diff --git a/notebooks/your_code_here.ipynb b/notebooks/your_code_here.ipynb index f60a09e..37518c6 100644 --- a/notebooks/your_code_here.ipynb +++ b/notebooks/your_code_here.ipynb @@ -50,18 +50,1384 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "d3c3dd76", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6d0f75ab", + "metadata": {}, + "outputs": [], + "source": [ + "#CHALLENGE 1." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "537e20cf", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('../data/input/IMDB-Movie-Data.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "f0a7eba5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RankTitleGenreDescriptionDirectorActorsYearRuntime (Minutes)RatingVotesRevenue (Millions)Metascore
01Guardians of the GalaxyAction,Adventure,Sci-FiA group of intergalactic criminals are forced ...James GunnChris Pratt, Vin Diesel, Bradley Cooper, Zoe S...20141218.1757074333.1376.0
12PrometheusAdventure,Mystery,Sci-FiFollowing clues to the origin of mankind, a te...Ridley ScottNoomi Rapace, Logan Marshall-Green, Michael Fa...20121247.0485820126.4665.0
23SplitHorror,ThrillerThree girls are kidnapped by a man with a diag...M. Night ShyamalanJames McAvoy, Anya Taylor-Joy, Haley Lu Richar...20161177.3157606138.1262.0
34SingAnimation,Comedy,FamilyIn a city of humanoid animals, a hustling thea...Christophe LourdeletMatthew McConaughey,Reese Witherspoon, Seth Ma...20161087.260545270.3259.0
45Suicide SquadAction,Adventure,FantasyA secret government agency recruits some of th...David AyerWill Smith, Jared Leto, Margot Robbie, Viola D...20161236.2393727325.0240.0
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" + ], + "text/plain": [ + " Rank Year Runtime (Minutes) Rating Votes \\\n", + "count 1000.000000 1000.000000 1000.000000 1000.000000 1.000000e+03 \n", + "mean 500.500000 2012.783000 113.172000 6.723200 1.698083e+05 \n", + "std 288.819436 3.205962 18.810908 0.945429 1.887626e+05 \n", + "min 1.000000 2006.000000 66.000000 1.900000 6.100000e+01 \n", + "25% 250.750000 2010.000000 100.000000 6.200000 3.630900e+04 \n", + "50% 500.500000 2014.000000 111.000000 6.800000 1.107990e+05 \n", + "75% 750.250000 2016.000000 123.000000 7.400000 2.399098e+05 \n", + "max 1000.000000 2016.000000 191.000000 9.000000 1.791916e+06 \n", + "\n", + " Revenue (Millions) Metascore \n", + "count 872.000000 936.000000 \n", + "mean 82.956376 58.985043 \n", + "std 103.253540 17.194757 \n", + "min 0.000000 11.000000 \n", + "25% 13.270000 47.000000 \n", + "50% 47.985000 59.500000 \n", + "75% 113.715000 72.000000 \n", + "max 936.630000 100.000000 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "424fc906", + "metadata": {}, + "outputs": [], + "source": [ + "#Tenemos que hacer una función que coja el número de votos, e ir categorizando" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a78d0da7", + "metadata": {}, + "outputs": [], + "source": [ + "def categorize(votes):\n", + " if 0 <= votes <= 999:\n", + " return 'cat_1'\n", + " elif 1000 <= votes <= 9999:\n", + " return 'cat_2'\n", + " elif 10000 <= votes <= 99999:\n", + " return 'cat_3'\n", + " elif 100000 <= votes <= 999999:\n", + " return 'cat_4'\n", + " elif 1000000 <= votes:\n", + " return 'cat_5'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cae6a939", + "metadata": {}, + "outputs": [], + "source": [ + "#Añado una columna bin, esa columna bin será el resultado de aplicarle la función anterior a la columna Vote" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "9e5246b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RankTitleGenreDescriptionDirectorActorsYearRuntime (Minutes)RatingVotesRevenue (Millions)Metascorebin
01Guardians of the GalaxyAction,Adventure,Sci-FiA group of intergalactic criminals are forced ...James GunnChris Pratt, Vin Diesel, Bradley Cooper, Zoe S...20141218.1757074333.1376.0cat_4
12PrometheusAdventure,Mystery,Sci-FiFollowing clues to the origin of mankind, a te...Ridley ScottNoomi Rapace, Logan Marshall-Green, Michael Fa...20121247.0485820126.4665.0cat_4
23SplitHorror,ThrillerThree girls are kidnapped by a man with a diag...M. Night ShyamalanJames McAvoy, Anya Taylor-Joy, Haley Lu Richar...20161177.3157606138.1262.0cat_4
34SingAnimation,Comedy,FamilyIn a city of humanoid animals, a hustling thea...Christophe LourdeletMatthew McConaughey,Reese Witherspoon, Seth Ma...20161087.260545270.3259.0cat_3
45Suicide SquadAction,Adventure,FantasyA secret government agency recruits some of th...David AyerWill Smith, Jared Leto, Margot Robbie, Viola D...20161236.2393727325.0240.0cat_4
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RankTitleGenreDescriptionDirectorActorsYearRuntime (Minutes)RatingVotesRevenue (Millions)Metascorebinrevenue_per_minute
01Guardians of the GalaxyAction,Adventure,Sci-FiA group of intergalactic criminals are forced ...James GunnChris Pratt, Vin Diesel, Bradley Cooper, Zoe S...20141218.1757074333.1376.0cat_42.753140
12PrometheusAdventure,Mystery,Sci-FiFollowing clues to the origin of mankind, a te...Ridley ScottNoomi Rapace, Logan Marshall-Green, Michael Fa...20121247.0485820126.4665.0cat_41.019839
23SplitHorror,ThrillerThree girls are kidnapped by a man with a diag...M. Night ShyamalanJames McAvoy, Anya Taylor-Joy, Haley Lu Richar...20161177.3157606138.1262.0cat_41.180513
34SingAnimation,Comedy,FamilyIn a city of humanoid animals, a hustling thea...Christophe LourdeletMatthew McConaughey,Reese Witherspoon, Seth Ma...20161087.260545270.3259.0cat_32.502963
45Suicide SquadAction,Adventure,FantasyA secret government agency recruits some of th...David AyerWill Smith, Jared Leto, Margot Robbie, Viola D...20161236.2393727325.0240.0cat_42.642439
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RankTitleGenreDescriptionDirectorActorsYearRuntime (Minutes)RatingVotesRevenue (Millions)Metascore__new rating__
01Guardians of the GalaxyAction,Adventure,Sci-FiA group of intergalactic criminals are forced ...James GunnChris Pratt, Vin Diesel, Bradley Cooper, Zoe S...20141218.1757074333.1376.08.1
12PrometheusAdventure,Mystery,Sci-FiFollowing clues to the origin of mankind, a te...Ridley ScottNoomi Rapace, Logan Marshall-Green, Michael Fa...20121247.0485820126.4665.07.0
23SplitHorror,ThrillerThree girls are kidnapped by a man with a diag...M. Night ShyamalanJames McAvoy, Anya Taylor-Joy, Haley Lu Richar...20161177.3157606138.1262.08.3
34SingAnimation,Comedy,FamilyIn a city of humanoid animals, a hustling thea...Christophe LourdeletMatthew McConaughey,Reese Witherspoon, Seth Ma...20161087.260545270.3259.06.2
45Suicide SquadAction,Adventure,FantasyA secret government agency recruits some of th...David AyerWill Smith, Jared Leto, Margot Robbie, Viola D...20161236.2393727325.0240.06.2
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" + ], + "text/plain": [ + " Rank Title Genre \\\n", + "0 1 Guardians of the Galaxy Action,Adventure,Sci-Fi \n", + "1 2 Prometheus Adventure,Mystery,Sci-Fi \n", + "2 3 Split Horror,Thriller \n", + "3 4 Sing Animation,Comedy,Family \n", + "4 5 Suicide Squad Action,Adventure,Fantasy \n", + "\n", + " Description Director \\\n", + "0 A group of intergalactic criminals are forced ... James Gunn \n", + "1 Following clues to the origin of mankind, a te... Ridley Scott \n", + "2 Three girls are kidnapped by a man with a diag... M. Night Shyamalan \n", + "3 In a city of humanoid animals, a hustling thea... Christophe Lourdelet \n", + "4 A secret government agency recruits some of th... David Ayer \n", + "\n", + " Actors Year Runtime (Minutes) \\\n", + "0 Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S... 2014 121 \n", + "1 Noomi Rapace, Logan Marshall-Green, Michael Fa... 2012 124 \n", + "2 James McAvoy, Anya Taylor-Joy, Haley Lu Richar... 2016 117 \n", + "3 Matthew McConaughey,Reese Witherspoon, Seth Ma... 2016 108 \n", + "4 Will Smith, Jared Leto, Margot Robbie, Viola D... 2016 123 \n", + "\n", + " Rating Votes Revenue (Millions) Metascore __new rating__ \n", + "0 8.1 757074 333.13 76.0 8.1 \n", + "1 7.0 485820 126.46 65.0 7.0 \n", + "2 7.3 157606 138.12 62.0 8.3 \n", + "3 7.2 60545 270.32 59.0 6.2 \n", + "4 6.2 393727 325.02 40.0 6.2 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "57653ca7", + "metadata": {}, + "outputs": [], + "source": [ + "#CHALLENGE 4." + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "6add83ea", + "metadata": {}, + "outputs": [], + "source": [ + "#Función que saca los valores ASCII de un título - No me ha servido para la solución\n", + "list_empty = []\n", + "def ASCII_values(title):\n", + " for letter in title:\n", + " list_empty.append(ord(letter))\n", + " return list_empty\n", + "\n", + " #return sum(list_empty)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "4a1e986a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[71,\n", + " 117,\n", + " 97,\n", + " 114,\n", + " 100,\n", + " 105,\n", + " 97,\n", + " 110,\n", + " 115,\n", + " 32,\n", + " 111,\n", + " 102,\n", + " 32,\n", + " 116,\n", + " 104,\n", + " 101,\n", + " 32,\n", + " 71,\n", + " 97,\n", + " 108,\n", + " 97,\n", + " 120,\n", + " 121,\n", + " 71,\n", + " 117,\n", + " 97,\n", + " 114,\n", + " 100,\n", + " 105,\n", + " 97,\n", + " 110,\n", + " 115,\n", + " 32,\n", + " 111,\n", + " 102,\n", + " 32,\n", + " 116,\n", + " 104,\n", + " 101,\n", + " 32,\n", + " 71,\n", + " 97,\n", + " 108,\n", + " 97,\n", + " 120,\n", + " 121]" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ASCII_values(\"Guardians of the Galaxy\")" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "07eb8800", + "metadata": {}, + "outputs": [], + "source": [ + "#Función que suma los caracteres de los títulos - No me ha servido para la solución\n", + "def sum_ASCII_values(title):\n", + " list_empty = []\n", + " for letter in title:\n", + " list_empty.append(ord(letter))\n", + " return sum(list_empty)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "880c5306", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2170" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum_ASCII_values(\"Guardians of the Galaxy\")" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "d7e77e4f", + "metadata": {}, + "outputs": [], + "source": [ + "#Step 1 del ejercicio. Hacer la función que revise si la división pedida es prima o no, estando los dos argumentos ya preparados \n", + "def is_primo(titles,votes):\n", + " suma = sum(ord(letter) for letter in titles) #la suma de los caracteres \n", + " r = suma//votes #la división entera de esa suma por los votos\n", + " if r < 2:\n", + " return False\n", + " else:\n", + " if r == 2:\n", + " return True\n", + " else:\n", + " for i in range(2, r):\n", + " if r % i == 0:\n", + " return False\n", + " return True" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "72f83cff", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 False\n", + "4 False\n", + " ... \n", + "995 False\n", + "996 False\n", + "997 False\n", + "998 False\n", + "999 False\n", + "Length: 1000, dtype: bool" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Step 2 del ejercicio. Hacer un apply para aplicar la función de Step 1 a cada una de las columnas que corresponden.\n", + "df.apply(lambda row: is_primo(row[\"Title\"],row[\"Votes\"]),axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f6b593ed", + "metadata": {}, + "outputs": [], + "source": [ + "#CHALLENGE 5." + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "2954eef5", + "metadata": {}, + "outputs": [], + "source": [ + "#Quiero hacer un nuevo rate que sube 10 puntos si en la peli aparece Will Smith, que sume 2 si dura menos de 120 minutos, y que no haga nada si no ocurren estas dos cosas.\n", + "\n", + "def own_rate(rating, actors, minutes):\n", + " if minutes < 120:\n", + " return rating + 2\n", + " elif 'Will Smith' in actors:\n", + " return rating + 10\n", + " else: \n", + " return rating" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "4ea7de9c", + "metadata": {}, + "outputs": [], + "source": [ + "df['own_rate'] = df.apply(lambda row: own_rate(row[\"Rating\"],row[\"Actors\"],row[\"Runtime (Minutes)\"]),axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "5bea6064", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RankTitleGenreDescriptionDirectorActorsYearRuntime (Minutes)RatingVotesRevenue (Millions)Metascore__new rating__own_rate
01Guardians of the GalaxyAction,Adventure,Sci-FiA group of intergalactic criminals are forced ...James GunnChris Pratt, Vin Diesel, Bradley Cooper, Zoe S...20141218.1757074333.1376.08.18.1
12PrometheusAdventure,Mystery,Sci-FiFollowing clues to the origin of mankind, a te...Ridley ScottNoomi Rapace, Logan Marshall-Green, Michael Fa...20121247.0485820126.4665.07.07.0
23SplitHorror,ThrillerThree girls are kidnapped by a man with a diag...M. Night ShyamalanJames McAvoy, Anya Taylor-Joy, Haley Lu Richar...20161177.3157606138.1262.08.39.3
34SingAnimation,Comedy,FamilyIn a city of humanoid animals, a hustling thea...Christophe LourdeletMatthew McConaughey,Reese Witherspoon, Seth Ma...20161087.260545270.3259.06.29.2
45Suicide SquadAction,Adventure,FantasyA secret government agency recruits some of th...David AyerWill Smith, Jared Leto, Margot Robbie, Viola D...20161236.2393727325.0240.06.216.2
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" + ], + "text/plain": [ + " Rank Title Genre \\\n", + "0 1 Guardians of the Galaxy Action,Adventure,Sci-Fi \n", + "1 2 Prometheus Adventure,Mystery,Sci-Fi \n", + "2 3 Split Horror,Thriller \n", + "3 4 Sing Animation,Comedy,Family \n", + "4 5 Suicide Squad Action,Adventure,Fantasy \n", + "\n", + " Description Director \\\n", + "0 A group of intergalactic criminals are forced ... James Gunn \n", + "1 Following clues to the origin of mankind, a te... Ridley Scott \n", + "2 Three girls are kidnapped by a man with a diag... M. Night Shyamalan \n", + "3 In a city of humanoid animals, a hustling thea... Christophe Lourdelet \n", + "4 A secret government agency recruits some of th... David Ayer \n", + "\n", + " Actors Year Runtime (Minutes) \\\n", + "0 Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S... 2014 121 \n", + "1 Noomi Rapace, Logan Marshall-Green, Michael Fa... 2012 124 \n", + "2 James McAvoy, Anya Taylor-Joy, Haley Lu Richar... 2016 117 \n", + "3 Matthew McConaughey,Reese Witherspoon, Seth Ma... 2016 108 \n", + "4 Will Smith, Jared Leto, Margot Robbie, Viola D... 2016 123 \n", + "\n", + " Rating Votes Revenue (Millions) Metascore __new rating__ own_rate \n", + "0 8.1 757074 333.13 76.0 8.1 8.1 \n", + "1 7.0 485820 126.46 65.0 7.0 7.0 \n", + "2 7.3 157606 138.12 62.0 8.3 9.3 \n", + "3 7.2 60545 270.32 59.0 6.2 9.2 \n", + "4 6.2 393727 325.02 40.0 6.2 16.2 " + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:.conda-m1_env]", + "display_name": "Python (m1_env)", "language": "python", - "name": "conda-env-.conda-m1_env-py" + "name": "m1_env" }, "language_info": { "codemirror_mode": { @@ -73,7 +1439,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.16" + "version": "3.10.13" } }, "nbformat": 4,