{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": { "id": "JlxI4QyQk468" }, "outputs": [], "source": [ "#import liraries \n", "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np \n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "from matplotlib import patches\n", "from scipy.spatial import ConvexHull" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 392 }, "id": "9FWKnEGklaaO", "outputId": "25a6e3cc-36a7-4945-e6a3-fd9fb2bd38e2" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Date Rented Bike Count Hour Temperature(°C) Humidity(%) \\\n", "0 01/12/2017 254 0 -5.2 37 \n", "1 01/12/2017 204 1 -5.5 38 \n", "2 01/12/2017 173 2 -6.0 39 \n", "3 01/12/2017 107 3 -6.2 40 \n", "4 01/12/2017 78 4 -6.0 36 \n", "\n", " Wind speed (m/s) Visibility (10m) Dew point temperature(°C) \\\n", "0 2.2 2000 -17.6 \n", "1 0.8 2000 -17.6 \n", "2 1.0 2000 -17.7 \n", "3 0.9 2000 -17.6 \n", "4 2.3 2000 -18.6 \n", "\n", " Solar Radiation (MJ/m2) Rainfall(mm) Snowfall (cm) Seasons Holiday \\\n", "0 0.0 0.0 0.0 Winter No Holiday \n", "1 0.0 0.0 0.0 Winter No Holiday \n", "2 0.0 0.0 0.0 Winter No Holiday \n", "3 0.0 0.0 0.0 Winter No Holiday \n", "4 0.0 0.0 0.0 Winter No Holiday \n", "\n", " Functioning Day \n", "0 Yes \n", "1 Yes \n", "2 Yes \n", "3 Yes \n", "4 Yes " ], "text/html": [ "\n", "
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DateRented Bike CountHourTemperature(°C)Humidity(%)Wind speed (m/s)Visibility (10m)Dew point temperature(°C)Solar Radiation (MJ/m2)Rainfall(mm)Snowfall (cm)SeasonsHolidayFunctioning Day
001/12/20172540-5.2372.22000-17.60.00.00.0WinterNo HolidayYes
101/12/20172041-5.5380.82000-17.60.00.00.0WinterNo HolidayYes
201/12/20171732-6.0391.02000-17.70.00.00.0WinterNo HolidayYes
301/12/20171073-6.2400.92000-17.60.00.00.0WinterNo HolidayYes
401/12/2017784-6.0362.32000-18.60.00.00.0WinterNo HolidayYes
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\n", " " ] }, "metadata": {}, "execution_count": 2 } ], "source": [ "DATA_DIR = \"/content/sample_data/SeoulBikeData.csv\"\n", "data = pd.read_csv(DATA_DIR, encoding= 'unicode_escape')\n", "data.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "l0SDxoTZlkD_", "outputId": "c49f3d2b-4824-461e-aaa0-1695827ca062" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "---------------------------------------------------------------------------------\n", "There are 8760 observations and 14 features \n", "---------------------------------------------------------------------------------\n" ] } ], "source": [ "print(\"---------------------------------------------------------------------------------\")\n", "print(f\"There are {data.shape[0]} observations and {data.shape[1]} features \")\n", "print(\"---------------------------------------------------------------------------------\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qvuFbwBQmCCQ", "outputId": "ebd754ee-c163-45d5-98eb-4b83ff30709b" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 8760 entries, 0 to 8759\n", "Data columns (total 14 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Date 8760 non-null object \n", " 1 Rented Bike Count 8760 non-null int64 \n", " 2 Hour 8760 non-null int64 \n", " 3 Temperature(°C) 8760 non-null float64\n", " 4 Humidity(%) 8760 non-null int64 \n", " 5 Wind speed (m/s) 8760 non-null float64\n", " 6 Visibility (10m) 8760 non-null int64 \n", " 7 Dew point temperature(°C) 8760 non-null float64\n", " 8 Solar Radiation (MJ/m2) 8760 non-null float64\n", " 9 Rainfall(mm) 8760 non-null float64\n", " 10 Snowfall (cm) 8760 non-null float64\n", " 11 Seasons 8760 non-null object \n", " 12 Holiday 8760 non-null object \n", " 13 Functioning Day 8760 non-null object \n", "dtypes: float64(6), int64(4), object(4)\n", "memory usage: 958.2+ KB\n" ] } ], "source": [ "data.info()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 663 }, "id": "jpn-Qf9bmVut", "outputId": "94db37f4-da08-433d-c3b3-0d96e393a2b1" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "# Prepare Data \n", "# Create as many colors as there are unique midwest['category']\n", "categories = np.unique(data['Seasons'])\n", "colors = [plt.cm.tab10(i/float(len(categories)-1)) for i in range(len(categories))]\n", "\n", "# Draw Plot for Each Category\n", "plt.figure(figsize=(10, 8), dpi= 80, facecolor='w', edgecolor='k')\n", "\n", "for i, category in enumerate(categories):\n", " plt.scatter('Temperature(°C)', 'Rented Bike Count', \n", " data= data.loc[data[\"Seasons\"]==category, :], \n", " s=20, c=colors[i], label=str(category))\n", "\n", "# Decorations\n", "plt.gca().set(xlim=(np.min(data['Temperature(°C)']), np.max(data['Temperature(°C)'])), ylim=(np.min(data[\"Rented Bike Count\"]), np.max(data[\"Rented Bike Count\"])),\n", " xlabel='Temperature(°C) ', ylabel='Rented Bike Count')\n", "\n", "plt.xticks(fontsize=12); plt.yticks(fontsize=12)\n", "plt.title(\"Scatterplot of Temperature(°C) vs Rented Bike Count\", fontsize=15)\n", "plt.legend(fontsize=12,loc=\"best\") \n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": { "id": "GZuHMPg6svHC" }, "source": [ "## ..The use of bike rented increased on summer and decreased on winter where the temperature around -15 to 5 (°C)." ] }, { "cell_type": "markdown", "metadata": { "id": "MLwJYlsJtka7" }, "source": [ "# Bubble Plot with Encircle" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 663 }, "id": "i_Z1ErAotMri", "outputId": "d5f0dce3-ba80-4423-952a-691816010d2b" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# As many colors as there are unique midwest['category']\n", "categories = np.unique(data['Seasons'])\n", "colors = [plt.cm.tab10(i/float(len(categories)-1)) for i in range(len(categories))]\n", "\n", "# Step 2: Draw Scatterplot with unique color for each category\n", "fig = plt.figure(figsize=(10, 8), dpi= 80, facecolor='w', edgecolor='k') \n", "\n", "for i, category in enumerate(categories):\n", " plt.scatter('Temperature(°C)', 'Rented Bike Count', data=data.loc[data.Seasons==category, :], s=20, c=colors[i], label=str(category), edgecolors='black', linewidths=.5)\n", "\n", "# Step 3: Encircling\n", "# https://stackoverflow.com/questions/44575681/how-do-i-encircle-different-data-sets-in-scatter-plot\n", "def encircle(x,y, ax=None, **kw):\n", " if not ax: ax=plt.gca()\n", " p = np.c_[x,y]\n", " hull = ConvexHull(p)\n", " poly = plt.Polygon(p[hull.vertices,:], **kw)\n", " ax.add_patch(poly)\n", "\n", "# Select data to be encircled\n", "data_encircle = data.loc[data.Seasons=='Summer', :] \n", "\n", "# Draw polygon surrounding vertices \n", "encircle(data_encircle[\"Temperature(°C)\"], data_encircle['Rented Bike Count'], ec=\"k\", fc=\"gold\", alpha=0.1)\n", "encircle(data_encircle[\"Temperature(°C)\"], data_encircle['Rented Bike Count'], ec=\"firebrick\", fc=\"none\", linewidth=1.5)\n", "\n", "# Step 4: Decorations\n", "plt.gca().set(xlim=(np.min(data['Temperature(°C)']), np.max(data['Temperature(°C)'])), ylim=(np.min(data[\"Rented Bike Count\"]), np.max(data[\"Rented Bike Count\"])),\n", " xlabel='Temperature(°C) ', ylabel='Rented Bike Count')\n", "\n", "plt.xticks(fontsize=12); \n", "plt.yticks(fontsize=12)\n", "plt.title(\"Bubble Plot with Encircling\", fontsize=15)\n", "plt.legend(fontsize=12) \n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": { "id": "bs4Dt3w4vqJE" }, "source": [ "## .. You can see the importance of Rented Bike Count on Summer" ] }, { "cell_type": "markdown", "metadata": { "id": "wW3EVPgjzWyn" }, "source": [ "# Marginal HIstogram " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 568 }, "id": "-pexpg7ayAcI", "outputId": "7fa5af6b-24af-45d4-d85d-ea36b8e015d8" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "# Plot\n", "plt.figure(figsize=(10,8), dpi= 80)\n", "sns.pairplot(data[[\"Rented Bike Count\",\"Temperature(°C)\",\"Seasons\",\"Wind speed (m/s)\"]], kind=\"scatter\", hue=\"Seasons\", plot_kws=dict(s=80, edgecolor=\"white\", linewidth=2.5))\n", "plt.show()" ] }, { "cell_type": "code", "source": [ "# Prepare Data\n", "data_df = pd.read_csv(DATA_DIR, encoding= 'unicode_escape', parse_dates=['Date']).head(100)\n", "x = np.arange(data_df.shape[0])\n", "y_returns = (data_df['Rented Bike Count'].diff().fillna(0)/data_df['Rented Bike Count'].shift(1)).fillna(0) * 100\n", "\n", "# Plot\n", "plt.figure(figsize=(10,8), dpi= 80)\n", "plt.fill_between(x[1:], y_returns[1:], 0, where=y_returns[1:] >= 0, facecolor='green', interpolate=True, alpha=0.7)\n", "plt.fill_between(x[1:], y_returns[1:], 0, where=y_returns[1:] <= 0, facecolor='red', interpolate=True, alpha=0.7)\n", "\n", "# Annotate\n", "plt.annotate('Peak \\n Mar 2017', xy=(55.0, 280.0), xytext=(35.0, 300),\n", " bbox=dict(boxstyle='square', fc='firebrick'),\n", " arrowprops=dict(facecolor='steelblue', shrink=0.05), fontsize=15, color='white')\n", "\n", "\n", "# Decorations\n", "xtickvals = [str(m)[:3].upper()+\"-\"+str(y) for y,m in zip(data_df.Date.dt.year, data_df.Date.dt.month_name())]\n", "plt.gca().set_xticks(x[::6])\n", "plt.gca().set_xticklabels(xtickvals[::6], rotation=90, fontdict={'horizontalalignment': 'center', 'verticalalignment': 'center_baseline'})\n", "plt.ylim(-100,350)\n", "plt.xlim(1,100)\n", "plt.title(\"Rented Bike Count Return\", fontsize=15)\n", "plt.ylabel('Monthly Rented Bike Count Return')\n", "plt.grid(alpha=0.5)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 597 }, "id": "85IBc004EzJT", "outputId": "561c825e-99bf-4e2c-d13f-6f019f8608c1" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "# Ordered Bar Chart" ], "metadata": { "id": "ropUmH0tNprC" } }, { "cell_type": "code", "source": [ "from locale import D_FMT\n", "# Prepare Data\n", "df = data[['Rented Bike Count', 'Seasons']].groupby('Seasons').apply(lambda x: x.mean())\n", "df.sort_values('Rented Bike Count', inplace=True)\n", "df.reset_index(inplace=True)\n", "\n", "# Draw plot\n", "import matplotlib.patches as patches\n", "\n", "fig, ax = plt.subplots(figsize=(10,8), facecolor='white', dpi= 80)\n", "ax.vlines(x=df.index, ymin=0, ymax=df['Rented Bike Count'], color='firebrick', alpha=0.7, linewidth=20)\n", "\n", "# Annotate Text\n", "for i, rbc in enumerate(df['Rented Bike Count']):\n", " ax.text(i, rbc+10, round(rbc, 1), horizontalalignment='center', fontsize=10)\n", "\n", "\n", "# Title, Label, Ticks and Ylim\n", "ax.set_title('Bar Chart for Rented Bike Count', fontdict={'size':15})\n", "ax.set(ylabel='Rented Bike Count', ylim=(0, 1500))\n", "plt.xticks(df.index, df.Seasons.str.upper(), rotation=60, horizontalalignment='right', fontsize=12)\n", "\n", "# Add patches to color the X axis labels\n", "p1 = patches.Rectangle((.57, -0.005), width=.33, height=.13, alpha=.1, facecolor='green', transform=fig.transFigure)\n", "p2 = patches.Rectangle((.124, -0.005), width=.446, height=.13, alpha=.1, facecolor='red', transform=fig.transFigure)\n", "fig.add_artist(p1)\n", "fig.add_artist(p2)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 620 }, "id": "p3GPZWwVNgu3", "outputId": "88409240-7432-43b8-f82a-488c66ec8c8e" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "# Lolipop Barchart" ], "metadata": { "id": "H2Fw3GupRyEd" } }, { "cell_type": "code", "source": [ "df = data[['Rented Bike Count', 'Seasons']].groupby('Seasons').apply(lambda x: x.mean())\n", "df.sort_values('Rented Bike Count', inplace=True)\n", "df.reset_index(inplace=True)\n", "\n", "# Draw plot\n", "fig, ax = plt.subplots(figsize=(10,8), dpi= 80)\n", "ax.vlines(x=df.index, ymin=0, ymax=df['Rented Bike Count'], color='firebrick', alpha=0.7, linewidth=2)\n", "ax.scatter(x=df.index, y=df['Rented Bike Count'], s=80, color='firebrick', alpha=0.7)\n", "\n", "# Title, Label, Ticks and Ylim\n", "ax.set_title('Lollipop Chart for Rented Bike Count', fontdict={'size':15})\n", "ax.set_ylabel('Rented Bike Count')\n", "ax.set_xticks(df.index)\n", "ax.set_xticklabels(df.Seasons.str.upper(), rotation=60, fontdict={'horizontalalignment': 'right', 'size':12})\n", "ax.set_ylim(0, 1200)\n", "\n", "# Annotate Text\n", "for i, rbc in enumerate(df['Rented Bike Count']):\n", " ax.text(i, rbc+15, round(rbc, 1), horizontalalignment='center',verticalalignment='bottom', fontsize=12)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 601 }, "id": "SCZOjLTvRwaO", "outputId": "c7701127-6e01-424b-d803-c37d0aaa9d01" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "# Density Plot " ], "metadata": { "id": "h2j9SGI1Vnv4" } }, { "cell_type": "code", "source": [ "# Draw Plot\n", "plt.figure(figsize=(10,8), dpi= 80)\n", "sns.kdeplot(data.loc[data['Seasons'] == 'Winter', \"Rented Bike Count\"], shade=True, color=\"g\", label=\"Winter\", alpha=.7)\n", "sns.kdeplot(data.loc[data['Seasons'] == 'Spring', \"Rented Bike Count\"], shade=True, color=\"deeppink\", label=\"Spring\", alpha=.7)\n", "sns.kdeplot(data.loc[data['Seasons'] == 'Summer', \"Rented Bike Count\"], shade=True, color=\"dodgerblue\", label=\"Summer\", alpha=.7)\n", "sns.kdeplot(data.loc[data['Seasons'] == 'Autumn', \"Rented Bike Count\"], shade=True, color=\"orange\", label=\"Autumn\", alpha=.7)\n", "\n", "# Decoration\n", "plt.title('Density Plot of Rented Bike Count by Seasons', fontsize=15)\n", "plt.legend()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 569 }, "id": "LGQYVc0tWmfp", "outputId": "2bd142f1-63f4-4fbb-cade-9fb304dcfe6e" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "a1gPIhRqZVki" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# Density Curves with Histogram" ], "metadata": { "id": "CYz5AFd7aNeP" } }, { "cell_type": "code", "source": [ "# Draw Plot\n", "plt.figure(figsize=(10,8), dpi= 80)\n", "sns.distplot(data.loc[data['Holiday'] == 'No Holiday', \"Rented Bike Count\"], color=\"dodgerblue\", label=\"No Holiday'\", hist_kws={'alpha':.7}, kde_kws={'linewidth':3})\n", "sns.distplot(data.loc[data['Holiday'] == 'Holiday', \"Rented Bike Count\"], color=\"orange\", label=\"Holiday\", hist_kws={'alpha':.7}, kde_kws={'linewidth':3})\n", "plt.ylim(0, 0.004)\n", "\n", "# Decoration\n", "plt.title('Density Plot of Rented Bike Count by Holiday', fontsize=15)\n", "plt.legend()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 569 }, "id": "tLdBcvRbaTPL", "outputId": "8f819b54-9c39-4ac8-b737-7766d9d5e21f" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "# Box Plot" ], "metadata": { "id": "UJcTv66Tbm9C" } }, { "cell_type": "code", "source": [ "# Draw Plot\n", "plt.figure(figsize=(10,8), dpi= 80)\n", "sns.boxplot(x='Seasons', y='Rented Bike Count', data=data, notch=False)\n", "\n", "# Add N Obs inside boxplot (optional)\n", "def add_n_obs(df,group_col,y):\n", " medians_dict = {grp[0]:grp[1][y].median() for grp in df.groupby(group_col)}\n", " xticklabels = [x.get_text() for x in plt.gca().get_xticklabels()]\n", " n_obs = df.groupby(group_col)[y].size().values\n", " for (x, xticklabel), n_ob in zip(enumerate(xticklabels), n_obs):\n", " plt.text(x, medians_dict[xticklabel]*1.01, \"#obs : \"+str(n_ob), horizontalalignment='center', fontdict={'size':14}, color='white')\n", "\n", "add_n_obs(data,group_col='Seasons',y='Rented Bike Count') \n", "\n", "# Decoration\n", "plt.title('Box Plot of Rented Bike Count by Seasons', fontsize=15)\n", "plt.ylim(-400, 3700)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 569 }, "id": "seVXykWabo9o", "outputId": "13e4fecd-4986-4bfc-b99b-1676ee0d4ce8" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "# Pie Chart" ], "metadata": { "id": "Ku5-pArijkdO" } }, { "cell_type": "code", "source": [ "# Draw Plot\n", "fig, ax = plt.subplots(figsize=(12, 7), subplot_kw=dict(aspect=\"equal\"), dpi= 80)\n", "\n", "# Prepare Data\n", "df = data.groupby('Seasons').size().reset_index(name='counts')\n", "\n", "data_df = df['counts']\n", "categories = df['Seasons']\n", "explode = [0,0,0,0.1]\n", "\n", "def func(pct, allvals):\n", " absolute = int(pct/100.*np.sum(allvals))\n", " return \"{:.1f}% ({:d} )\".format(pct, absolute)\n", "\n", "wedges, texts, autotexts = ax.pie(data_df, \n", " autopct=lambda pct: func(pct, data_df),\n", " textprops=dict(color=\"w\"), \n", " colors=plt.cm.Dark2.colors,\n", " startangle=140,\n", " explode=explode)\n", "\n", "# Decoration\n", "ax.legend(wedges, categories, title=\"Rented Bike Count by Seasons\", loc=\"center left\", bbox_to_anchor=(1, 0, 0.5, 1))\n", "plt.setp(autotexts, size=10, weight=700)\n", "ax.set_title(\"Seasons: Pie Chart\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "DBiLUZgLjlsW", "outputId": "ba81ec9c-b132-4db4-ea32-27a727de24de" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "# Time Series with Error Bands" ], "metadata": { "id": "NpQ_GLd3P5X-" } }, { "cell_type": "code", "source": [ "from scipy.stats import sem\n", "\n", "# Import Data\n", "data_mean = data.groupby('Hour')[\"Rented Bike Count\"].mean()\n", "data_se = data.groupby('Hour')[\"Rented Bike Count\"].apply(sem).mul(1.96)\n", "\n", "# Plot\n", "plt.figure(figsize=(10,8), dpi= 80)\n", "plt.ylabel(\"# Rented Bike Count\", fontsize=16) \n", "x = data_mean.index\n", "plt.plot(x, data_mean, color=\"white\", lw=2) \n", "plt.fill_between(x, data_mean - data_se, data_mean + data_se, color=\"#3F5D7D\") \n", "\n", "# Decorations\n", "# Lighten borders\n", "plt.gca().spines[\"top\"].set_alpha(0)\n", "plt.gca().spines[\"bottom\"].set_alpha(1)\n", "plt.gca().spines[\"right\"].set_alpha(0)\n", "plt.gca().spines[\"left\"].set_alpha(1)\n", "plt.xticks(x[::2], [str(d) for d in x[::2]] , fontsize=12)\n", "plt.title(\"Bike Rented by Hour of Day (95% confidence)\", fontsize=15)\n", "plt.xlabel(\"Hour of Day\")\n", "\n", "s, e = plt.gca().get_xlim()\n", "plt.xlim(s, e)\n", "\n", "# Draw Horizontal Tick lines \n", "for y in range(8, 20, 2): \n", " plt.hlines(y, xmin=s, xmax=e, colors='black', alpha=0.5, linestyles=\"--\", lw=0.5)\n", "\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 572 }, "id": "eKcn5Py-GULv", "outputId": "24c49dd6-1b7b-42ad-e288-e41ad4a61e69" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "# Paralel Coordinates\n" ], "metadata": { "id": "oGFjRp8lP90A" } }, { "cell_type": "code", "source": [ "from pandas.plotting import parallel_coordinates\n", "\n", "# Plot\n", "plt.figure(figsize=(12,9), dpi= 80)\n", "data.drop(['Date','Holiday', 'Functioning Day'],axis=1,inplace=True)\n", "parallel_coordinates(data, 'Seasons', colormap='Dark2')\n", "\n", "# Lighten borders\n", "plt.gca().spines[\"top\"].set_alpha(0)\n", "plt.gca().spines[\"bottom\"].set_alpha(.3)\n", "plt.gca().spines[\"right\"].set_alpha(0)\n", "plt.gca().spines[\"left\"].set_alpha(.3)\n", "\n", "plt.title('Parallel Coordinated of Diamonds', fontsize=15)\n", "plt.grid(alpha=0.3)\n", "plt.xticks(fontsize=12,rotation=60,)\n", "plt.yticks(fontsize=12)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 770 }, "id": "-DPiJ3wYQoez", "outputId": "322b528a-2e35-4e09-d8b9-70378624dee2" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "## .. You can see the explanations about the visualization: [here](https://naiborhujosua.medium.com/looking-at-different-perspectives-when-visualize-data-using-matplotlib-and-seaborn-91d621a0623f)" ], "metadata": { "id": "Jwq41W4ve5tZ" } }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "vilndTk5fElv" }, "execution_count": null, "outputs": [] } ], "metadata": { "colab": { "name": "Data_Visualization.ipynb", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }