{
"nbformat": 4,
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"metadata": {
"colab": {
"name": "Time-Series-survival-analysis-assignment",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "K2vwIpAJsqDW"
},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lHPQt0yCrAEZ"
},
"source": [
"# Introduction\n",
"The objective of this project is to perform multivariate time-series analysis to predict bike share demand.\n",
"\n",
"\n",
"## Dataset Source\n",
"* [Kaggle - London bike sharing dataset](https://www.kaggle.com/hmavrodiev/london-bike-sharing-dataset)\n",
"\n",
"NB: This project also serves as my assignments for the course below -\n",
"\n",
"* [Specialized Models: Time Series and Survival Analysis](https://www.coursera.org/learn/time-series-survival-analysis)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "n37XK-4udS3f"
},
"source": [
"# Libraries & Configuration"
]
},
{
"cell_type": "code",
"metadata": {
"id": "bgF5EdCn_LYg"
},
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import tensorflow as tf\n",
"\n",
"from pandas.plotting import register_matplotlib_converters\n",
"from sklearn.preprocessing import RobustScaler\n",
"from sklearn.metrics import mean_squared_error, r2_score\n",
"from keras.layers import CuDNNLSTM, Activation, Bidirectional, Dropout, Dense\n",
"from keras.models import Sequential \n",
"from keras.callbacks import EarlyStopping\n",
"\n",
"# configurations\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format='retina'\n",
"# add 2x retina display config\n",
"# https://github.com/ipython/ipython/pull/3381\n",
"\n",
"\n",
"# `pd.Timestamp` can be used in matplotlib plots without having to cast them to another type\n",
"# https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.plotting.register_matplotlib_converters.html\n",
"pd.plotting.register_matplotlib_converters()\n",
"\n",
"sns.set(style='whitegrid', palette='muted', font_scale=1.5)\n",
"plt.rcParams['figure.figsize'] = 20, 9\n",
"\n",
"\n",
"RANDOM_SEED = 42\n",
"\n",
"np.random.seed(RANDOM_SEED)\n",
"tf.random.set_seed(RANDOM_SEED)\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "eJH9mRHF0ia2"
},
"source": [
"# Load Dataset"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "0GoA_rGblOxe",
"outputId": "000cb972-64e2-4822-b371-78a512e029c5"
},
"source": [
"!mkdir ~/.kaggle\n",
"!cp kaggle.json ~/.kaggle/\n",
"!chmod 600 ~/.kaggle/kaggle.json\n",
"\n",
"# https://www.kaggle.com/hmavrodiev/london-bike-sharing-dataset\n",
"!kaggle datasets download -d hmavrodiev/london-bike-sharing-dataset\n",
"!unzip /content/london-bike-sharing-dataset.zip"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading london-bike-sharing-dataset.zip to /content\n",
"\r 0% 0.00/165k [00:00, ?B/s]\n",
"\r100% 165k/165k [00:00<00:00, 38.6MB/s]\n",
"Archive: /content/london-bike-sharing-dataset.zip\n",
" inflating: london_merged.csv \n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "grCH6OQm1qFj"
},
"source": [
"# EDA"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "XvKJ4dx7_2jm"
},
"source": [
"**Metadata**\n",
"\n",
"* **timestamp** - timestamp field for grouping the data\n",
"* **cnt** - the count of a new bike shares\n",
"* **t1** - real temperature in C\n",
"* **t2** - temperature in C “feels like”\n",
"* **hum** - humidity in percentage\n",
"* **wind_speed** - wind speed in km/h\n",
"* **weather_code** - category of the weather\n",
"* **is_holiday** - boolean field - 1 holiday / 0 non holiday\n",
"* **is_weekend** - boolean field - 1 if the day is weekend\n",
"* **season** - category field meteorological seasons: \n",
" * 0-spring\n",
" * 1-summer\n",
" * 2-fall\n",
" * 3-winter\n",
"\n",
"\n",
"* **weather_code** category description:\n",
"\n",
" * 1 = Clear ; mostly clear but have some values with haze/fog/patches of fog/ fog in vicinity \n",
"\n",
" * 2 = scattered clouds / few clouds \n",
"\n",
" * 3 = Broken clouds \n",
"\n",
" * 4 = Cloudy \n",
"\n",
" * 7 = Rain/ light Rain shower/ Light rain \n",
"\n",
" * 10 = rain with thunderstorm \n",
"\n",
" * 26 = snowfall \n",
"\n",
" * 94 = Freezing Fog"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 450
},
"id": "85FX9apm-9ka",
"outputId": "9c6eddd2-6313-4a9f-8508-a01b6527cfff"
},
"source": [
"df_pbs = pd.read_csv('/content/london_merged.csv', \n",
" parse_dates=['timestamp'],\n",
" index_col='timestamp')\n",
"df_pbs"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" cnt | \n",
" t1 | \n",
" t2 | \n",
" hum | \n",
" wind_speed | \n",
" weather_code | \n",
" is_holiday | \n",
" is_weekend | \n",
" season | \n",
"
\n",
" \n",
" timestamp | \n",
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" 2015-01-04 00:00:00 | \n",
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" 2015-01-04 01:00:00 | \n",
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" 2015-01-04 02:00:00 | \n",
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" 2015-01-04 04:00:00 | \n",
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\n",
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\n",
" \n",
" 2017-01-03 19:00:00 | \n",
" 1042 | \n",
" 5.0 | \n",
" 1.0 | \n",
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" \n",
" 2017-01-03 20:00:00 | \n",
" 541 | \n",
" 5.0 | \n",
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\n",
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" 2017-01-03 21:00:00 | \n",
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" 3.0 | \n",
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\n",
" \n",
" 2017-01-03 22:00:00 | \n",
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\n",
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" 2017-01-03 23:00:00 | \n",
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\n",
"
17414 rows × 9 columns
\n",
"
"
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"text/plain": [
" cnt t1 t2 ... is_holiday is_weekend season\n",
"timestamp ... \n",
"2015-01-04 00:00:00 182 3.0 2.0 ... 0.0 1.0 3.0\n",
"2015-01-04 01:00:00 138 3.0 2.5 ... 0.0 1.0 3.0\n",
"2015-01-04 02:00:00 134 2.5 2.5 ... 0.0 1.0 3.0\n",
"2015-01-04 03:00:00 72 2.0 2.0 ... 0.0 1.0 3.0\n",
"2015-01-04 04:00:00 47 2.0 0.0 ... 0.0 1.0 3.0\n",
"... ... ... ... ... ... ... ...\n",
"2017-01-03 19:00:00 1042 5.0 1.0 ... 0.0 0.0 3.0\n",
"2017-01-03 20:00:00 541 5.0 1.0 ... 0.0 0.0 3.0\n",
"2017-01-03 21:00:00 337 5.5 1.5 ... 0.0 0.0 3.0\n",
"2017-01-03 22:00:00 224 5.5 1.5 ... 0.0 0.0 3.0\n",
"2017-01-03 23:00:00 139 5.0 1.0 ... 0.0 0.0 3.0\n",
"\n",
"[17414 rows x 9 columns]"
]
},
"metadata": {},
"execution_count": 4
}
]
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{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "gPFSQIxVRzqF",
"outputId": "13b57804-40ba-42db-ea8b-775535ba22dd"
},
"source": [
"df_pbs.info()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"DatetimeIndex: 17414 entries, 2015-01-04 00:00:00 to 2017-01-03 23:00:00\n",
"Data columns (total 9 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 cnt 17414 non-null int64 \n",
" 1 t1 17414 non-null float64\n",
" 2 t2 17414 non-null float64\n",
" 3 hum 17414 non-null float64\n",
" 4 wind_speed 17414 non-null float64\n",
" 5 weather_code 17414 non-null float64\n",
" 6 is_holiday 17414 non-null float64\n",
" 7 is_weekend 17414 non-null float64\n",
" 8 season 17414 non-null float64\n",
"dtypes: float64(8), int64(1)\n",
"memory usage: 1.3 MB\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 328
},
"id": "ANYVYRS7R08o",
"outputId": "8303fc2c-283f-4345-8586-f6ecf96d5d8a"
},
"source": [
"df_pbs.describe().T"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" count | \n",
" mean | \n",
" std | \n",
" min | \n",
" 25% | \n",
" 50% | \n",
" 75% | \n",
" max | \n",
"
\n",
" \n",
" \n",
" \n",
" cnt | \n",
" 17414.0 | \n",
" 1143.101642 | \n",
" 1085.108068 | \n",
" 0.0 | \n",
" 257.0 | \n",
" 844.0 | \n",
" 1671.75 | \n",
" 7860.0 | \n",
"
\n",
" \n",
" t1 | \n",
" 17414.0 | \n",
" 12.468091 | \n",
" 5.571818 | \n",
" -1.5 | \n",
" 8.0 | \n",
" 12.5 | \n",
" 16.00 | \n",
" 34.0 | \n",
"
\n",
" \n",
" t2 | \n",
" 17414.0 | \n",
" 11.520836 | \n",
" 6.615145 | \n",
" -6.0 | \n",
" 6.0 | \n",
" 12.5 | \n",
" 16.00 | \n",
" 34.0 | \n",
"
\n",
" \n",
" hum | \n",
" 17414.0 | \n",
" 72.324954 | \n",
" 14.313186 | \n",
" 20.5 | \n",
" 63.0 | \n",
" 74.5 | \n",
" 83.00 | \n",
" 100.0 | \n",
"
\n",
" \n",
" wind_speed | \n",
" 17414.0 | \n",
" 15.913063 | \n",
" 7.894570 | \n",
" 0.0 | \n",
" 10.0 | \n",
" 15.0 | \n",
" 20.50 | \n",
" 56.5 | \n",
"
\n",
" \n",
" weather_code | \n",
" 17414.0 | \n",
" 2.722752 | \n",
" 2.341163 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 2.0 | \n",
" 3.00 | \n",
" 26.0 | \n",
"
\n",
" \n",
" is_holiday | \n",
" 17414.0 | \n",
" 0.022051 | \n",
" 0.146854 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.00 | \n",
" 1.0 | \n",
"
\n",
" \n",
" is_weekend | \n",
" 17414.0 | \n",
" 0.285403 | \n",
" 0.451619 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.00 | \n",
" 1.0 | \n",
"
\n",
" \n",
" season | \n",
" 17414.0 | \n",
" 1.492075 | \n",
" 1.118911 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 2.00 | \n",
" 3.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" count mean std ... 50% 75% max\n",
"cnt 17414.0 1143.101642 1085.108068 ... 844.0 1671.75 7860.0\n",
"t1 17414.0 12.468091 5.571818 ... 12.5 16.00 34.0\n",
"t2 17414.0 11.520836 6.615145 ... 12.5 16.00 34.0\n",
"hum 17414.0 72.324954 14.313186 ... 74.5 83.00 100.0\n",
"wind_speed 17414.0 15.913063 7.894570 ... 15.0 20.50 56.5\n",
"weather_code 17414.0 2.722752 2.341163 ... 2.0 3.00 26.0\n",
"is_holiday 17414.0 0.022051 0.146854 ... 0.0 0.00 1.0\n",
"is_weekend 17414.0 0.285403 0.451619 ... 0.0 1.00 1.0\n",
"season 17414.0 1.492075 1.118911 ... 1.0 2.00 3.0\n",
"\n",
"[9 rows x 8 columns]"
]
},
"metadata": {},
"execution_count": 8
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uYRHLpf_ZVvc"
},
"source": [
"## Missing Values"
]
},
{
"cell_type": "code",
"metadata": {
"id": "VmJR97HML7n7",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "3f6c98eb-72a3-4909-9035-56df3f58bd73"
},
"source": [
"pd.date_range(df_pbs.index.min(), df_pbs.index.max()).difference(df_pbs.index)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"DatetimeIndex(['2015-09-12', '2015-11-18', '2016-02-08', '2016-06-24',\n",
" '2016-07-31', '2016-09-02', '2016-09-03'],\n",
" dtype='datetime64[ns]', freq=None)"
]
},
"metadata": {},
"execution_count": 9
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_rj2m9bCZe3X"
},
"source": [
"Since the ratio of missing dates is very low (~0.1%), no action is taken to fill missing values"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Kdzic6JQ1tLQ"
},
"source": [
"## Feature Extraction"
]
},
{
"cell_type": "code",
"metadata": {
"id": "5Hh8fc7N_KGq"
},
"source": [
"# add hour of the day \n",
"df_pbs['hour'] = df_pbs.index.hour\n",
"\n",
"# add day of month\n",
"df_pbs['day_of_month'] = df_pbs.index.day\n",
"\n",
"# add day of week\n",
"df_pbs['day_of_week'] = df_pbs.index.dayofweek\n",
"\n",
"# add month\n",
"df_pbs['month'] = df_pbs.index.month"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "r3dBu8591vvP"
},
"source": [
"## Bike Share Over Time"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 567
},
"id": "LKbQUp-QRHzY",
"outputId": "dee76daf-357a-4b42-a892-eacdda95e398"
},
"source": [
"sns.lineplot(x=df_pbs.index, y=\"cnt\", data=df_pbs);"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"width": 1202,
"height": 550
}
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "I0SGTNCQFW3h"
},
"source": [
"The data is crowded. The grpah would be clear if it's plotted on monthly basis"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OCTyucWY12sh"
},
"source": [
"### Monthly Basis\n",
"\n",
"#### Seasonal Changes (2015-01-31 to 2017-01-31)"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 855
},
"id": "XQbfOVmoTM3a",
"outputId": "25d5656a-7855-48ba-ab88-bddd5a2f7a25"
},
"source": [
"df_pbs.resample('M').sum()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" cnt | \n",
" t1 | \n",
" t2 | \n",
" hum | \n",
" wind_speed | \n",
" weather_code | \n",
" is_holiday | \n",
" is_weekend | \n",
" season | \n",
"
\n",
" \n",
" timestamp | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2015-01-31 | \n",
" 546639 | \n",
" 4101.000000 | \n",
" 2255.500000 | \n",
" 51005.00 | \n",
" 12502.000000 | \n",
" 2211.0 | \n",
" 0.0 | \n",
" 192.0 | \n",
" 2013.0 | \n",
"
\n",
" \n",
" 2015-02-28 | \n",
" 543594 | \n",
" 3721.500000 | \n",
" 1868.000000 | \n",
" 51950.00 | \n",
" 9873.500000 | \n",
" 2409.0 | \n",
" 0.0 | \n",
" 192.0 | \n",
" 2013.0 | \n",
"
\n",
" \n",
" 2015-03-31 | \n",
" 695934 | \n",
" 6093.500000 | \n",
" 4558.500000 | \n",
" 51832.25 | \n",
" 12938.250000 | \n",
" 1940.0 | \n",
" 0.0 | \n",
" 215.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 2015-04-30 | \n",
" 831582 | \n",
" 7873.000000 | \n",
" 7112.500000 | \n",
" 48468.00 | \n",
" 10988.500000 | \n",
" 1642.0 | \n",
" 48.0 | \n",
" 191.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 2015-05-31 | \n",
" 895413 | \n",
" 10091.500000 | \n",
" 9803.500000 | \n",
" 47939.00 | \n",
" 14268.500000 | \n",
" 1900.0 | \n",
" 48.0 | \n",
" 240.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 2015-06-30 | \n",
" 1033252 | \n",
" 12151.500000 | \n",
" 12073.000000 | \n",
" 44371.50 | \n",
" 12398.000000 | \n",
" 1457.0 | \n",
" 0.0 | \n",
" 192.0 | \n",
" 717.0 | \n",
"
\n",
" \n",
" 2015-07-31 | \n",
" 1120687 | \n",
" 14107.000000 | \n",
" 14060.000000 | \n",
" 46632.50 | \n",
" 13067.000000 | \n",
" 1710.0 | \n",
" 0.0 | \n",
" 192.0 | \n",
" 740.0 | \n",
"
\n",
" \n",
" 2015-08-31 | \n",
" 1033951 | \n",
" 13830.500000 | \n",
" 13816.500000 | \n",
" 51913.50 | \n",
" 10326.000000 | \n",
" 1948.0 | \n",
" 24.0 | \n",
" 240.0 | \n",
" 744.0 | \n",
"
\n",
" \n",
" 2015-09-30 | \n",
" 892478 | \n",
" 10371.000000 | \n",
" 10357.500000 | \n",
" 52002.00 | \n",
" 9394.000000 | \n",
" 1683.0 | \n",
" 0.0 | \n",
" 185.0 | \n",
" 1422.0 | \n",
"
\n",
" \n",
" 2015-10-31 | \n",
" 865046 | \n",
" 9474.000000 | \n",
" 9321.500000 | \n",
" 57887.00 | \n",
" 8671.166667 | \n",
" 2078.0 | \n",
" 0.0 | \n",
" 215.0 | \n",
" 1472.0 | \n",
"
\n",
" \n",
" 2015-11-30 | \n",
" 677332 | \n",
" 8259.500000 | \n",
" 7605.000000 | \n",
" 56344.50 | \n",
" 14191.000000 | \n",
" 2418.0 | \n",
" 0.0 | \n",
" 216.0 | \n",
" 1422.0 | \n",
"
\n",
" \n",
" 2015-12-31 | \n",
" 602838 | \n",
" 9000.500000 | \n",
" 8660.000000 | \n",
" 56448.50 | \n",
" 15452.500000 | \n",
" 2367.0 | \n",
" 48.0 | \n",
" 188.0 | \n",
" 2220.0 | \n",
"
\n",
" \n",
" 2016-01-31 | \n",
" 582518 | \n",
" 5459.500000 | \n",
" 3872.000000 | \n",
" 58230.50 | \n",
" 12996.500000 | \n",
" 2424.0 | \n",
" 24.0 | \n",
" 240.0 | \n",
" 2232.0 | \n",
"
\n",
" \n",
" 2016-02-29 | \n",
" 592910 | \n",
" 4695.500000 | \n",
" 3033.000000 | \n",
" 49847.00 | \n",
" 13058.500000 | \n",
" 2054.0 | \n",
" 0.0 | \n",
" 190.0 | \n",
" 2064.0 | \n",
"
\n",
" \n",
" 2016-03-31 | \n",
" 656527 | \n",
" 5344.000000 | \n",
" 3684.500000 | \n",
" 53722.50 | \n",
" 11778.000000 | \n",
" 2177.0 | \n",
" 48.0 | \n",
" 177.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 2016-04-30 | \n",
" 768845 | \n",
" 6804.500000 | \n",
" 5708.500000 | \n",
" 48643.50 | \n",
" 11067.000000 | \n",
" 1901.0 | \n",
" 0.0 | \n",
" 216.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 2016-05-31 | \n",
" 1001935 | \n",
" 10663.000000 | \n",
" 10537.500000 | \n",
" 50815.50 | \n",
" 11001.500000 | \n",
" 1852.0 | \n",
" 48.0 | \n",
" 216.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 2016-06-30 | \n",
" 933878 | \n",
" 11602.500000 | \n",
" 11578.500000 | \n",
" 53668.50 | \n",
" 9745.000000 | \n",
" 2204.0 | \n",
" 0.0 | \n",
" 192.0 | \n",
" 705.0 | \n",
"
\n",
" \n",
" 2016-07-31 | \n",
" 1165527 | \n",
" 14467.000000 | \n",
" 14453.500000 | \n",
" 48719.50 | \n",
" 11847.000000 | \n",
" 1619.0 | \n",
" 0.0 | \n",
" 239.0 | \n",
" 741.0 | \n",
"
\n",
" \n",
" 2016-08-31 | \n",
" 1137314 | \n",
" 14699.000000 | \n",
" 14686.500000 | \n",
" 47944.00 | \n",
" 11860.500000 | \n",
" 1511.0 | \n",
" 24.0 | \n",
" 192.0 | \n",
" 740.0 | \n",
"
\n",
" \n",
" 2016-09-30 | \n",
" 998619 | \n",
" 12813.000000 | \n",
" 12800.000000 | \n",
" 48022.00 | \n",
" 9580.000000 | \n",
" 1622.0 | \n",
" 0.0 | \n",
" 180.0 | \n",
" 1366.0 | \n",
"
\n",
" \n",
" 2016-10-31 | \n",
" 935706 | \n",
" 9363.333333 | \n",
" 9239.833333 | \n",
" 56942.00 | \n",
" 9328.666667 | \n",
" 1919.0 | \n",
" 0.0 | \n",
" 239.0 | \n",
" 1486.0 | \n",
"
\n",
" \n",
" 2016-11-30 | \n",
" 703859 | \n",
" 5827.000000 | \n",
" 4499.500000 | \n",
" 56243.00 | \n",
" 10499.000000 | \n",
" 2128.0 | \n",
" 0.0 | \n",
" 191.0 | \n",
" 1438.0 | \n",
"
\n",
" \n",
" 2016-12-31 | \n",
" 651908 | \n",
" 5967.500000 | \n",
" 4925.000000 | \n",
" 63803.50 | \n",
" 9216.500000 | \n",
" 2005.0 | \n",
" 48.0 | \n",
" 216.0 | \n",
" 2232.0 | \n",
"
\n",
" \n",
" 2017-01-31 | \n",
" 37680 | \n",
" 339.000000 | \n",
" 114.000000 | \n",
" 6071.50 | \n",
" 1061.500000 | \n",
" 235.0 | \n",
" 24.0 | \n",
" 24.0 | \n",
" 216.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" cnt t1 t2 ... is_holiday is_weekend season\n",
"timestamp ... \n",
"2015-01-31 546639 4101.000000 2255.500000 ... 0.0 192.0 2013.0\n",
"2015-02-28 543594 3721.500000 1868.000000 ... 0.0 192.0 2013.0\n",
"2015-03-31 695934 6093.500000 4558.500000 ... 0.0 215.0 0.0\n",
"2015-04-30 831582 7873.000000 7112.500000 ... 48.0 191.0 0.0\n",
"2015-05-31 895413 10091.500000 9803.500000 ... 48.0 240.0 0.0\n",
"2015-06-30 1033252 12151.500000 12073.000000 ... 0.0 192.0 717.0\n",
"2015-07-31 1120687 14107.000000 14060.000000 ... 0.0 192.0 740.0\n",
"2015-08-31 1033951 13830.500000 13816.500000 ... 24.0 240.0 744.0\n",
"2015-09-30 892478 10371.000000 10357.500000 ... 0.0 185.0 1422.0\n",
"2015-10-31 865046 9474.000000 9321.500000 ... 0.0 215.0 1472.0\n",
"2015-11-30 677332 8259.500000 7605.000000 ... 0.0 216.0 1422.0\n",
"2015-12-31 602838 9000.500000 8660.000000 ... 48.0 188.0 2220.0\n",
"2016-01-31 582518 5459.500000 3872.000000 ... 24.0 240.0 2232.0\n",
"2016-02-29 592910 4695.500000 3033.000000 ... 0.0 190.0 2064.0\n",
"2016-03-31 656527 5344.000000 3684.500000 ... 48.0 177.0 0.0\n",
"2016-04-30 768845 6804.500000 5708.500000 ... 0.0 216.0 0.0\n",
"2016-05-31 1001935 10663.000000 10537.500000 ... 48.0 216.0 0.0\n",
"2016-06-30 933878 11602.500000 11578.500000 ... 0.0 192.0 705.0\n",
"2016-07-31 1165527 14467.000000 14453.500000 ... 0.0 239.0 741.0\n",
"2016-08-31 1137314 14699.000000 14686.500000 ... 24.0 192.0 740.0\n",
"2016-09-30 998619 12813.000000 12800.000000 ... 0.0 180.0 1366.0\n",
"2016-10-31 935706 9363.333333 9239.833333 ... 0.0 239.0 1486.0\n",
"2016-11-30 703859 5827.000000 4499.500000 ... 0.0 191.0 1438.0\n",
"2016-12-31 651908 5967.500000 4925.000000 ... 48.0 216.0 2232.0\n",
"2017-01-31 37680 339.000000 114.000000 ... 24.0 24.0 216.0\n",
"\n",
"[25 rows x 9 columns]"
]
},
"metadata": {},
"execution_count": 14
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 651
},
"id": "8o0bfNzvE80X",
"outputId": "67d314e9-aba1-4b53-b914-1573f7d2d89f"
},
"source": [
"df_pbs.resample('M').sum().plot(y='cnt');\n",
"plt.xlabel('Month')\n",
"plt.ylabel('Bike Share Count (million(s))')\n",
"plt.suptitle('Bike Share Monthly Basis Trend')\n",
"plt.show();\n",
"\n",
"# df_pbs_month = df_pbs.resample('M').sum()\n",
"# sns.lineplot(x=df_pbs_month.index, y='cnt', data=df_pbs_month);"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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