Practica 6 (nueva) - Ejercicio 3.ipynb

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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A por ellos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-25T15:45:07.902157Z",
     "start_time": "2019-10-25T15:45:07.888Z"
    }
   },
   "outputs": [],
   "source": [
    "graduadis <- scan(\"./data/practica6/graduados.txt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Primero, observamos los datos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-25T15:45:08.022747Z",
     "start_time": "2019-10-25T15:45:07.891Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JIz9BiSd23ZYGGzg3YLPLXTP01DupXi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\nOPg/O3Rv3jD+i0EAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Normal Q-Q Plot”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "par(mfrow=c(2,2))\n",
    "\n",
    "hist(graduadis, prob=TRUE)\n",
    "\n",
    "boxplot(graduadis)\n",
    "\n",
    "qqnorm(graduadis)\n",
    "\n",
    "qqline(graduadis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-25T15:45:08.058562Z",
     "start_time": "2019-10-25T15:45:07.893Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "3,72066666666667"
      ],
      "text/latex": [
       "3,72066666666667"
      ],
      "text/markdown": [
       "3,72066666666667"
      ],
      "text/plain": [
       "[1] 3,720667"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "3,72"
      ],
      "text/latex": [
       "3,72"
      ],
      "text/markdown": [
       "3,72"
      ],
      "text/plain": [
       "[1] 3,72"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# a)\n",
    "\n",
    "# Media Muestral:\n",
    "mean(graduadis)\n",
    "\n",
    "# Mediana Muestral:\n",
    "median(graduadis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-25T15:45:08.132646Z",
     "start_time": "2019-10-25T15:45:07.896Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Desvío estándar:\"\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "0,145671650931324"
      ],
      "text/latex": [
       "0,145671650931324"
      ],
      "text/markdown": [
       "0,145671650931324"
      ],
      "text/plain": [
       "[1] 0,1456717"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Cuartiles:\"\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<dl class=dl-horizontal>\n",
       "\t<dt>0%</dt>\n",
       "\t\t<dd>3,46</dd>\n",
       "\t<dt>25%</dt>\n",
       "\t\t<dd>3,6275</dd>\n",
       "\t<dt>50%</dt>\n",
       "\t\t<dd>3,72</dd>\n",
       "\t<dt>75%</dt>\n",
       "\t\t<dd>3,8275</dd>\n",
       "\t<dt>100%</dt>\n",
       "\t\t<dd>3,96</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description*}\n",
       "\\item[0\\textbackslash{}\\%] 3,46\n",
       "\\item[25\\textbackslash{}\\%] 3,6275\n",
       "\\item[50\\textbackslash{}\\%] 3,72\n",
       "\\item[75\\textbackslash{}\\%] 3,8275\n",
       "\\item[100\\textbackslash{}\\%] 3,96\n",
       "\\end{description*}\n"
      ],
      "text/markdown": [
       "0%\n",
       ":   3,4625%\n",
       ":   3,627550%\n",
       ":   3,7275%\n",
       ":   3,8275100%\n",
       ":   3,96\n",
       "\n"
      ],
      "text/plain": [
       "    0%    25%    50%    75%   100% \n",
       "3,4600 3,6275 3,7200 3,8275 3,9600 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Distancia intercuartil (usando cmd IQR):\"\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "0,2"
      ],
      "text/latex": [
       "0,2"
      ],
      "text/markdown": [
       "0,2"
      ],
      "text/plain": [
       "[1] 0,2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Distancia intercuartil (como resta de cuartiles):\"\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "0,2"
      ],
      "text/latex": [
       "0,2"
      ],
      "text/markdown": [
       "0,2"
      ],
      "text/plain": [
       "[1] 0,2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# b)\n",
    "\n",
    "# Desvio estandar\n",
    "print(\"Desvío estándar:\")\n",
    "sd(graduadis)\n",
    "\n",
    "\n",
    "# Cuartiles\n",
    "print(\"Cuartiles:\")\n",
    "quantile(graduadis)\n",
    "\n",
    "# Distancia intercuartil\n",
    "print(\"Distancia intercuartil (usando cmd IQR):\")\n",
    "IQR(graduadis)\n",
    "\n",
    "# IQR a mano:\n",
    "print(\"Distancia intercuartil (como resta de cuartiles):\")\n",
    "quantile(graduadis, 0.75, names=FALSE) - quantile(graduadis, 0.25, names=FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-25T15:45:08.206550Z",
     "start_time": "2019-10-25T15:45:07.898Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EyEpIyQkomQlBFSMhGSMkJKJkJSRkjJ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",
      "text/plain": [
       "Plot with title “Histogram of graduadis”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# c)\n",
    "\n",
    "hist(graduadis, prob=TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-25T15:45:08.213944Z",
     "start_time": "2019-10-25T15:45:07.900Z"
    }
   },
   "outputs": [],
   "source": [
    "# d)\n",
    "# Muy filosofico\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "e) Los datos parecen tener distribución $Normal$ con media $\\mu = 3.7$ y varianza $\\sigma^2 = 0.15^2$, pues qqplot e histograma tienen forma de, y porque ésta práctica es sobre eso (podría ser ***t-Student*** o alguna otra parecida)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-25T15:45:08.231513Z",
     "start_time": "2019-10-25T15:45:07.902Z"
    }
   },
   "outputs": [],
   "source": [
    "# No se usar density. Defino mi propia densidad normal con juegos de azar y mujerzuelas\n",
    "densidad_normal <- function(x, mu=3.7, var=0.0225){\n",
    "    return ( 1/sqrt(2*pi*var) * exp( - (x-mu)**2 / (2*var) ) )\n",
    "}\n",
    "# Genero grilla de valores normales\n",
    "# Uso outer: Paso parametros x=a y mu=0 para cada a en seq(-3,3,0.1)\n",
    "gridNormal <- outer(seq(3.2, 4.2, 0.01), 3.7, densidad_normal)\n",
    "# Aumento la dimension del vector en 1\n",
    "gridNormal <- matrix(c(seq(3.2, 4.2, 0.01), gridNormal), ncol=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-25T15:45:09.648327Z",
     "start_time": "2019-10-25T15:45:09.579Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6n9XX+TbyGs3dTvkTrdW/MtRC72BsnzM3a1POc0QSr2rdQmu2jsxOwoF+upfd8U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\nKx+zGkLrQdpfOE/jToW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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(gridNormal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-25T15:45:41.715714Z",
     "start_time": "2019-10-25T15:45:41.652Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Q4iRCpYuZLS9Vpz10GkJDhzhmqxuki/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\nQCRVfs2bF5OHSNG5PWV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      "text/plain": [
       "Plot with title “Histogram of graduadis”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(graduadis, freq=FALSE, xlim = c(3, 4.5))\n",
    "#lines(density(graduadis), xlim = c(-3.3, 4.1))  # IQR = 0\n",
    "lines(gridNormal)  # IQR = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-25T01:25:44.252624Z",
     "start_time": "2019-10-25T01:25:43.576Z"
    }
   },
   "outputs": [],
   "source": [
    "#TODO: Aprender a usar density para no tener que reescribir la función de densidad de una gaussiana "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.0"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}