diff --git a/your-code/.ipynb_checkpoints/Proyect 4-checkpoint.ipynb b/your-code/.ipynb_checkpoints/Proyect 4-checkpoint.ipynb
new file mode 100644
index 0000000..832c006
--- /dev/null
+++ b/your-code/.ipynb_checkpoints/Proyect 4-checkpoint.ipynb	
@@ -0,0 +1,808 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# visualizing-real-world-data-project"
+   ]
+  },
+  {
+   "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"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Id</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Job</th>\n",
+       "      <th>House</th>\n",
+       "      <th>Wand</th>\n",
+       "      <th>Patronus</th>\n",
+       "      <th>Species</th>\n",
+       "      <th>Blood status</th>\n",
+       "      <th>Hair colour</th>\n",
+       "      <th>Eye colour</th>\n",
+       "      <th>Loyalty</th>\n",
+       "      <th>Skills</th>\n",
+       "      <th>Birth</th>\n",
+       "      <th>Death</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Harry James Potter</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Student</td>\n",
+       "      <td>Gryffindor</td>\n",
+       "      <td>11\"  Holly  phoenix feather</td>\n",
+       "      <td>Stag</td>\n",
+       "      <td>Human</td>\n",
+       "      <td>Half-blood</td>\n",
+       "      <td>Black</td>\n",
+       "      <td>Bright green</td>\n",
+       "      <td>Albus Dumbledore | Dumbledore's Army | Order o...</td>\n",
+       "      <td>Parseltongue| Defence Against the Dark Arts | ...</td>\n",
+       "      <td>1980</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Ronald Bilius Weasley</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Student</td>\n",
+       "      <td>Gryffindor</td>\n",
+       "      <td>12\" Ash unicorn tail hair</td>\n",
+       "      <td>Jack Russell terrier</td>\n",
+       "      <td>Human</td>\n",
+       "      <td>Pure-blood</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>Dumbledore's Army | Order of the Phoenix | Hog...</td>\n",
+       "      <td>Wizard chess | Quidditch goalkeeping</td>\n",
+       "      <td>1980</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Id                   Name Gender      Job       House  \\\n",
+       "0   1     Harry James Potter   Male  Student  Gryffindor   \n",
+       "1   2  Ronald Bilius Weasley   Male  Student  Gryffindor   \n",
+       "\n",
+       "                          Wand              Patronus Species Blood status  \\\n",
+       "0  11\"  Holly  phoenix feather                  Stag   Human   Half-blood   \n",
+       "1   12\" Ash unicorn tail hair   Jack Russell terrier   Human   Pure-blood   \n",
+       "\n",
+       "  Hair colour    Eye colour  \\\n",
+       "0       Black  Bright green   \n",
+       "1         Red          Blue   \n",
+       "\n",
+       "                                             Loyalty  \\\n",
+       "0  Albus Dumbledore | Dumbledore's Army | Order o...   \n",
+       "1  Dumbledore's Army | Order of the Phoenix | Hog...   \n",
+       "\n",
+       "                                              Skills Birth  Death  \n",
+       "0  Parseltongue| Defence Against the Dark Arts | ...  1980    NaN  \n",
+       "1               Wizard chess | Quidditch goalkeeping  1980    NaN  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp =pd.read_csv('../your-code/Characters_.csv',sep=\",\")\n",
+    "hp.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id                int64\n",
+       "Name             object\n",
+       "Gender           object\n",
+       "Job              object\n",
+       "House            object\n",
+       "Wand             object\n",
+       "Patronus         object\n",
+       "Species          object\n",
+       "Blood status     object\n",
+       "Hair colour      object\n",
+       "Eye colour       object\n",
+       "Loyalty          object\n",
+       "Skills           object\n",
+       "Birth            object\n",
+       "Death           float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp.size\n",
+    "hp.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id               0\n",
+       "Name             0\n",
+       "Gender           1\n",
+       "Job             18\n",
+       "House           37\n",
+       "Wand             6\n",
+       "Patronus         8\n",
+       "Species          0\n",
+       "Blood status    14\n",
+       "Hair colour     17\n",
+       "Eye colour      50\n",
+       "Loyalty         47\n",
+       "Skills          26\n",
+       "Birth           14\n",
+       "Death           97\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "null_cols = hp.isnull().sum()\n",
+    "null_cols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Half-blood     71\n",
+       "Pure-blood     34\n",
+       "Muggle-born     7\n",
+       "Muggle          4\n",
+       "Half-Giant      2\n",
+       "Part-Goblin     1\n",
+       "Squib           1\n",
+       "Name: Blood status, dtype: int64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp['Blood status'].value_counts()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp['Blood status']=hp['Blood status'].str.replace('Muggle-born or half-blood','Half-blood')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Pure-blood or Half-blood','Pure-blood or half-blood')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Muggle-born or half-blood','Muggle-born')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Half-blood or pure-blood','Half-blood')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Pure-blood or half-blood','Half-blood')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x227868c8cc0>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#hp['gender']=hp['Gender']\n",
+    "#hp=pd.get_dummies(hp, columns=['gender'])\n",
+    "hp.groupby('Blood status').sum().plot(kind='bar',y=['gender_Female','gender_Male'],figsize=(10,6))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2278683c6d8>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "hp.groupby('House').sum().plot(kind='bar',y=['gender_Female','gender_Male'],color=['orange','brown'],figsize=(10,6))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Aquì es donde concluì que mi muestra no era representativa"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Male      87\n",
+       "Female    46\n",
+       "Name: Gender, dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp['Gender'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "La base no corresponde a una muestra poblacional :("
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Gryffindor                      36\n",
+       "Slytherin                       28\n",
+       "Ravenclaw                       18\n",
+       "Hufflepuff                      13\n",
+       "Durmstrang Institute             1\n",
+       "Beauxbatons Academy of Magic     1\n",
+       "Name: House, dtype: int64"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp['House'].value_counts()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp['loyal']=hp['Loyalty']\n",
+    "hp['loyalty']=hp['Loyalty']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp['loyalty'] = pd.np.where(hp.loyal.str.contains(\"Dumbledore\"),\"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Phoenix\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Hogwarts\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Order\"), \"Good\",\"Evil\"))))\n",
+    "hp['loyal'] = pd.np.where(hp.loyal.str.contains(\"Dumbledore\"),\"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Phoenix\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Hogwarts\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Order\"), \"Good\",\"Evil\"))))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp=pd.get_dummies(hp, columns=['loyal'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786932080>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "hp.groupby('loyalty').sum().plot(kind='bar',y=['gender_Male','gender_Female'],color=['darkslateblue', 'lightsteelblue','brown','darkorange'],edgecolor='black',figsize=(10,6))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from wordcloud import WordCloud, STOPWORDS\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "frases=pd.read_csv('../your-code/Harry Potter_3.csv',sep=\",\")\n",
+    "#hp['Blood status'] .value_counts().plot(kind='pie',startangle=90, shadow=False, legend = False, fontsize=8,figsize=(10,5))\n",
+    "#hp.Species.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "harry=frases[frases.CHARACTER=='HARRY']\n",
+    "harry_=harry['SENTENCE']\n",
+    "harry_frases=[]\n",
+    "for frase_harry in harry_ :\n",
+    "    harry_frases.append(frase_harry)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Aquì intentè hacer el wordcloud con la lista de strings que obtuve arriba pero no lo logrè\n",
+    "\n",
+    "wordcloud = WordCloud(width=4000, \n",
+    "                      height=4000, \n",
+    "                      background_color='black', \n",
+    "                      stopwords=STOPWORDS\n",
+    "                     ).generate(harry_frases)\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "\n",
+    "plt.imshow(wordcloud, interpolation='bilinear')\n",
+    "plt.axis('off')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786c0f828>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Gryf= hp[hp.House == 'Gryffindor']\n",
+    "Gryf['Blood status'].value_counts().plot(kind='bar',color=['brown','orange'])\n",
+    "#https://matplotlib.org/3.1.0/gallery/color/named_colors.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786cf65c0>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Slyth= hp[hp.House == 'Slytherin']\n",
+    "Slyth['Blood status'].value_counts().plot(kind='bar',color=['navy','seagreen'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786d4ceb8>"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Raven= hp[hp.House == 'Ravenclaw']\n",
+    "Raven['Blood status'].value_counts().plot(kind='bar',color=['royalblue','gold'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786cd3cc0>"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Huff= hp[hp.House == 'Hufflepuff']\n",
+    "Huff['Blood status'].value_counts().plot(kind='bar',color=['goldenrod','dimgrey'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2278746f128>"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(13, 6))\n",
+    "seaborn.distplot(hp['Death'].dropna(), kde=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786c8c908>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(13, 6))\n",
+    "seaborn.countplot(x = 'Death', data=hp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Student                                                                                                 51\n",
+       "Advance Guard                                                                                            3\n",
+       "Auror                                                                                                    3\n",
+       "Professor of Divination                                                                                  2\n",
+       "Professor of Muggle Studies                                                                              2\n",
+       "Professor of Potions                                                                                     1\n",
+       "Headmaster of Durmstrang Institute                                                                       1\n",
+       "Founder of Gryffindor                                                                                    1\n",
+       "Professor of Herbology | Head of Hufflepuff House                                                        1\n",
+       "Professor of Dark Arts                                                                                   1\n",
+       "Dealer of wizarding artifacts                                                                            1\n",
+       "Professor of History of Magic                                                                            1\n",
+       "Caretaker of Hogwarts                                                                                    1\n",
+       "Curse-Breaker for Gringotts Bank                                                                         1\n",
+       "Matron at Hogwarts School                                                                                1\n",
+       "Student|Prefect|  Personal assistant to Barty Crouch Snr                                                 1\n",
+       "Ravenclaw House Ghost                                                                                    1\n",
+       "Wandmaker                                                                                                1\n",
+       "Employee of the Department for the Regulation and Control of Magical Creatures[                          1\n",
+       "Professor of Potions | Head of Slytherin                                                                 1\n",
+       "Seeker for the Bulgarian National Quidditch team                                                         1\n",
+       "Auror  | Minister for Magic                                                                              1\n",
+       "Flying Instructor at Hogwarts                                                                            1\n",
+       "Professor of Defence Against the Dark Arts | Department of Magical Law Enforcement                       1\n",
+       "Head of the Misuse of Muggle Artefacts Office                                                            1\n",
+       "Auror                                                                                                    1\n",
+       "Unspeakable                                                                                              1\n",
+       "Defence Against the Dark Arts(1991-1992)                                                                 1\n",
+       "Founder of Ravenclaw                                                                                     1\n",
+       "Founder of Hufflepuff                                                                                    1\n",
+       "Headmaster                                                                                               1\n",
+       "Head of the Department of International Magical Cooperation                                              1\n",
+       "Professor of Arithmancyat Hogwarts                                                                       1\n",
+       "Astronomer at Hogwarts                                                                                   1\n",
+       "Executioner for the Committee for the Disposal of Dangerous Creatures                                    1\n",
+       "Professor of Transfiguration | Head of Gryffindor                                                        1\n",
+       "School Governor                                                                                          1\n",
+       "Founder of Slytherin                                                                                     1\n",
+       "Substitute professor of Care of Magical Creatures at Hogwarts                                            1\n",
+       "Director at Grunnings                                                                                    1\n",
+       "Headmistress of Beauxbatons Academy of Magic                                                             1\n",
+       "Dog breeder                                                                                              1\n",
+       "Death Eater                                                                                              1\n",
+       "Professor of Defence Against the Dark Arts (as Alastor Moody)                                            1\n",
+       "Head of the Department of Magical Law Enforcement                                                        1\n",
+       "Keeper of Keys and Grounds | Professor of Care of Magical Creatures                                      1\n",
+       "Professor of Charms | Head of Ravenclaw                                                                  1\n",
+       "Slytherin House Ghost                                                                                    1\n",
+       "Special Advisor to the Wizengamot                                                                        1\n",
+       "Owner and Barman of the Hog's Head Inn                                                                   1\n",
+       "Head of Auror Office| Minister for Magic                                                                 1\n",
+       "Defence Against the Dark Arts(1992-1993)                                                                 1\n",
+       "Dragonologist                                                                                            1\n",
+       "Revolutionary leader(c. 1920s[6]   1945)                                                                 1\n",
+       "Hufflepuff House Ghost                                                                                   1\n",
+       "Employee in the Beast Division of the Department for the Regulation and Control of Magical Creatures     1\n",
+       "The Servant of Lord Voldemort                                                                            1\n",
+       "Professor of Defence Against the Dark Arts                                                               1\n",
+       "Minister for Magic                                                                                       1\n",
+       "Librarian at Hogwarts                                                                                    1\n",
+       "Name: Job, dtype: int64"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp['Job'].value_counts()"
+   ]
+  },
+  {
+   "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": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-code/.ipynb_checkpoints/Proyecto4-checkpoint.ipynb b/your-code/.ipynb_checkpoints/Proyecto4-checkpoint.ipynb
new file mode 100644
index 0000000..979be5a
--- /dev/null
+++ b/your-code/.ipynb_checkpoints/Proyecto4-checkpoint.ipynb
@@ -0,0 +1,688 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# visualizing-real-world-data-project"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "[Errno 2] File b'Proyecto4/Characters_.csv' does not exist: b'Proyecto4/Characters_.csv'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-4-df4abfd8fc86>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mhp\u001b[0m \u001b[1;33m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Proyecto4/Characters_.csv'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msep\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\",\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mhp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, delim_whitespace, low_memory, memory_map, float_precision)\u001b[0m\n\u001b[0;32m    700\u001b[0m                     skip_blank_lines=skip_blank_lines)\n\u001b[0;32m    701\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 702\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    703\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    704\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    427\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    428\u001b[0m     \u001b[1;31m# Create the parser.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 429\u001b[1;33m     \u001b[0mparser\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    430\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    431\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m    893\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'has_index_names'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'has_index_names'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    894\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 895\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    896\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    897\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[1;34m(self, engine)\u001b[0m\n\u001b[0;32m   1120\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'c'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1121\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'c'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1122\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mCParserWrapper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1123\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1124\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'python'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, src, **kwds)\u001b[0m\n\u001b[0;32m   1851\u001b[0m         \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'usecols'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0musecols\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1852\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1853\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1854\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munnamed_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reader\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munnamed_cols\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1855\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] File b'Proyecto4/Characters_.csv' does not exist: b'Proyecto4/Characters_.csv'"
+     ]
+    }
+   ],
+   "source": [
+    "hp =pd.read_csv('Proyecto4/Characters_.csv',sep=\",\")\n",
+    "hp.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp.size\n",
+    "hp.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id               0\n",
+       "Name             0\n",
+       "Gender           1\n",
+       "Job             18\n",
+       "House           37\n",
+       "Wand             6\n",
+       "Patronus         8\n",
+       "Species          0\n",
+       "Blood status    14\n",
+       "Hair colour     17\n",
+       "Eye colour      50\n",
+       "Loyalty         47\n",
+       "Skills          26\n",
+       "Birth           14\n",
+       "Death           97\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "null_cols = hp.isnull().sum()\n",
+    "null_cols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Half-blood     71\n",
+       "Pure-blood     34\n",
+       "Muggle-born     7\n",
+       "Muggle          4\n",
+       "Half-Giant      2\n",
+       "Part-Goblin     1\n",
+       "Squib           1\n",
+       "Name: Blood status, dtype: int64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp['Blood status'].value_counts()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp['Blood status']=hp['Blood status'].str.replace('Muggle-born or half-blood','Half-blood')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Pure-blood or Half-blood','Pure-blood or half-blood')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Muggle-born or half-blood','Muggle-born')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Half-blood or pure-blood','Half-blood')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Pure-blood or half-blood','Half-blood')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x227868c8cc0>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#hp['gender']=hp['Gender']\n",
+    "#hp=pd.get_dummies(hp, columns=['gender'])\n",
+    "hp.groupby('Blood status').sum().plot(kind='bar',y=['gender_Female','gender_Male'],figsize=(10,6))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2278683c6d8>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "hp.groupby('House').sum().plot(kind='bar',y=['gender_Female','gender_Male'],color=['orange','brown'],figsize=(10,6))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Aquì es donde concluì que mi muestra no era representativa"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'hp' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-5-30c918c2ea94>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mhp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Gender'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'hp' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "hp['Gender'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Gryffindor                      36\n",
+       "Slytherin                       28\n",
+       "Ravenclaw                       18\n",
+       "Hufflepuff                      13\n",
+       "Durmstrang Institute             1\n",
+       "Beauxbatons Academy of Magic     1\n",
+       "Name: House, dtype: int64"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp['House'].value_counts()\n",
+    "#La base no corresponde a una muestra poblacional :("
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp['loyal']=hp['Loyalty']\n",
+    "hp['loyalty']=hp['Loyalty']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp['loyalty'] = pd.np.where(hp.loyal.str.contains(\"Dumbledore\"),\"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Phoenix\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Hogwarts\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Order\"), \"Good\",\"Evil\"))))\n",
+    "hp['loyal'] = pd.np.where(hp.loyal.str.contains(\"Dumbledore\"),\"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Phoenix\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Hogwarts\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Order\"), \"Good\",\"Evil\"))))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp=pd.get_dummies(hp, columns=['loyal'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786932080>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "hp.groupby('loyalty').sum().plot(kind='bar',y=['gender_Male','gender_Female'],color=['darkslateblue', 'lightsteelblue','brown','darkorange'],edgecolor='black',figsize=(10,6))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from wordcloud import WordCloud, STOPWORDS\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "frases=pd.read_csv('Proyecto4/Harry Potter_3.csv',sep=\",\")\n",
+    "#hp['Blood status'] .value_counts().plot(kind='pie',startangle=90, shadow=False, legend = False, fontsize=8,figsize=(10,5))\n",
+    "#hp.Species.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "harry=frases[frases.CHARACTER=='HARRY']\n",
+    "harry_=harry['SENTENCE']\n",
+    "harry_frases=[]\n",
+    "for frase_harry in harry_ :\n",
+    "    harry_frases.append(frase_harry)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Aquì intentè hacer el wordcloud con la lista de strings que obtuve arriba pero no lo logrè\n",
+    "\n",
+    "wordcloud = WordCloud(width=4000, \n",
+    "                      height=4000, \n",
+    "                      background_color='black', \n",
+    "                      stopwords=STOPWORDS\n",
+    "                     ).generate(harry_frases)\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "\n",
+    "plt.imshow(wordcloud, interpolation='bilinear')\n",
+    "plt.axis('off')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786c0f828>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Gryf= hp[hp.House == 'Gryffindor']\n",
+    "Gryf['Blood status'].value_counts().plot(kind='bar',color=['brown','orange'])\n",
+    "#https://matplotlib.org/3.1.0/gallery/color/named_colors.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786cf65c0>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Slyth= hp[hp.House == 'Slytherin']\n",
+    "Slyth['Blood status'].value_counts().plot(kind='bar',color=['navy','seagreen'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786d4ceb8>"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Raven= hp[hp.House == 'Ravenclaw']\n",
+    "Raven['Blood status'].value_counts().plot(kind='bar',color=['royalblue','gold'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786cd3cc0>"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Huff= hp[hp.House == 'Hufflepuff']\n",
+    "Huff['Blood status'].value_counts().plot(kind='bar',color=['goldenrod','dimgrey'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2278746f128>"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(13, 6))\n",
+    "seaborn.distplot(hp['Death'].dropna(), kde=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786c8c908>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(13, 6))\n",
+    "seaborn.countplot(x = 'Death', data=hp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Student                                                                                                 51\n",
+       "Advance Guard                                                                                            3\n",
+       "Auror                                                                                                    3\n",
+       "Professor of Divination                                                                                  2\n",
+       "Professor of Muggle Studies                                                                              2\n",
+       "Professor of Potions                                                                                     1\n",
+       "Headmaster of Durmstrang Institute                                                                       1\n",
+       "Founder of Gryffindor                                                                                    1\n",
+       "Professor of Herbology | Head of Hufflepuff House                                                        1\n",
+       "Professor of Dark Arts                                                                                   1\n",
+       "Dealer of wizarding artifacts                                                                            1\n",
+       "Professor of History of Magic                                                                            1\n",
+       "Caretaker of Hogwarts                                                                                    1\n",
+       "Curse-Breaker for Gringotts Bank                                                                         1\n",
+       "Matron at Hogwarts School                                                                                1\n",
+       "Student|Prefect|  Personal assistant to Barty Crouch Snr                                                 1\n",
+       "Ravenclaw House Ghost                                                                                    1\n",
+       "Wandmaker                                                                                                1\n",
+       "Employee of the Department for the Regulation and Control of Magical Creatures[                          1\n",
+       "Professor of Potions | Head of Slytherin                                                                 1\n",
+       "Seeker for the Bulgarian National Quidditch team                                                         1\n",
+       "Auror  | Minister for Magic                                                                              1\n",
+       "Flying Instructor at Hogwarts                                                                            1\n",
+       "Professor of Defence Against the Dark Arts | Department of Magical Law Enforcement                       1\n",
+       "Head of the Misuse of Muggle Artefacts Office                                                            1\n",
+       "Auror                                                                                                    1\n",
+       "Unspeakable                                                                                              1\n",
+       "Defence Against the Dark Arts(1991-1992)                                                                 1\n",
+       "Founder of Ravenclaw                                                                                     1\n",
+       "Founder of Hufflepuff                                                                                    1\n",
+       "Headmaster                                                                                               1\n",
+       "Head of the Department of International Magical Cooperation                                              1\n",
+       "Professor of Arithmancyat Hogwarts                                                                       1\n",
+       "Astronomer at Hogwarts                                                                                   1\n",
+       "Executioner for the Committee for the Disposal of Dangerous Creatures                                    1\n",
+       "Professor of Transfiguration | Head of Gryffindor                                                        1\n",
+       "School Governor                                                                                          1\n",
+       "Founder of Slytherin                                                                                     1\n",
+       "Substitute professor of Care of Magical Creatures at Hogwarts                                            1\n",
+       "Director at Grunnings                                                                                    1\n",
+       "Headmistress of Beauxbatons Academy of Magic                                                             1\n",
+       "Dog breeder                                                                                              1\n",
+       "Death Eater                                                                                              1\n",
+       "Professor of Defence Against the Dark Arts (as Alastor Moody)                                            1\n",
+       "Head of the Department of Magical Law Enforcement                                                        1\n",
+       "Keeper of Keys and Grounds | Professor of Care of Magical Creatures                                      1\n",
+       "Professor of Charms | Head of Ravenclaw                                                                  1\n",
+       "Slytherin House Ghost                                                                                    1\n",
+       "Special Advisor to the Wizengamot                                                                        1\n",
+       "Owner and Barman of the Hog's Head Inn                                                                   1\n",
+       "Head of Auror Office| Minister for Magic                                                                 1\n",
+       "Defence Against the Dark Arts(1992-1993)                                                                 1\n",
+       "Dragonologist                                                                                            1\n",
+       "Revolutionary leader(c. 1920s[6]   1945)                                                                 1\n",
+       "Hufflepuff House Ghost                                                                                   1\n",
+       "Employee in the Beast Division of the Department for the Regulation and Control of Magical Creatures     1\n",
+       "The Servant of Lord Voldemort                                                                            1\n",
+       "Professor of Defence Against the Dark Arts                                                               1\n",
+       "Minister for Magic                                                                                       1\n",
+       "Librarian at Hogwarts                                                                                    1\n",
+       "Name: Job, dtype: int64"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp['Job'].value_counts()"
+   ]
+  },
+  {
+   "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": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-code/Characters_.csv b/your-code/Characters_.csv
new file mode 100644
index 0000000..d655e89
--- /dev/null
+++ b/your-code/Characters_.csv
@@ -0,0 +1,135 @@
+Id,Name,Gender,Job,House,Wand,Patronus,Species,Blood status,Hair colour,Eye colour,Loyalty,Skills,Birth,Death
+1,Harry James Potter,Male,Student,Gryffindor,"11""  Holly  phoenix feather",Stag,Human,Half-blood,Black,Bright green,Albus Dumbledore | Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry,Parseltongue| Defence Against the Dark Arts | Seeker,1980,
+2,Ronald Bilius Weasley,Male,Student,Gryffindor,"12"" Ash unicorn tail hair ",Jack Russell terrier,Human,Pure-blood,Red,Blue,Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry,Wizard chess | Quidditch goalkeeping,1980,
+3,Hermione Jean Granger,Female,Student,Gryffindor,"10 ""  vine wood dragon heartstring",Otter,Human,Muggle-born,Brown,Brown,Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry,Almost everything,1979,
+4,Albus Percival Wulfric Brian Dumbledore,Male,Headmaster,Gryffindor,"15"" Elder Thestral tail hair core",Phoenix,Human,Half-blood,Silver| formerly auburn,Blue,Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry,Considered by many to be one of the most powerful wizards of his time,1880,1997
+5,Rubeus Hagrid,Male,Keeper of Keys and Grounds | Professor of Care of Magical Creatures ,Gryffindor,"16""  Oak unknown core",None,Half-Human/Half-Giant,Half-Giant,Black,Black,Albus Dumbledore | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry,Resistant to stunning spells| above average strength | crossbowmanship,20-Jul-05,
+6,Neville Longbottom,Male,Student,Gryffindor,"13"" Cherry unicorn hair",Non-corporeal,Human,Pure-blood,Blond,,Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry,Herbology,1980,
+7,Fred Weasley,Male,Student,Gryffindor,Unknown,Unknown,Human,Pure-blood,Red,Brown,Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry,Beater,1978,1998
+8,George Weasley,Male,Student,Gryffindor,Unknown,Unknown,Human,Pure-blood,Red,Brown,Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry,Beater,1978,
+9,Ginevra (Ginny) Molly Weasley,Female,Student,Gryffindor,Unknown,Horse,Human,Pure-blood,Red,Bright brown,Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry,Chaser| Bat-Bogey hex,1981,
+10,Dean Thomas,Male,Student,Gryffindor,Unknown,Unknown,Human,Muggle-born,Black,Brown,Dumbledore's Army | Hogwarts School of Witchcraft and Wizardry,Chaser,1980,
+11,Seamus Finnigan,Male,Student,Gryffindor,Unknown,Fox,Human,Half-blood,Sandy,,Dumbledore's Army | Hogwarts School of Witchcraft and Wizardry,Pyrotechnics,1980,
+12,Lily J. Potter,Female,,Gryffindor,"10 ""  Willow  unknown core",Doe,Human,Muggle-born,Auburn,Bright green,Order of the Phoenix,,"30 January, 1960 ",1981
+13,James Potter,Male,,Gryffindor,"11""  Mahogany  unknown core",Stag,Human,Pure-blood,Black,Hazel,Order of the Phoenix,Animagus| Seeker,1960,1981
+14,Sirius Black,Male,,Gryffindor,Unknown,Unknown,Human,Pure-blood,Black,Grey,Order of the Phoenix,Animagus| nonverbal magic| Charms,1959,1996
+15,Remus John Lupin,Male,Professor of Defence Against the Dark Arts ,Gryffindor,"10 "" Cypress unicorn hair",Wolf,Werewolf,Half-blood,Light brown flecked with grey,Green,Order of the Phoenix,Exceptionally gifted in Defence Against the Dark Arts,1960,1988
+16,Peter Pettigrew,Male,The Servant of Lord Voldemort,Gryffindor,"9 "" Chestnut dragon heartstring",None,Human,Half-blood or pure-blood,Colourless and balding,Blue,Lord Voldemort| Death Eaters,Animagus,1 September 1959- 31 August 1960,1998
+17,Percy Ignatius Weasley,Male,Student|Prefect|  Personal assistant to Barty Crouch Snr ,Gryffindor,Unknown,Unknown,Human,Pure-blood,Red,Blue,Order of the Phoenix| Hogwarts School of Witchcraft and Wizardry |British Ministry of Magic,Intelligent| hard-working| a model student,1976,
+18,(Bill) William Arthur Weasley,Male,Curse-Breaker for Gringotts Bank,Gryffindor,Unknown,Unknown,Human(Werewolf traits),Pure-blood,Red,Blue,Order of the Phoenix,Highly skilled curse-breaker for Gringotts Wizarding Bank| very intelligent| past Hogwarts Head Boy,1970,
+19,Charles Weasley,Male,Dragonologist,Gryffindor,"12""  Ash unicorn tail hair",Unknown,Human,Pure-blood,Red,Grey,Order of the Phoenix | Gringotts Wizarding Bank,Highly skilled dragon trainer| one-time Gryffindor Seeker,1970,
+20,Lee Jordan ,Male,Student,Gryffindor,Unknown,Unknown,Human,Pure-blood or half-blood,Black,Brown,Dumbledore's Army | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry,Quidditch commentary | broadcasting, 1 September 1977- 31 August 1978,
+21,Oliver Wood,Male,Student,Gryffindor,Unknown,Unknown,Human,Pure-blood or Half-blood,,,Hogwarts School of Witchcraft and Wizardry,Keeper|  Captain of the Gryffindor Quidditch team, October 1975 - 31 August 1976,
+23,Katie Bell,Female,Student,Gryffindor,Unknown,Unknown,Human,Pure-blood or half-blood,Brown,Brown,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Chaser, 1 September 1978- 31 August 1979,
+24,Alicia Spinnet,Female,Student,Gryffindor,Unknown,Unknown,Human,Pure-blood or half-blood,Brown,Brown,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Chaser,1 September 1977- 31 August 1978,
+25,Lavender Brown,Female,Student,Gryffindor,Unknown,Unknown,Human,Pure-blood,Blond,Blue,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Divination, 1 September 1979- 31 August 1980,1998
+26,Parvati Patil,Female,Student,Gryffindor,Unknown,Unknown,Human,Pure-blood or half-blood,Dark,Dark,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Divination, 1 September 1979- 21 April 1980,
+27,Romilda Vane,Female,Student,Gryffindor,Unknown,Unknown,Human,Pure-blood or half-blood,Black,Dark,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Spiking Chocolate Cauldrons with love potion, 1 September 1981- 31 August 1982,
+28,Colin Creevey,Male,Student,Gryffindor,Unknown,Unknown,Human,Muggle-born,Mousy,,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Photography, 3 May - 31 August 1981,1998
+29,Cormac McLaggen,Male,Student,Gryffindor,Unknown,Unknown,Human,Pure-blood or half-blood,Blond,,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Quidditch Keeper, 1 September 1978- 31 August 1979,1979
+30,Minerva McGonagall,Female,Professor of Transfiguration | Head of Gryffindor,Gryffindor,"9 "" Fir dragon heartstring",Cat,Human,Half-blood,Black,Green,Albus Dumbledore | Order of the Phoenix | Hogwarts School of Witchcraft and Wizardry,Animagus ,11-Jul,
+31,Molly Weasley,Female,,Gryffindor,Unknown,Unknown,Human,Pure-blood,Red,Bright brown,Order of the Phoenix,Household spells| healing magic,1949,
+32,Arthur Weasley,Male,Head of the Misuse of Muggle Artefacts Office,Gryffindor,Unknown,Weasel,Human,Pure-blood,Red,Green,Order of the Phoenix| British Ministry of Magic,Muggle world works,"6 February, 1950",
+33,Quirinus Quirrell,Male,Defence Against the Dark Arts(1991-1992),Ravenclaw,"9"" Alder unicorn hair bendy",Non-corporeal,Human,Half-blood,,,Lord Voldemort,Learned in the theory of Defensive Magic| less adept in the practise,1970,1992
+34,Cho Chang,Female,Student,Ravenclaw,Unknown,Swan,Human,Pure-blood or half-blood,Black,Dark,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Seeker,1979,
+35,Luna Lovegood,Female,Student,Ravenclaw,Unknown,Hare,Human,Pure-blood or half-blood,Dirty-blonde,Pale silvery,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Spotting Nargles,1981,
+36,Gilderoy Lockhart,Male,Defence Against the Dark Arts(1992-1993),Ravenclaw,"9"" Cherry dragon heartstring",Non-corporeal,Human,Half-blood,Blond,Blue,,,17-May-05,
+37,Filius Flitwick,Male,Professor of Charms | Head of Ravenclaw,Ravenclaw,Unknown,Non-corporeal,Human(goblin ancestry),Part-Goblin,White,,,Charms,1958,
+38,Sybill Patricia Trelawney,Female,Professor of Divination,Ravenclaw,9    hazel unicorn hair core,Non-corporeal,Human,Half-blood,,,,"A Seer, though the gift is unpredictable and unconscious",1962,
+39,Garrick Ollivander,Male,Wandmaker,Ravenclaw,"12 "" Hornbeam dragon heartstring",Non-corporeal,Human,Half-blood,,Silvery,,An incomparable understanding of wandcraft,1908,
+40,Myrtle Elizabeth Warren (Moaning Myrtle),Female,Student,Ravenclaw,Unknown,Unknown,Ghost,Muggle-born,,,,,1929,1943
+41,Padma Patil,Female,Student,Ravenclaw,Unknown,Non-corporeal,Human,Pure-blood or half-blood,Dark,Dark,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Prefect,1980,
+42,Michael Corner,Male,Student,Ravenclaw,Unknown,Squirrel,Human,Half-blood,Black,Brown,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Potions,1980,
+43,Marietta Edgecombe,Female,Student,Ravenclaw,Unknown,Unknown,Human,Pure-blood or half-blood,Reddish-blonde,Grey,,Covering up the spots that blight her face after betraying Dumbledore's Army,1979,
+44,Terry Boot,Male,Student,Ravenclaw,Unknown,Unknown,Human,Pure-blood or half-blood,,,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,"Potions, also knowledgable about Charms",1 September 1979- 21 April 1980,
+45,Anthony Goldstein,Male,Student,Ravenclaw,Unknown,Non-corporeal,Human,Half-blood,Blonde,Grey,Dumbledore's Army |Hogwarts School of Witchcraft and Wizardry,Prefect, 1 September 1979- 31 August 1980,
+46,Severus Snape,Male,Professor of Potions | Head of Slytherin,Slytherin,Unknown,Doe,Human,Half-blood,Black,Black,,Extremely skilled at potions and Occlumency,9-Jan-60,1998
+47,Draco Malfoy,Male,Student,Slytherin,"10"" Hawthorn unicorn hair",Unknown,Human,Pure-blood,White-blond,Grey,,"Prefect, Seeker","5 June, 1980",
+48,Vincent Crabbe,Male,Student,Slytherin,Unknown,Unknown,Human,Pure-blood,Black,Black,,Beater,c. 1979-1980,1998
+49,Gregory Goyle,Male,Student,Slytherin,Unknown,Unknown,Human,Pure-blood,Brown,,,Beater,1 September 1979-31 August 1980,
+50,Bellatrix Lestrange,Female,,Slytherin,"12 "" Walnut dragon heartstring",,Human,Pure-blood,Black,,Lord Voldemort  | Death Eaters,She is a duellist of great skill and an experienced Occlumens,1951,1998
+51,Dolores Jane Umbridge,Female,Professor of Defence Against the Dark Arts | Department of Magical Law Enforcement,Slytherin,"8"" Birch dragon heartstring",Cat,Human,Half-blood,Iron grey,,Ministry of Magic,Her punishment quill is of her own invention,26-Aug,
+52,Horace Eugene Flaccus Slughorn,,Professor of Potions ,Slytherin,"10 "" Cedar dragon heartstring fairly flexible",Non-corporeal,Human,Pure-blood or half-blood,Bald,Gooseberry,,"Accomplished Occlumens, expert Potioneer, advanced self-transfiguration",28-Apr,
+53,Lucius Malfoy,Male,School Governor,Slytherin,Elm and dragon heartstring,Unknown,Human,Pure-blood,White-blond,Grey,Lord Voldemort  | Death Eaters,Skilled duellist and potioneer,c. 1954,
+54,Narcissa Malfoy,Female,,Slytherin,Unknown,Unknown,Human,Pure-blood,Blonde,Blue,Lord Voldemort  | Death Eaters,,1955,
+55,Regulus Arcturus Black,Male,,Slytherin,Unknown,Non-corporeal,Human,Pure-blood,Black,,,Seeker,1961,1979
+56,Pansy Parkinson,Female,Student,Slytherin,Unknown,Unknown,Human,Pure-blood or half-blood,,,,Prefect,1980,
+57,Blaise Zabini,Male,Student,Slytherin,Unknown,Unknown,Human,Pure-blood or half-blood,Black,Brown,,Chaser,1980,
+58,Tom Marvolo Riddle,Male,Student,Slytherin,"13 "" Yew phoenix feather core",Unknown,Human,Half-blood,Bald,Scarlet ,,"Dark Lord, Outstanding manipulation, Parseltongue, Heir of Slytherin, Dark magic, Inferi creation and control",,1998
+59,Theodore Nott,Male,Student,Slytherin,Unknown,Unknown,Human,Pure-blood,Brown,,,,"1 September, 1979   21 April, 1980",
+60,Rodolphus Lestrange,Male,,Slytherin,Unknown,Unknown,Human,Pure-blood,Dark,Dark,Lord Voldemort  | Death Eaters,,1964,
+61,Millicent Bulstrode,Female,Student,Slytherin,Unknown,Unknown,Human,Half-blood,Black,,,,1 September 1979- 31 August 1980 ,
+62,Graham Montague,Male,Student,Slytherin,Unknown,Unknown,Human,Pure-blood or half-blood,Brown,Brown,,"Quidditch captain, Chaser",In or prior to c.1981,
+63,Bloody Baron,Male,Slytherin House Ghost,Slytherin,Unknown,Unknown,Ghost,Pure-blood or half-blood,,,,Controlling Peeves,982,1978
+64,Marcus Flint,Male,Student,Slytherin,Unknown,Unknown,Human,Pure-blood or half-blood,Black,,,"Chaser, Captain",1976,
+65,Penelope Clearwater,Female,Student,Ravenclaw,Unknown,Non-corporeal,Human,Muggle-born or half-blood,Blonde,,,Prefect,1976,
+66,Roger Davies,Male,Student,Ravenclaw,Unknown,Unknown,Human,,Dark,Dark,,"Quidditch Captain, Chaser",1976,
+67,Marcus Belby,Male,Student,Ravenclaw,Unknown,Unknown,Human,Pure-blood or half-blood,Brown,Dark,,,1976,
+68,Salazar Slytherin,Male,Founder of Slytherin,Slytherin,"snakewood, Basilisk horn",Unknown,Human,Pure-blood,Grey,Dark,,Accomplished Legilimens and one of the first recorded Parselmouths,976,
+69,Godric Gryffindor,Male,Founder of Gryffindor,Gryffindor,Unknown,Unknown,Human,Pure-blood or half-blood,Red,Green,,The most accomplished duellist of his time,976,
+70,Rowena Ravenclaw,Female,Founder of Ravenclaw,Ravenclaw,Unknown,Unknown,Human,Pure-blood or half-blood,Black,Dark,,"Extremely skilled witch, known for her intelligence and wisdom",976,
+72,Cuthbert Binns,Male,Professor of History of Magic ,,Unknown,Unknown,Ghost,,White (balding),Black,,Boring a class with facts that might be interesting if anyone else was giving the lesson,,1970
+73,Barty Crouch Jr.,Male,Professor of Defence Against the Dark Arts (as Alastor Moody) ,,Unknown,Unknown,Human,Pure-blood or half-blood,Straw blond,"Pale, freckled",Lord Voldemort  | Death Eaters,Skilled potioneer,1962,1996
+74,Charity Burbage,Female,Professor of Muggle Studies,,Unknown,Non-corporeal,Human,Pure-blood or half-blood,Blonde,,,Teaching and studying the Muggle world,1976,1997
+75,Firenze,Male,Professor of Divination,,,,Centaur,,White-blond,Astonishingly blue,,,,
+76,Alecto Carrow,Female,Professor of Muggle Studies,Slytherin,Unknown,Unknown,Human,Pure-blood or half-blood,,,Lord Voldemort  | Death Eaters,Spreading anti-Muggle propaganda,1981,
+77,Amycus Carrow,Male,Professor of Dark Arts,Slytherin,Unknown,Unknown,Human,Pure-blood or half-blood,,,Lord Voldemort  | Death Eaters,Cruciatus Curse,1982,
+78,Helga Hufflepuff,Female,Founder of Hufflepuff,Hufflepuff,Unknown,Unknown,Human,Pure-blood or half-blood,Brown,Blue,,Food-related Charms. Many traditional Hogwarts recipes originated with her,976,1980
+79,Fat Friar,Male,Hufflepuff House Ghost,Hufflepuff,Unknown,Unknown,Ghost,,Brown,,,Curing peasants of the pox,,1988
+80,Helena Ravenclaw,Female,Ravenclaw House Ghost,Ravenclaw,Unknown,Unknown,Ghost,Pure-blood or half-blood,Black,Grey,,,982,
+81,Nymphadora Tonks,Female,Auror,Hufflepuff,Unknown,"Jack rabbit, Wolf",Human,Half-blood,Variable,Variable,Ministry of Magic | Order of the Phoenix,"Talented Auror, Metamorphmagus",1973,1989
+82,Pomona Sprout,Female,Professor of Herbology | Head of Hufflepuff House,Hufflepuff,Unknown,Non-corporeal,Human,Pure-blood or half-blood,,Grey,,Herbology,15-May,
+83,Newton Scamander,Male,Employee in the Beast Division of the Department for the Regulation and Control of Magical Creatures,Hufflepuff,Unknown,Unknown,Human,Pure-blood or half-blood,Red brown,Blue,,"Magizoology, Order of Merlin, Second Class",1897,
+84,Cedric Diggory,Male,Student,Hufflepuff,"12 "", Ash, unicorn hair",Unknown,Human,Pure-blood,Dark,Grey,,Skilled Seeker,1977,1995
+85,Justin Finch-Fletchley,Male,Student,Hufflepuff,Unknown,Non-corporeal,Human,Muggle-born,Red,,Dumbledore's Army,,1980,
+86,Zacharias Smith,Male,Student,Hufflepuff,Unknown,Unknown,Human,Pure-blood or half-blood,Blonde,,Dumbledore's Army,Chaser,1981,
+87,Hannah Abbott,Female,Student,Hufflepuff,Unknown,Non-corporeal,Human,Half-blood,Blonde,Brown,Dumbledore's Army,"Defensive spells, learned with Dumbledore's Army",1 September 1979 - 31 August 1980,
+88,Ernest Macmillan,Male,Student,Hufflepuff,Unknown,Boar,Human,Pure-blood,Blond,,Dumbledore's Army,"Revising, being a Prefect, getting the wrong end of the stick",1980,
+89,Susan Bones,Female,Student,Hufflepuff,Unknown,Unknown,Human,Half-blood,,,Dumbledore's Army,"Defensive spells, learned with Dumbledore's Army",1 September 1979 - 31 August 1980,
+90,Walden Macnair,Male,Executioner for the Committee for the Disposal of Dangerous Creatures,Slytherin,Unknown,Unknown,Human,Pure-blood or half-blood,Black,,Lord Voldemort  | Death Eaters,Liaising with giants,In or before 1970s,
+91,Augustus Rookwood,Male,Unspeakable,Slytherin,Unknown,None,Human,Pure-blood or half-blood,Brown/greying,,Lord Voldemort  | Death Eaters,Spying for Lord Voldemort,1964,
+92,Antonin Dolohov,Male,Death Eater,Slytherin,Unknown,None,Human,Pure-blood or Half-blood,Dark,,Lord Voldemort  | Death Eaters,Duelling. Fought and killed Molly Weasley's brothers and Remus Lupin,1950,
+93,Corban Yaxley,Male,Head of the Department of Magical Law Enforcement,Slytherin,Unknown,None,Human,Pure-blood or Half-blood,Blonde,Blue,Lord Voldemort  | Death Eaters,"Imperius curse, undercover work",1970,
+94,Igor Karkaroff,Male,Headmaster of Durmstrang Institute,,Unknown,None,Human,Pure-blood or Half-blood,Silver| formerly black,,,Skilled in the Dark Arts,1965,1996
+95,Kingsley Shacklebolt,Male,Auror  | Minister for Magic,,Unknown,Lynx,Human,Pure-blood,Bald,Black,Order of the Phoenix,Exceptionally skilled duellist and Auror,1973,
+96,Alastor Moody,Male,Auror ,,Unknown,Non-corporeal,Human,Pure-blood,Grey,"One dark, one electric blue",Order of the Phoenix,"A highly accomplished Auror and an outstanding duellist, also skilled in non-verbal magic",1960,1997
+97,Alice Longbottom,Female,Auror,,Unknown,Unknown,Human,Pure-blood,Blonde,,Original Order of the Phoenix,Auror,,
+98,Frank Longbottom,Male,Auror,Gryffindor,"Inherited by his son, Neville. It was broken in battle at the Department of Mysteries.",Unknown,Human,Pure-blood,Blonde,,Original Order of the Phoenix,Auror, 1 September 1957 - 31 August 1959 or earlier,
+99,Rufus Scrimgeour,Male,Head of Auror Office| Minister for Magic,,Unknown,Non-corporeal,Human,,Tawny,Yellowish,Minister of Magic,Highly regarded as a skilled Auror,1968,1970
+100,Cornelius Oswald Fudge,Male,Minister for Magic,,Unknown,Non-corporeal,Human,Pure-blood or Half-blood,Grey,,Minister of Magic,Turning a blind eye to the continuing threat of Dark Magic in the name of keeping up morale,1964,
+101,Barty Crouch Sr.,Male,Head of the Department of International Magical Cooperation,,Unknown,Non-corporeal,Human,Pure-blood,Grey,,Minister of Magic,"Multilingual, able to fight the Imperius curse",1940,1970
+102,Amos Diggory,Male,Employee of the Department for the Regulation and Control of Magical Creatures[,,Unknown,Non-corporeal,Human,Pure-blood or half-blood,Brown,Ruddy,Minister of Magic,Works for the Department for the Regulation and Control of Magical Creatures,,
+103,Dedalus Diggle,Male,,,Unknown,Non-corporeal,Human,Pure-blood or half-blood,,,Order of the Phoenix,An enthusiastic volunteer for the Order and a helpful escort for Harry and his relatives,1964,
+104,Elphias Doge,Male,Special Advisor to the Wizengamot,,Unknown,Non-corporeal,Human,Pure-blood,Silver,Grey/Blue[,Order of the Phoenix,Writing, 1 September 1880 - 31 August 1881,
+106,Aberforth Dumbledore,Male,Owner and Barman of the Hog's Head Inn,,Unknown,Goat,Human,Half-blood,Grey,Bright Blue,Order of the Phoenix,"Bartending, caring for Ariana", 1 September 1883-31 August 1884,
+107,Mundungus Fletcher,Male,Dealer of wizarding artifacts,,Unknown,Non-corporeal,Human,Half-blood,Ginger,Brown,Order of the Phoenix,"Gathering information for the Order, dealing in stolen cauldrons, 'acquiring' the odd Muggle car",1962,
+108,Sturgis Podmore,Male,Advance Guard,,Unknown,Unknown,Human,Pure-blood or half-blood,Straw-coloured,Brown,Order of the Phoenix,Carrying out guard duty for the Order, 8 September 1956 - 7 September 1957,
+109,Hestia Jones,Female,Advance Guard,,Unknown,Unknown,Human,Pure-blood or half-blood,Black,,Order of the Phoenix,Carrying out escort missions for the Order,1978,
+110,Marlene McKinnon,Female,,,Unknown,Unknown,Human,,Red,Brown,Original Order of the Phoenix,,,1970
+111,Fabian Prewett,Male,,,Unknown,Unknown,Human,Pure-blood,Red,Grey,Original Order of the Phoenix,Duelling,,1981
+112,Gideon Prewett,Male,,,Unknown,Unknown,Human,Pure-blood,Red ,Dark Grey,Original Order of the Phoenix,Duelling,,1981
+113,Emmeline Vance,Female,Advance Guard,,Unknown,Unknown,Human,,,,Order of the Phoenix,,1964,1970
+114,Edgar Bones,Male,,Hufflepuff,Unknown,Unknown,Human,Pure-blood or half-blood,Reddish-brown,Grey,Original Order of the Phoenix,Said to be a great wizard,,1981
+115,Dorcas Meadowes,Female,,,Unknown,Unknown,Human,,Black,Brown,Original Order of the Phoenix,,,1981
+116,Benjy Fenwick,Male,,,Unknown,Unknown,Human,,Black,Black,Original Order of the Phoenix,,,1981
+117,Madame Olympe Maxime,Female,Headmistress of Beauxbatons Academy of Magic,Beauxbatons Academy of Magic,Unknown,Unknown,Half-Human/Half-Giant,Half-Giant,Brown,Black,,"An  excellent dancer , in the words of Dumbledore himself",,
+119,Viktor Krum,Male,Seeker for the Bulgarian National Quidditch team,Durmstrang Institute,"10 "", Hornbeam, dragon heartstring",Unknown,Human,Pure-blood or half-blood,Dark,Dark,,One of the best Seekers in the world,"April-August, 1976",
+120,Petunia Dursley,Female,,,,,Human,Muggle,Blonde,,,,1960,
+121,Vernon Dursley,Male,Director at Grunnings,,,,Human,Muggle,Black,,,"Schmoozing clients, pretending magic doesn't exist",1954,
+122,Dudley Dursley,Male,,,,,Human,Muggle,Blond,Blue,,,1980,
+123,Marge Dursley,Female,Dog breeder,,,,Human,Muggle,Grey,,,Breeding bulldogs,1954,
+124,Dennis Creevey,Male,Student,Gryffindor,Unknown,Unknown,Human,Muggle-born,Mousy brown,,Dumbledore's Army,, 1 September 1982 - 31 August 1983,
+125,Albus Severus Potter,Male,Student,Slytherin,Unknown,Unknown,Human,Half-blood,Jet-black,Bright green,,,Between 1 September 2005-31 August 2006,
+126,Scorpius Hyperion Malfoy,Male,Student,Slytherin,Unknown,Unknown,Human,Pure-blood,White blond,Grey,,,Between 1 September 2005-31 August 2007,
+127,Edward Remus Lupin,Male,Student,Hufflepuff,Unknown,Unknown,Human(Metamorphmagus),Half-blood,Variable,Variable,,,1998,
+128,James Sirius Potter,Male,Student,Gryffindor,Unknown,Unknown,Human,Half-blood,,,,,1 September 2003-31 August 2004,
+129,Rose Granger-Weasley,Female,Student,Gryffindor,Unknown,Unknown,Human,Half-blood,Red,,,Chaser,1 September 2005-31 August 2006 ,
+130,Argus Filch,Male,Caretaker of Hogwarts,,,,Human,Squib,Grey,Pale,Hogwarts School of Witchcraft and Wizardry,Sniffing out mischief,1951,
+131,Poppy Pomfrey,Female,Matron at Hogwarts School,,Unknown,Non-corporeal,Human,Pure-blood or half-blood,,,Hogwarts School of Witchcraft and Wizardry,Skilled medical healer,1954,
+132,Rolanda Hooch,Female,Flying Instructor at Hogwarts,,Unknown,Non-corporeal,Human,,Grey,Yellow,Hogwarts School of Witchcraft and Wizardry,"Teaching, flying, refereeing Quidditch matches",1918,
+133,Irma Pince,Female,Librarian at Hogwarts,,Unknown,Non-corporeal,Human,,,,Hogwarts School of Witchcraft and Wizardry,,1966,
+134,Aurora Sinistra,Female,Astronomer at Hogwarts,,Unknown,Unknown,Human,Pure-blood or half-blood,Dark,Dark,Hogwarts School of Witchcraft and Wizardry,,1968,
+135,Septima Vector,Female,Professor of Arithmancyat Hogwarts,,Unknown,Unknown,Human,,Black,,Hogwarts School of Witchcraft and Wizardry,,1974,
+136,Wilhelmina Grubbly-Plank,Female,Substitute professor of Care of Magical Creatures at Hogwarts,,Unknown,Non-corporeal,Human,,Grey,,Hogwarts School of Witchcraft and Wizardry,,,
+137,Fenrir Greyback,Male,,,Unknown,None,Werewolf,,Grey,,Lord Voldemort  | Death Eaters,Physical combat,1945,
+138,Gellert Grindelwald,Male,Revolutionary leader(c. 1920s[6]   1945),,"15"", Elder, Thestral tail hair core",,Human,Pure-blood or half-blood,Blond,Blue,Gellert Grindelwald's Acolytes,Duelling,1883,1970
diff --git a/your-code/Harry Potter_3.csv b/your-code/Harry Potter_3.csv
new file mode 100644
index 0000000..f68ef66
--- /dev/null
+++ b/your-code/Harry Potter_3.csv	
@@ -0,0 +1,1641 @@
+CHARACTER,SENTENCE
+HARRY,Lumos Maxima...
+HARRY,Lumos Maxima...
+HARRY,Lumos Maxima...
+HARRY,Lumos... MAXIMA!
+AUNT PETUNIA,Harry! Harry!
+AUNT PETUNIA,Harry!! Open the door.
+AUNT PETUNIA,Marge! How lovely to see
+HARRY,Uncle Vernon. I need you to sign this form.
+UNCLE VERNON,What is it?
+HARRY,Nothing. School stuff
+UNCLE VERNON,Later perhaps. If you behave.
+HARRY,I will if she does.
+AUNT MARGE,"You still here, are you?"
+HARRY,Yes.
+AUNT MARGE,Don't say 'yes' in that ungrateful way.
+AUNT MARGE,Damn good of my brother to keep you.
+AUNT MARGE,He'd have been straight to an orphanage if he'd been dumped on my doorstep.
+AUNT MARGE,Is that my Dudders?
+AUNT MARGE,Is that my little neffy-pooh?
+AUNT MARGE,"Give us a kiss. Come on. Up, up."
+UNCLE VERNON,Take Marge's suitcase upstairs.
+HARRY,Okay.
+AUNT MARGE,Finish that off for Mommy.
+AUNT MARGE,"Good boy, Rippy-pooh."
+UNCLE VERNON,"Can I tempt you, Marge?"
+AUNT MARGE,Just a small one.
+AUNT MARGE,"Excellent nosh, Petunia."
+AUNT MARGE,A bit more.
+AUNT MARGE,"Usually just a fry-up for me, what with 12 dogs."
+AUNT MARGE,Just a bit more. That's a boy.
+AUNT MARGE,You wanna try a little drop of brandy?
+AUNT MARGE,A little drop of brandy-brandy windy-wandy for Rippy-pippy-pooh?
+AUNT MARGE,What are you smirking at?
+AUNT MARGE,"Where did you send the boy, Vernon?"
+UNCLE VERNON,St. Brutus'. It's a fine institution for hopeless cases.
+AUNT MARGE,"Do they use a cane at St. Brutus', boy?"
+HARRY,"Oh, yeah."
+HARRY,Yeah. I've been beaten loads of times.
+AUNT MARGE,Excellent. I won't have this namby-pamby...wishy-washy nonsense about not beating people who deserve it.
+AUNT MARGE,You mustn't blame yourself about how this one turned out.
+AUNT MARGE,It's all to do with blood.
+AUNT MARGE,Bad blood will out.
+AUNT MARGE,"What is it the boy's father did, Petunia?"
+AUNT PETUNIA,Nothing. He didn't work.
+AUNT PETUNIA,He was unemployed.
+AUNT MARGE,"And a drunk too, no doubt?"
+HARRY,That's a lie.
+AUNT MARGE,What did you say?
+HARRY,My dad wasn't a drunk.
+AUNT MARGE,"Don't worry. Don't fuss, Petunia."
+AUNT MARGE,I have a very firm grip.
+UNCLE VERNON,I think it's time you went to bed.
+AUNT MARGE,"Quiet, Vernon. You, clean it up."
+AUNT MARGE,"Actually, it's nothing to do with the father."
+AUNT MARGE,It's all to do with the mother.
+AUNT MARGE,You see it all the time with dogs.
+AUNT MARGE,"If something's wrong with the bitch, then something's wrong with the pup."
+HARRY,Shut up! Shut up!
+AUNT MARGE,Right.
+AUNT MARGE,Let me tell you...
+AUNT MARGE,"Vernon! Vernon! Vernon, do something!"
+UNCLE VERNON,Stop!
+UNCLE VERNON,"I've got you, Marge. I've got you."
+UNCLE VERNON,"Hold on, hold on."
+UNCLE VERNON,Get off.
+AUNT MARGE,Don't you dare!
+UNCLE VERNON,Sorry.
+AUNT PETUNIA,"Oh, Vernon."
+UNCLE VERNON,"Oh, God. Marge!"
+UNCLE VERNON,Please! Marge! Come back!
+UNCLE VERNON,You bring her back!
+UNCLE VERNON,You bring her back now.
+UNCLE VERNON,You put her right!
+HARRY,No. She deserved what she got.
+HARRY,Keep away from me.
+UNCLE VERNON,You can't do magic outside school.
+HARRY,Yeah? Try me.
+UNCLE VERNON,They won't let you back now.
+UNCLE VERNON,You've nowhere to go.
+HARRY,I don't care.
+HARRY,Anywhere is better than here.
+STAN SHUNPIKE,Welcome to the Knight Bus...emergency transport for the stranded witch or wizard.
+,
+"STAN SHUNPIKE""",
+"	My name is Stan Shunpike, and I will be your conductor for this evening.""",
+STAN SHUNPIKE,What you doing down there?
+HARRY,I fell over.
+STAN SHUNPIKE,What you fall over for?
+HARRY,I didn't do it on purpose.
+STAN SHUNPIKE,"Well, come on, then."
+STAN SHUNPIKE,Let's not wait for the grass to grow.
+STAN SHUNPIKE,What you looking at?
+HARRY,Nothing.
+STAN SHUNPIKE,"Well, come on, then. In."
+STAN SHUNPIKE,"No, no, no. I'll get this."
+STAN SHUNPIKE,You get in.
+STAN SHUNPIKE,"Come on. Come on. Move on, move on."
+STAN SHUNPIKE,"Take her away, Ern."
+SHRUNKEN HEAD,"Yeah, take it away, Ernie."
+SHRUNKEN HEAD,It's going to be a bumpy ride.
+STAN SHUNPIKE,What did you say your name was?
+HARRY,I didn't.
+STAN SHUNPIKE,Where abouts are you headed?
+HARRY,he Leaky Cauldron. That's in London.
+STAN SHUNPIKE,"You hear that? ""The Leaky Cauldron. That's in London."""
+SHRUNKEN HEAD,The Leaky Cauldron.
+SHRUNKEN HEAD,If you have pea soup make sure you eat it before it eats you.
+HARRY,But the Muggles. Can't they see us?
+STAN SHUNPIKE,"Muggles? They don't see nothing, do they?"
+STAN SHUNPIKE,"No, but if you jab them with a fork, they feel."
+SHRUNKEN HEAD,"Ernie, little old lady at 12 o'clock!"
+SHRUNKEN HEAD,"Ten, nine, eight...seven, six, five...four, three, three and a half...two, one and three quarters."
+SHRUNKEN HEAD,Yes!
+HARRY,Who is that? That man.
+STAN SHUNPIKE,Who is that? Who is...?
+STAN SHUNPIKE,"That is Sirius Black, that is."
+STAN SHUNPIKE,Don't tell me you've never been hearing of Sirius Black.
+STAN SHUNPIKE,He's a murderer.
+STAN SHUNPIKE,Got himself locked up in Azkaban for it.
+HARRY,How did he escape?
+STAN SHUNPIKE,"Well, that's the question, isn't it?"
+STAN SHUNPIKE,He's the first one that done it.
+STAN SHUNPIKE,He was a big supporter of You-Know-Who.
+STAN SHUNPIKE,I reckon you've heard of him.
+HARRY,Yeah. Him I've heard of.
+SHRUNKEN HEAD,"Ernie, two double-deckers at 12 o'clock."
+SHRUNKEN HEAD,"They're getting closer, Ernie."
+SHRUNKEN HEAD,"Ernie, they're right on top of us!"
+SHRUNKEN HEAD,Mind your head.
+SHRUNKEN HEAD,"Hey, guys? Guys?"
+SHRUNKEN HEAD,Why the long faces?
+SHRUNKEN HEAD,"Yeah, yeah. Nearly there. Nearly there."
+STAN SHUNPIKE,The Leaky Cauldron.
+SHRUNKEN HEAD,"Next stop, Knockturn Alley."
+TOM,"Mr. Potter, at last."
+STAN SHUNPIKE,"Take it away, Ern."
+SHRUNKEN HEAD,"Yeah, take it away, Ernie!"
+TOM,Room 11.
+HARRY,Hedwig.
+TOM,"Right smart bird you got there, Mr. Potter."
+TOM,He arrived here just five minutes before yourself.
+FUDGE,"As Minister for Magic, it is my duty to inform you, Mr. Potter earlier this evening your uncle's sister was located a little south of Sheffield, circling a chimney stack."
+FUDGE,The Accidental Magic Reversal Department was dispatched immediately.
+FUDGE,She has been properly punctured and her memory modified.
+FUDGE,She will have no recollection of the incident whatsoever.
+FUDGE,So that's that and no harm done.
+FUDGE,Pea soup?
+HARRY,"No, thank you. Minister?"
+FUDGE,Yes?
+HARRY,I don't understand.
+FUDGE,Understand?
+HARRY,I broke the law. Underage wizards can't use magic at home.
+FUDGE,Come now Harry. The Ministry doesn't send people to Azkaban for blowing up their aunts.
+FUDGE,"On the other hand, running away like that, given the state of things was very, very irresponsible."
+HARRY,"The state of things, sir?"
+FUDGE,We have a killer on the loose.
+HARRY,"Sirius Black, you mean?"
+HARRY,But what's he got to do with me?
+FUDGE,"Nothing, of course. You're safe."
+FUDGE,And that's what matters.
+FUDGE,And tomorrow you'll be on your way back to Hogwarts.
+FUDGE,These are your new schoolbooks.
+FUDGE,I took the liberty of having them brought here.
+FUDGE,Now Tom will show you to your room.
+HARRY,Hedwig.
+FUDGE,"Oh, by the way, Harry. Whilst you're here, it would be best if you didn't wander."
+VENDOR,Right! You gonna move that bus or what?
+HOUSEKEEPER,Housekeeping! I'll come back later.
+RON,"I'm warning you, Hermione."
+RON,"Keep that beast away from Scabbers, or I'll turn it into a tea cozy."
+HERMIONE,"It's a cat, Ronald."
+HERMIONE,What do you expect?
+HERMIONE,It's in his nature.
+RON,A cat? Is that what they told you?
+RON,Looks like a pig with hair.
+HERMIONE,That's rich coming from the owner of that smelly old shoe brush.
+HERMIONE,"Crookshanks, just ignore the mean little boy."
+RON,Harry.
+HERMIONE,Harry.
+HARRY,Egypt. What's it like?
+RON,"Brilliant. Loads of old stuff like mummies, tombs, even Scabbers enjoyed himself."
+HERMIONE,Egyptians used to worship cats.
+RON,Along with the dung beetle.
+GEORGE,Not flashing that clipping again?
+RON,I haven't shown anyone.
+GEORGE,"No, not a soul."
+FRED,Not unless you count Tom.
+GEORGE,The day maid.
+FRED,Night maid.
+GEORGE,Cook.
+FRED,The bloke who fixed the toilet.
+MRS. WEASLEY,Harry.
+HARRY,Mrs. Weasley.
+MRS. WEASLEY,"Good to see you, dear."
+HARRY,Good to see you too.
+MRS. WEASLEY,Got everything?
+HARRY,Yes.
+MRS. WEASLEY,Yes? All your books?
+HARRY,It's all upstairs.
+MRS. WEASLEY,All of your clothes?
+HARRY,Everything.
+MRS. WEASLEY,Good boy.
+HARRY,Thank you.
+MR. WEASLEY,Harry Potter.
+HARRY,Mr. Weasley.
+MR. WEASLEY,"Harry, wonder if I might have a word?"
+HARRY,"Yeah, sure."
+MR. WEASLEY,Hermione.
+HERMIONE,"Good morning, Mr. Weasley."
+MR. WEASLEY,Looking forward to a new term?
+HARRY,Yeah. It should be great.
+MR. WEASLEY,"Harry, some within the Ministry would strongly discourage me from divulging what I'm about to reveal to you."
+MR. WEASLEY,But I think that you need to know the facts.
+MR. WEASLEY,You are in danger.
+MR. WEASLEY,Grave danger.
+HARRY,"Has this anything to do with Sirius Black, sir?"
+MR. WEASLEY,"What do you know about Sirius Black, Harry?"
+HARRY,Only that he's escaped from Azkaban.
+MR. WEASLEY,Do you know why?
+MR. WEASLEY,"Thirteen years ago, when you stopped..."
+HARRY,Voldemort.
+MR. WEASLEY,Don't say his name.
+HARRY,Sorry.
+MR. WEASLEY,When you stopped You-Know-Who Black lost everything.
+MR. WEASLEY,"But to this day, he still remains a faithful servant."
+MR. WEASLEY,And in his mind you are the only thing that stands in the way of You-Know-Who returning to power.
+MR. WEASLEY,And that is why he has escaped from Azkaban.
+MR. WEASLEY,To find you.
+HARRY,And kill me.
+MR. WEASLEY,"Harry, swear to me that whatever you might hear you won't go looking for Black."
+HARRY,Mr. Weasley why would I go looking for someone who wants to kill me?
+MRS. WEASLEY,Quick. Quick.
+MRS. WEASLEY,"Ron, Ron!"
+MRS. WEASLEY,"Oh, for goodness' sake!"
+MRS. WEASLEY,Don't lose him!
+HARRY,I didn't mean to blow her up. I just...I lost control.
+RON,Brilliant.
+HERMIONE,"Honestly, Ron, it's not funny."
+HERMIONE,Harry was lucky not to be expelled.
+HARRY,I was lucky not to be arrested actually.
+RON,I still think it was brilliant.
+HERMIONE,Come on. Everywhere else is full
+RON,Who do you think that is?
+HERMIONE,Professor R.J. Lupin.
+RON,Do you know everything?
+RON,How is it she knows everything?
+HERMIONE,"It's on his suitcase, Ronald."
+RON,Oh.
+HARRY,Do you think he's really asleep?
+HERMIONE,Seems to be. Why?
+HARRY,I gotta tell you something.
+RON,Let me get this straight.
+RON,Sirius Black escaped from Azkaban to come after you?
+HARRY,Yeah.
+HERMIONE,"But they'll catch Black, won't they?"
+HERMIONE,"I mean, everyone's looking for him."
+RON,Sure.
+RON,"Except no one's ever broken out of Azkaban before and he's a murderous, raving lunatic."
+HARRY,"Thanks, Ron."
+HERMIONE,Why are we stopping?
+HERMIONE,We can't be there yet.
+RON,What's going on?
+HARRY,I don't know.
+HARRY,Maybe we've broken down.
+HERMIONE,"Ouch, Ron. That was my foot."
+RON,There's something moving out there.
+RON,I think someone's coming aboard.
+RON,Bloody hell! What's happening?
+HERMIONE,Harry.
+HERMIONE,"Harry, are you all right?"
+HARRY,Thank you.
+LUPIN,"Here, eat this. It'll help."
+LUPIN,It's all right. It's chocolate.
+HARRY,What was that thing that came?
+LUPIN,It was a dementor. 
+LUPIN,One of the guards of Azkaban. It's gone now.
+LUPIN,It was searching the train for Sirius Black.
+LUPIN,"If you'll excuse me, I need to have a little word with the driver."
+LUPIN,Eat. You'll feel better.
+HARRY,What happened to me?
+RON,"Well, you sort of went rigid."
+RON,We thought maybe you were having a fit or something.
+HARRY,And did either of you two you know pass out?
+RON,No.
+RON,"I felt weird, though."
+RON,Like I'd never be cheerful again.
+HARRY,But someone was screaming.
+HARRY,A woman.
+HERMIONE,"No one was screaming, Harry."
+DUMBLEDORE,Welcome! Welcome to another year at Hogwarts.
+DUMBLEDORE,"Now, I'd like to say a few words before we all become too befuddled by our excellent feast."
+DUMBLEDORE,"First, I'm pleased to welcome Professor R.J. Lupin who's kindly consented to fill the post of Defense Against the Dark Arts teacher."
+DUMBLEDORE,"Good luck, professor."
+HERMIONE,"Of course. That's why he knew to give you the chocolate, Harry."
+DRACO,Potter. Is it true you fainted?
+DRACO,"I mean, you actually fainted?"
+RON,"Shove off, Malfoy."
+HARRY,How did he find out?
+HERMIONE,Just forget it.
+DUMBLEDORE,Our Care of Magical Creatures teacher has decided to retire in order to spend more time with his remaining limbs.
+DUMBLEDORE,"Fortunately, I'm delighted to announce that his place will be taken by none other than our own Rubeus Hagrid."
+DUMBLEDORE,"Finally, on a more disquieting note at the request of the Ministry of Magic "
+DUMBLEDORE,"Hogwarts will, until further notice, play host to the dementors of Azkaban until such a time as Sirius Black is captured."
+DUMBLEDORE,The dementors will be stationed at every entrance to the grounds.
+DUMBLEDORE,Now whilst I've been assured that their presence will not disrupt our day-to-day activities a word of caution.
+DUMBLEDORE,Dementors are vicious creatures.
+DUMBLEDORE,They'll not distinguish between the one they hunt and the one who gets in their way.
+DUMBLEDORE,"Therefore, I must warn each and every one of you to give them no reason to harm you."
+DUMBLEDORE,It is not in the nature of a dementor to be forgiving.
+DUMBLEDORE,"But you know, happiness can be found even in the darkest of times if one only remembers to turn on the light."
+SEAMUS,Fortuna Major.
+SEAMUS,"Here, listen."
+SEAMUS,She just won't let me in.
+HARRY,Fortuna Major.
+FAT LADY,"No, no. Wait, wait."
+FAT LADY,Watch this.
+FAT LADY,Amazing. Just with my voice.
+HARRY,Fortuna Major.
+FAT LADY,"Yes, all right. Go in."
+HARRY,Thank you.
+HARRY,Still doing that after three years.
+HARRY,She can't even sing.
+SEAMUS,Exactly.
+HARRY,"Hey, man."
+SEAMUS,"Hey, man."
+DEAN,"Oh, God."
+HERMIONE,That's awful.
+RON,Green. That's a monkey.
+RON,What is that?
+DEAN,You call that a monkey?
+RON,Do not give him one again.
+RON,"Hey, Neville, try an elephant."
+SEAMUS,"Ron, catch."
+RON,I will.
+SEAMUS,I think we have a winner.
+RON,"Oh, don't try one of them."
+SEAMUS,"Oh, no."
+RON,Look at him. His face.
+TRELAWNEY,"Welcome, my children."
+TRELAWNEY,"In this room, you shall explore the noble art of Divination."
+TRELAWNEY,"In this room, you shall discover if you possess the Sight."
+TRELAWNEY,Hello. I am Professor Trelawney.
+TRELAWNEY,Together we shall cast ourselves into the future.
+TRELAWNEY,"This term, we'll focus on Tasseomancy, the art of reading tea leaves."
+TRELAWNEY,"So please, take the cup of the person sitting opposite you."
+TRELAWNEY,What do you see?
+TRELAWNEY,"The truth lies buried like a sentence deep within a book, waiting to be read."
+TRELAWNEY,"But first, you must broaden your minds."
+TRELAWNEY,"First, you must look beyond."
+HERMIONE,What a load of rubbish.
+RON,Where did you come from?
+HERMIONE,Me?
+HERMIONE,I've been here all this time.
+TRELAWNEY,"You, boy..."
+TRELAWNEY,Is your grandmother quite well?
+NEVILLE,I think so.
+TRELAWNEY,I wouldn't be so sure of that.
+TRELAWNEY,Give me the cup.
+TRELAWNEY,Pity.
+TRELAWNEY,Broaden your minds.
+TRELAWNEY,"Your aura is pulsing, dear."
+TRELAWNEY,Are you in the beyond?
+TRELAWNEY,I think you are.
+RON,Sure.
+TRELAWNEY,Look at the cup.
+TRELAWNEY,Tell me what you see.
+RON,Yeah.
+RON,Harry's got sort of a wonky cross.
+RON,That's trials and suffering.
+RON,And that there could be the sun and that's happiness.
+RON,"So you're gonna suffer, but you're gonna be happy about it."
+TRELAWNEY,Give me the cup.
+TRELAWNEY,"Oh, my dear boy."
+TRELAWNEY,My dear you have the Grim.
+SEAMUS,The Grin? What's the Grin?
+BEM,"Not the Grin, you idiot. The Grim."
+BEM,Taking form of a giant spectral dog.
+BEM,It's among the darkest omens in our world.
+BEM,"It's an omen of death."""
+RON,You don't think that Grim thing's got anything to do with Sirius Black?
+HERMIONE,"Oh, honestly, Ron. If you ask me, Divination's a woolly discipline."
+HERMIONE,"Now, Ancient Runes, that's a fascinating subject."
+RON,Ancient Runes? Exactly how many classes are you taking?
+HERMIONE,A fair few.
+RON,Hang on. That's not possible.
+RON,Ancient Runes is in the same time as Divination.
+RON,You have to be in two classes at once.
+HERMIONE,Don't be silly. How could anyone be in two classes at once?
+HERMIONE,Broaden your minds. Use your Inner Eye to see the future.
+HAGRID,"That's it. Come on, now. Come closer."
+HAGRID,"Less talking, if you don't mind."
+HAGRID,I got a real treat for you today.
+HAGRID,A great lesson. So follow me.
+HAGRID,"Right, you lot. Less chattering."
+HAGRID,Form a group over there.
+HAGRID,And open your books to page 49.
+DRACO,Exactly how do we do that?
+HAGRID,"Just stroke the spine, of course."
+HAGRID,Goodness me.
+DRACO,"Don't be such a wimp, Longbottom."
+NEVILLE,I'm okay. Okay.
+HERMIONE,I think they're funny.
+DRACO,"Oh, yeah. Terribly funny."
+DRACO,"Witty. God, this place has gone to the dogs."
+DRACO,Wait until Father hears Dumbledore's got this oaf teaching classes.
+HARRY,"Shut up, Malfoy."
+DRACO,Dementor! Dementor!
+HERMIONE,Just ignore him.
+RON,You're supposed to stroke it.
+NEVILLE,Yeah.
+HERMIONE,Tah- tah- tah- dah! Isn't he beautiful?
+HERMIONE,Say hello to Buckbeak.
+RON,"Hagrid, exactly what is that?"
+HAGRID,"That, Ron, is a hippogriff."
+HAGRID,First thing you wanna know is they're very proud creatures.
+HAGRID,Very easily offended.
+HAGRID,You do not want to insult a hippogriff.
+HAGRID,It may be the last thing you ever do.
+HAGRID,"Now, who'd like to come and say hello?"
+HAGRID,"Well done, Harry. Well done."
+HAGRID,Come on now.
+HAGRID,Now you have to let him make the first move. 
+HAGRID,It's only polite. So step up. Give him a nice bow.
+HAGRID,Then you wait and see if he bows back.
+HAGRID,"If he does, you can go and touch him."
+HAGRID,"If not... Well, we'll get to that later."
+HAGRID,Just make your bow.
+HAGRID,Nice and low.
+HAGRID,"Back off, Harry. Back off."
+HAGRID,Keep still. Keep still.
+HAGRID,"Well done, Harry. Well done."
+HAGRID,"Here, you big brute, you."
+HAGRID,Right. I think you can go and pat him now.
+HAGRID,Go on. Don't be shy.
+HAGRID,"Nice and slow, now."
+HAGRID,Nice and slow. Slow.
+HAGRID,"Not so fast, Harry."
+HAGRID,"Slow down, Harry. That's it..."
+HAGRID,Nice and slow.
+HAGRID,Now let him come to you.
+HAGRID,"Slowly, now, slowly, slowly..."
+HAGRID,That's it?Yes!
+HAGRID,"Well done! Well done, Harry,"
+HAGRID,well done!
+BEM,Does he get to fly?
+HAGRID,I think he may let you ride him now.
+HARRY,What?
+HAGRID,Come on.
+HARRY,"Hey, hey, hey!"
+HAGRID,"Put you over here, just behind the wing joint. "
+HAGRID,"Don't pull out any of his feathers, because he won't thank you for that."
+HAGRID,"Well done, Harry, and well done, Buckbeak."
+HERMIONE,"That was wicked, Harry!"
+DRACO,"Oh, please."
+HAGRID,"Well done, well done."
+HAGRID,How am I doing me first day?
+HARRY,"Brilliant, professor."
+DRACO,"You're not dangerous at all, are you, you great ugly brute!"
+HAGRID,"Malfoy, no..."
+HAGRID,No!
+HAGRID,Buckbeak!
+HAGRID,"Whoa, whoa, whoa..."
+HAGRID,Whoa! Buckbeak!
+HAGRID,"Away, you silly creature..."
+DRACO,It's killed me!
+HAGRID,Calm down. It's just a scratch!
+HERMIONE,Hagrid! He has to be taken to the hospital.
+HAGRID,I'm the teacher. I'll do it.
+DRACO,You're gonna regret this.
+HAGRID,Class dismissed!
+DRACO,You and your bloody chicken!
+PANSY PARKINSON,"Does it hurt terribly, Draco?"
+DRACO,It comes and it goes.
+DRACO,"Still, I consider myself lucky."
+DRACO,Madam Pomfrey said another minute and I could've lost my arm.
+DRACO,I can't do homework for weeks.
+RON,Listen to the idiot.
+RON,"He's really laying it on thick, isn't he?"
+HARRY,At least Hagrid didn't get fired.
+HERMIONE,I hear Draco's father's furious.
+HERMIONE,We haven't heard the end of this.
+SEAMUS,He's been sighted!
+RON,Who?
+SEAMUS,Sirius Black!
+HERMIONE,Dufftown? That's not far from here.
+NEVILLE,"You don't think he'd come to Hogwarts, do you?"
+BOY,With dementors at every entrance?
+SEAMUS,Dementors?
+SEAMUS,He slipped past them once.
+SEAMUS,Who's to say he won't do it again?
+BEM,That's right. Black could be anywhere.
+BEM,It's like trying to catch smoke.
+BEM,Like trying to catch smoke with your bare hands.
+LUPIN,"Intriguing, isn't it?"
+LUPIN,Would anyone like to venture a guess as to what is inside?
+DEAN,"That's a boggart, that is."
+LUPIN,"Very good, Mr. Thomas."
+LUPIN,"Now, can anybody tell me what a boggart looks like?"
+HERMIONE,No one knows.
+RON,When did she get here?
+HERMIONE,Boggarts are shape-shifters.
+HERMIONE,They take the shape of whatever a person fears the most.
+HERMIONE,That's what makes them so...
+LUPIN,"So terrifying, yes, yes, yes..."
+LUPIN,"Luckily, a very simple charm exists to repel a boggart."
+LUPIN,Let's practice it now.
+LUPIN,"Without wands, please."
+LUPIN,After me. Riddikulus!
+CLASS,Riddikulus!
+LUPIN,Very good.
+LUPIN,A little louder and very clear.
+LUPIN,Listen: Riddikulus!
+CLASS,Riddikulus!
+DRACO,This class is ridiculous.
+LUPIN,Very good.
+LUPIN,So much for the easy part. 
+LUPIN,"You see, the incantation alone is not enough."
+LUPIN,What really finishes a boggart is laughter.
+LUPIN,You need to force it to assume a shape you find truly amusing. 
+LUPIN,"Let me explain. Neville, would you join me, please?"
+LUPIN,"Come on, don't be shy. Come on."
+LUPIN,Come on.
+LUPIN,"Hello. Neville, what frightens you most of all?"
+NEVILLE,Professor Snape.
+LUPIN,Sorry?
+NEVILLE,Professor Snape.
+LUPIN,"Professor Snape. Yes, frightens all."
+LUPIN,You live with your grandmother.
+NEVILLE,"Yes. I don't want it to turn into her, either."
+LUPIN,No it won't. I want you to picture her clothes.
+LUPIN,"Only her clothes, very clearly, in your mind."
+NEVILLE,She carries a red handbag...
+LUPIN,We don't need to hear.
+LUPIN,"As long as you see it, we'll see it."
+LUPIN,"Now, when I open that wardrobe here's what I want you to do. Excuse me."
+LUPIN,Imagine Professor Snape in your grandmother's clothes.
+LUPIN,Can you do that?
+LUPIN,Yes. Wand at the ready.
+LUPIN,"One, two, three."
+LUPIN,"Think, Neville, think."
+NEVILLE,Riddikulus!
+LUPIN,"Wonderful, Neville, wonderful!"
+LUPIN,"Incredible! Okay to the back, Neville."
+LUPIN,"Everyone, form a line..."
+LUPIN,Form a line!
+LUPIN,I want everyone to picture the thing they fear the very most and turn it into something funny.
+LUPIN,Next! Ron!
+LUPIN,Concentrate. Face your fear.
+LUPIN,Be brave!
+LUPIN,"Wand at the ready, Ron."
+RON,Riddikulus!
+LUPIN,Yes!
+LUPIN,"You see? Very good, very good!"
+LUPIN,"Marvelous! Absolutely, very, very enjoyable! Parvati! Next!"
+LUPIN,Show us what you see.
+LUPIN,Keep your nerve. Steady.
+PARVATI,Riddikulus!
+LUPIN,"And next! Step up, step up!"
+LUPIN,"Wonderful, wonderful! Here!"
+LUPIN,Riddikulus!
+LUPIN,Right. Sorry about that.
+LUPIN,That's enough for today.
+LUPIN,Collect your books from the back.
+LUPIN,That's the end of the lesson.
+LUPIN,Thank you! Sorry!
+LUPIN,"Sorry, you can have too much of a good thing."
+MCGONAGALL,"Remember, these visits to Hogsmeade village are a privilege."
+MCGONAGALL,Should your behavior reflect poorly on the school that privilege shall not be extended again.
+MCGONAGALL,"No permission form signed, no visiting the village."
+MCGONAGALL,"That's the rule, Potter."
+FILCH,"Those with permission, follow me."
+FILCH,"Those without, stay put."
+HARRY,"I thought if you signed it, then I could..."
+MCGONAGALL,I can't. Only a parent or a guardian can sign.
+MCGONAGALL,"Since I am neither, it would be inappropriate."
+MCGONAGALL,"I'm sorry, Potter."
+MCGONAGALL,That's my final word.
+HARRY,"Forget about it, guys. See you later."
+HARRY,"Professor, can I ask you something?"
+LUPIN,"You want to know why I stopped you facing that boggart, yes?"
+LUPIN,I thought it'd be obvious.
+LUPIN,I assumed it would take the shape of Lord Voldemort.
+HARRY,I did think of Voldemort at first.
+HARRY,But then I remembered that night on the train and the dementor.
+LUPIN,I'm very impressed.
+LUPIN,That suggests what you fear the most is fear itself.
+LUPIN,This is very wise.
+HARRY,Before I fainted I heard something.
+HARRY,A woman screaming.
+LUPIN,Dementors force us to relive our very worst memories.
+LUPIN,Our pain becomes their power.
+HARRY,I think it was my mother the night she was murdered.
+LUPIN,"The very first time I saw you, Harry, I recognized you immediately."
+LUPIN,"Not by your scar, by your eyes."
+LUPIN,"They're your mother, Lily's."
+LUPIN,"Yes. Oh, yes. I knew her."
+LUPIN,Your mother was there for me at a time when no one else was.
+LUPIN,Not only was she a singularly gifted witch she was also an uncommonly kind woman.
+LUPIN,"She had a way of seeing the beauty in others even, and most especially, when that person could not see it in themselves."
+LUPIN,"And your father, James, on the other hand he..."
+LUPIN,"He had a certain, shall we say, talent for trouble."
+LUPIN,"A talent, rumor has it, he passed on to you."
+LUPIN,"You're more like them than you know, Harry."
+LUPIN,"In time, you'll come to see just how much."
+RON,"Honeyduke's Sweetshop is brilliant, but nothing beats Zonko's Joke Shop."
+RON,We never got to go to the Shrieking Shack.
+RON,You heard it's the most...
+HARRY,Haunted building in Britain. I know.
+HARRY,What's going on?
+RON,Probably Neville forgot the password again.
+NEVILLE,Hey.
+RON,"Oh, you're there."
+PERCY,"Let me through, please."
+PERCY,Excuse me! I'm Head Boy!
+PERCY,"Get back, all of you."
+PERCY,No one is to enter this dormitory until it's been searched.
+GINNY,The Fat Lady! She's gone!
+RON,Serves her right.
+RON,She was a terrible singer.
+HERMIONE,"It's not funny, Ron."
+PERCY,"Keep calm, everyone. Break into fours."
+PERCY,Back to your common room.
+PERCY,Be quiet. Make way.
+PERCY,The headmaster's here.
+FILCH,"Come on, move."
+PERCY,You heard. Move!
+DUMBLEDORE,Mr. Filch? Round up the ghosts.
+DUMBLEDORE,Tell them to search every painting in the castle to find the Fat Lady.
+FILCH,"There's no need for ghosts, professor."
+FILCH,The Fat Lady's there.
+PERCY,Mind where you're going! Slow down!
+PERCY,You listen! I'm Head Boy!
+PERCY,Come back here!
+DUMBLEDORE,Keep moving!
+DUMBLEDORE,"Dear lady, who did this to you?"
+FAT LADY,"Eyes like the devil, he's got, and a soul as dark as his name."
+FAT LADY,"It's him, headmaster."
+FAT LADY,The one they all talk about.
+FAT LADY,"He's here, somewhere in the castle!"
+FAT LADY,Sirius Black!
+DUMBLEDORE,"Secure the castle, Mr. Filch."
+DUMBLEDORE,"The rest of you, to the Great Hall."
+FILCH,I've searched the Astronomy Tower and the Owlery. 
+FILCH,There's nothing there.
+DUMBLEDORE,Thank you.
+TEACHER,"The third floor's clear too, sir."
+DUMBLEDORE,Very good.
+SNAPE,I've done the dungeons.
+SNAPE,"No sign of Black, nor anywhere else in the castle."
+DUMBLEDORE,I didn't really expect him to linger.
+SNAPE,"Remarkable feat, don't you think?"
+SNAPE,To enter Hogwarts Castle on one's own completely undetected?
+DUMBLEDORE,"Quite remarkable, yes."
+SNAPE,Any theories on how he managed it?
+DUMBLEDORE,Many. Each as unlikely as the next.
+SNAPE,You may recall prior to the start of term I expressed concerns about your appointment of Professor...
+DUMBLEDORE,Not a single professor inside this castle would help Sirius Black enter it.
+DUMBLEDORE,I'm quite convinced the castle is safe and I'm more than willing to send the students to their houses.
+SNAPE,What about Potter?
+SNAPE,Should he be warned?
+DUMBLEDORE,"Perhaps. But for now, let him sleep."
+DUMBLEDORE,"For in dreams, we enter a world that's entirely our own."
+DUMBLEDORE,Let them swim in the deepest ocean or glide over the highest cloud.
+SNAPE,Turn to page 394.
+HARRY,"Excuse me, sir."
+HARRY,Where's Professor Lupin?
+SNAPE,"That's not really your concern, is it, Potter?"
+SNAPE,Suffice it to say your professor finds himself incapable of teaching at the present time.
+SNAPE,Turn to page 394.
+RON,Werewolves?
+HERMIONE,"Sir, we just learned about red caps and hinkypunks."
+HERMIONE,We're not meant to start that for weeks.
+SNAPE,Quiet.
+RON,When did she come in?
+RON,Did you see her come in?
+SNAPE,"Now, which one of you can tell me the difference between an Animagus and a werewolf?"
+SNAPE,No one?
+SNAPE,How disappointing.
+HERMIONE,"Please, sir."
+HERMIONE,An Animagus is a wizard who elects to turn into an animal.
+HERMIONE,A werewolf has no choice.
+HERMIONE,With each full moon he no longer remembers who he is.
+HERMIONE,He'd kill his best friend.
+HERMIONE,"Furthermore, The werewolf only responds to the call of its own kind."
+SNAPE,"Thank you, Mr. Malfoy."
+SNAPE,"That's the second time you've spoken out of turn, Miss Granger."
+SNAPE,Are you incapable of restraining yourself or do you take pride in being an insufferable know-it-all?
+RON,"He's got a point, you know."
+SNAPE,Five points from Gryffindor.
+SNAPE,"As an antidote to your ignorance, and on my desk, by Monday morning two rolls of parchment on the werewolf, with emphasis on recognizing it."
+HARRY,It's Quidditch tomorrow.
+SNAPE,"Then I suggest you take extra care, Mr. Potter."
+SNAPE,Loss of limb will not excuse you.
+SNAPE,Page 394.
+SNAPE,"The term ""werewolf"" is a contraction of the Anglo-Saxon word ""were"" which means ""man,"" and ""wolf."" Werewolf, man-wolf."
+SNAPE,There are several ways to become a werewolf.
+SNAPE,They include being given the power of shape-shifting being bitten by a werewolf...
+CROWD,Go Go Gryffindor!!
+HERMIONE,"Go, Harry! Go, Harry!"
+DUMBLEDORE,Aresto momentum!
+RON,"He looks a bit peaky, doesn't he?"
+FRED,Peaky?
+FRED,What do you expect?
+FRED,He fell over 100 feet.
+GEORGE,Let's walk you off a tower and see what you look like.
+HARRY,Probably a right sight better than he normally does.
+HERMIONE,How are you feeling?
+HARRY,"Oh, brilliant."
+GEORGE,You gave us a right good scare.
+HARRY,What happened?
+RON,"Well, you fell off your broom."
+HARRY,Really? I meant the match. Who won?
+HERMIONE,"No one blames you, Harry."
+HERMIONE,Dementors aren't supposed to be on the grounds. Dumbledore's furious.
+HERMIONE,"After he saved you, he sent them off."
+RON,There's something else you should know too.
+RON,"When you fell, your broom sort of blew into the Whomping Willow, and...Well..."
+LUPIN,I'm sorry to hear about your broomstick.
+LUPIN,Is there no chance of fixing it?
+HARRY,No.
+HARRY,"Professor, why do the dementors affect me so?"
+HARRY,"I mean, more than everyone else?"
+LUPIN,Listen.
+LUPIN,Dementors are the foulest creatures to walk this earth.
+LUPIN,"They feed on every good feeling, every happy memory until a person is left with absolutely nothing but his worst experiences."
+LUPIN,"You are not weak, Harry."
+LUPIN,Dementors affect you most because there are true horrors in your past.
+LUPIN,Horrors your classmates can scarcely imagine.
+LUPIN,You have nothing to be ashamed of.
+HARRY,"I'm scared, professor."
+LUPIN,"Well, I'd consider you a fool if you weren't."
+HARRY,I need to know how to fight them.
+HARRY,You could teach me.
+HARRY,You made the one on the train go away.
+LUPIN,There was only one that night.
+HARRY,But you made it go away.
+LUPIN,"I don't pretend to be an expert, Harry."
+LUPIN,But as the dementors seem to have developed an interest in you perhaps I should teach you.
+LUPIN,But after the holidays.
+LUPIN,"For now, I need to rest."
+MAN,Last call for Hogsmeade!
+MAN,"Come on, now!"
+HARRY,"Guys, let me go."
+FRED,"Clever, Harry."
+GEORGE,But not clever enough.
+FRED,We've got a better way.
+HARRY,I'm trying to get to Hogsmeade.
+FRED & GEORGE,We know.
+FRED,We'll get you there.
+GEORGE,We'll show you a quicker way.
+FRED,If you pipe down.
+FRED,Bless him.
+HARRY,"Let me go! Come on, guys. Don't..."
+FRED,"Now, Harry."
+GEORGE,Come and join the big boys.
+HARRY,What are you doing?!
+HARRY,What's this rubbish?
+GEORGE,What's this rubbish? he says.
+FRED,It's the secret to our success.
+GEORGE,It's a wrench giving it to you...
+FRED,But we've decided your needs are greater than ours.
+FRED,"George, if you will."
+GEORGE,I solemnly swear that I am up to no good.
+HARRY,"Messrs. Moony, Wormtail, Padfoot and Prongs are proud to present the Marauder's Map."
+GEORGE,We owe them so much.
+HARRY,Hang on. This is Hogwarts. And that
+HARRY,No. Is that really...?
+FRED,Dumbledore.
+GEORGE,In his study.
+FRED,Pacing.
+GEORGE,Does that a lot.
+HARRY,So you mean this map shows...
+FRED,Everyone.
+HARRY,Everyone?
+GEORGE,Where they are.
+FRED,What they're doing.
+GEORGE,Every minute.
+FRED,Every day.
+HARRY,Brilliant! Where did you get it?
+FRED,From Filch's office.
+FRED,First year.
+GEORGE,There are seven secret passageways out of the castle.
+GEORGE,We'd recommend this one.
+FRED,The One-Eyed Witch passageway.
+GEORGE,Leads straight you to Honeyduke's.
+FRED,Hurry. Filch is heading this way.
+GEORGE,"Oh Harry and don't forget. When you're done, just give it a tap and say:"
+FRED & GEORGE,Mischief managed.
+FRED & GEORGE,"Otherwise, anyone can read it."
+WITCH,"Now, how much do you want?"
+BOY,Delicious.
+HERMIONE,It's meant to be the most haunted building in Britain. Did I mention that?
+RON,Twice.
+HERMIONE,Do you want to move a bit closer?
+HERMIONE,To the Shrieking Shack?
+RON,"Actually, I'm fine here."
+DRACO,"Well, well. Look who's here."
+DRACO,You two shopping for your new dream home?
+DRACO,"Bit grand for you, isn't it, Weasle-Bee?"
+DRACO,Don't your family sleep in one room?
+RON,"Shut your mouth, Malfoy."
+DRACO,Not very friendly.
+DRACO,"Boys, I think it's time we teach Weasle-Bee how to respect his superiors."
+HERMIONE,Hope you don't mean yourself.
+DRACO,How dare you talk to me!
+DRACO,You filthy little mudblood!
+DRACO,Who is that?
+DRACO,Don't stand there! Do something!
+CRABBE,What?
+RON,"What's up, Malfoy? Lost your skis?"
+DRACO,Get out of the way!
+DRACO,Move!
+CRABBE,Malfoy! Wait! Wait!
+HERMIONE,Harry!
+RON,"Bloody hell, Harry."
+RON,That was not funny.
+RON,Those weasels! Never told me about any Marauder's Map.
+HERMIONE,He won't keep it. He'll turn it over to Professor McGonagall. Aren't you?
+RON,Sure. Along with his Invisibility Cloak.
+HERMIONE,Look who it is. Madam Rosmerta.
+HERMIONE,Ron fancies her.
+RON,That's not true!
+FUDGE,Professor McGonagall!
+MCGONAGALL,Cornelius!
+HAGRID,"Allow me, minister."
+FUDGE,"Oh, Hagrid..."
+HAGRID,Sorry about that.
+FUDGE,"Rosmerta, my dear."
+FUDGE,I hope business is good.
+MADAM ROSMERTA,It'd be a lot better if the Ministry wasn't sending dementors into my pub every other night!
+FUDGE,We have...We have a killer on the loose.
+MADAM ROSMERTA,Sirius Black in Hogsmeade!
+MADAM ROSMERTA,And what would bring him here?
+FUDGE,Harry Potter.
+MADAM ROSMERTA,Harry Potter?
+FUDGE,Shh! Come.
+HERMIONE,Harry!
+SHRUNKEN HEAD 1,No underage wizards allowed in today!
+SHRUNKEN HEAD 2,Shut the damn door!
+HERMIONE,So rude.
+RON,Thick heads.
+SHRUNKEN HEAD 1,Thick heads?!
+SHRUNKEN HEAD 2,How dare they!
+SHRUNKEN HEAD 2,Who are they calling thick heads?
+SHRUNKEN HEAD 1,Young whippersnappers!
+MADAM ROSMERTA,Nobody will come to a pub where they'll get scared out of their wits.
+MCGONAGALL,Professor Dumbledore doesn't want dementors around the place.
+MADAM ROSMERTA,Tell me what this is all about.
+MCGONAGALL,"Years ago, when Harry Potter's parents realized they were marked for death..."
+MCGONAGALL,Remember? They hid.
+MCGONAGALL,Few knew where they were.
+MCGONAGALL,One who did was Sirius Black.
+MCGONAGALL,And he told You-Know-Who.
+FUDGE,Not only did Black lead him to the Potters that night he also killed one of their friends Peter Pettigrew!
+MADAM ROSMERTA,Peter Pettigrew?
+MCGONAGALL,Little lump of a boy.
+MCGONAGALL,Always trailing after Black.
+MADAM ROSMERTA,I remember.
+MADAM ROSMERTA,Never let James and Sirius out of his sight.
+MADAM ROSMERTA,What happened?
+MCGONAGALL,"Peter tried to warn the Potters and might have, had he not run into an old friend, Sirius Black."
+FUDGE,Black was vicious.
+FUDGE,He didn't kill Pettigrew. He destroyed him!
+FUDGE,A finger. That's all that was left.
+FUDGE,A finger. Nothing else.
+MCGONAGALL,"Yes, Sirius Black may not have put his hands to the Potters but he's the reason they're dead."
+FUDGE,And now he wants to finish what he started.
+MADAM ROSMERTA,I don't believe it.
+FUDGE,That's not the worst of it.
+MADAM ROSMERTA,What could be worse?
+MCGONAGALL,This: Sirius Black was and remains to this day Harry Potter's godfather!
+HERMIONE,"Ron, look!"
+HERMIONE,"Sorry. Sorry. Excuse me, excuse me."
+RON,Merry Christmas.
+HERMIONE,"Harry, what happened?"
+HARRY,He was their friend and he betrayed them.
+HARRY,He was their friend!
+HARRY,I hope he finds me.
+HARRY,"Because when he does, I'm gonna be ready!"
+HARRY,"When he does, I'm gonna kill him!"
+LUPIN,Harry. There you are. You came.
+LUPIN,"Are you sure about this, Harry?"
+LUPIN,This is very advanced magic well beyond the Ordinary Wizarding Level.
+HARRY,I'm sure.
+LUPIN,"Well, everything's prepared."
+LUPIN,The spell I'm going to try yo teach you is called the Patronus Charm.
+LUPIN,Did you ever hear of it?
+LUPIN,No? Well...A Patronus is a positive force.
+LUPIN,"For the wizard who conjures one it works like a shield, with the dementor feeding on it rather than him."
+LUPIN,"But in order for it to work, you need to think of a memory."
+LUPIN,"Not just any memory, a very happy memory, a very powerful memory."
+LUPIN,Can you do this?
+HARRY,Yes.
+LUPIN,Very well. Close your eyes.
+LUPIN,Concentrate.
+LUPIN,Explore your past.
+LUPIN,Do you have a memory?
+LUPIN,Allow it to fill you up.
+LUPIN,Lose yourself within it.
+LUPIN,"Then speak the incantation, Expecto Patronum."
+HARRY,Expecto Patronum.
+LUPIN,Very good.
+HARRY,Shall we? Wand at the ready.
+HARRY,Expecto Patronum!
+HARRY,Expecto... Expecto...Expect...
+LUPIN,Here we go. Come on.
+LUPIN,Sit up. Deep breaths.
+LUPIN,It's all right. I didn't expect you to do it the first time.
+LUPIN,That would have been remarkable.
+LUPIN,"Here, eat this. You'll feel better."
+HARRY,That's one nasty dementor.
+LUPIN,"Oh, no, no, no."
+LUPIN,"That was a boggart, Harry. A boggart."
+LUPIN,The real thing would be worse.
+LUPIN,"Much, much worse."
+LUPIN,"As a matter of interest, what were you thinking?"
+LUPIN,Which memory did you choose?
+HARRY,The first time I rode a broom.
+LUPIN,That's not good enough.
+LUPIN,Not nearly good enough.
+HARRY,There's another.
+HARRY,"It's not happy, exactly."
+HARRY,"Well, it is."
+HARRY,It's the happiest I've ever felt but it's complicated.
+LUPIN,Is it strong?
+LUPIN,Then let's give it a try. You feel ready?
+HARRY,Just do it.
+HARRY,Expecto Patronum!
+HARRY,Expecto Patronum!
+LUPIN,"Yes! Well done, Harry. Well done!"
+HARRY,I think I've had enough for today.
+LUPIN,Yes. Sit down. Here.
+LUPIN,"Eat this, it helps. It really helps."
+LUPIN,"And just so you know, Harry I think you'd have given your father a run for his money."
+LUPIN,And that is saying something.
+HARRY,I was thinking of him. And Mum.
+HARRY,Seeing their faces.
+HARRY,They were talking to me.
+HARRY,Just talking.
+HARRY,That's the memory I chose.
+HARRY,I don't even know if it's real.
+HARRY,But it's the best I have.
+HERMIONE,Beautiful day.
+RON,Gorgeous.
+RON,Unless you've been ripped to pieces!
+HARRY,Ripped to pieces?
+HARRY,What are you talking about?
+HERMIONE,Ronald has lost his rat.
+RON,I haven't lost anything!
+RON,Your cat killed him!
+HERMIONE,Rubbish.
+RON,"Harry, you've seen the way that bloodthirsty beast of hers is always lurking about."
+RON,And Scabbers is gone.
+HERMIONE,"Well, maybe you should learn to take better care of your pets!"
+RON,Your cat killed him!
+HERMIONE,Did not.
+RON,Did.
+HERMIONE,Didn't.
+HERMIONE,"How did it go, Hagrid? The hearing?"
+HAGRID,"Well, first off, the committee members took turns talking about why we were there."
+HAGRID,I got up and did my piece.
+HAGRID,"Said how Buckbeak was a good hippogriff, always cleaned his feathers."
+HAGRID,And then Lucius Malfoy got up.
+HAGRID,"Well, you can imagine."
+HAGRID,He said Buckbeak was a deadly and dangerous creature who would kill you as soon as look at you.
+HERMIONE,And then?
+HAGRID,"And then he asked for the worst, did old Lucius."
+RON,They're not sacking you!
+HAGRID,"No, I'm not sacked."
+HAGRID,Buckbeak's been sentenced to death!
+RON,Spiders! There's... There's spiders.
+RON,Spiders. They want me to tap-dance.
+RON,I don't wanna tap-dance!
+HARRY,Tell those spiders.
+RON,"Right, yeah. Tell them. I'll tell them..."
+MADAM ROSMERTA,Peter Pettigrew?
+MCGONAGALL,Little lump of a boy.
+MCGONAGALL,Always trailing after Sirius Black.
+FUDGE,Black was vicious.
+FUDGE,"He didn 't kill Pettigrew, he destroyed him!"
+VOICE,Put that light out!
+HARRY,Sorry.
+VOICE,"Watch it there, boy."
+VOICE,We're trying to sleep here!
+HARRY,Mischief managed. Nox.
+SNAPE,Potter.
+SNAPE,What are you doing wandering the corridors at night?
+HARRY,I was sleepwalking.
+SNAPE,"How extraordinarily like your father you are, Potter."
+SNAPE,"He, too, was exceedingly arrogant, strutting about the castle."
+HARRY,My dad didn't strut. And nor do I.
+HARRY,"If you don't mind, I would appreciate it if you could lower your wand."
+SNAPE,Turn out your pockets.
+SNAPE,Turn out your pockets!
+SNAPE,What's this?
+HARRY,Spare bit of parchment.
+SNAPE,Really? Open it.
+SNAPE,Reveal your secrets.
+SNAPE,Read it.
+HARRY,"Messrs. Moony, Wormtail, Padfoot, and Prongs offer their compliments to Professor Snape and..."
+SNAPE,Go on.
+HARRY,And request he keep his large nose out of other people's business.
+SNAPE,You insolent little...
+LUPIN,Professor!
+SNAPE,"Well, well. Lupin."
+SNAPE,"Out for a little walk in the moonlight, are we?"
+LUPIN,"Harry, are you all right?"
+SNAPE,That remains to be seen.
+SNAPE,I have now just confiscated a rather curious artifact.
+SNAPE,"Take a look, Lupin."
+SNAPE,Supposed to be your area of expertise.
+SNAPE,"Clearly, it's full of dark magic."
+LUPIN,"I seriously doubt it, Severus."
+LUPIN,It looks as though it's a parchment designed to insult anyone who tries to read it.
+LUPIN,I suspect it's a Zonko product.
+LUPIN,"Nevertheless, I shall investigate any hidden qualities it may possess."
+LUPIN,"It is, after all, as you say, my area of expertise."
+LUPIN,"Harry, would you come with me, please? Professor, good night."
+VOICE,Are you deaf? Put that light out!
+LUPIN,Come in.
+LUPIN,"I haven't the faintest idea how this map came to be in your possession but quite frankly, I am astounded that you didn't hand it in."
+LUPIN,"Did it never occur to you that this, in the hands of Sirius Black is a map to you?"
+LUPIN,No.
+HARRY,"No, sir."
+LUPIN,Your father never set much store by the rules either.
+LUPIN,But he and your mother gave their lives to save yours.
+LUPIN,Gambling their sacrifice by wandering the castle unprotected with a killer on the loose seems to me a poor way to repay them!
+LUPIN,"Now, I will not cover up for you again."
+LUPIN,Do you hear me?
+HARRY,"Yes, sir."
+LUPIN,I want you to return to your dormitory and stay there.
+LUPIN,And don't take any detours.
+LUPIN,"If you do, I shall know."
+HARRY,"Professor, just so you know, I don't think that map always works."
+HARRY,"Earlier, it showed someone in the castle."
+HARRY,Someone I know to be dead.
+LUPIN,"Oh, really? And who might that be?"
+HARRY,Peter Pettigrew.
+LUPIN,That's not possible.
+HARRY,It's just what I saw.
+HARRY,"Good night, professor."
+TRELAWNEY,Broaden your minds.
+TRELAWNEY,You must look beyond.
+TRELAWNEY,The art of crystal gazing is in the clearing of the Inner Eye.
+TRELAWNEY,Only then can you see. Try again.
+TRELAWNEY,"Now, what do we have here?"
+HERMIONE,Do you mind me trying?
+HERMIONE,"The Grim, possibly."
+TRELAWNEY,"My dear, from the first moment you stepped foot in my class I sensed that you did not possess the proper spirit for the noble art of Divination."
+TRELAWNEY,"No, you see, there."
+TRELAWNEY,"You may be young in years, but your heart is as shriveled as an old maid's, your soul as dry as the pages of the books to which you so desperately cleave."
+TRELAWNEY,Have I said something?
+RON,"She's gone mental, Hermione has."
+RON,"I mean, not that she wasn't always mental but now it's in the open for everyone to see."
+HARRY,Hang on.
+HARRY,We better take this back.
+RON,I'm not going back.
+HARRY,Fine. See you later.
+RON,See you.
+VOICE,Harry Potter
+HARRY,Professor Trelawney...
+TRELAWNEY,He will return tonight.
+HARRY,Sorry?
+TRELAWNEY,"Tonight, he who betrayed his friends, whose heart rots with murder shall break free."
+TRELAWNEY,Innocent blood shall be spilt and servant and master shall be reunited once more.
+TRELAWNEY,"I'm so sorry, dear boy."
+TRELAWNEY,Did you say something?
+HARRY,No. Nothing.
+HERMIONE,I can't believe they're going to kill Buckbeak. It's just too horrible.
+RON,It just got worse.
+DRACO,What did I say? Father said I can keep the hippogriff's head.
+DRACO,I'll donate it to the Gryffindors' room.
+DRACO,This is going to be rich.
+GOYLE,Look who's here.
+DRACO,Come to see the show?
+HERMIONE,"You! You foul, loathsome, evil little cockroach!"
+RON,"Hermione, no!"
+RON,He's not worth it.
+GOYLE,"Malfoy, are you okay?"
+GOYLE,Let's go. Quick.
+DRACO,"Not a word to anyone, understood?"
+HERMIONE,That felt good.
+RON,"Not good, brilliant."
+HAGRID,Look at him. Loves the smell of the trees when the wind blows through them.
+HARRY,Why don't we just set him free?
+HAGRID,"They'd know it was me, and then Dumbledore would get into trouble."
+HAGRID,"He's coming down, Dumbledore."
+HAGRID,Says he wants to be with me when they...When it happens.
+HAGRID,"Great man, Dumbledore."
+HAGRID,A great man.
+HERMIONE,We'll stay with you too.
+HAGRID,You'll do no such thing!
+HAGRID,Think I want you seeing something like that? No.
+HAGRID,You just drink your tea and be off.
+HAGRID,"Oh. Before you do, Ron..."
+RON,Scabbers! You're alive!
+HAGRID,Keep a closer eye on your pet.
+HERMIONE,I think you owe someone an apology.
+RON,"Right. Next time I see Crookshanks, I'll let him know."
+HERMIONE,I meant me!
+HAGRID,Blimey. What was that?
+HARRY,Hagrid!
+HAGRID,"Oh, crikey."
+DUMBLEDORE,"No, minister. Over this way."
+HAGRID,It's late. It's nearly dark.
+HAGRID,You shouldn't be here.
+HAGRID,"Someone sees you outside this time of night, you'll be in trouble."
+HAGRID,"Particularly you, Harry."
+HAGRID,With you in a moment!
+HAGRID,Quick. Quick!
+HARRY,Hagrid.
+HARRY,It'll be fine. It'll be okay.
+HAGRID,"Go on, go on!"
+DUMBLEDORE,That's ling you see over there...
+FUDGE,On the slope.
+DUMBLEDORE,"On the slope... Ah, Hagrid."
+HAGRID,Professor Dumbledore.
+DUMBLEDORE,Good evening.
+HAGRID,Minister. Make your way through.
+HAGRID,"Have a tea, if you like."
+FUDGE,"No, Hagrid."
+HAGRID,Gentlemen.
+DUMBLEDORE,I'd like a cup of tea.
+FUDGE,"Well, I think we should get down to our business, shall we?"
+FUDGE,"Very well. It is the decision of the Committee for the Disposal of Dangerous Creatures that the hippogriff Buckbeak here in after called ""the condemned,"" shall be executed this day at sundown."
+HAGRID,"Dear, dear..."
+DUMBLEDORE,"Now, now, Hagrid. Now, come on."
+DUMBLEDORE,All right. It'll be all right.
+FUDGE,The execution shall dispatch...
+HARRY,What?
+HERMIONE,I thought I just saw...Never mind.
+RON,Let's go!
+HAGRID,Buckbeak didn't mean no harm.
+HARRY,"Oh, no."
+RON,He bit me. Scabbers.
+HERMIONE,Ron. Ron!
+HARRY,Ron!
+RON,"Scabbers, come back."
+HARRY,Wait!
+RON,"Scabbers, you bit me!"
+HERMIONE,"Harry, you do realize what tree this is?"
+HARRY,"That's not good. Ron, run!"
+RON,"Harry, Hermione, run!"
+RON,It's the Grim!
+RON,Ah! Harry!
+HARRY,"Ron! Ron, wait!"
+RON,Harry!Help!
+HERMIONE,Ron!!
+HARRY,Ron!
+HARRY,Ron. Ron.
+HERMIONE,Ron!
+HARRY,Come on!
+HARRY,Move!
+HERMIONE,Duck!
+HERMIONE,Harry!
+HERMIONE,"Oh, I'm sorry."
+HARRY,Don't worry.
+HERMIONE,Where do you suppose this goes?
+HARRY,I have a hunch.
+HARRY,I just hope I'm wrong.
+HERMIONE,"We're in the Shrieking Shack, aren't we?"
+HARRY,Come on.
+HARRY,Ron.
+HERMIONE,Ron. You're okay.
+HARRY,The dog. Where is it?
+RON,It's a trap. He's the dog.
+RON,He's an Animagus.
+HERMIONE,"If you want to kill Harry, you have to kill us too!"
+SIRIUS,No. Only one will die tonight.
+HARRY,Then it'll be you!
+SIRIUS,"Are you going to kill me, Harry?"
+LUPIN,Expelliarmus!
+LUPIN,"Well, well, Sirius."
+LUPIN,"Looking rather ragged, aren't we?"
+LUPIN,"Finally, the flesh reflects the madness within."
+SIRIUS,"Well, you'd know all about the madness within, wouldn't you Remus?"
+SIRIUS,I found him.
+LUPIN,I know.
+SIRIUS,It's him.
+LUPIN,I understand.
+SIRIUS,Let's kill him!
+HERMIONE,No! I trusted you!
+HERMIONE,"And all this time, you've been his friend."
+HERMIONE,He's a werewolf!
+HERMIONE,That's why he's been missing classes.
+LUPIN,How long have you known?
+HERMIONE,Since Professor Snape set the essay.
+LUPIN,"Well, Hermione."
+LUPIN,You are the brightest witch of your age I've ever met.
+SIRIUS,"Enough talk, Remus!"
+SIRIUS,"Come on, let's kill him!"
+LUPIN,Wait!
+SIRIUS,I did my waiting!
+SIRIUS,Twelve years of it! In Azkaban!
+LUPIN,Very well. Kill him.
+LUPIN,But wait one more minute.
+LUPIN,Harry has the right to know why.
+HARRY,I know why.
+HARRY,You betrayed my parents.
+HARRY,You're the reason they're dead!
+LUPIN,"No, it wasn't him."
+LUPIN,"Somebody did betray your parents somebody who, until quite recently, I believed to be dead!"
+HARRY,"Who was it, then?"
+SIRIUS,Peter Pettigrew!
+SIRIUS,And he's in this room! Right now!
+SIRIUS,"Come out, come out, Peter!"
+SIRIUS,"Come out, come out and play!"
+SNAPE,Expelliarmus!
+SNAPE,Vengeance is sweet.
+SNAPE,How I hoped I'd be the one to catch you.
+LUPIN,Severus...
+SNAPE,I told Dumbledore you were helping a friend into the castle. Here's the proof.
+SIRIUS,"Brilliant, Snape."
+SIRIUS,Once again you've put your keen mind to the task and come to the wrong conclusion.
+SIRIUS,"If you'll excuse us, Remus and I have business to attend to."
+SNAPE,Give me a reason. I beg you!
+LUPIN,Severus don't be a fool.
+SIRIUS,He can't help it. It's habit.
+LUPIN,Sirius be quiet.
+SIRIUS,Be quiet yourself!
+SNAPE,"You two, quarrelling like an old married couple."
+SIRIUS,Why don't you run along and play with your chemistry set!
+SNAPE,"I could do it, you know."
+SNAPE,But why deny the dementors?
+SNAPE,They're so longing to see you.
+SNAPE,Do I detect a flicker of fear?
+SNAPE,"Oh, yes. A Dementor's Kiss. One can only imagine what that must be like."
+SNAPE,"It's said to be nearly unbearable to witness, but I'll do my best."
+LUPIN,"Severus, please."
+SNAPE,After you.
+HARRY,Expelliarmus!
+RON,Harry! What did you just do?
+HERMIONE,You attacked a teacher!
+HARRY,Tell me about Peter.
+LUPIN,He was at school with us.
+LUPIN,We thought he was our friend!
+HARRY,No. Pettigrew's dead. You killed him!
+LUPIN,"No, he didn't."
+LUPIN,"I thought so too, until you mentioned Pettigrew on the map!"
+HARRY,"The map was lying, then."
+SIRIUS,The map never lies!
+SIRIUS,Pettigrew's alive!
+SIRIUS,And he's right there!
+RON,Me?! He's mental!
+SIRIUS,Not you! Your rat!
+RON,Scabbers has been in my family for...
+SIRIUS,Twelve years?
+SIRIUS,Curiously long life for a common garden rat!
+SIRIUS,"He's missing a toe, isn't he?"
+RON,So what?
+HARRY,All they could find of Pettigrew was his...
+SIRIUS,Finger!
+SIRIUS,Dirty coward cut it off so everyone would think he was dead!
+SIRIUS,And then he transformed into a rat!
+HARRY,Show me.
+HARRY,"Give it to him, Ron."
+RON,What are you trying to do to him?
+RON,Scabbers!
+RON,Leave him alone! Get off him!
+RON,What are you doing?
+PETTIGREW,Remus? Sirius. My old friends!
+PETTIGREW,Harry! Look at you.
+PETTIGREW,You look so much like your father.
+PETTIGREW,James. We were the best of friends...
+SIRIUS,How dare you speak to Harry!
+SIRIUS,How dare you talk about James in front of him!
+LUPIN,You sold James and Lily to Voldemort!
+PETTIGREW,I didn't mean to!
+PETTIGREW,The Dark Lord. You have no idea the weapons he possesses!
+PETTIGREW,"Ask yourself, Sirius!"
+PETTIGREW,What would you have done?
+PETTIGREW,What would you have done?
+SIRIUS,"I'm gonna died, I'm gonna die rather than betray my friends!"
+PETTIGREW,James wouldn't have wanted me killed!
+PETTIGREW,Your dad would have spared me!
+PETTIGREW,He would have shown me mercy!
+SIRIUS,"Should have realized if Voldemort didn't kill you, we would. Together!"
+HARRY,No!
+LUPIN,"Harry, this man..."
+HARRY,I know what he is.
+HARRY,But we'll take him to the castle.
+PETTIGREW,"Bless you, boy. Bless you!"
+HARRY,Get off!
+HARRY,I said we'd take you to the castle.
+HARRY,"After that, the dementors can have you."
+SIRIUS,Sorry about the bite.
+SIRIUS,I reckon that twinges a bit.
+RON,A bit? A bit?
+RON,You almost tore my leg off!
+SIRIUS,I was going for the rat.
+SIRIUS,"Normally, I have a very sweet disposition as a dog."
+SIRIUS,"More than once, James suggested that I make the change permanent."
+SIRIUS,The tail I could live with.
+SIRIUS,"But the fleas, they're murder."
+HARRY,Okay.
+RON,You better go.
+HARRY,"No. Don't worry, okay?"
+HARRY,It's fine. I'll stay.
+HERMIONE,"You go, I'll stay."
+HARRY,You okay?
+RON,I'm fine. Go.
+HERMIONE,That looks really painful.
+RON,So painful.
+RON,They might chop it.
+HERMIONE,I'm sure Madam Pomfrey will fix it in a heartbeat.
+RON,It's too late. It's ruined.
+RON,It'll have to be chopped off.
+SIRIUS,"It's beautiful, isn't it?"
+SIRIUS,I'll never forget the first time I walked through those doors.
+SIRIUS,It'll be nice to do it again as a free man.
+SIRIUS,That was a noble thing you did back there.
+SIRIUS,He doesn't deserve it.
+HARRY,I didn't think my dad would have wanted his best friends to become killers.
+HARRY,"Besides, dead, the truth dies with him."
+HARRY,"Alive, you're free."
+PETTIGREW,Turn me into a flobberworm.
+PETTIGREW,Anything but the dementors!
+PETTIGREW,Ron! Haven't I been a good pet?
+PETTIGREW,"You won't let them give me to the dementors, will you?"
+PETTIGREW,I was your rat!
+PETTIGREW,"Sweet, clever girl! Surely you won't..."
+LUPIN,Get away from her!
+SIRIUS,"I don't know if you know, Harry but when you were born, James and Lily made me your godfather."
+HARRY,I know.
+SIRIUS,I can understand if you choose to stay with your aunt and uncle but if you ever wanted a different home...
+HARRY,What? Come and live with you?
+SIRIUS,It's just a thought.
+SIRIUS,I can understand if you don't want to.
+HERMIONE,Harry!
+SIRIUS,"Remus, my old friend."
+SIRIUS,Have you taken your potion tonight?
+SIRIUS,"You know the man you truly are, Remus!"
+SIRIUS,This heart is where you truly live! Here!
+SIRIUS,This flesh is only flesh!
+HARRY,Expelliarmus!
+HERMIONE,Harry!
+SIRIUS,Remus! Remus!
+SIRIUS,Run! Run!
+HARRY,Come on.
+HERMIONE,Wait. Wait.
+RON,Hermione! Bad idea. Bad idea.
+HERMIONE,Professor? Professor Lupin?
+RON,Nice doggy. Nice doggy!
+SNAPE,"There you are, Potter!"
+HARRY,Sirius!
+SNAPE,"Come back here, Potter!"
+HARRY,Sirius!
+HARRY,No. Sirius!
+HARRY,Expecto Patronum!
+HERMIONE,Harry?
+HARRY,I saw my dad.
+HERMIONE,What?
+HARRY,He sent the dementors away.
+HARRY,I saw him across the lake.
+HERMIONE,"Listen Harry, they've captured Sirius."
+HERMIONE,Any minute the dementors are gonna perform the Kiss.
+HARRY,They're gonna kill him?
+HERMIONE,No. It's worse.
+HERMIONE,Much worse.
+HERMIONE,They're going to suck out his soul.
+HERMIONE,"Headmaster, you've got to stop them."
+HERMIONE,They've got the wrong man.
+HARRY,It's true sir. Sirius is innocent.
+RON,It's Scabbers who did it.
+DUMBLEDORE,Scabbers?
+RON,"He's my rat, sir."
+RON,He's not really a rat. He was a rat.
+RON,He was my brother Percy's rat.
+RON,But then they gave him an owl...
+HERMIONE,"The point is, we know the truth."
+HERMIONE,Please believe us.
+DUMBLEDORE,"I do, Miss Granger."
+DUMBLEDORE,But the word of three 13-year-old wizards will convince few others.
+DUMBLEDORE,"A child's voice, however honest and true is meaningless to those who have forgotten how to listen."
+DUMBLEDORE,"Mysterious thing, time."
+DUMBLEDORE,"Powerful and when meddled with, dangerous."
+DUMBLEDORE,Sirius Black is in the topmost cell of the Dark Tower.
+DUMBLEDORE,"You know the laws, Miss Granger"
+DUMBLEDORE,You must not be seen.
+DUMBLEDORE,"And you would do well, I feel, to return before this last chime."
+DUMBLEDORE,"If not, the consequences are too ghastly to discuss."
+DUMBLEDORE,If you succeed tonight more than one innocent life may be spared.
+DUMBLEDORE,"Three turns should do it, I think."
+DUMBLEDORE,"Oh, and by the way."
+DUMBLEDORE,"When in doubt, I find retracing my steps to be a wise place to begin."
+DUMBLEDORE,Good luck.
+RON,What the bloody hell was that all about?
+HERMIONE,"Sorry, Ron, but seeing as you can't walk..."
+HARRY,What just happened?
+HARRY,Where's Ron?
+HERMIONE,07:30. Where were we at 7:30?
+HARRY,I don't know. Going to Hagrid's?
+HERMIONE,Come on. And we can't be seen.
+HARRY,Hermione!
+HARRY,"Hermione! Hermione, wait."
+HARRY,"Hermione, will you please tell me what it is we're doing?"
+DRACO,Come to see the show?
+HERMIONE,"You! You foul, loathsome,evil little cockroach!"
+HARRY,That's us.
+RON,"Hermione, no! He's not worth it."
+HARRY,This is not normal.
+HERMIONE,"This is a Time-Turner, Harry."
+HERMIONE,McGonagall gave it to me first term.
+HERMIONE,This is how I've been getting to my lessons all year.
+HARRY,You mean we've gone back in time?
+HERMIONE,Yes.
+HERMIONE,Dumbledore obviously wanted us to return to this moment.
+HERMIONE,"Clearly, something happened he wants us to change."
+HARRY,Good punch.
+HERMIONE,Thanks.
+HERMIONE,Malfoy's coming.
+GOYLE,Run.
+DRACO,"Not a word to anyone, understood?"
+DRACO,I'm gonna get that jumped-up mudblood! Mark my words.
+HERMIONE,That felt good.
+RON,"Not good, brilliant."
+HARRY,Come on. We should be at Hagrid's.
+HARRY,Look. Buckbeak's still alive.
+HERMIONE,Of course.
+HERMIONE,Remember what Dumbledore said?
+HERMIONE,"If we succeed, more than one innocent life could be spared."
+HERMIONE,Let's go.
+HARRY,Here they come. I'd better hurry.
+HERMIONE,Fudge has to see Buckbeak before we steal him.
+HERMIONE,"Otherwise, he'll think Hagrid set him free."
+RON,"Scabbers, you're alive!"
+HAGRID,Keep a closer eye on your pet.
+HARRY,That's Pettigrew.
+HERMIONE,"Harry, you can't."
+HARRY,Hermione that's the he betrayed my parents.
+HARRY,You don't expect me to sit here.
+HERMIONE,"Yes, and you must!"
+HERMIONE,"Harry, you're in Hagrid's hut now."
+HERMIONE,"If you go bursting in, you'll think you've gone mad."
+HERMIONE,Awful things happen to wizards who meddle with time Harry.
+HERMIONE,We can't be seen.
+HERMIONE,Fudge is coming.
+HERMIONE,And we aren't leaving?
+HERMIONE,Why aren't we leaving?
+HARRY,Are you mad?
+HARRY,That hurt.
+HERMIONE,Sorry.
+HERMIONE,We're coming out the back door. Go!
+HERMIONE,Is that really what my hair looks like from the back?
+HARRY,What?
+HERMIONE,I thought I just saw? Never mind.
+RON,Let's go.
+HERMIONE,"Okay, go, Harry. Go!"
+HARRY,Get away. Get off.
+DUMBLEDORE,"Minister, I really think I should sign as well."
+FUDGE,"Yes, very well. Perhaps it would be..."
+HARRY,"Okay, Buckbeak. Come quickly. "
+HARRY,Come with us now. Come on.
+HERMIONE,Keep trying. Come on. Quickly.
+HARRY,Buckbeak. Okay?
+HARRY,Quickly. Hurry up. Okay?
+FUDGE,Your name only.
+DUMBLEDORE,It's such a very long name...
+HARRY,"Hurry up now, Buckbeak, okay?"
+HERMIONE,"Come on. Come on, Buckbeak."
+HERMIONE,Come and get the nice dead ferret.
+HERMIONE,"Come on. It's here. Come on, Beaky."
+DUMBLEDORE,"Here we are, minister. Follow me."
+DUMBLEDORE,"Now, look there."
+FUDGE,Where?
+DUMBLEDORE,Look beyond the rocks.
+FUDGE,What am I supposed to see?
+DUMBLEDORE,Professor Dippet had that ling planted when he was headmaster.
+FUDGE,"Oh, yes. Indeed, indeed."
+DUMBLEDORE,And all the strawberries.
+HERMIONE,"Come on, Buckbeak. Come on."
+FUDGE,I see no strawberries.
+DUMBLEDORE,Over there.
+FUDGE,Where?
+DUMBLEDORE,Over there.
+HARRY,This way.
+FUDGE,"Let's get this over, please."
+DUMBLEDORE,All right.
+FUDGE,But where is it?
+FUDGE,"I saw the beast, just now."
+FUDGE,Not a moment ago!
+DUMBLEDORE,How extraordinary.
+HAGRID,Buckbeak.
+FUDGE,"Come now, Dumbledore."
+FUDGE,Someone's obviously released him.
+FUDGE,Hagrid?
+HERMIONE,Buckbeak.
+DUMBLEDORE,I don't think the minister's suggesting you had anything to do with this.
+DUMBLEDORE,"Afterall, How could you?"
+DUMBLEDORE,You've been with us all the time.
+HAGRID,Right.
+FUDGE,"Well, well."
+FUDGE,We must search the grounds.
+DUMBLEDORE,"Well, search the skies, if you must, minister."
+DUMBLEDORE,"Meanwhile, I'd like a nice cup of tea or a large brandy."
+DUMBLEDORE,"Oh, executioner, your services are no longer required."
+DUMBLEDORE,Thank you.
+HAGRID,"You'll find no small glasses in this house, professor."
+HERMIONE,Come on.
+HARRY,This way.
+HARRY,"This way, now."
+HARRY,Now what?
+HERMIONE,We save Sirius.
+HARRY,How?
+HERMIONE,No idea.
+HERMIONE,Look. It's Lupin.
+LUPIN,Immobulus!
+HERMIONE,And Snape's coming.
+HARRY,And now we wait.
+HERMIONE,And now we wait.
+HERMIONE,At least someone's enjoying himself.
+HARRY,Yeah.
+HARRY,Hermione?
+HERMIONE,Yeah?
+HARRY,"Before, down by the lake, when I was with Sirius I did see someone."
+HARRY,That someone made the dementors go away.
+HERMIONE,With a Patronus.
+HERMIONE,I heard Snape telling Dumbledore.
+HERMIONE,According to him only a really powerful wizard could have conjured it.
+HARRY,It was my dad.
+HARRY,It was my dad conjured the Patronus.
+HERMIONE,"Harry, but your dad's..."
+HARRY,Dead. I know.
+HARRY,I'm just telling you what I saw.
+HERMIONE,Here we come.
+HARRY,You see Sirius talking to me there?
+HARRY,He's asking me to come live with him.
+HERMIONE,That's great.
+HARRY,"When we free him, I'll never have to go back to the Dursleys'."
+HARRY,It'll just be me and him.
+HARRY,We could live in the country someplace you can see the sky.
+HARRY,He'll like that after all those years in Azkaban.
+HERMIONE,Harry!
+SIRIUS,Run! Run!
+HARRY,Let's go.
+HARRY,What are you doing?
+HERMIONE,Saving your life.
+HARRY,Thanks.
+HARRY,Great. Now he's coming for us.
+HERMIONE,"Yeah, I didn't think about that. Run!"
+HERMIONE,That was so scary.
+HARRY,Poor Professor Lupin's having a really tough night.
+HARRY,Sirius. Come on!
+HERMIONE,This is horrible.
+HARRY,Don't worry.
+HARRY,My dad will come.
+HARRY,He'll conjure the Patronus.
+HARRY,Any minute now.
+HARRY,Right there. You'll see.
+HERMIONE,"Harry, listen to me."
+HERMIONE,No one's coming.
+HARRY,"Don't worry, he will."
+HARRY,He will come.
+HARRY,Sirius.
+HERMIONE,You're dying both of you.
+HERMIONE,Harry!
+HARRY,Expecto Patronum!
+HARRY,"You were right, Hermione."
+HARRY,It wasn't my dad I saw earlier. It was me!
+HARRY,I saw myself conjuring the Patronus before.
+HARRY,"I knew I could do it this time because well, I had already done it."
+HARRY,Does that make sense?
+HERMIONE,No. But I don't like flying...!
+HERMIONE,Bombarda!
+SIRIUS,I'll be forever grateful for this to both of you.
+HARRY,I want to go with you.
+SIRIUS,"One day, perhaps."
+SIRIUS,"For some time, my life will be too unpredictable."
+SIRIUS,And besides you're meant to be here.
+HARRY,But you're innocent.
+SIRIUS,And you know it.
+SIRIUS,"And for now, that will do."
+SIRIUS,I expect you're tired of hearing this but you look so like your father.
+SIRIUS,Except your eyes. You have...
+HARRY,My mother's eyes.
+SIRIUS,"It's cruel that I spent so much time with James and Lily, and you so little."
+SIRIUS,But know this: The ones that love us never really leave us.
+SIRIUS,And you can always find them in here.
+SIRIUS,You really are the brightest witch of your age.
+HERMIONE,We have to go.
+DUMBLEDORE,Well?
+HARRY,He's free. We did it.
+DUMBLEDORE,Did what?
+DUMBLEDORE,Good night.
+RON,How did you get there?
+RON,I was talking to you there.
+RON,And now you're there.
+HERMIONE,"What's he talking about, Harry?"
+HARRY,I don't know.
+HARRY,"Honestly, Ron. How can somebody be in two places at once?"
+LUPIN,"Hello, Harry."
+LUPIN,I saw you coming.
+LUPIN,"I've looked worse, believe me."
+HARRY,You've been sacked.
+LUPIN,"No. No. I resigned, actually."
+HARRY,Resigned? Why?
+LUPIN,"Well, it seems that somebody let slip the nature of my condition."
+LUPIN,"This time tomorrow, the owls will start arriving and parents will not want well, someone like me teaching their children."
+HARRY,But Dumbledore...
+LUPIN,Dumbledore has already risked enough on my behalf.
+LUPIN,"Besides, people like me are..."
+LUPIN,"Well, let's just say that I'm used to it by now."
+LUPIN,"Why do you look so miserable, Harry?"
+HARRY,None of it made any difference.
+HARRY,Pettigrew escaped.
+LUPIN,Didn't make any difference?
+LUPIN,"Harry, It made all the difference in the world."
+LUPIN,You uncovered the truth.
+LUPIN,You saved an innocent man from a terrible fate.
+LUPIN,It made a great deal of difference.
+LUPIN,If I am proud of anything it is of how much you have learned this year.
+LUPIN,"Now, since I am no longer your teacher I feel no guilt whatsoever about giving this back to you."
+LUPIN,"So now I'll say goodbye, Harry."
+LUPIN,I feel sure we'll meet again sometime.
+LUPIN,Until then mischief managed.
+RON,"Stand back, I said! Or I'll take it upstairs if you don't settle."
+NEVILLE,Harry.
+NEVILLE,Wherever did you get it?
+SEAMUS,"Can I have a go, Harry?"
+SEAMUS,"After you, of course."
+HARRY,What are you talking about?
+RON,Quiet.
+RON,Let the man through.
+RON,"I didn't mean to open it, Harry."
+RON,It was badly wrapped.
+RON,They made me do it.
+FRED & GEORGE,Did not.
+GEORGE,It's a Firebolt.
+FRED,It's the fastest broom in the world.
+HARRY,For me?
+HARRY,But who sent it?
+RON,No one knows.
+HERMIONE,This came with it.
+BOY 1,"Go on, Harry!"
+BOY 2,"Yeah, let's see."
+HERMIONE,"How fast is it, Harry?"
+HARRY,Lumos.
+HARRY,I solemnly swear that I am up to no good.
+HARRY,Mischief managed.
+HARRY,Nox.
diff --git a/your-code/Proyect 4.ipynb b/your-code/Proyect 4.ipynb
new file mode 100644
index 0000000..832c006
--- /dev/null
+++ b/your-code/Proyect 4.ipynb	
@@ -0,0 +1,808 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# visualizing-real-world-data-project"
+   ]
+  },
+  {
+   "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"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Id</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Job</th>\n",
+       "      <th>House</th>\n",
+       "      <th>Wand</th>\n",
+       "      <th>Patronus</th>\n",
+       "      <th>Species</th>\n",
+       "      <th>Blood status</th>\n",
+       "      <th>Hair colour</th>\n",
+       "      <th>Eye colour</th>\n",
+       "      <th>Loyalty</th>\n",
+       "      <th>Skills</th>\n",
+       "      <th>Birth</th>\n",
+       "      <th>Death</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Harry James Potter</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Student</td>\n",
+       "      <td>Gryffindor</td>\n",
+       "      <td>11\"  Holly  phoenix feather</td>\n",
+       "      <td>Stag</td>\n",
+       "      <td>Human</td>\n",
+       "      <td>Half-blood</td>\n",
+       "      <td>Black</td>\n",
+       "      <td>Bright green</td>\n",
+       "      <td>Albus Dumbledore | Dumbledore's Army | Order o...</td>\n",
+       "      <td>Parseltongue| Defence Against the Dark Arts | ...</td>\n",
+       "      <td>1980</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Ronald Bilius Weasley</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Student</td>\n",
+       "      <td>Gryffindor</td>\n",
+       "      <td>12\" Ash unicorn tail hair</td>\n",
+       "      <td>Jack Russell terrier</td>\n",
+       "      <td>Human</td>\n",
+       "      <td>Pure-blood</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>Dumbledore's Army | Order of the Phoenix | Hog...</td>\n",
+       "      <td>Wizard chess | Quidditch goalkeeping</td>\n",
+       "      <td>1980</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Id                   Name Gender      Job       House  \\\n",
+       "0   1     Harry James Potter   Male  Student  Gryffindor   \n",
+       "1   2  Ronald Bilius Weasley   Male  Student  Gryffindor   \n",
+       "\n",
+       "                          Wand              Patronus Species Blood status  \\\n",
+       "0  11\"  Holly  phoenix feather                  Stag   Human   Half-blood   \n",
+       "1   12\" Ash unicorn tail hair   Jack Russell terrier   Human   Pure-blood   \n",
+       "\n",
+       "  Hair colour    Eye colour  \\\n",
+       "0       Black  Bright green   \n",
+       "1         Red          Blue   \n",
+       "\n",
+       "                                             Loyalty  \\\n",
+       "0  Albus Dumbledore | Dumbledore's Army | Order o...   \n",
+       "1  Dumbledore's Army | Order of the Phoenix | Hog...   \n",
+       "\n",
+       "                                              Skills Birth  Death  \n",
+       "0  Parseltongue| Defence Against the Dark Arts | ...  1980    NaN  \n",
+       "1               Wizard chess | Quidditch goalkeeping  1980    NaN  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp =pd.read_csv('../your-code/Characters_.csv',sep=\",\")\n",
+    "hp.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id                int64\n",
+       "Name             object\n",
+       "Gender           object\n",
+       "Job              object\n",
+       "House            object\n",
+       "Wand             object\n",
+       "Patronus         object\n",
+       "Species          object\n",
+       "Blood status     object\n",
+       "Hair colour      object\n",
+       "Eye colour       object\n",
+       "Loyalty          object\n",
+       "Skills           object\n",
+       "Birth            object\n",
+       "Death           float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp.size\n",
+    "hp.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id               0\n",
+       "Name             0\n",
+       "Gender           1\n",
+       "Job             18\n",
+       "House           37\n",
+       "Wand             6\n",
+       "Patronus         8\n",
+       "Species          0\n",
+       "Blood status    14\n",
+       "Hair colour     17\n",
+       "Eye colour      50\n",
+       "Loyalty         47\n",
+       "Skills          26\n",
+       "Birth           14\n",
+       "Death           97\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "null_cols = hp.isnull().sum()\n",
+    "null_cols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Half-blood     71\n",
+       "Pure-blood     34\n",
+       "Muggle-born     7\n",
+       "Muggle          4\n",
+       "Half-Giant      2\n",
+       "Part-Goblin     1\n",
+       "Squib           1\n",
+       "Name: Blood status, dtype: int64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp['Blood status'].value_counts()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp['Blood status']=hp['Blood status'].str.replace('Muggle-born or half-blood','Half-blood')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Pure-blood or Half-blood','Pure-blood or half-blood')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Muggle-born or half-blood','Muggle-born')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Half-blood or pure-blood','Half-blood')\n",
+    "hp['Blood status']=hp['Blood status'].str.replace('Pure-blood or half-blood','Half-blood')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x227868c8cc0>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#hp['gender']=hp['Gender']\n",
+    "#hp=pd.get_dummies(hp, columns=['gender'])\n",
+    "hp.groupby('Blood status').sum().plot(kind='bar',y=['gender_Female','gender_Male'],figsize=(10,6))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2278683c6d8>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "hp.groupby('House').sum().plot(kind='bar',y=['gender_Female','gender_Male'],color=['orange','brown'],figsize=(10,6))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Aquì es donde concluì que mi muestra no era representativa"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Male      87\n",
+       "Female    46\n",
+       "Name: Gender, dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp['Gender'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "La base no corresponde a una muestra poblacional :("
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Gryffindor                      36\n",
+       "Slytherin                       28\n",
+       "Ravenclaw                       18\n",
+       "Hufflepuff                      13\n",
+       "Durmstrang Institute             1\n",
+       "Beauxbatons Academy of Magic     1\n",
+       "Name: House, dtype: int64"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp['House'].value_counts()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp['loyal']=hp['Loyalty']\n",
+    "hp['loyalty']=hp['Loyalty']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp['loyalty'] = pd.np.where(hp.loyal.str.contains(\"Dumbledore\"),\"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Phoenix\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Hogwarts\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Order\"), \"Good\",\"Evil\"))))\n",
+    "hp['loyal'] = pd.np.where(hp.loyal.str.contains(\"Dumbledore\"),\"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Phoenix\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Hogwarts\"), \"Good\",\n",
+    "                   pd.np.where(hp.loyal.str.contains(\"Order\"), \"Good\",\"Evil\"))))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hp=pd.get_dummies(hp, columns=['loyal'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786932080>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "hp.groupby('loyalty').sum().plot(kind='bar',y=['gender_Male','gender_Female'],color=['darkslateblue', 'lightsteelblue','brown','darkorange'],edgecolor='black',figsize=(10,6))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from wordcloud import WordCloud, STOPWORDS\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "frases=pd.read_csv('../your-code/Harry Potter_3.csv',sep=\",\")\n",
+    "#hp['Blood status'] .value_counts().plot(kind='pie',startangle=90, shadow=False, legend = False, fontsize=8,figsize=(10,5))\n",
+    "#hp.Species.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "harry=frases[frases.CHARACTER=='HARRY']\n",
+    "harry_=harry['SENTENCE']\n",
+    "harry_frases=[]\n",
+    "for frase_harry in harry_ :\n",
+    "    harry_frases.append(frase_harry)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Aquì intentè hacer el wordcloud con la lista de strings que obtuve arriba pero no lo logrè\n",
+    "\n",
+    "wordcloud = WordCloud(width=4000, \n",
+    "                      height=4000, \n",
+    "                      background_color='black', \n",
+    "                      stopwords=STOPWORDS\n",
+    "                     ).generate(harry_frases)\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "\n",
+    "plt.imshow(wordcloud, interpolation='bilinear')\n",
+    "plt.axis('off')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786c0f828>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Gryf= hp[hp.House == 'Gryffindor']\n",
+    "Gryf['Blood status'].value_counts().plot(kind='bar',color=['brown','orange'])\n",
+    "#https://matplotlib.org/3.1.0/gallery/color/named_colors.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786cf65c0>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Slyth= hp[hp.House == 'Slytherin']\n",
+    "Slyth['Blood status'].value_counts().plot(kind='bar',color=['navy','seagreen'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786d4ceb8>"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Raven= hp[hp.House == 'Ravenclaw']\n",
+    "Raven['Blood status'].value_counts().plot(kind='bar',color=['royalblue','gold'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786cd3cc0>"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Huff= hp[hp.House == 'Hufflepuff']\n",
+    "Huff['Blood status'].value_counts().plot(kind='bar',color=['goldenrod','dimgrey'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2278746f128>"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(13, 6))\n",
+    "seaborn.distplot(hp['Death'].dropna(), kde=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22786c8c908>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(13, 6))\n",
+    "seaborn.countplot(x = 'Death', data=hp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Student                                                                                                 51\n",
+       "Advance Guard                                                                                            3\n",
+       "Auror                                                                                                    3\n",
+       "Professor of Divination                                                                                  2\n",
+       "Professor of Muggle Studies                                                                              2\n",
+       "Professor of Potions                                                                                     1\n",
+       "Headmaster of Durmstrang Institute                                                                       1\n",
+       "Founder of Gryffindor                                                                                    1\n",
+       "Professor of Herbology | Head of Hufflepuff House                                                        1\n",
+       "Professor of Dark Arts                                                                                   1\n",
+       "Dealer of wizarding artifacts                                                                            1\n",
+       "Professor of History of Magic                                                                            1\n",
+       "Caretaker of Hogwarts                                                                                    1\n",
+       "Curse-Breaker for Gringotts Bank                                                                         1\n",
+       "Matron at Hogwarts School                                                                                1\n",
+       "Student|Prefect|  Personal assistant to Barty Crouch Snr                                                 1\n",
+       "Ravenclaw House Ghost                                                                                    1\n",
+       "Wandmaker                                                                                                1\n",
+       "Employee of the Department for the Regulation and Control of Magical Creatures[                          1\n",
+       "Professor of Potions | Head of Slytherin                                                                 1\n",
+       "Seeker for the Bulgarian National Quidditch team                                                         1\n",
+       "Auror  | Minister for Magic                                                                              1\n",
+       "Flying Instructor at Hogwarts                                                                            1\n",
+       "Professor of Defence Against the Dark Arts | Department of Magical Law Enforcement                       1\n",
+       "Head of the Misuse of Muggle Artefacts Office                                                            1\n",
+       "Auror                                                                                                    1\n",
+       "Unspeakable                                                                                              1\n",
+       "Defence Against the Dark Arts(1991-1992)                                                                 1\n",
+       "Founder of Ravenclaw                                                                                     1\n",
+       "Founder of Hufflepuff                                                                                    1\n",
+       "Headmaster                                                                                               1\n",
+       "Head of the Department of International Magical Cooperation                                              1\n",
+       "Professor of Arithmancyat Hogwarts                                                                       1\n",
+       "Astronomer at Hogwarts                                                                                   1\n",
+       "Executioner for the Committee for the Disposal of Dangerous Creatures                                    1\n",
+       "Professor of Transfiguration | Head of Gryffindor                                                        1\n",
+       "School Governor                                                                                          1\n",
+       "Founder of Slytherin                                                                                     1\n",
+       "Substitute professor of Care of Magical Creatures at Hogwarts                                            1\n",
+       "Director at Grunnings                                                                                    1\n",
+       "Headmistress of Beauxbatons Academy of Magic                                                             1\n",
+       "Dog breeder                                                                                              1\n",
+       "Death Eater                                                                                              1\n",
+       "Professor of Defence Against the Dark Arts (as Alastor Moody)                                            1\n",
+       "Head of the Department of Magical Law Enforcement                                                        1\n",
+       "Keeper of Keys and Grounds | Professor of Care of Magical Creatures                                      1\n",
+       "Professor of Charms | Head of Ravenclaw                                                                  1\n",
+       "Slytherin House Ghost                                                                                    1\n",
+       "Special Advisor to the Wizengamot                                                                        1\n",
+       "Owner and Barman of the Hog's Head Inn                                                                   1\n",
+       "Head of Auror Office| Minister for Magic                                                                 1\n",
+       "Defence Against the Dark Arts(1992-1993)                                                                 1\n",
+       "Dragonologist                                                                                            1\n",
+       "Revolutionary leader(c. 1920s[6]   1945)                                                                 1\n",
+       "Hufflepuff House Ghost                                                                                   1\n",
+       "Employee in the Beast Division of the Department for the Regulation and Control of Magical Creatures     1\n",
+       "The Servant of Lord Voldemort                                                                            1\n",
+       "Professor of Defence Against the Dark Arts                                                               1\n",
+       "Minister for Magic                                                                                       1\n",
+       "Librarian at Hogwarts                                                                                    1\n",
+       "Name: Job, dtype: int64"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hp['Job'].value_counts()"
+   ]
+  },
+  {
+   "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": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-code/README.md b/your-code/README.md
new file mode 100644
index 0000000..e7d11be
--- /dev/null
+++ b/your-code/README.md
@@ -0,0 +1,45 @@
+![IronHack Logo](https://s3-eu-west-1.amazonaws.com/ih-materials/uploads/upload_d5c5793015fec3be28a63c4fa3dd4d55.png)
+
+# Project: Visualizing Real World Data
+
+## Overview
+
+Con base en una hipótesis analizar una base de datos y de manera visual presentar
+las conclusiones de ésta.
+
+## Base de datos
+
+La base de datos elegida fue un concentrado de los personajes aparecidos en la saga
+de Harry Potter, ésta fue obtenida de kaggle:
+
+https://www.kaggle.com/gulsahdemiryurek/harry-potter-dataset
+
+Datos:
+
+ - Personajes,género,Patronus,Trabajo,Pureza de sangre,Casa,Lealtad,nacimiento,muerte
+
+
+## Proceso
+
+-Importar librerias necesarias
+-Observar el data set y los tipos de variables
+-Visualizar los nulls, o Nans
+-Visualizar frecuencias en los datos
+-Frustración al darte cuenta que todos los datos son categóricos y complica un poco el proceso.
+-Agrupar los tipos de pureza en la sangre en 7 para analizarlos.
+-creación de columnas con booleanos para poder graficar
+(Género y lealtad)
+-Frustración al darte cuenta que tu muestra no es representantiva, ésto debido a que la base
+se compone por los personajes aparecidos en la historia y no es una población ya que podemos
+observar que la población de mujeres representa la mitad de la población masculina(WTF JK?),
+adicional la agrupación por casas se concentra en las dos principales debido a la historia.
+
+-Graficar por casas por tipo de sangre para observar la concentración.
+-Al tener datos de las muertes se grafica el acumulado de éstas por año, debido a la historia
+se concluye que los picos en los años (1970-1980) representan el inicial régimen de Voldemort 
+y la lucha que existió entre la primer órden del fénix, el segundo pico es (1998) éste representa
+la segunda lucha entre el army del señor tenebroso y la generación de Harry.
+
+## Para una mejor visualización y entendimiento de esta base, se deberán utilizar pesos para
+poder eliminar el sesgo que existe y así presentar datos representativos.
+