgnloBcpQN4GtttoqXK3ph95CEPHn2cwPHZp+ZjGp6cYbbwzBRcvpohTt2NV701Wf6vGpd6WfI0w++eRhvpbzQ4OhV6R5Tz/9tF1zzTWaHabNN988XK3ph1ND2tNPPz1cxLLiiismi5ReFSB0AcrOO+9sF198sc0666x25JFHlj4vf6MLgBSgVdeHHnrI/DCq+fOfdt1119nJJ59s/nyfad3+XF8on4LhGWecYdtuu215Nqne33HHHfboo4+Gdalcyy+//ES9vyRDmfgh6NA71tWifli41HNOluEVgbwIEATz0hKUoy4C/iIZO/7448Nv9hRI3n777RAcqslcwU4BU8N9uqpUP0HQlZMa+vTnCkNg1LCihiP9eceQpYZm9dtDXTWpnb2CTzItuOCCdtVVV9k+++wTrvzUzzz0b7LJJksWKb3qN3+ff/55KLuCrz9vF/61dVWllk+GaDXcqCtf/QU5pZ9o+ItqQsBW+fVDfvVY/fnS0vrSvlF69VI1DKoeserV1uTPZ9o666xjCyywQBiS1QFC6+HSttIyH4GsBbr4I9D/jt1kvWbWhwAChRBQD1U3BKj028xCVIBCItCOAD3BdnD4CAEEEECgcwsQBDt3+1I7BBBAAIF2BBgObQeHjxBAAAEEOrcAPcHO3b7UDgEEEECgHYHu7XxW94/0+6VqLlWv+4rJEAEEEECgsAL6mc/o0aMbUv5Mg6ACoJ4AwIQAAggggEC1Assuu2y1i6ZejuHQ1GQkQAABBBDoLAIEwc7SktQDAQQQQCC1AEEwNRkJEEAAAQQ6iwBBsLO0JPVAAAEEEEgtQBBMTUYCBBBAAIHOIkAQ7CwtST0QQAABBFILEARTk5EAAQQQQKCzCBAEO0tLUg8EEEAAgdQCBMHUZCRAAAEEEOgsAg2/Y8zw4cNN/zQ16rY3naUxqAcCCCCAQLYCmT5FQre+4bZp2TYwa0MAAQSKLtDI2NHwnmDR8Sk/Aggg0CiB9077MjrrfofMGJ2WhL8JEAR/s+AdAk0pMPXN90XX+/uN14xOm2XCy67/Onp1O2wxfXRaEuZfgAtj8t9GlBABBBBAoEECBMEGwZItAggggED+BQiC+W8jSogAAggg0CABgmCDYMkWAQQQQCD/AgTB/LcRJUQAAQQQaJAAQbBBsGSLAAIIIJB/AYJg/tuIEiKAAAIINEiA3wk2CJZsO06gy11/il65W+fU6LQkrK/ANv/4JDrDqzeZNTotCZtLgJ5gc7U3tUUAAQQQKBOgJ1iGwduOE1juzpWjV/7Uuo9EpyUhAgg0twBBsLnbn9ojgEBKgUcvib8F28CduAVbSu6GL04QbDgxK0CgeQTmufm56Mq+s/HS0WlJiECsAEEwVq6g6YZfu3x0yYds9WR0WhIigAACeRQgCOaxVQpSpqP+sWJ0SY/b5PHotCREAAEE6iVAEKyXJPkgkKFAl1v+Hr02t9Gm0WlJiEBnEyAIFqBFb708vse14fb0uArQxBQRAQQ6SIAg2CD4py+Kv+R/wC5c8t+gZiFbBDqtwLg/fxhdt56n9I1OW/SEHRIEx51+RbRbz4MGR6clIQIIIIAAAuUC3DGmXIP3CCCAAAJNJUAQbKrmprIIIIAAAuUCBMFyDd4jgAACCDSVQIecE6yn8E9nHhud3RT7H90i7SdnrdLi7zR/zLrfw2kWZ9kmFOhy62XRtXYb7hCdloQIINC2AD3Btm34BAEEEECgkwsQBDt5A1M9BBBAAIG2BQiCbdvwCQIIIIBAJxco/DnBTt4+VA8BBBAotMC4k++OLn/PQ9eOTlttQnqC1UqxHAIIIIBApxMgCHa6JqVCCCCAAALVCjAcWq0UyyGAAAJNIjDu2JHRNe159LLRaTsiIUGwI9RZZ2EEuvzrzOiyuvX3j05LQgQQyEaA4dBsnFkLAggggEAOBQiCOWwUioQAAgggkI0AQTAbZ9aCAAIIIJBDAYJgDhuFIiGAAAIIZCNAEMzGmbUggAACCORQgCCYw0ahSAgggAAC2QgQBLNxZi0IIIAAAjkUIAjmsFEoEgIIIIBANgIEwWycWQsCCCCAQA4FCII5bBSKhAACCCCQjQBBMBtn1oIAAgggkEMBgmAOG4UiIYAAAghkI0AQzMaZtSCAAAII5FCAIJjDRqFICCCAAALZCBAEs3FmLQgggAACORQgCOawUSgSAggggEA2AgTBbJxZCwIIIIBADgUIgjlsFIqEAAIIIJCNQPdGr2b48OGmf5pGjx7d6NWRPwIIIIAAAlULNLwnOGTIEBs5cmT416dPn6oLxoIIIIAAAgg0WqDhQbDRFSB/BBBAAAEEYgUIgrFypEMAAQQQKLwAQbDwTUgFEEAAAQRiBQiCsXKkQwABBBAovABBsPBNSAUQQAABBGIFCIKxcqRDAAEEECi8AEGw8E1IBRBAAAEEYgUIgrFypEMAAQQQKLwAQbDwTUgFEEAAAQRiBQiCsXKkQwABBBAovABBsPBNSAUQQAABBGIFCIKxcqRDAAEEECi8AEGw8E1IBRBAAAEEYgUIgrFypEMAAQQQKLwAQbDwTUgFEEAAAQRiBQiCsXKkQwABBBAovABBsPBNSAUQQAABBGIFCIKxcqRDAAEEECi8AEGw8E1IBRBAAAEEYgUIgrFypEMAAQQQKLwAQbDwTUgFEEAAAQRiBQiCsXKkQwABBBAovABBsPBNSAUQQAABBGIFCIKxcqRDAAEEECi8AEGw8E1IBRBAAAEEYgUIgrFypEMAAQQQKLwAQbDwTUgFEEAAAQRiBQiCsXKkQwABBBAovABBsPBNSAUQQAABBGIFCIKxcqRDAAEEECi8AEGw8E1IBRBAAAEEYgUIgrFypEMAAQQQKLwAQbDwTUgFEEAAAQRiBQiCsXKkQwABBBAovABBsPBNSAUQQAABBGIFCIKxcqRDAAEEECi8AEGw8E1IBRBAAAEEYgUIgrFypEMAAQQQKLwAQbDwTUgFEEAAAQRiBQiCsXKkQwABBBAovABBsPBNSAUQQAABBGIFCIKxcqRDAAEEECi8AEGw8E1IBRBAAAEEYgUIgrFypEMAAQQQKLwAQbDwTUgFEEAAAQRiBQiCsXKkQwABBBAovABBsPBNSAUQQAABBGIFCIKxcqRDAAEEECi8AEGw8E1IBRBAAAEEYgUIgrFypEMAAQQQKLxA90bXYPjw4aZ/mkaPHt3o1ZE/AggggAACVQs0vCc4ZMgQGzlyZPjXp0+fqgvGgggggAACCDRaoKYg+Oabb9oaa6xhiy22WCjniy++aCeccEKjy0z+CCCAAAII1EWgpiC466672kknnWQ9evQIhVliiSXsuuuuq0vByAQBBBBAAIFGC9QUBH/88UcbMGBAizJ2797w04wt1scfCCCAAAIIxArUFAR79+5tb7/9tnXp0iWs/6abbrJZZ501tiykQwABBBBAIFOBmrptw4YNM1348vrrr9vss89uc889t1111VWZVoCVIYAAAgggECtQUxCcZ5557L777rMffvjBJkyYYNNMM01sOUiHAAIIIIBA5gI1DYeeddZZNmbMGJtyyintgAMOsP79+9s999yTeSVYIQIIIIAAAjECNQXBSy65xHr16hUC35dffmlXXnmlHXrooTHlIA0CCCCAAAKZC9QUBJ1zocB33HGHDR482BZddFFL5mVeE1aIAAIIIIBASoGaguAyyyxja621likIrr322vbdd99Z1641ZZmy+CyOAAIIIIBAvEBNF8ZcfPHF9vzzz5sukNF5QQ2JXnrppfGlISUCCCCAAAIZCtQUBNXr088idPu0sWPHZlhsVoUAAggggEDtAjUFwYsuush0heiHH35oSy21lD355JO2wgor2AMPPFB7ycgBAQQQQACBBgvUdAJPAXDEiBHWr18/e/DBB+25556z6aabrsFFJnsEEEAAAQTqI1BTEJx88slN/zSNGzfOFlpoIXvjjTfqUzJyQQABBBBAoMECNQ2H9u3b17755hvbaKONbNCgQTb99NOHXmGDy0z2CCCAAAII1EWgpiB48803h0Icc8wxttpqq9m3335r66yzTl0KRiYIIIAAAgg0WqCmIKjCjR8/3j777LNwlaj+/vTTT23OOefUWyYEEEAAAQRyLVBTEDznnHPs2GOPtZlnnrn0I3k9VklPmGdCAAEEEEAg7wI1BUFdHaoLYWaccca815PyIYAAAgggMJFATVeHzjHHHDbttNNOlCkzEEAAAQQQKIJAVE/wjDPOCHXT7dJWXXVVW2+99axnz56l+h544IGl97xBAAEEEEAgrwJRQVA3ytakC2D07+effw7/8lpJyoUAAggggEAlgaggePTRR1fKi3kIIIAAAggUSqCmc4L6gbx+LJ9MX3/9dXikUvI3rwgggAACCORZoKYgOHr06Bb3CtUdYz7//PM815eyIYAAAgggUBKoKQh269bN3n///VJm7733nul3gkwIIIAAAggUQSDqnGBSsRNPPNEGDhxoq6yyijnn7JFHHrHhw4cnH/OKAAIIIIBArgWig+CECRPCvUKfffbZ8BxB1fLMM8+03r1757rCFA4BBBBAAIFEIDoI6qnyp556qm2++ea2/vrrJ/nxigACCCCAQGEEajonuOaaa9rQoUPtgw8+sK+++qr0rzC1p6AIIIAAAk0tEN0TlNr1118f8IYNG1ZC1IUx77zzTulv3iCAAAIIIJBXgZqC4LvvvpvXelEuBBBAAAEEJilQUxC84oorKq5g8ODBFeczEwEEEEAAgTwJ1BQER4wYUarL2LFj7f7777f+/fsbQbDEwhsEEEAAgRwL1BQE9VDd8km3UNtyyy3LZ/EeAQQQQACB3ArUdHVo61pNNdVUxnnC1ir8jQACCCCQV4GaeoIbbLBB6TZp+vH8q6++Gn43mNfKUi4EEEAAAQTKBWoKggcffHApr+7du1u/fv2sb9++pXm8QQABBBBAIM8CUUFQF8Gcf/75NmrUKFt88cVt5513NgVBJgQQQAABBIokEHVOcPvtt7eRI0eGAHjnnXfaQQcdVKQ6U1YEEEAAAQSCQFT3Tef+XnrppZCBeoEDBgyAEwEEEEAAgcIJRPUEe/ToUaoow6AlCt4ggAACCBRMIKon+MILL1ivXr1CVfUcwZ9++in8rfe6d+iYMWMKxkBxEUAAAQSaUSAqCI4fP74ZragzAggggEAnE4gaDu1kBlQHAQQQQKBJBQiCTdrwVBsBBBBAwIwgyFaAAAIIINC0AgTBpm16Ko4AAgggQBBkG0AAAQQQaFoBgmDTNj0VRwABBBCI+olEGrbhw4eb/mkaPXp0mqQsiwACCCCAQEMFGt4THDJkSLjPqO412qdPn4ZWhswRQAABBBBII9DwIJimMCyLAAIIIIBAlgIEwSy1WRcCCCCAQK4ECIK5ag4KgwACCCCQpQBBMEtt1oUAAgggkCsBgmCumoPCIIAAAghkKUAQzFKbdSGAAAII5EqAIJir5qAwCCCAAAJZChAEs9RmXQgggAACuRIgCOaqOSgMAggggECWAgTBLLVZFwIIIIBArgQIgrlqDgqDAAIIIJClAEEwS23WhQACCCCQKwGCYK6ag8IggAACCGQpQBDMUpt1IYAAAgjkSoAgmKvmoDAIIIAAAlkKEASz1GZdCCCAAAK5EiAI5qo5KAwCCCCAQJYCBMEstVkXAggggECuBAiCuWoOCoMAAgggkKUAQTBLbdaFAAIIIJArAYJgrpqDwiCAAAIIZClAEMxSm3UhgAACCORKgCCYq+agMAgggAACWQoQBLPUZl0IIIAAArkSIAjmqjkoDAIIIIBAlgIEwSy1WRcCCCCAQK4ECIK5ag4KgwACCCCQpQBBMEtt1oUAAgggkCsBgmCumoPCIIAAAghkKUAQzFKbdSGAAAII5EqAIJir5qAwCCCAAAJZChAEs9RmXQgggAACuRIgCOaqOSgMAggggECWAgTBLLVZFwIIIIBArgQIgrlqDgqDAAIIIJClAEEwS23WhQACCCCQKwGCYK6ag8IggAACCGQpQBDMUpt1IYAAAgjkSoAgmKvmoDAIIIAAAlkKEASz1GZdCCCAAAK5EiAI5qo5KAwCCCCAQJYCBMEstVkXAggggECuBAiCuWoOCoMAAgggkKUAQTBLbdaFAAIIIJArAYJgrpqDwiCAAAIIZClAEMxSm3UhgAACCORKgCCYq+agMAgggAACWQoQBLPUZl0IIIAAArkSIAjmqjkoDAIIIIBAlgIEwSy1WRcCCCCAQK4Euje6NMOHDzf90zR69OhGr478EUAAAQQQqFqg4T3BIUOG2MiRI8O/Pn36VF0wFkQAAQQQQKDRAg0Pgo2uAPkjgAACCCAQK0AQjJUjHQIIIIBA4QUIgoVvQiqAAAIIIBArQBCMlSMdAggggEDhBQiChW9CKoAAAgggECtAEIyVIx0CCCCAQOEFCIKFb0IqgAACCCAQK0AQjJUjHQIIIIBA4QUIgoVvQiqAAAIIIBArQBCMlSMdAggggEDhBQiChW9CKoAAAgggECtAEIyVIx0CCCCAQOEFCIKFb0IqgAACCCAQK0AQjJUjHQIIIIBA4QUIgoVvQiqAAAIIIBArQBCMlSMdAggggEDhBQiChW9CKoAAAgggECtAEIyVIx0CCCCAQOEFCIKFb0IqgAACCCAQK0AQjJUjHQIIIIBA4QUIgoVvQiqAAAIIIBArQBCMlSMdAggggEDhBQiChW9CKoAAAgggECtAEIyVIx0CCCCAQOEFCIKFb0IqgAACCCAQK0AQjJUjHQIIIIBA4QUIgoVvQiqAAAIIIBArQBCMlSMdAggggEDhBQiChW9CKoAAAgggECtAEIyVIx0CCCCAQOEFCIKFb0IqgAACCCAQK0AQjJUjHQIIIIBA4QUIgoVvQiqAAAIIIBArQBCMlSMdAggggEDhBQiChW9CKoAAAgggECtAEIyVIx0CCCCAQOEFCIKFb0IqgAACCCAQK0AQjJUjHQIIIIBA4QUIgoVvQiqAAAIIIBArQBCMlSMdAggggEDhBQiChW9CKoAAAgggECtAEIyVIx0CCCCAQOEFCIKFb0IqgAACCCAQK0AQjJUjHQIIIIBA4QUIgoVvQiqAAAIIIBArQBCMlSMdAggggEDhBQiChW9CKoAAAgggECtAEIyVIx0CCCCAQOEFCIKFb0IqgAACCCAQK0AQjJUjHQIIIIBA4QW6OD81shbDhw83/dP0xhtv2IILLjjJ1X3xxRfWu3fvSS5XzQLkVY3Sb8vg9ZtFNe/wqkbpt2Xy6JXHMkmMcv223bz33ns2evTo32bU852CYN6mZZZZpm5FIq90lHjh1Vqgs28Tnb1+as9mqGPr7bbavxkOrecRBXkhgAACCBRKgCBYqOaisAgggAAC9RTodoyf6plhvfLy3fd6ZWXklY4SL7xaC3T2baKz10/t2Qx1bL3dVvN3wy+MqaYQLIMAAggggEBHCDAc2hHqrBMBBBBAIBcCBMFcNAOFQAABBBDoCAGCYEeo13Gd/jLgOuZWe1Y//PBD7Zn8L4dPP/3U8la/ulWOjBBAIBcCuQiC+hH9E088Yb/88ouNHz++LjD1yGfUqFE2cuRIGzduXM1leuWVV+zhhx+2L7/8sua8Hn30UbvyyitDPl26dKkpUNx222121lln1VwmZfDPf/7T/vznP9vnn39ec3533323bbzxxvbBBx/UnNeTTz4ZvPT6888/15TfW2+9FbaJCRMm1G1bralAJM6dQD0P3OqZV+6g8lIgj9yh09///nfn7yLjVl99dbfddts5v0N23377bXSZfEAtpf31119L79O+8cHBLb744m7VVVd1W265pSvPN21ed9xxR8jrD3/4g/v973/vPvnkk7RZhOV9YHffffedW2SRRdzCCy/szjvvvFI++izt5AONW3LJJd0999yTNulEyz/00EOhHeuRV1Kufv36uX333XeidaWZ4QNzsB88eLDbdNNN3ZtvvpkmeYtlb775ZrfEEku4TTbZxO23335u2LBh7vvvv2+xTK1/+OBaaxYNSV/PctUzr1or++OPP9aaRSl97Pe6lEHZm1q207JsJnpbT/ta83r//fed72CUvkMx+7CJKhgxQ72IDpv8UbnbfPPNne/ZhDLcdNNN7uCDD3aHHXZYVCBU4JpiiincVlttVapTTCB87LHH3EILLeSeffbZkM8ee+zhdtxxx1Kead48+OCDbv7553dPPfVUSLbRRhu5e++9N00WEy17yimnuKFDh4aDhjPOOGOiz6uZoTrONNNMpXJ988037j//+Y/zw5nVJJ9omdNPP92ddtppYf5HH30UAqvveTnlm2aSzbzzzutefvllp+1j0KBBzveg02RRWtbfdsqttdZa7qWXXgrz1IY33HCD++yzz9xPP/1UWq6aN8prnXXWcb5HHxa/+OKL3bLLLuuOO+44N2bMmGqyqLiMjHQA8fTTT5c+j9251HLwWFr5/94888wz7pFHHiltH60/T/P3448/7u688866HGzpgPLyyy9Ps/o2l73rrrvcqaeemnpbqJShyrXZZps5P1JQ6eNU83Qg6W8b6bSN1Trdf//9zt+2MvyrNS/tw7SvHjFiRCmr2G31X//6l1t00UXdrrvuGtxef/31kGdHBMIOHw71OxDTEJMmDX+tv/76YVj0mmuuSTXMp3NRf/vb3+zMM8+0ySabzLbddtuQZ7du3aKGrTSst/TSS4c8jj32WPvqq6+ihkVnnnlmu+CCC2zAgAGmc1x+Qwrl3G233cwH/VR1DIXx/3Xv3j0ME26//fbmd5524IEH2l/+8peQl98ok8XafZ1xxhmtR48e5o9ewxCtD87mg73tsMMOUeVSmZLpj3/8o11yySWhnnvttZd9/fXXyUeTfPVfArviiivMf0FMbap7zWooWZP/lkwyffkCKpMPdua/YKbtzAebkPf+++9vJ5xwQsi/fPn23isv3+sLbajldtppJ5trrrnC/R39F7q9pG1+5gND2E6vvvpqO/HEE23nnXcOy8YMcf/jH/+wlVdeOWxf1W4DbRVM9VFZdM9ff7AVtt+2lp3UfB8cbPfdd7cHHnggfDdvvfXWUpK07anTEueff77pu6Oh91om2f/pT3+y3/3udzb55JO3yCptufQdVB31b7755muRV9q28IHZDjnkEFt33XVL21ra8iQFUB39SIr5gyPTNnbttdcmH6X+Lt1+++3mA5bp9eyzzw5toMzSbquqi05xHHrooWH/cPzxx4d9ox9xC9/zrl27WlqzUqVi3/hCdeiko54NNtjA/fvf/w7lUM/NN5jbZpttnMdIVTb1QDRc6G+0Goa+lEfMpDIkR9V67xvNLbXUUs6f6wrZqVcQM/kdr/ONHpJeeumlbosttijlmSY/f67SnXTSSSGJeoTq/e65555psgjLPv/8827uued2s88+ezhS1FGYjj41/OvPXabK78UXX3QLLLBAqJMPgCHt22+/7fwOy+mIO+2UHBGqB+EPJJzyj5luvPFG179/f7fccsuFXpvy0NGxP4Bwqn+aScPP2qZ8kA6jFXrvd8rOB8Q02YRltV2p/ZWXJm1vK664Ythuwwz/X7Xb/7vvvutWWmklt+aaa4Y8daRebdpkXcmrRj90GiCxUc/ZHzQkH6d6VW/S/0DbqSeo6fDDD3canlZPPJnSllO9Grn5AxB32WWXhWySbSXJc1Kv6s0rvT84DYvq+6yeSPk2lqZc/vx82B6UmfZB6uWU91arLZ9GjbSf8dchhP2CtvvY0wsaptcoiMqi6ZxzznG+YxHVi9PokEZB7rvvvpCXv5m169OnT/TomLZ99QA//PDD0nbqOy9uttlmq+m0UyhcxH86IujQScNSaiChlA97rbbaau65556LLps2bJ27SQKhvpCvvfZa6vz8xTohsOqcpaarrrrK+SM+V49zCf5oz6lcaSd90XyPLQQuf+TpfE/V+R502CGnzUs7BPmXT2uvvXaUvT/KDzuXI488spTdLrvs4rSTqGVSfr6nFL4w1e5Qytfne/FhmF3D5cmkbUM75DSThnbV/hpWPeCAA0pJ11tvvdJBU2lmFW9OPvnkUhBMFh84cKAbMmRI8mdVr9opaUhVk7YFHVQqEGrbLZ+q2bFrmLz8XLOG93xvyen8TTXpy9en4TN/wVuYpYOqWWedNWynfpTG7b333uWLTvK9hsY13XLLLWFIW4FC277vzYXzxtqxVjsprU5xXHjhhWGYdo011ginZXQQkbZcWqeClw5CZeRHj5wfRQrBX8E6zeR7WU7D48mk76W2tbSnFJReQVAHegqC2o/q/LpOPa2wwgphv5iso5pX5aWh3uS0gtLotJWuTfCjUNVkEZbRtqRhf+2bVRad1imf9LfKrJiQdlsrzyft+w4PgiqwdlJ+KDMcbejoTEd4AvbDh2nr02J59QgVLHThjb4w6tHFTmoc34UPvYryI8Zq82vdqDr/qR5K7Ml0BYY55pjDKfBo8sNN4UtYbXnaWi4pV4y9dro6Albv8qKLLgr/1BNQz7WWSWVSTyfNjq71+nTORtuCLrpR8NPOSj2omKk8EKu+2rFoR1HNVH6BlQ4OdF5EQSyZklEMnROd1FSeV/mOUucpdVCUnGesZnstzysZ8ZC3egHKKxkZqeaCjfK8lIe89P1Oem7qAeiCMwWPSU3leWnZd955J4xU6L3OQfsh/apHQcrz0rkt9XDnmWeeEPT1/VQQU0BMRqW0jram8rzUa9aBh0Z6dG48mZZffvlwoV/yd1uvyfmw5PNk+9JBhPLVuXpNyfxkuUqv5eX661//6vypiXAQ44dYS4vroEa9wklN5Xkdc8wxYcTo+uuvDwdp/jSH00iPDnL96Y5JZeWSCw3/7//+zymtvoMKzDq4TSZ9H3UA2HpfmXzeqNdcBEFVTlcJaUeuoycFnOSilForrgtHahlOU4OobPqyKOhUsxNor8xjx44NwUFBvvzIqr00lT7TF1ZHtMlUzRckWbbSq+qpoVBddVrNDrhSHsk89W79OcpwlFjNDjhJ196rjkT1JYmd9EXVlcf6EmqYKBnui81P6RKvauuYXLhV3kM44ogjXN++fVsEQn2uHWB7U5KXhq6TSdtpMikQ6gIx9Uo0vFk+BJksk7wmeZWXK9me9KqhMAVBDd1qp6yD1ramJK/ycmlZbfflk4aQ1etsb0ryKr/QTeveZ599nHbG2lZ1emGGGWZw1113XXtZhZ2wThuU11HG/lxqi3Ta9yS91xYflP2RlKu8juo96+BPO/gkKKhnk5waKEve4m2lvMp78HLSQUg1U5JXeR11EKMDtfKL8RQQdZqgvSnJSz22ZNKQpbzV+0565htuuKH7+OOPk0Uqvra+0FCjfhoa14iW9qnKU73ES/0pIh00t7d9VVxBjTNzEwSTeiRHjsnftbwKU0McL7zwQi3ZhLRqoFqDgzLSxqNhj9ZHf7EFrNdRk/LRkXnMkHFs2atJV6/6JevSlZxJryaZF/uqI3R9eauZ1FPUMLNGOrSjLd+BKhDqpxc6v6jehHbu6vG0NbXOKxny1/LlwWaVVVYJQ5DtBen28tJ3UdurehP+Qpmwg0qujq1UtvbyKt+x62dRurI26eGkzUuB3V/85jRCoElDwe21Q+tylQfV8tMayi9tucrz0vlKHWCpB3bUUUeFK8zb+z61LleldtTIgL9gMFypW8kpmdc6r/JyqQeuYKOgr+1P5x3Le3lJHslr67zKt9VkGb1qJEMjNCpje5OCoPafyaSRBv1UTJN6kxry1fC0Rsba21aT9PV+zV0QrHcF014K39b6670zbms9zO+8Aq0v3CrfuahHcu6554ZgU80IQeu8ynegEtROTju7anq8k8pLv29VYK7mwK29vBRQNSyqnV1MHZMdu3qnyU682u9l63JtvfXWLTY0BQoFwJhylbejflaiUxTq6dTqpQKqJ6eeVzWnTdqrYzIyoPPXMXVM7FUmHdDogjUNq1Zz3YYOppIDT71PLjRMepA6GFKe5UP6Wk9WU6cPgllBsh4E0ggkF24lO1CNMrTXM2ov7ySvJBBqx6SLzCZ1hF4pz9Z5afhfQ9vt9QAr5aN5rfNSr0hDau312qrNS3V89dVX21q83fmty6V8dOMD9UrSTkleSTtq1EnnPGOmJK+kHXVxk4JfMjSdJs8kr2RoVHWTWfmQebX5JXkl5VIQ1Tm9agJz63Uo2OkK/uRCQ/UmdR6wvEfeOk2j/yYINlqY/BFoQ0BBShfr6KclukFALRduJXklF4GpVxA7JXnpJg/6F3ORVLLuJC/VUXnF7Dhb55XUsR5eSbmSXkmyrjSv5XWsZzvWKy+513phYHkdlVct25dsdUqglgsN07TPpJbt8B/Lx/6+kXQIFF3A3xXE/LnA8GNmf0s28xfIRFcpycsPKZl+OO9/c1VzXrrBgD9/Z7rhQ+yUlMsPh4W8ZpllltisLMkrqWM9vJJy+Z9v1Fwu5VXPdqxXXmpHbRP18qpl+/IBKdy/1w8bhx/w+wuazF+4FW1fl4STipJ8jgACjRGo54Vb5JWujfDqOC+tWRfK1ONCw3S1qLx0F82uSzQlEwQQSC3gr+ac6LZdqTP5XwLySieHV8d5Kezolmt5mAiCeWgFyoAAAggg0CECnBPsEHZWigACCCCQBwGCYB5agTIggAACCHSIAEGwQ9hZKQIIIIBAHgQIgnloBcqQWwH/w2fzd0wx/1sr87/bMv9E+XCJd0cV2D9FwfyPu0ur97fnMv+Im9LfvEEAgXQCBMF0XizdRAK6gs0/csn0wGF/lxPzd08JD9b1t8TqMIXWQdDfDsv8/XE7rDysGIGiCxAEi96ClL9hAnoaup467m/wG9bRrVs38zdHNv9kgPBUev9MNVtsscXCD979s9/CMv5WV+YfjmtLLrlkeGK2v0WU+ftSmn9OXamc/qkA4Sn3mjH11FObfzah+UcqmX+Mj/k7c4Tl/LPuwlPPlc+mm25q/rZS5h9Oa3oyu5487u8Lav5WWObvOGP+xs8hjX9YsPlHRIUfH/unD5i/RVaY7x8ga0cffbT5e3aGz/w9LcN8/kMAATOCIFsBAm0I+Ptlmn+0S4tPe/XqZXPOOaf55yWav9en+RtUm7/zvfn7KoZhUn+vRvOPbDJ/D8kwTOkf39Mifes//A2Szd+42bQu/9QH8w/FDYuoB6qAqnz8zavNP7YpBFf/6Brzz9EL69XwbDLpN28KiP4RQ+bv7Wj+RsXmH++TfBzutuIfT2b+bv02dOjQ0nzeINDsAgTBZt8CqH+UgH98j+22227WvXv3kN4/0878kw1Mt9/yd9cP8xQwk8/bWknXrl1NgVOTf+K6+Ye9hvf+bhq28sorh57b1VdfHYJk+KCN/7Ru/zw78/fCDEv4ezOafzhsaWkFVU0K6greTAgg8F8BgiBbAgJtCPgHH5t/QHCLT3UfRv9A4xbzJvWHAqF/5E9pMfXa2pqSu2ioV+cfOxR6dRrKbC9NW3mVz+/Zs2f4U0O66iUyIYDAfwUIgmwJCLQhoHN0Ohfnn6gelvCPtLGDDjooDDv6B+Saf0BpKaD4e1Gaf7qB+ackhGFMJdD5QAUcnZPTsKkCoX/ygT399NOlNWpeck7vmmuusYEDB4bPlFa9Sv/omXCj4STBNNNME/JN/k5etW718EaNGhVm+UfUhOHV5HNeEUCgsgBBsLILcxEI9zbUnfxvvPHG8BMJDTXqQpkTTzzRdtlll3BuUE+B0MUrCmD+aefhnNw+++wT5g0aNCj04PzTt8NQpXqW++67b7hAJeGdaqqpQlDUBTa6EEc/edB0/PHH23LLLWdKu9BCCyWLm39uXTgnqAtgdGFMMqlc/qbEttlmm4UhVA2z7r777snHvCKAQBsC3Du0DRhmI5CFgK4O/f7777NYFetAAIEKAvQEK6AwCwEEEECgOQToCTZHO1NLBBBAAIEKAvQEK6AwCwEEEECgOQQIgs3RztQSAQQQQKCCAEGwAgqzEEAAAQSaQ4Ag2BztTC0RQAABBCoIEAQroDALAQQQQKA5BAiCzdHO1BIBBBBAoIIAQbACCrMQQAABBJpDgCDYHO1MLRFAAAEEKggQBCugMAsBBBBAoDkECILN0c7UEgEEEECgggBBsAIKsxBAAAEEmkOAINgc7UwtEUAAAQQqCBAEK6AwCwEEEECgOQQIgs3RztQSAQQQQKCCAEGwAgqzEEAAAQSaQ+D/AQNwi0aJv9FbAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "id": "c6431370",
   "metadata": {},
   "source": [
    "![Profissao_Compra.png](attachment:Profissao_Compra.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e95e750",
   "metadata": {},
   "source": [
    "#### Ao analisar o Comportamento de compra de acordo com a profissão do consumidor, é possível verificar que este dado também tem um impacto, o que significa que aqueles nas ocupações 12, 15 e 17 representam os maiores compradores se comparado às demais profissões."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6fff4ca",
   "metadata": {},
   "source": [
    "### A cidade em que a pessoa mora também determina o comportamento do consumidor quando se trata de compras durante a Black Friday.\n",
    "\n",
    "Como os dados estão mascarados, não é possível determinal cada cidade e nem ter um entendimento se representa uma cidade do interior ou capital. No entanto, é bastante claro que os consumidores residentes na cidade de categoria C tendem a gastar mais durante a BF."
   ]
  },
  {
   "attachments": {
    "Cidade_Compra.png": {
     "image/png": 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uKbOpqKlaqxHUgzSImq5aVtr6Okq6wnpM+gj9bwZvDB8a3TDONUk2DTGzM1fZw2kBLD5Z9lnd3ltofdIm2pZoZ2dv4KDgKOTE4oxzXnX54vrObcC9y6MR9obC/VleaYSj3tFEkg/Jl+QX6h8SEBwYFBQQ7BtCCN1HcjvgHGYfbk22inCN9IOvzAkxKbGnD2bFXTqUH1+QUHi46EjR0aJjJYkNSX3J0ynoEwKwPxDTktJLMjpOjZ3+dZbmnGCm6nnLLO8LsdlnLpbmtFzqz53M+1WAv8xRKFmkccW02KkkoPTw1ayy6vJHFR+qwDXu65rVzjXk2owbV+ta65/dfHtr5vbPRqiJupm9RfiOXKt6m0H7nrs29xw73Drd7zt0mT/QeijdzfkI+2i+5+Xj5id5vfFPPfo0+zn6l5+9HLj1/Pxg5JDLC72X0q94h9lGWF/zvJEY1XprP+b9zm3cdELpPf8kzeTGh69TEx9ffeqffjLT87ln9unc4JfP36B51gWp70aLXj+SftYtzS5r/S5aZVur2rDcXn9J0AVZQMOwBzxEmiNfoLxQP9ApGH5MI9Yeu4grx3tSMFI8ozxNZUfNRz1P85j2Ol0W/TGGSMZgJk9mbRY2lkXYE4rYozksOPk5f3E95S7lSeB15lPkp+P/JNAsmCrkIMwtPC5SLEoUExb7KF4pcUBSTQolNSCdK0OQFZOdk6uTj1bQUNhQ7FBKVjZVwak8Vk1Xs1LHqz/USNLU01zTatKO1JHT+ax7Vc9Ln0N/yOC0obnhhtFN4yATXpNB0xNmmmZfzAv32FpAFvWW3lb0Vg/2JlhrWP+yuWVLhu8P3+xrHEiO0o5fnKqdQ12kXKZdi91c3ZncBzzOetrvY9/3fn+N1yGChTeX91dih0+mr4efoN+s/82A+EDjILqg0eCqkLhQK5IA6feB52Hl4WFkRfJSRHNkQpRhNFX0cEx5bPxB5zjVQ5zxyPivCSOH7x+pPnrx2LHE4CSnZP3jMincJ6hPbKQunPyY9iq9PePKqaTTvmfMzkqfYzy3nvn5/GjW8wtPs59c7M8ZujScO5r3Lv9DwfTlb4VLV0AxZQl7qfhVrTLb8oCKo5U5VTeudV8fr/5dy3hDus683v9myq2y248a5prom3VbUu4MtvG0+92tvrfYqXn/eNfAQ6Hu+EdvHhs8qXsq0Vf4DDVAeN4xpPCi5RV5hPjm6pjHROXU4CxhUXBr/Xf++9sqGBUALvDAGSodAPYXADgFBwjRbwCwUgBgQw2AgzpA7NEGCKY4ABnz/I0fEJx4UgAGwAVnmypwJu0MgsBRkAUqwT0wDBYgKkgMzg2JUCJUAnVBnxCUCDmEMyIRUYt4i6RCaiPDkKXIERQdnKMdQ7WiltEq6Aj0NfQ7DDPGApOIuQPnWPJYErYG+w3OpWJx9/BUeDd8FX4DzpJqKRkpD1JOUFlSNVNLUBfAmU4GnNukwtnMaXpm+kIGaYZWRivGd0xkZgxzLosMSyerM+scWyI7O3sdhx3HCmcplw3XOnc1jycvLW8nXzS/JP+4QLbgXiGMUJtwpIi0yIxopViIuIL4qkSPZK4USdpYhldmTfaNXJt8hoKnooISpdK0co9KrWqu2kn1eA2yZqhWoHagTpCun56VvpIBhyEw/AjfkBtMrpieNjtsHrEnxCLY8oBV3N406ys2zbaDdt8cqB2lnWydY1yKXHvdVj2kPb335e5/QWD0tifm+Lz1E/D3D6gOXAzWCEkK7T3AFuYX3hhBEUmIuhPDHdsS5xmPS2g+EnZMMnEmuTyFmMp1cjD9xCm1M/LnSOefZJvnTOadvCxeVFfCf/VgeUPl++tMNVY3TteP3JZtzGyBWuPvojqyuxAPPR+1PuF7eqL/x3O/obFX7iNvR33Hvk9c/LDvk/TM9FzE1/b5x98v/pD/WbG0uSzz237FdtVyTWYdtT68cXbTdPv8gAAaUAFmwA9kgS6wBb4gHmTCq98JRsEyxAwpQQ5QNJQDtULvEXiEPMIdkY64g/iC5EM6ITOQD1AQSg91CHULNYcWQRPQBejXGDaMMyYH8xrLjfXGVmIXcJq4VNxLvCg+Dj9AIUlxkmKe0p2yh0qd6jq1AHU+DRtNDi0HbRGdGN1Nen36IYYgRgRjAZM60zBzLAsHSxurNxuO7Qa7Gwea4yYnkYuZ6zF3Io8mzy/e23xR/Cr8KwJ3BU8I2QgzC4+KlImSxfTFGcQ/SrRJXpSKkLaTUZRllV2Xm5RvV8hXTFAiKJurKKkKqjGrU2qgNSEtoI3QwepS66H1VvTnDaYM3xg9N+4x6TRtM2sxb9nTZvHAcsBqYu9PGypbQTtNe0f4FnPW6YbzkMuKm6C7tccRz/p9014ChP3e+cRXvvR+lv4nAjoD1+HVjg1tIq2E6YankocihaJiovtjlQ7mH8LEkxMmjtgdfZiondR0XDWlOVX35ON0l4zPp0+cVTn3+XzZhcCLypcocqfz+y+3FdUXXy+9VlZd0VDVcf1pzcsbI/Uvbj1quNF0qsWrVbJt/m5NR8B90wfu3eE9aU+uPr3bPzKwMIR+yTws8FpqVGlMfVz9PfcH9NTCp/GZvtmWL4XfYheMFxE/Kpd0fj38rbdSuUa5Tty4ub3+CIADTEAQ3vuWwA8kgUJwF4xDKHjX74UioTzoPjSHYEHoIyIQlYgJJDfSHVmAnECJosJQd9A4tDO6Ar2BccU0Y3mwJ7G/cSG49/D+HqSwouihtKIcovKi+kadSMNOc4vWnnaJroDejH6VoY4xhEmS6StzA0sSqz2bODuC/R1HN2c9Vwn3JZ4LvBfhe8h1eFWHhWaFf4tSivGJq0rYS4ZLnZdulpmUY5C3UDinOKTMouKoek7tiQZKU1srRvumzoKeoX6ewS8jJ+NGU3azQ+ajFlqWuVa/rZ1tXtn52a84nnMWcWlyM3Z/7Gm6r91LlpBPpPBJ8P3hHxrwOSgw+HNoCOlrWHj4j4iYyJXohFj2g/cPhScIHH5x9ESiatLk8bQTkqndafvTv59KPMN2ti7T8vzMhdSLojnduX756ILiQt2i18WRpTRXy8v1K8aqEq7zVN+r9anD19+45XR7vbG02aLle+uldr27nzrO3OfuynpI232qh/bxhV6epxX9Cs/an5sNPn/h9HJ42Gmk/43R6K0x/nfHx+feu00OT+3/OD1NmpmetZur/TL/jW9ea8Hwu8oi3+KXHy0/yUscS52/CL8+LocsL/yO/P16RW+lbJV6NWL14RrtmvNa0dr0uvz6wfXO9YUN7g3zjaiNoo3ejeVNoU2bzUOb5ZuDW+sf4aeosB0+ICoDANBjm5uLIgBgMwFYP7e5uVq8ubleAicbowDcC9n5nrQda+AYk7+4hR7zX4r/97ecnW9N/8hj/v0G25Foe1Q4Em2VragE/gfRSPTVbVob/wAAAFZlWElmTU0AKgAAAAgAAYdpAAQAAAABAAAAGgAAAAAAA5KGAAcAAAASAAAARKACAAQAAAABAAABvaADAAQAAAABAAABXgAAAABBU0NJSQAAAFNjcmVlbnNob3TLEYxdAAAB1mlUWHRYTUw6Y29tLmFkb2JlLnhtcAAAAAAAPHg6eG1wbWV0YSB4bWxuczp4PSJhZG9iZTpuczptZXRhLyIgeDp4bXB0az0iWE1QIENvcmUgNS40LjAiPgogICA8cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPgogICAgICA8cmRmOkRlc2NyaXB0aW9uIHJkZjphYm91dD0iIgogICAgICAgICAgICB4bWxuczpleGlmPSJodHRwOi8vbnMuYWRvYmUuY29tL2V4aWYvMS4wLyI+CiAgICAgICAgIDxleGlmOlBpeGVsWERpbWVuc2lvbj40NDU8L2V4aWY6UGl4ZWxYRGltZW5zaW9uPgogICAgICAgICA8ZXhpZjpVc2VyQ29tbWVudD5TY3JlZW5zaG90PC9leGlmOlVzZXJDb21tZW50PgogICAgICAgICA8ZXhpZjpQaXhlbFlEaW1lbnNpb24+MzUwPC9leGlmOlBpeGVsWURpbWVuc2lvbj4KICAgICAgPC9yZGY6RGVzY3JpcHRpb24+CiAgIDwvcmRmOlJERj4KPC94OnhtcG1ldGE+ChfrkNwAACaOSURBVHgB7d0JmBTF+cfxFwEPkEsgSAA5PIIBlYDihQ+iRIyCIUYJGgMesJroE0XU4JGIikCQIGiIZBUwQAwmGDQawANQMYqyIodBQI4HUAOsHIKcCvWvt/5OP7PLLu5RbPdMfft5lrl6qqs+1cxvqrunu5KxkzAhgAACCCAQgMBhAbSRJiKAAAIIIOAECD1WBAQQQACBYAQIvWC6moYigAACCBB6rAMIIIAAAsEIEHrBdDUNRQABBBAg9FgHEEAAAQSCESD0gulqGooAAgggQOixDiCAAAIIBCNA6AXT1TQUAQQQQIDQYx1AAAEEEAhGgNALpqtpKAIIIIAAocc6gAACCCAQjAChF0xX01AEEEAAAUKPdQABBBBAIBgBQi+YrqahRx99tKxatcoLRKVKlWTFihVeyipcyMHq+fTTT0uHDh0Kv6VEj19//XVp3LhxieZlJgSyVYDQy9aePUTteuaZZ+T0008X/WBu2LCh/OhHP5K33nqrREs7lEFRkgp8+eWX0qJFi5LMekjn+d///ic33HCD86tRo4a0bNlS7r//ftmxY4dbblLqWR6E9957Ty655BKpXbu2HHPMMdK+fXsZP358eYrkvQh4ESD0vDCGUciIESPktttuk3vuuUc2bNgga9eulV/96lfywgsvJBrg66+/Tkz9Nm/eLGeffbbs2rVL3nnnHdm+fbu8+uqrsnXrVlm5cmVi6lmeimi7LrjgAunYsaMbDW/atEmeeOIJmT59enmK9fLeffv2eSmHQjJYQK+czoTAtwnYD2VTvXp18/e//73YWd99911z1llnmVq1apljjz3W3HzzzWbPnj1u/vPOO8/Y/yamWrVqrpzJkye751988UVz2mmnuffYMDALFy6Myn///fdNmzZtjB1VmiuuuML06NHD3HvvvdHrubm55vjjjzd16tQx3bp1M59++mn0mi7rj3/8oznhhBNMs2bN3PP63Mcff+zuv/TSS65sO9IydpOfsSOt6L1F3Rk2bJhrkx3dmrFjx7q2pMravXu36d+/v2nSpIn5zne+Y2688Uazc+fOoopx9W/durWxH75Fvq5Pptfz888/d23Tep5xxhnmvvvuM+eee2703l//+teu/vp627ZtzZtvvhm9pnXo3bu3saMtc/LJJxttQ6NGjaLX1evyyy839erVc0ajRo2KXku/o32offTYY4+5p+2XCHPOOeeYBx54IH226L7Wz34Zih4Xdefb+m706NGu77Tvtc12U7LR9UPbeeWVV0br1ezZs12bHn74YVO3bl3TtGlTM2nSpGiR2v6bbrrJ2C0Sbt2zXzBMafs+Kow7WSEgWdEKGnHIBey3dFO5cmXz1VdfFbusvLw8Y7/lu3lWr15t7GY78+ijj0bzp3+Y65Pz58839evXN3PnzjX6QWr3V7kPLQ0R/aA97rjjzMiRI83evXvNc889Z6pWrRqF3syZM92HnAajzn/LLbcYDdbUpMvq3LmzsaOMKIDSl68flosWLXLho0GrYTV16tTU2wvcatv19cWLFxu76dFcddVVBYLJjn5dMOmytm3bZrp27WoGDBhQoIzUgzPPPNP87ne/Sz0s8ja9nj/72c/ch7wuV5f/3e9+t0DoTZw40Wgwar8MHz7cNGjQwNhRpCv3N7/5jbH7/5yBHZWbVq1aRaGnoashqcGl1naUaZo3b25mzJhRZJ102RqeS5YsMYMGDTLaDu2zwpPdRGsOO+wwM2vWrMIvRY9L0neXXXaZ+eKLL8yHH35oDj/8cGNHjq6O+uVLA1zXFZ20H3W97Nevn1sP7H5LF25Lly51r2vo1axZ09hN8K6v1UbfU9K+d4XwT1YJEHpZ1Z2HrjH67Vk/UEszaeB17949ekv6h7k+qd/A9Vt8+nTSSScZ/eB644033Af8/v37o5d1BJEa6V1//fXmzjvvjF6zmwlNlSpVjIatTros/XBNnwovP/21W2+91Wh4FTVdd911RgMkNS1btiwKPa2fjl51JJKa3n777Wh0mXoudasjT7upL/WwyNtUPTVUtE0fffRRNN/dd99dIPSiF765o8G0YMEC90hDTAM7Nf35z3+OQk+/aOjINH0aPHiwufbaa9OfKnBfQ1X7R5exfPnyAq+lHnzyySfOJr3OqddStyXpOw2p1KThPHTo0NRDc/vttxvtL51SoadfClKTjgQffPBB91BD7xe/+EXqpSJvD9b3Rb6BJzNagH169hOG6dsF7KYjsSMKsR/Exc5sPwjFjnLEbtoU++3a7fvT9xQ3rVmzRv7whz+4gx3sB6m7XbdunXz22Wfuz26KEz34JTXZD+nUXfe63ZQVPdYDa7SOdpNd9Fz6/NGT39yxm2KlU6dOYkeaYjfHypgxY1z7Cs+nj7U+6WWlLzc/P1/sZkRp165d1I6LL75Y9PmiJq2jHshSkknLUO/ilq1l2CASO/JxbVBDOzqK2nGwequ9vp5y11sbem5fbXF1swEi+j49QOXEE08scja7qVnsSO+gbdTlphsW1Xf2C1ZU/lFHHSWFH+vBPqlJl2k3vaceurJ1Gakp3U+fK03fp8rgNnsECL3s6ctD2hI9+OKII46Q559/vtjl/PKXv3RHItp9XWI387kPUfuVsNj59cPIjtzcQRx6IIf+aYDYzYfuyEYNsPT3ayCmJruZz30Apx7rkY96wIQGZWpKD8zUc6nbq6++WuwmNNEyNSjsqLPAslLz6a0epZq+bD2AJzXZ/WGiH8r//e9/o3Zoeekfyql59dZuchW7GVXsCDH96SLvayDbkV6xy54zZ47Y/XRi97PKli1b3PI1wFNmB6u32tuRYFRntdeDaqZNm1ZkXfRJPWhJv9S8/PLLxR6xa0e97kAduzm62HJK0nfFvrmIF7TtqSNf9WXtH11Gaiq8HpSm71NlcJs9AoRe9vTlIW2JfpjaTUZiD05xwafhZPcjuSPy7rrrLrds/dDUEZ5+c7f7VNwRe+mV0m/r6b+T69u3rxth6Tdv/aDWD65///vf7sNXQ9buqxF7MIob7egRonoYfGrSYBxvD4G3m/LE7pNyo0q7n0nsQSupWQ56q3XVQ+mPPPJIV67+FKO4yR5AI/r7OLs/y4Wy3Q8WzaqjGm2H3ackGzdudM9rWGswFDXZTXPuC0Fq1KTz6Pz6vN3PVOAt2n57oIkMHDjQLVeX/5e//CWaR9ugoajhqCNC7R/9spGatN5DhgxxgWg3O8rjjz+eesn9hMAeFCK///3v3ZGkelSj3X8m8+bNi+ZJv2P3HYrdf+oc7AEtovUvLtg1iNXrkUcecV9EtBy731R69uzpiixv36XXK3XfHogkdt+v6BcBe6CK2E2cqZcOuC1N3x/wZp7IeAFCL+O7sOIaYI9QFP3Zgj2QwX3Q6mhBQ8nut3OV0E1tGh76YapBYA/CKFA5/fDWD0vdlKajE/2935NPPin2IBTRTVR2f5f7sNQ32YMX5J///KfYIyXd/Hafohtl6GhTJx0xPfTQQ/LTn/7UjcT0cH97RKh7rST//OlPfxJ7QImrq4aFBkRxk/4WUX+qoYfhax31Nn3S4NDn7ZGrLvS1bna/X/os0X0NWrvPT+xBOaIhrVYXXnih2zypZRSe1FfDRTcZ2/1tYvcvRrN06dJFdFOq3c/mNulpgKdvytMg0M2IOqK76KKLxO7bit6rgarhoF8a9HUdsfbp08eNeqOZvrmjIydt/4QJE9wXGh0pad9p0Bc12SM7xR7I4v70d5Ha5pycHLdZVOcvb98VXqba6Pqjo7uf//zn7ouU/vaxuKk0fV9cGTyfuQKV7Dfs4rc/ZW67qHkWCmhI6GbI9A/+LGwmTSqFgJ5l5pprrhEdyTIhUBIBRnolUWKeWATsEZyyfv16t+lON+vp5j8d2TAhgAACZRWoUtY38j4EDrWAbiLUzY66r083k02ZMsVtyjzUy6V8BBDIXgE2b2Zv39IyBBBAAIFCAmzeLATCQwQQQACB7BWIffOmHjVW0sPMs7cbaBkCCCCAQEkF9CQJxZ0A4tvKiD30NPDsORu/rZ68jgACCCCAgBPQn8yUdWLzZlnleB8CCCCAQMYJEHoZ12VUGAEEEECgrAKEXlnleB8CCCCAQMYJEHoZ12VUGAEEEECgrAKEXlnleB8CCCCAQMYJEHoZ12VUGAEEEECgrAKEXlnleB8CCCCAQMYJEHoZ12VUGAEEEECgrAKEXlnleB8CCCCAQMYJxHJGltzcXNE/ncp6KpmMk6bCCCCAAAKxC8R+lQU9nQynIYt9PaACCCCAQMYIlCc32LyZMd1MRRFAAAEEyitA6JVXkPcjgAACCGSMQCz79DJGh4oigEDGClR6sm3G1j2kipu+8yu0uYz0KpSbhSGAAAIIxClA6MWpz7IRQAABBCpUgNCrUG4WhgACCCAQpwChF6c+y0YAAQQQqFABQq9CuVkYAggggECcAoRenPosGwEEEECgQgUIvQrlZmEIIIAAAnEKEHpx6rNsBBBAAIEKFSD0KpSbhSGAAAIIxClA6MWpz7IRQAABBCpUgNCrUG4WhgACCCAQpwChF6c+y0YAAQQQqFABQq9CuVkYAggggECcAoRenPosGwEEEECgQgUIvQrlZmEIIIAAAnEKEHpx6rNsBBBAAIEKFeAishXKzcIOlcAX91Y6VEVTrkeBWg8bj6VRFAKlF2CkV3oz3oEAAgggkKEChF6GdhzVRgABBBAovQChV3oz3oEAAgggkKEChF6GdhzVRgABBBAovQChV3oz3oEAAgggkKECGXn0Zu07nslQ7rCqvXX41WE1mNYigEDiBRjpJb6LqCACCCCAgC8BQs+XJOUggAACCCRegNBLfBdRQQQQQAABXwKEni9JykEAAQQQSLwAoZf4LqKCCCCAAAK+BAg9X5KUgwACCCCQeAFCL/FdRAURQAABBHwJEHq+JCkHAQQQQCDxAoRe4ruICiKAAAII+BIg9HxJUg4CCCCAQOIFCL3EdxEVRAABBBDwJUDo+ZKkHAQQQACBxAsQeonvIiqIAAIIIOBLgNDzJUk5CCCAAAKJFyD0Et9FVBABBBBAwJcAoedLknIQQAABBBIvQOglvouoIAIIIICALwFCz5ck5SCAAAIIJF6A0Et8F1FBBBBAAAFfAoSeL0nKQQABBBBIvAChl/guooIIIIAAAr4ECD1fkpSDAAIIIJB4AUIv8V1EBRFAAAEEfAkQer4kKQcBBBBAIPECVeKoYW5uruifTvn5+XFUgWUigAACCAQoEMtILycnR/Ly8txf/fr1A2SnyQgggAACcQjEEnpxNJRlIoAAAgggQOixDiCAAAIIBCNA6AXT1TQUAQQQQIDQYx1AAAEEEAhGgNALpqtpKAIIIIAAocc6gAACCCAQjAChF0xX01AEEEAAAUKPdQABBBBAIBgBQi+YrqahCCCAAAKEHusAAggggEAwAoReMF1NQxFAAAEECD3WAQQQQACBYAQIvWC6moYigAACCBB6rAMIIIAAAsEIEHrBdDUNRQABBBAg9FgHEEAAAQSCESD0gulqGooAAgggQOixDiCAAAIIBCNA6AXT1TQUAQQQQIDQYx1AAAEEEAhGgNALpqtpKAIIIIAAocc6gAACCCAQjAChF0xX01AEEEAAAUKPdQABBBBAIBgBQi+YrqahCCCAAAKEHusAAggggEAwAoReMF1NQxFAAAEECD3WAQQQQACBYAQIvWC6moYigAACCBB6rAMIIIAAAsEIEHrBdDUNRQABBBAg9FgHEEAAAQSCESD0gulqGooAAgggQOixDiCAAAIIBCNA6AXT1TQUAQQQQIDQYx1AAAEEEAhGgNALpqtpKAIIIIAAocc6gAACCCAQjAChF0xX01AEEEAAAUKPdQABBBBAIBgBQi+YrqahCCCAAAKEHusAAggggEAwAoReMF1NQxFAAAEECD3WAQQQQACBYAQIvWC6moYigAACCBB6rAMIIIAAAsEIEHrBdDUNRQABBBAg9FgHEEAAAQSCESD0gulqGooAAgggQOixDiCAAAIIBCNQJY6W5ubmiv7plJ+fH0cVWCYCCCCAQIACsYz0cnJyJC8vz/3Vr18/QHaajAACCCAQh4D30Fu+fLlceOGF0rp1a9eeRYsWyaBBg+JoG8tEAAEEEECggID30Ovbt68MGTJEqlat6hZ06qmnyuTJkwsslAcIIIAAAgjEIeA99Hbu3Cnt27cv0JYqVWLZdVigDjxAAAEEEEDAe+jVq1dPVq5cKZUqVXK6U6ZMkYYNGyKNAAIIIIBA7ALeh2CjR48WPVBl6dKl0qhRI2nevLlMmjQp9oZSAQQQQAABBLyHXosWLeS1116THTt2yP79+6VGjRooI4AAAgggkAgB75s3R40aJdu2bZNq1apJv379pG3btvLKK68korFUAgEEEEAgbAHvoTdu3DipWbOmC7pNmzbJxIkTZcCAAWEr03oEEEAAgUQIeA89Y4xr2LRp06RXr17SqlUrST2XiBZTCQQQQACBYAW8h167du3koosuEg29Ll26yPbt2+Www7wvJtgOo+EIIIAAAmUX8H4gy9ixY2XBggWiB7Tofj3dxDl+/Piy15B3IoAAAggg4EnAe+jpqE5/pqCnI9u9e7enalIMAggggAAC5RfwHnpPPfWU6BGcn3zyibRp00bmzp0rZ599tsyaNav8taUEBBBAAAEEyiHgfWebBt68efOkadOmMnv2bPnggw+kdu3a5agib0UAAQQQQMCPgPfQO/LII0X/dNqzZ4+0bNlSli1b5qe2lIIAAggggEA5BLxv3mzcuLFs3bpVunfvLj/84Q+lTp06btRXjjryVgQQQAABBLwIeA+9qVOnuooNHDhQOnXqJF988YVcfPHFXipLIQgggAACCJRHwHvoaWX27dsnGzZscEdx6uP169fLcccdp3eZEEAAAQQQiE3Ae+g9/vjj8sADD0iDBg2iH6XrZYb0CupMCCCAAAIIxCngPfT06E09cKVu3bpxtotlI4AAAgggcICA96M3mzRpIrVq1TpgQTyBAAIIIIBA3ALeRnojRoxwbdHTj51//vly6aWXyhFHHBG17/bbb4/ucwcBBBBAAIE4BLyFnp5YWic9YEX/9u7d6/7iaBTLRAABBBBAoCgBb6F3//33F1U+zyGAAAIIIJAYAe/79PQH6frj9NS0ZcsWd4mh1GNuEUAAAQQQiEvAe+jl5+cXONemnpFl48aNcbWP5SKAAAIIIBAJeA+9ypUry9q1a6MFrFmzRvR3ekwIIIAAAgjELeBtn16qIYMHD5YOHTpIx44dxRgjc+bMkdzc3NTL3CKAAAIIIBCbgNfQ279/vzvX5vz589119LRVI0eOlHr16sXWQBaMAAIIIIBASsBr6OlV04cNGyY9evSQrl27ppbBLQIIIIAAAokQ8L5Pr3PnzjJ8+HBZt26dbN68OfpLRGupBAIIIIBA0AJeR3oq+eyzzzrQ0aNHR7B6IMuqVauix9xBAAEEEEAgDgHvobd69eo42sEyEUAAAQQQ+FYB76E3YcKEIhfaq1evIp/nSQQQQAABBCpKwHvozZs3L6r77t27ZebMmdK2bVsh9CIW7iCAAAIIxCTgPfT0IrLpk56SrGfPnulPcR8BBBBAAIFYBLwfvVm4FdWrVxf28xVW4TECCCCAQBwC3kd63bp1i047pj9WX7JkifvdXhyNY5kIIIAAAgikC3gPvTvuuCMqv0qVKtK0aVNp3Lhx9Bx3EEAAAQQQiEvAW+jpQStjxoyRFStWyCmnnCI33HCDaOgxIYAAAgggkBQBb/v0evfuLXl5eS7wpk+fLv37909KG6kHAggggAACTsDbUEz33S1evNgVqqO89u3bQ4wAAggggECiBLyN9KpWrRo1jM2aEQV3EEAAAQQSJOBtpLdw4UKpWbOma5peR2/Xrl3usd7Xc29u27YtQc2mKggggAACIQp4C719+/aF6EebEUAAAQQySMDb5s0MajNVRQABBBAIVIDQC7TjaTYCCCAQogChF2Kv02YEEEAgUAFCL9COp9kIIIBAiAKEXoi9TpsRQACBQAUIvUA7nmYjgAACIQp4+8lCafByc3NF/3TKz88vzVuZFwEEEEAAgTILxDLSy8nJcefp1HN11q9fv8yV540IIIAAAgiURiCW0CtNBZkXAQQQQAABXwKEni9JykEAAQQQSLwAoZf4LqKCCCCAAAK+BAg9X5KUgwACCCCQeAFCL/FdRAURQAABBHwJEHq+JCkHAQQQQCDxAoRe4ruICiKAAAII+BIg9HxJUg4CCCCAQOIFCL3EdxEVRAABBBDwJUDo+ZKkHAQQQACBxAsQeonvIiqIAAIIIOBLgNDzJUk5CCCAAAKJFyD0Et9FVBABBBBAwJcAoedLknIQQAABBBIvQOglvouoIAIIIICALwFCz5ck5SCAAAIIJF6A0Et8F1FBBBBAAAFfAoSeL0nKQQABBBBIvAChl/guooIIIIAAAr4ECD1fkpSDAAIIIJB4AUIv8V1EBRFAAAEEfAkQer4kKQcBBBBAIPEChF7iu4gKIoAAAgj4EiD0fElSDgIIIIBA4gUIvcR3ERVEAAEEEPAlQOj5kqQcBBBAAIHECxB6ie8iKogAAggg4EuA0PMlSTkIIIAAAokXIPQS30VUEAEEEEDAlwCh50uSchBAAAEEEi9A6CW+i6ggAggggIAvAULPlyTlIIAAAggkXoDQS3wXUUEEEEAAAV8ChJ4vScpBAAEEEEi8AKGX+C6igggggAACvgQIPV+SlIMAAgggkHgBQi/xXUQFEUAAAQR8CRB6viQpBwEEEEAg8QKEXuK7iAoigAACCPgSIPR8SVIOAggggEDiBQi9xHcRFUQAAQQQ8CVA6PmSpBwEEEAAgcQLEHqJ7yIqiAACCCDgS4DQ8yVJOQgggAACiRcg9BLfRVQQAQQQQMCXAKHnS5JyEEAAAQQSL0DoJb6LqCACCCCAgC8BQs+XJOUggAACCCRegNBLfBdRQQQQQAABXwKEni9JykEAAQQQSLxAlThqmJubK/qnU35+fhxVYJkIIIAAAgEKxDLSy8nJkby8PPdXv379ANlpMgIIIIBAHAKxhF4cDWWZCCCAAAIIEHqsAwgggAACwQgQesF0NQ1FAAEEECD0WAcQQAABBIIRIPSC6WoaigACCCBA6LEOIIAAAggEI0DoBdPVNBQBBBBAgNBjHUAAAQQQCEaA0Aumq2koAggggAChxzqAAAIIIBCMAKEXTFfTUAQQQAABQo91AAEEEEAgGAFCL5iupqEIIIAAAoQe6wACCCCAQDAChF4wXU1DEUAAAQQIPdYBBBBAAIFgBAi9YLqahiKAAAIIEHqsAwgggAACwQgQesF0NQ1FAAEEECD0WAcQQAABBIIRIPSC6WoaigACCCBA6LEOIIAAAggEI0DoBdPVNBQBBBBAgNBjHUAAAQQQCEaA0Aumq2koAggggAChxzqAAAIIIBCMAKEXTFfTUAQQQAABQo91AAEEEEAgGAFCL5iupqEIIIAAAoQe6wACCCCAQDAChF4wXU1DEUAAAQQIPdYBBBBAAIFgBAi9YLqahiKAAAIIEHqsAwgggAACwQgQesF0NQ1FAAEEECD0WAcQQAABBIIRIPSC6WoaigACCCBA6LEOIIAAAggEI0DoBdPVNBQBBBBAgNBjHUAAAQQQCEaA0Aumq2koAggggAChxzqAAAIIIBCMAKEXTFfTUAQQQAABQo91AAEEEEAgGAFCL5iupqEIIIAAAoQe6wACCCCAQDAChF4wXU1DEUAAAQQIPdYBBBBAAIFgBAi9YLqahiKAAAIIEHqsAwgggAACwQhUMnaq6Nbm5uaK/um0bNky+d73vlfRVUjc8j7//HOpV69e4upFheITYJ2Izz6pS2ad+P+eWbNmjeTn55epm2IJvTLVNMvfdPrpp0teXl6Wt5LmlUaAdaI0WmHMyzpR/n5m82b5DSkBAQQQQCBDBAi9DOkoqokAAgggUH4BQq/8hl5KyMnJ8VIOhWSPAOtE9vSlr5awTpRfkn165TekBAQQQACBDBFgpJchHUU1EUAAAQTKL0Dold+QEhBAAAEEMkSA0MuQjqKaCCCAAALlF6hS/iIoAQEEEEDgUAm8//77sm/fPjnllFPkqKOOOlSLCaZcRnoxdfWGDRsKLHn//v0FHvMgTIFNmzbJli1bwmw8rT5AYMaMGXLTTTfJ0qVL5dNPPz3gdZ4ovQBHb5berNzv0BX4+9//vtx6663utm/fvlGZGn6HHcZ3kQgkoDvTpk2TgQMHSrNmzeSkk06SQYMGBdR6mlpY4I033pA+ffrIM888I2eccUbhl3lcRgE+XcsIV563HX300XLOOefIscceK//4xz+kV69e8q9//Uu2bdtG4JUHNoPfq9/oBw8eLPfee6/cc889snbtWtm1a1cGt4iql1dAN2vecsstLvC+/vprV1wMp0oubzMS935CL4Yuady4sbRv317mz58v+u3+kksukXHjxsmll14q7733nnz88ccx1IpFxiWwefNmtw70799ffvzjH8vevXvl1VdflTvuuENuvPHGqFp84EUUWX0n1c+rV6+OTqpcuXJl1+ZKlSq52w8//FB2796d1Q6HqnGE3qGSLabc1Ao9dOhQ0RVYz5quI75FixZJq1at3Lf9ESNGyI4dO4opgaezTeCYY46RF198UR588EFZuHChG+3pmTcGDBjgHl911VWuyakPvGxrP+0pKJDq55/85Ccyd+5c0RGfPqe7PlL7/mfNmuWuUFPwnTwqiQBHb5ZEyeM8uvKmgu/EE08U/XavK7UGXffu3d0oTy8xVL16dY9LpaikC+goX7/N/+AHP3BffDTwdHrttdfceqEHuNStWzfpzaB+HgXOPPNM6dChgzz77LOu1Hbt2rnbyZMny8SJE9164XFxwRTFgSwxdrVeS7Bjx45y8803y29/+9sYa8KikyKgmzV1P867774rtWvXlvHjx8uTTz4pL7/8stSoUSMp1aQeFSSgR2yOHTtWZs6cKXpZIf3JwpQpU9xf69atK6gW2bWYyvZosYHZ1aTMaY2O6PRPD1HXfXxVq1bNnMpT00MicPzxx8sJJ5wgqU2akyZNkjFjxkiTJk0OyfIoNNkCNWvWdJ8NJ598svvJQqNGjdyBTvqYqWwCjPTK5ubtXfrzhbvuukt0k0W1atW8lUtBmS3w0ksvyeWXXy4ffPCB29eb2a2h9ggkR4DQS0Bf7Ny5k8BLQD8krQqsF0nrEeqTDQKEXjb0Im1AAAEEECiRAD9ZKBETMyGAAAIIZIMAoZcNvUgbEEAAAQRKJEDolYiJmRBAAAEEskGA0MuGXqQNCCCAAAIlEiD0SsTETCEJrF+/Xnr27Cn6mzk9C4aeG/XNN9+UK664wjEsWLDAnTO1rCYTJkwQ/WGxXh9Nz8AyfPjwgxb1/PPPy5IlSw46Dy8igEDJBAi9kjkxVyACeoo4Pefh+eefLytXrnSniBsyZIg796GeCUOn8oTe9OnTZeTIkfLKK6/I4sWL3bkVa9WqdVDdigi91Fn8D1oRXkQgGwTsf3ImBBD4RsCe7smcd955B3jYM94be0Jws2fPHmPPjmLsmXTMaaedZuxJBYw9g4rZuHGje4+9wrWxI8ToceGCtGxdRlFTbm6usaeaMqeeeqqxP0w39qTj5j//+Y+pU6eOadasmVveihUrjP516dLFtG3b1thzM5qPPvrIFafP2/M1GjuKNPYSRcaev9U9b09SbOwVG1z99TWts06zZ8927+/WrZux54E19lR45tFHH3Wv6T/2EkfGBnT0mDsIZIOAnvyYCQEEvhEYNWqUue222w7wSIWevmDPh2ns+VKjeeyZ/KKwsOfIdIEVvVjojgbY1q1bCz37/w/tFTei5zW0HnvsMfe4d+/exl53MXrtggsuMMuXL3eP7Vn4TadOndx9e9JqYy846u4/8cQTUejZEarp3LmzsaM5YzfdutD+7LPPXOjZswCZVatWufdoG+3mVndfw7tFixYmvU7uBf5BIMMFuMpCNgzXaUOsAtdff727Dp4NS3ddxOuuu65M9dFrpN13331iQ1G+/PJLsaO5A8rR599++2258soro9fs6NPdf+edd0Q3hep09dVXu+vx6f233nrLnctTr+LQoEEDd5LzefPmSeq8js2bN9fZxI4m3ZUc9NRnGzZscPsbubKDo+GfLBIg9LKoM2lK+QX0moapfXclLU1PBq1hotc404sA//Wvfy32rVq+XkrKjtYOmOfaa691oWU3m8rTTz8tr7/++gHz6PXU9OoLul/Rx1T4ElZ9+vRxy9aDeTTMmRDINgEOZMm2HqU95RLQMNKRk92/FpWjF/hdt25d9Fgv8bN9+/bosd7RsLjmmmvcCCx1lesCM3zz4O6775Y777xTNFR00qukP/XUU+6+ltmwYUP56quvCgRn+vJ0dKYjM7u5073HbmlyF5rVB2eddZY899xz7nk9gXlqsvsR3TXZ7CZLdyVuPRJVr+pR1KQH8cyYMUN0JFjUSLOo9/AcApkkQOhlUm9R10MuoBf5nTp1qrt4q/5kQUdmGlR6dfvUZPehuZ8QtGnTJrrA52WXXeY2SX7bpk39+YNeL8/uY3Nl24NRZNu2ba7ohx56SPTCoeeee660bNkytTj384lHHnnEbW7UI0p1JKnXWNMRodbvhRdecPPqUaF6MWJ7IIzYg1okdVSoBpk+p/NrqA8bNqxAe6IF2TuHH364aPt69OjhLmqb/hr3EcgGAU44nQ29SBtiF8jLy5N+/frJnDlzYquLXpVBLzKqwa0jvb/97W9RIJa0Urr5VINYR5L2iM6Svo35EMgYAfbpZUxXUdGkCgwdOlTs0ZIFNknGUVfdV6ijSN3kqfv9xo0bV6pq6A/gu3bt6n6nSOCVio6ZM0iAkV4GdRZVzRyBhx9+ONrvlqq1HnFpf4qQesgtAgjEIEDoxYDOIhFAAAEE4hHgQJZ43FkqAggggEAMAoReDOgsEgEEEEAgHgFCLx53looAAgggEIMAoRcDOotEAAEEEIhHgNCLx52lIoAAAgjEIEDoxYDOIhFAAAEE4hEg9OJxZ6kIIIAAAjEIEHoxoLNIBBBAAIF4BAi9eNxZKgIIIIBADAKEXgzoLBIBBBBAIB4BQi8ed5aKAAIIIBCDwP8Bpr8SA/PLUNYAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "id": "033b88bf",
   "metadata": {},
   "source": [
    "![Cidade_Compra.png](attachment:Cidade_Compra.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "038c6648",
   "metadata": {},
   "source": [
    "### A categoria da cidade tem um impacto no comportamento de compra, por isso é necessário verificar se a quantidade de anos que o consumidor reside naquele cidade também carrega um impacto na compra."
   ]
  },
  {
   "attachments": {
    "AnosResidencia_Compra.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "67db70b3",
   "metadata": {},
   "source": [
    "![AnosResidencia_Compra.png](attachment:AnosResidencia_Compra.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d526965e",
   "metadata": {},
   "source": [
    "Observando os dados supracitados, é possível compreender que os consumidores que moram há 2 anos em uma cidade estão mais propensos a gastar em compras da Black Friday.\n",
    "\n",
    "É possível inferir que isso está ligado ao fato de que uma pessoa que reside há dois anos na cidade:\n",
    "- Está em uma situação mais confortável e estável financeiramente, e/ou\n",
    "- Definiu aquela cidade como sua moradia de longo prazo;\n",
    "\n",
    "Dessa forma, podendo fazer ajustes na decoração e/ou mobiliar sua casa e, por isso, as ofertas da Black Friday são uma enorme vantagem.\n",
    "\n",
    "\n",
    "Com base nos dados, a média de gastos para o período em que o cliente mora na cidade é bem equivalente entre os anos 2 - 4+."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfa08621",
   "metadata": {},
   "source": [
    "#### Analisar a categoria da cidade e os anos vividos nela também pode determinar o comportamento de compra do consumidor, já que não necessariamente uma pessoa residindo por 2 anos na cidade C terá o mesmo hábito de compras que uma pessoa morando há 2 anos nas cidades A & B.\n",
    "\n",
    "Observando os dados mais afundo, através dessas informações é possível verificar que a cidade de categoria C se mantém como a cidade com clientes que mais gastam e além disso, são também o grupo que mais gasta na análise de tempo de residência."
   ]
  }
 ],
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