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"execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Date', 'Calorie burned', 'Steps', 'Distance', 'Floors',\n", + " 'Minutes Sedentary', 'Minutes Lightly Active', 'Minutes Fairly Active',\n", + " 'Minutes Very Active', 'Activity Calories', 'MinutesOfSleep',\n", + " 'MinutesOfBeingAwake', 'NumberOfAwakings', 'LengthOfRestInMinutes',\n", + " 'Distance_miles', 'Days', 'Days_encoded', 'Work_or_Weekend',\n", + " 'Hours Sleep', 'Sleep efficiency', 'Yesterday_sleep',\n", + " 'Yesterday_sleep_efficiency', 'Months', 'Months_encoded'],\n", + " dtype='object')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here\n" + "fitbit = pd.read_csv(\"../data/Fitbit2.csv\")\n", + "fitbit.columns" ] }, { @@ -59,20 +78,27 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 61, "metadata": {}, - "outputs": [], - "source": [ - "# your code here\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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EcT0YrGCzXXp9mfDa4vMm4BtMOvnzpq1lIyBNeF8O9JGeAK4dQQAkcU0YUFN4bQGoLSad/F1LW3lfBgApsMeDAwAAGMKgAQFGtRUAagJBAAAAQADg0gAAQGURBAAAAAAAYBCCAAAAAAAADEIQAAAAAACAQQgCAADwISZd+2xSWwEA8CUEAYZzOMw5BExqKwD/ZdLJsUltBQDAl3BmZDjuOQxvmfQB3qS2AgAAIPARBADwiknnxia1FQAAAIGPIAAAAAAwmGkj30xrL3AlBAEAAAABwKRzG5PaWhtMu3zStPYCV0IQAACoVaZ9gDetvbCOSd9ymtRWAKgJBAEAAPgQk85vTGorAAC+hCAAAAAAAACDEAQAAAAAAGCQIKsLAAAAPzBpuLxJbQWAQGa322ptEkaHw17u/7XF6XTJ6XTV6u+sSQQBAADAbwQF2Wv9w58VSkudKilxWl0GAFyV3W5TdHR4rb83R0WF1ervKy116vTp8wETBhAEAAAAvxAUZFfUdeFyGHDrr1KnSwX55wkDAPg8u90mh8Ou363fo9yT560up0Y0iAnXw/3byG63EQQAAADUpqAguxx2m9KX7dLRnDNWl1NjGsdFavygLgoKshMEVCOTLkUxqa2wns126eT44f5trC6lRjmdroC6dSlBAACvBND74FWZ1FbAl5V9ADuac0YHj+VbXE3Nq+oHTpPeq7xpayB9gL8ak9oK65XNDxDIIW1ZQFtb8yDUBq+DgB07dsjhcKhz5846evSofv3rX+u7777T3XffrVGjRlVnjYBlanPiE4nJTwBwModrYVKHmtRWwD+YEtIGCq+CgPfff1/PPfechgwZos6dO2vSpEnatWuXbrvtNs2fP1916tTRE088UeX9ZmZmatu2bXr77bfdy55//nmtXr263HZxcXHasmWLJMnpdGru3Ll69913VVBQoC5duuill15Ss2bN3Nvv3btXU6ZM0RdffKHo6GgNHjxYQ4cOda+vzD5gHqsmPpGY/AQAUHUmBSsmtRUAaoJXQcBbb72lpKQkTZgwQXl5efrb3/6mZ599VkOHDtXixYuVlZVV5SBgyZIlmj17thISEsot/+qrrzRixAilpKS4lzkcDve/MzMztWLFCk2bNk1xcXGaMWOGhg0bpnXr1ik4OFinTp3SkCFD1LdvX02ePFmffvqpJk+erOjoaCUnJ1dqHzBT2cQngTzMSSo/1IkgAAD8mUlnxya1FQCqn1dBwDfffKPnn39ekrRlyxa5XC7dcccdkqR27drptddeq/S+cnJylJaWpl27dql58+bl1pWWlurAgQMaOXKk6tevf9lji4uLtXjxYqWmpqpXr16SpIyMDPXs2VMbN27UgAEDtHLlSgUHB2vSpEkKCgpSixYtdPjwYS1YsEDJycmV2gfMxjAnAAAAc5k0AsWktprOqyAgKipK586dkyRt3rxZ119/vW644QZJ0pEjR1SvXr1K7+vLL7/Uddddp7Vr12revHk6duyYe923336roqIitWjR4oqP3bdvn86dO6fExMRytbVp00Y7duzQgAEDtHPnTiUkJCgo6IemJiYm6o033lBeXp6OHTt21X14KyjI9+9zHEgTXlyN3W6r0nNiwn2qf6yq7TXpD4XN5h+vZyvRP57RPxWr2vuyQW88utTeqvQP78ue8ZnH8/Ym4TNhxRwOO68tD6p67Pgyr4KAxMREzZ07V19//bU2btyoxx57TJL0wQcfaNasWerRo0el99WnTx/16dPniuv2798vm82mpUuXasuWLbLb7erVq5fGjh2ryMhIZWdnS5IaNmxY7nENGjTQd999J0nKzs5Wy5YtL1svScePH6/UPrxht9tUr15drx+P6hceHqLw8BCry/BZtT0vgT+pU6eO6tWrY3UZPov+8Yz+qRh941lYWIjCwvi7dSUhIXUUEsKxUxE+83gWERFqdQk+i2PHs0A6drwKAtLS0jR+/HjNmzdP3bt31/DhwyVJ06ZN0/XXX69nn322Wor7+uuvZbfb1ahRI82fP1+HDx/WK6+8ov3792vp0qW6cOGCJF12HX9ISIjy8y8N5S4sLLziekkqKiqq1D684XS6VFBw3uvH15aQkCBjXuznzxepqKik0ts7HHajTo4LCi6otLTy96uOiAhWnTpmfAi7ePGizp4trtJj6J+KmdQ3Ev3jSVX7JiwsWKGhZvSNJBUWXtSFC5Xvn/DwYGNOjouKLur8+aq9L/OZp2J16jgC6gTnas6eLdTFi6WV3p5jxzOTjp+qHju1LSoqrNIjWLwKAurVq6dFixZdtnz58uW6/vrrvdnlFY0ePVqPPvqooqKiJEktW7ZU/fr1df/99+vzzz9XaOilA664uNj9b+nSCX5Y2KUTuNDQUBUXl/9DUVRUJEkKDw+v1D68VVJS+ZMqqwQHmzM5nMvl8ovnxCqlpc4q9Y/LnENHLpd/vJ6tRP94Rv9UrGrvOwa98ajqf7dM6h5v3pfr1DGng5zOqh07ZScOjRtE1FRJPqGsfVXtH44dz0y6dMKb/vFVXgUBZTZv3qxdu3YpPz9fsbGx6t69e7UGATabzR0ClCkb5p+dne0ezp+bm6umTZu6t8nNzVXr1q0lSfHx8crNzS23j7Kf4+LiVFJSctV9BDKbQRcUmtRWAACAyrLZLt05aHxKV6tLqXFOp4vPhIC8DAJOnz6tYcOG6fPPP1dQUJCio6N1+vRpvf766+rZs6fmzp1bLbfde/bZZ3X69Olyow8+//xzSdJNN92kJk2aKCIiQtu3b3efxBcUFGjPnj3u2w0mJCRoxYoVKi0tdd92cNu2bWrevLliY2MVGRl51X0AAAD4OpPObUxqa22w2S7Nb2XKLZM5fgAvg4CpU6fqyJEjmjt3ru64447/SxGd+vDDD/X//t//U0ZGhiZOnHjNxQ0cOFBPPvmkXn/9dQ0YMECHDh3Sr3/9aw0cONB9J4GUlBSlp6crJiZGjRo10owZMxQfH69+/fpJkpKTk7Vw4UKlpaXp8ccf1+7du7V06VJNnjxZ0qW5Aa62j0Bm0huhSW2tDSb1p0ltBQCYi1smA+bwKgjYvHmzxo8fr759+7qX2e123XnnnTp58qTmzp1bLUHAz3/+c82aNUvz58/X/PnzFRkZqXvvvVdjx451bzNmzBiVlJToxRdfVGFhoRISErRo0SL3iITY2FgtXLhQU6ZMUVJSkurXr68JEyYoKSmp0vsIbCad4ZjUVgCAaUwKLU1qK6xn0vFmUltN5/UcAT/5yU+uuLxhw4Y6f9672fKnT59+2bK77rpLd911V4WPcTgcSk1NVWpqaoXbtG/fXllZWde0DwAAAF9m0gd4k9oK69nt5hxwJrXVdF4FAUlJSXr99dfVrVs31a1b1728pKRE77zzTrlv2wF/Z8oMugAAALgSk06OTWqr2bwKAkJDQ/Xtt9+qT58+6tOnjxo0aKBTp07p448/VnZ2tq677jo9//zzki7NQjp16tRqLRqoDcygCwC+pex9KtADzLL28b5cvUzqT5PaCsA7XgUBa9euVUTEpT9S27dvL7cuPj5e//znP90/80YEf2W324yaQZehYAB8nc0mwwJaq6sILCb1p0ltBeAdr4KAjz76qLrrAHwWM+gCgG/gFmcArGDSF5smtdV0Xk8WKElOp1P79+9Xbm6uOnfurJKSEkVHR1dTaQAAAJcjoAUA4Np4HQS8//77evXVV5Wbmyubzab33ntPc+bMUZ06dfTqq68acus9/2dS6FfVtprUN5J57QUAAABMZffmQevXr9fEiROVmJiojIwMuVwuSdKdd96pLVu2KDMzs1qLRE0y6eyvam01bWiUae0FAACoDJM+InnTVvrHP3k1ImD+/Pl64IEHNGnSJJWWlrqX33fffcrLy9PKlSs1duzY6qoRAAAAAOCDTPoyKZDa6tWIgEOHDqlfv35XXNehQwfl5ORcU1EAAAD/LoA+f1WKae0FANQer4KA2NhYHTx48IrrDh48qNjY2GsqCgAAAAAA1AyvgoD+/ftr9uzZ+vOf/6zi4mJJl4ZJfPHFF8rMzNTdd99drUUCAAAAAIDq4dUcAWPHjtX+/fs1duxY2e2XsoTBgwfr/Pnz6tq1q55++ulqLRIAAAAAAFQPr4KA4OBgLVy4UFu3btXf//53nT59WpGRkerWrZt69eoVUJMoAAAAAAAQSLwKAtasWaNevXrptttu02233VZu3YkTJ7RmzRoNGzasWgpE7WjcIMLqEmpMILcNAAAAAKrKqyDg+eefV1ZWlurVq3fZur1792r27NkEAX7E6XRpfEpXq8uoUU6ny+oSAAAAAMAnVDoIGD58uA4cOCBJcrlcGjVqlIKDgy/bLi8vT02bNq2+ClGjbDbJbrcpfdkuHc05Y3U5NaJxXKTGD+rCbZgAAAAAQFUMAt599125XC4dO3ZMbdq0UUxMTLlt7Ha7oqKidN9991V7oahZR3PO6OCxfKvL8CmmBQemtRcAAADVJ5Avxw3EtlU6COjcubM6d+4s6dKtAkeOHKkmTZpIkvLz83XkyBHdcMMNioyMrJlKgVpm2qSXprUXAAAA185mM+dS40D6uFylOQJ2796tzMxM3X333e4Q4O2331Z6erqKi4sVEhKi0aNHa+jQoTVSLAAApgjEbx/KBHLbAMA0drvNmEuN7fbASQIqHQTs3btXKSkpiomJcQ/93717t6ZOnaqbbrpJTz/9tL755htlZGSoWbNm6tu3b40VDdSGQEr8KsO09gK+zJRvVgAAgeDSh0gzLjUOnA/MlQ4C3nzzTd18881asmSJwsLCJF0aDSBJM2bMUOvWrSVJ33//vd5++22CAD9h0slf1dtqUOdIMq+9gO+y22363fo9yj153upSakSDmHA93L+NSkutrgQAADNVOgjYsWOHnnvuOXcIIEkff/yxmjRp4g4BJKlHjx76wx/+UL1VosYQBACA73E6XXq4fxury6hRjAgAgMBg0jxTgdTWSgcBp0+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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "plt.figure(figsize=(12, 4))\n", + "plt.bar(x=fitbit[\"Months_encoded\"], height=fitbit[\"Steps\"])\n", + "plt.ylabel(\"Steps\")\n", + "plt.title(\"Steps per Month\")\n", + "plt.savefig(\"../figures/steps_per_month.png\")\n", + "plt.show()\n" ] }, { @@ -86,6 +112,57 @@ "* Minutes Sedentary vs Steps " ] }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "features = [\"Minutes Lightly Active\",\n", + " \"Minutes Very Active\",\n", + " \"Minutes Sedentary\"]\n", + "\n", + "for feature in features:\n", + " plt.figure()\n", + " plt.scatter(fitbit[feature], fitbit['Steps'])\n", + " plt.title(f\"{feature} vs {'Steps'}\")\n", + " plt.xlabel(feature)\n", + " plt.ylabel('Steps')\n", + "\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null, @@ -99,7 +176,7 @@ "kernelspec": { "display_name": "ironhack", "language": "python", - "name": "ironhack" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -111,7 +188,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.5" }, "nbTranslate": { "displayLangs": [ diff --git a/your-code/challenge-2.ipynb b/your-code/challenge-2.ipynb index d7465f0..df93c09 100644 --- a/your-code/challenge-2.ipynb +++ b/your-code/challenge-2.ipynb @@ -11,16 +11,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "# Libraries\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt \n", - "import seaborn as sns\n", - "# Your Code Here" + "import seaborn as sns" ] }, { @@ -36,13 +34,82 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassNameGenderAgeSibSpParchTicketFareCabinEmbarked
8288291.03McCormack, Mr. Thomas Josephmale32.693417003672287.75U0Q
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" + ], + "text/plain": [ + " PassengerId Survived Pclass Name Gender \\\n", + "828 829 1.0 3 McCormack, Mr. Thomas Joseph male \n", + "\n", + " Age SibSp Parch Ticket Fare Cabin Embarked \n", + "828 32.693417 0 0 367228 7.75 U0 Q " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here\n" + "titanic = pd.read_csv(\"../data/titanic.csv\")\n", + "titanic.sample()" ] }, { @@ -54,10 +121,35 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PassengerId int64\n", + "Survived float64\n", + "Pclass int64\n", + "Name object\n", + "Gender object\n", + "Age float64\n", + "SibSp int64\n", + "Parch int64\n", + "Ticket object\n", + "Fare float64\n", + "Cabin object\n", + "Embarked object\n", + "dtype: object" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic.dtypes" + ] }, { "cell_type": "markdown", @@ -69,10 +161,127 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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4954960.0327.6279550014.4583
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" + ], + "text/plain": [ + " PassengerId Survived Pclass Age SibSp Parch Fare\n", + "495 496 0.0 3 27.627955 0 0 14.4583" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic.select_dtypes(include=['int64', 'float64']).sample()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameGenderTicketCabinEmbarked
92Chaffee, Mr. Herbert FullermaleW.E.P. 5734E31S
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" + ], + "text/plain": [ + " Name Gender Ticket Cabin Embarked\n", + "92 Chaffee, Mr. Herbert Fuller male W.E.P. 5734 E31 S" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic.select_dtypes(include=['object']).sample()" + ] }, { "cell_type": "markdown", @@ -84,11 +293,23 @@ }, { "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "plt.style.use('classic')\n", + "\n", + "plt.figure(figsize=(12, 6));" ] }, { @@ -100,11 +321,28 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "plt.hist(titanic['Age'].dropna(), bins=20, color='turquoise', edgecolor='black')\n", + "plt.title('Distribution of Age')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.grid(True)\n", + "\n", + "plt.show()" ] }, { @@ -121,7 +359,13 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "If the bin size is small it's useful for detecting smaller details/patterns/variations in the data\n", + "However, it can make it look noisy and harder to interepret (specially for large dtasets)\n", + "\n", + "On the other hand with a large bin size, provides a more genral overview oof the data and can make the distribution easier to underestand.\n", + "Makes it dificult to see finr details\n", + "\n", + "The optimal bin size depends on the specific characteristics of ther data and the goals of the analysis.\n", "\"\"\"" ] }, @@ -135,22 +379,68 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1 - matplotlib\n", - "# your code here" + "gender_counts = titanic['Gender'].value_counts()\n", + "gender_labels = gender_counts.index\n", + "gender_values = gender_counts.values\n", + "\n", + "plt.bar(gender_labels, gender_values, color=['skyblue', 'darkseagreen'])\n", + "plt.title('Gender Distribution (Matplotlib)')\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Count')\n", + "\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2 - seaborn\n", - "# your code here" + "sns.countplot(data=titanic, x='Gender', palette=['khaki', 'lightcoral'])\n", + "plt.title('Gender Distribution (Seaborn)')\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Count')\n", + "\n", + "plt.show()" ] }, { @@ -162,11 +452,39 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.countplot(data=titanic, x='Pclass', palette='Pastel1')\n", + "plt.title('Passenger Class Distribution')\n", + "plt.xlabel('Pclass')\n", + "plt.ylabel('Count')\n", + "\n", + "plt.show()" ] }, { @@ -185,11 +503,34 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.boxplot(data=titanic, y='Age', color='mediumpurple')\n", + "plt.title('Summary Statistics of Age')\n", + "plt.ylabel('Age')\n", + "\n", + "plt.show()" ] }, { @@ -199,7 +540,10 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "So the box plot shows where the majority of the people fall in, which is the purple box part (between 22 and 38 more or less). It kind of represents the moda.\n", + "Then we got the minimum and the maximum (without counting outliers) represented by two lines between 0 ands somewhere near 60 years old\n", + "There are som dots above 60 years old which represent the outliers.\n", + "Finally there's a line in the box that represents the median just below 30 years olld.\n", "\"\"\"" ] }, @@ -213,22 +557,60 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1 - matplotlib\n", - "# your code here" + "plt.scatter(titanic['Age'], titanic['Fare'], c='orchid', alpha=0.5)\n", + "plt.title('Relationship between Fare and Age (Matplotlib)')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Fare')\n", + "\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Fare')" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2 - seaborn\n", - "# your code here" + "sns.regplot(data=titanic, x='Age', y='Fare', color='turquoise',)\n", + "plt.title('Relationship between Fare and Age (Seaborn)')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Fare')" ] }, { @@ -240,11 +622,28 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "numeric_columns = titanic.select_dtypes(include=['int64', 'float64'])\n", + "correlation_matrix = numeric_columns.corr()\n", + "\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='magma', linewidths=0.5)\n", + "plt.title('Correlation Matrix')\n", + "\n", + "plt.show()" ] }, { @@ -261,7 +660,16 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "The class and the calss are farely correlated but in negative number which means that when one of the two values increases the other decreases\n", + "So when the class decreases (gets closer to first class). The price increases\n", + "\n", + "We can also see that there are some negative correlation also with Class and age, family members abord(SibSp/Parch) and age,\n", + "and the one that stands to me the most, class and ratio of survival have a negative ahve a negative correlation of -0.34.\n", + "\n", + "There's also some positive correlations between Parents/Children Abord and Siblings/Spose Abord.\n", + "Fare and survivors also ahve a positive correlation of 0.26 which makes sense if we think abaout the negative correlation with surved and class.\n", + "\n", + "Conclusion: The more the people paid the more chances they would have to survive\n", "\"\"\"" ] }, @@ -274,13 +682,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 71, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.boxplot(data=titanic, x='Pclass', y='Age', palette='Set2')\n", + "plt.title('Summary Statistics of Age by Passenger Class')\n", + "plt.xlabel('Pclass')\n", + "plt.ylabel('Age')\n", + "\n", + "plt.show()\n" ] }, { @@ -291,14 +727,57 @@ "**Hint**: Use Facetgrid." ] }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "c:\\Users\\oriol\\miniconda3\\envs\\ironhack\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(titanic, col=\"Gender\", height=6)\n", + "\n", + "g.map(sns.histplot, \"Age\", color=\"moccasin\")\n", + "\n", + "g.set_axis_labels(\"Age\", \"Count\")\n", + "g.set_titles(\"Age Distribution by Gender: {col_name}\")\n", + "\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# your code here" - ] + "source": [] } ], "metadata": { @@ -306,7 +785,7 @@ "kernelspec": { "display_name": "ironhack", "language": "python", - "name": "ironhack" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -318,7 +797,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.5" }, "nbTranslate": { "displayLangs": [ diff --git a/your-code/challenge-3.ipynb b/your-code/challenge-3.ipynb deleted file mode 100644 index 74d5b31..0000000 --- a/your-code/challenge-3.ipynb +++ /dev/null @@ -1,188 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Lab | Matplotlib & Seaborn\n", - "\n", - "#### Import all the necessary libraries here:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Libraries\n", - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt \n", - "import seaborn as sns\n", - "# Your Code Here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Challenge \n", - "\n", - "#### Import the `titanic` dataset and store it in a variable called `titanic`. You can find the dataset in Ironhack's database:\n", - "* db: `titanic`\n", - "* table: `titanic`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### We suspect that there is a linear relationship between `Fare` and `Age`. Use the right plot to show the relationship between these 2 features. There are 2 ways, please do it both ways.\n", - "**Hint**: Use matplotlib and seaborn." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Method 1 - matplotlib\n", - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Method 2 - seaborn\n", - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Plot the correlation matrix using seaborn." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### What are the most correlated features?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Use the most appropriate plot to display the summary statistics of `Age` depending on `Pclass`." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[Hint](https://seaborn.pydata.org/generated/seaborn.boxplot.html)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Use seaborn to plot the distribution of `Age` based on the `Gender`.\n", - "**Hint**: Use Facetgrid." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "ironhack", - "language": "python", - "name": "ironhack" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.12" - }, - "nbTranslate": { - "displayLangs": [ - "en", - "es" - ], - "hotkey": "alt-a", - "langInMainMenu": true, - "sourceLang": "es", - "targetLang": "en", - "useGoogleTranslate": true - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 1 -}