{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Nobody Likes Traffic\n", "## Signs It's Slowing Down on I-94" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "This analysis is attempting to identify factors associated with heavy traffic.\n", "\n", "The dataset is comprised of daily and hourly entries for westbound traffic midway between Minneapolis and St. Paul, the largest and capital cities, respectively, in Minnesota. It was collected from a Department of Transportation station on interstate 94 between October 2012 and September 2018.\n", "\n", "The dataset was created by John Hogue from the UCI Machine Learning Repository.\n", "https://archive.ics.uci.edu/ml/datasets/Metro+Interstate+Traffic+Volume\n", "\n", "The colors used are the University of Minnesota school colors, gold for graphs and maroon for line plots. Go Gophers!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import libraries, open file, set display options\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import numpy as np\n", "import pprint\n", "pd.options.display.float_format = '{:20,.4f}'.format\n", "traffic = pd.read_csv(\"Metro_Interstate_Traffic_Volume.csv\")\n", "pd.set_option('display.max_rows', None)\n", "pd.set_option('display.max_columns', None)\n", "pd.set_option('display.width', 1000)\n", "pd.set_option('display.colheader_justify', 'center')\n", "pd.set_option('display.precision', 3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examine Data\n", "A quick look at the beginning and ending of the data set shows nine columns with a mix of categorical text and numeric information. The source of the data set states that an automatic traffic recorder (ATR) was used to tabulate traffic volume. It is expressed in the number of vehicles per hour.\n", "* There don't appear to be any missing values.\n", "* The statistical description looks unusual for rain and snow. There aren't any quartile values listed.\n", "* The units for temperature don't look familiar and the max rain value seems high as well." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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holidaytemprain_1hsnow_1hclouds_allweather_mainweather_descriptiondate_timetraffic_volume
0None288.28000.00000.000040Cloudsscattered clouds2012-10-02 09:00:005545
1None289.36000.00000.000075Cloudsbroken clouds2012-10-02 10:00:004516
2None289.58000.00000.000090Cloudsovercast clouds2012-10-02 11:00:004767
3None290.13000.00000.000090Cloudsovercast clouds2012-10-02 12:00:005026
4None291.14000.00000.000075Cloudsbroken clouds2012-10-02 13:00:004918
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" ], "text/plain": [ " holiday temp rain_1h snow_1h clouds_all weather_main weather_description date_time traffic_volume\n", "0 None 288.2800 0.0000 0.0000 40 Clouds scattered clouds 2012-10-02 09:00:00 5545 \n", "1 None 289.3600 0.0000 0.0000 75 Clouds broken clouds 2012-10-02 10:00:00 4516 \n", "2 None 289.5800 0.0000 0.0000 90 Clouds overcast clouds 2012-10-02 11:00:00 4767 \n", "3 None 290.1300 0.0000 0.0000 90 Clouds overcast clouds 2012-10-02 12:00:00 5026 \n", "4 None 291.1400 0.0000 0.0000 75 Clouds broken clouds 2012-10-02 13:00:00 4918 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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holidaytemprain_1hsnow_1hclouds_allweather_mainweather_descriptiondate_timetraffic_volume
48199None283.45000.00000.000075Cloudsbroken clouds2018-09-30 19:00:003543
48200None282.76000.00000.000090Cloudsovercast clouds2018-09-30 20:00:002781
48201None282.73000.00000.000090Thunderstormproximity thunderstorm2018-09-30 21:00:002159
48202None282.09000.00000.000090Cloudsovercast clouds2018-09-30 22:00:001450
48203None282.12000.00000.000090Cloudsovercast clouds2018-09-30 23:00:00954
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" ], "text/plain": [ " holiday temp rain_1h snow_1h clouds_all weather_main weather_description date_time traffic_volume\n", "48199 None 283.4500 0.0000 0.0000 75 Clouds broken clouds 2018-09-30 19:00:00 3543 \n", "48200 None 282.7600 0.0000 0.0000 90 Clouds overcast clouds 2018-09-30 20:00:00 2781 \n", "48201 None 282.7300 0.0000 0.0000 90 Thunderstorm proximity thunderstorm 2018-09-30 21:00:00 2159 \n", "48202 None 282.0900 0.0000 0.0000 90 Clouds overcast clouds 2018-09-30 22:00:00 1450 \n", "48203 None 282.1200 0.0000 0.0000 90 Clouds overcast clouds 2018-09-30 23:00:00 954 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 48204 entries, 0 to 48203\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 holiday 48204 non-null object \n", " 1 temp 48204 non-null float64\n", " 2 rain_1h 48204 non-null float64\n", " 3 snow_1h 48204 non-null float64\n", " 4 clouds_all 48204 non-null int64 \n", " 5 weather_main 48204 non-null object \n", " 6 weather_description 48204 non-null object \n", " 7 date_time 48204 non-null object \n", " 8 traffic_volume 48204 non-null int64 \n", "dtypes: float64(3), int64(2), object(4)\n", "memory usage: 3.3+ MB\n" ] }, { "data": { "text/plain": [ "None" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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temprain_1hsnow_1hclouds_alltraffic_volume
count48,204.000048,204.000048,204.000048,204.000048,204.0000
mean281.20590.33430.000249.36223,259.8184
std13.338244.78910.008239.01581,986.8607
min0.00000.00000.00000.00000.0000
25%272.16000.00000.00001.00001,193.0000
50%282.45000.00000.000064.00003,380.0000
75%291.80600.00000.000090.00004,933.0000
max310.07009,831.30000.5100100.00007,280.0000
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" ], "text/plain": [ " temp rain_1h snow_1h clouds_all traffic_volume \n", "count 48,204.0000 48,204.0000 48,204.0000 48,204.0000 48,204.0000\n", "mean 281.2059 0.3343 0.0002 49.3622 3,259.8184\n", "std 13.3382 44.7891 0.0082 39.0158 1,986.8607\n", "min 0.0000 0.0000 0.0000 0.0000 0.0000\n", "25% 272.1600 0.0000 0.0000 1.0000 1,193.0000\n", "50% 282.4500 0.0000 0.0000 64.0000 3,380.0000\n", "75% 291.8060 0.0000 0.0000 90.0000 4,933.0000\n", "max 310.0700 9,831.3000 0.5100 100.0000 7,280.0000" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# display head, tail, and basic info\n", "display(traffic.head())\n", "display(traffic.tail())\n", "display(traffic.info())\n", "display(traffic.describe())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clean Data\n", "* Looking at the frequency of no rain and no snow verses some of either shows that the data set statistics for both columns are dominated by hours in which there was no precipitation. Both of these columns report millimeters per hour. The number of hours with some snow seems particularly low for this geographical region.\n", " * Creating a column with all positive rain values shows one outlier of 9,800 mm of rain that can be removed.\n", " * Creating a similar snow column doesn't reveal any outliers.\n", "* The temperature column is in degrees Kelvin, which is useful in chemistry or physics but not traffic analysis. Converting to degrees Fahrenheit would be standard in the US.\n", " * The temperature column has ten rows with outlier temperature values that can be removed." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hours with no rain: 44737\n", "Hours with some rain 3467\n", "Hours with no snow: 48141\n", "Hours with some snow: 63\n" ] } ], "source": [ "# separate rain column by no rain or some rain\n", "no_rain = traffic[traffic[\"rain_1h\"] == 0]\n", "some_rain = traffic[traffic[\"rain_1h\"] > 0]\n", "print(\"Hours with no rain: \", len(no_rain))\n", "print(\"Hours with some rain\", len(some_rain))\n", "# separate snow column by no snow or some snow\n", "no_snow = traffic[traffic[\"snow_1h\"] == 0]\n", "some_snow = traffic[traffic[\"snow_1h\"] > 0]\n", "print(\"Hours with no snow: \", len(no_snow))\n", "print(\"Hours with some snow: \", len(some_snow))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 3,467.0000\n", "mean 4.6475\n", "std 166.9703\n", "min 0.2500\n", "25% 0.2500\n", "50% 0.6400\n", "75% 1.7800\n", "max 9,831.3000\n", "Name: some_rain, dtype: float64" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a some_rain column with any rain measurements greater than 0\n", "traffic[\"some_rain\"] = traffic[\"rain_1h\"][traffic[\"rain_1h\"] > 0]\n", "# basic stats for some_rain\n", "display(traffic[\"some_rain\"].describe())" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "count 3,466.0000\n", "mean 1.8123\n", "std 3.3100\n", "min 0.2500\n", "25% 0.2500\n", "50% 0.6400\n", "75% 1.7800\n", "max 55.6300\n", "Name: some_rain, dtype: float64" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# remove row with outlier rain values\n", "traffic = traffic[traffic[\"rain_1h\"]<100]\n", "# basic stats for some_rain\n", "display(traffic[\"some_rain\"].describe())" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 63.0000\n", "mean 0.1702\n", "std 0.1499\n", "min 0.0500\n", "25% 0.0600\n", "50% 0.1000\n", "75% 0.2500\n", "max 0.5100\n", "Name: some_snow, dtype: float64" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a some_snow column with any snow measurements greater than 0\n", "traffic[\"some_snow\"] = traffic[\"snow_1h\"][traffic[\"snow_1h\"] > 0]\n", "# basic stats for some_snow\n", "display(traffic[\"some_snow\"].describe())" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# convert temperature column from Kelvin to Fahrenheit\n", "def k_to_f(k_temp):\n", " f_temp = ((k_temp-273.15)*(9/5)) + 32\n", " return f_temp\n", "\n", "traffic[\"temp\"] = traffic[\"temp\"].map(k_to_f)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "count 48,203.0000\n", "mean 46.4998\n", "std 24.0085\n", "min -459.6700\n", "25% 30.2180\n", "50% 48.7400\n", "75% 65.5808\n", "max 98.4560\n", "Name: temp, dtype: float64" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# basic stats for temp column\n", "display(traffic[\"temp\"].describe())" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# # look at outlier temp rows\n", "# cold_days = traffic[traffic[\"temp\"]<-100]\n", "# display(cold_days)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "count 48,193.0000\n", "mean 46.6048\n", "std 22.8769\n", "min -21.5680\n", "25% 30.2540\n", "50% 48.7580\n", "75% 65.5880\n", "max 98.4560\n", "Name: temp, dtype: float64" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# remove rows with outlier temperatures\n", "traffic = traffic[traffic[\"temp\"]>-100]\n", "# basic stats for temp column\n", "display(traffic[\"temp\"].describe())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overall traffic volume\n", "\n", "The previous statistics for traffic volume shows that the minimum value is 0, the maximum value is 7280, and that traffic is usually somewhere in the middle. A histogram shows an interesting distribution. The mean is heavily influenced by how often the traffic is really light and how often the traffic is fairly bad." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create histogram of traffic volume for entire data set\n", "traffic[\"traffic_volume\"].plot.hist(color=\"#FFCC33\")\n", "plt.title(\"Vehicles per Hour\")\n", "plt.xticks([1000,3000,5000,7000], [1000,3000,5000,7000])\n", "plt.yticks([2000,4000,6000,8000], [2000,4000,6000,8000])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aggregate by day or night\n", "Creating a daytime group (7:00 am to 6:00 pm) and a nighttime group (7:00 pm to 6:00 am) reveals unsurprising differences in traffic volume.\n", "* The histograms clearly show:\n", " * a left skewed normal distribution for daytime traffic, with the mean traffic volume of about 4,600 vehicles per hour.\n", " * a right skewed distribution for nighttime traffic. The mean traffic volume is a little less than 1,800 vehicles per hour.\n", "* This would suggest that including the nighttime data could invalidate any conclusion. That being said, there is some occurrence of high traffic in the evenings. It would be worthwhile to take a look and see if this is just overlap from the day and what the conditions where that caused the increase." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of rows and columns for the day and night series.\n" ] }, { "data": { "text/plain": [ "(23874, 11)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(24319, 11)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# transform column to datetime\n", "traffic[\"date_time\"] = pd.to_datetime(traffic[\"date_time\"])\n", "# create date_time series\n", "day_night = traffic[\"date_time\"].dt.hour\n", "# create day traffic series from 0700 to 1800\n", "day_traffic = day_night.between(7, 18)\n", "day_traffic = traffic.loc[day_traffic].copy()\n", "# create night traffic series from 1900 to 0600\n", "night_traffic = day_night.between(19, 24) | day_night.between(0, 6)\n", "night_traffic = traffic.loc[night_traffic].copy()\n", "# verify\n", "print(\"The number of rows and columns for the day and night series.\")\n", "display(day_traffic.shape)\n", "display(night_traffic.shape)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create two graphs\n", "plt.figure(figsize=(10,7))\n", "# daytime traffic volume histogram\n", "plt.subplot(2,2,1)\n", "day_traffic[\"traffic_volume\"].plot.hist(color=\"#FFCC33\")\n", "plt.title(\"Daytime Vehicles per Hour\")\n", "plt.xticks([1000,3000,5000,7000], [1000,3000,5000,7000])\n", "plt.xlim(0,7500)\n", "plt.ylim(0,8000)\n", "plt.ylabel(\"\")\n", "# nighttime traffic volume histogram\n", "plt.subplot(2,2,2)\n", "night_traffic[\"traffic_volume\"].plot.hist(color=\"#FFCC33\")\n", "plt.title(\"Nighttime Vehicles per Hour\")\n", "plt.xticks([1000,3000,5000,7000], [1000,3000,5000,7000])\n", "plt.xlim(0,7500)\n", "plt.ylim(0,8000)\n", "plt.ylabel(\"\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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temprain_1hsnow_1hclouds_alltraffic_volumesome_rainsome_snow
count23,874.000023,874.000023,874.000023,874.000023,874.00001,770.000034.0000
mean48.43470.12130.000353.12554,762.30381.63650.1779
std23.48230.88040.008937.56351,174.18162.82490.1553
min-21.56800.00000.00000.00000.00000.25000.0500
25%31.15400.00000.00005.00004,253.00000.25000.0600
50%51.13400.00000.000075.00004,820.00000.64000.1000
75%68.52200.00000.000090.00005,559.00001.69000.3025
max98.456044.45000.5100100.00007,280.000044.45000.5100
\n", "
" ], "text/plain": [ " temp rain_1h snow_1h clouds_all traffic_volume some_rain some_snow \n", "count 23,874.0000 23,874.0000 23,874.0000 23,874.0000 23,874.0000 1,770.0000 34.0000\n", "mean 48.4347 0.1213 0.0003 53.1255 4,762.3038 1.6365 0.1779\n", "std 23.4823 0.8804 0.0089 37.5635 1,174.1816 2.8249 0.1553\n", "min -21.5680 0.0000 0.0000 0.0000 0.0000 0.2500 0.0500\n", "25% 31.1540 0.0000 0.0000 5.0000 4,253.0000 0.2500 0.0600\n", "50% 51.1340 0.0000 0.0000 75.0000 4,820.0000 0.6400 0.1000\n", "75% 68.5220 0.0000 0.0000 90.0000 5,559.0000 1.6900 0.3025\n", "max 98.4560 44.4500 0.5100 100.0000 7,280.0000 44.4500 0.5100" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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temprain_1hsnow_1hclouds_alltraffic_volumesome_rainsome_snow
count24,319.000024,319.000024,319.000024,319.000024,319.00001,696.000029.0000
mean44.80840.13920.000245.68701,785.53091.99590.1610
std22.12021.11110.007440.04641,441.86813.74200.1455
min-20.07400.00000.00000.00000.00000.25000.0500
25%29.40800.00000.00001.0000530.50000.25000.0500
50%46.81400.00000.000040.00001,287.00000.67000.1000
75%63.59000.00000.000090.00002,819.00001.85000.2500
max94.154055.63000.5100100.00006,386.000055.63000.5100
\n", "
" ], "text/plain": [ " temp rain_1h snow_1h clouds_all traffic_volume some_rain some_snow \n", "count 24,319.0000 24,319.0000 24,319.0000 24,319.0000 24,319.0000 1,696.0000 29.0000\n", "mean 44.8084 0.1392 0.0002 45.6870 1,785.5309 1.9959 0.1610\n", "std 22.1202 1.1111 0.0074 40.0464 1,441.8681 3.7420 0.1455\n", "min -20.0740 0.0000 0.0000 0.0000 0.0000 0.2500 0.0500\n", "25% 29.4080 0.0000 0.0000 1.0000 530.5000 0.2500 0.0500\n", "50% 46.8140 0.0000 0.0000 40.0000 1,287.0000 0.6700 0.1000\n", "75% 63.5900 0.0000 0.0000 90.0000 2,819.0000 1.8500 0.2500\n", "max 94.1540 55.6300 0.5100 100.0000 6,386.0000 55.6300 0.5100" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# basic daytime and nighttime stats\n", "display(day_traffic.describe())\n", "display(night_traffic.describe())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Daytime Group\n", "* Looking at daytime values initially will provide most of the analysis.\n", "* The mean traffic volume by month is not that far off the mean traffic volume for all day entries, 4762. The standard deviation between the months is only 190. The graph does show two dips, with one corresponding to winter months in the US. The other looks like it occurs during July, which is unusual because that's during the summer when traffic tends to be high.\n", " * A closer look at the annual distribution for the month of July shows an atypical decrease in 2016. A quick google search points to a large highway construction project taking place that year. https://www.mprnews.org/story/2016/07/22/i94-stpaul-shutdown-twin-cities-weekend-road-woes\n", "* The mean daytime traffic volume does change considerably depending on the day of the week. Saturday shows a considerable dip and Sunday a little more. But there are still plenty of cars making the drive!\n", "* Looking at the traffic volume for weekdays by hour indicates a peak in the morning (by 7:00 am if not earlier) and again in the afternoon at 4:00 pm.\n", "* A similar look at weekend hours shows a slow build in the morning with fairly steady traffic until evening." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "count 12.0000\n", "mean 4,767.5037\n", "std 189.9449\n", "min 4,374.8346\n", "25% 4,676.7308\n", "50% 4,880.0964\n", "75% 4,907.9511\n", "max 4,928.3020\n", "Name: traffic_volume, dtype: float64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create month column and convert info in date_time column to months 1-12\n", "day_traffic[\"month\"] = day_traffic[\"date_time\"].dt.month\n", "# group daytime by month and get the mean column values for each month\n", "day_traffic_month_group = day_traffic.groupby(\"month\").mean()\n", "# basic stats for daytime month group mean traffic volume\n", "display(day_traffic_month_group[\"traffic_volume\"].describe())\n", "# line plot of daytime month group mean traffic volumes\n", "day_traffic_month_group[\"traffic_volume\"].plot.line(c=\"#7A0019\")\n", "plt.title(\"Daytime Mean Traffic Volume by Month\")\n", "plt.yticks([4400,4600,4800], [4400,4600,4800])\n", "plt.xlabel(\"\")\n", "plt.xticks([1,2,3,4,5,6,7,8,9,10,11,12],[\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\n", " \"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# group July by year\n", "july_months = traffic[traffic[\"date_time\"].dt.month == 7]\n", "july_yearly_group = july_months.groupby(traffic[\"date_time\"].dt.year)\n", "# line plot of July yearly group mean traffic volume\n", "july_yearly_group[\"traffic_volume\"].mean().plot.line(c=\"#7A0019\")\n", "plt.title(\"July Mean Traffic Volume by Year\")\n", "plt.xlabel(\"\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create day_of_week column and convert info in date_time column to days 0-6\n", "day_traffic[\"day_of_week\"] = day_traffic[\"date_time\"].dt.dayofweek\n", "# group daytime by day of week and get the mean column values for each day\n", "day_traffic_day_group = day_traffic.groupby(\"day_of_week\").mean()\n", "# line plot of daytime week of day group mean traffic volumes\n", "day_traffic_day_group[\"traffic_volume\"].plot.line(c=\"#7A0019\")\n", "plt.title(\"Daytime Mean Traffic Volume by Day\")\n", "plt.yticks([3500,4000,4500,5000],[3500,4000,4500,5000])\n", "plt.xlabel(\"\")\n", "plt.xticks([0,1,2,3,4,5,6],[\"Mon\",\"Tue\",\"Wed\",\"Thur\",\"Fri\",\"Sat\",\"Sun\"])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create an hour column and convert info in date_time column to hours 0 to 23\n", "day_traffic[\"hour\"] = day_traffic[\"date_time\"].dt.hour\n", "# group daytime into weekdays (4=Friday) and weekends (5=Saturday)\n", "weekdays = day_traffic[day_traffic[\"day_of_week\"] <= 4]\n", "weekends = day_traffic[day_traffic[\"day_of_week\"] >= 5]\n", "# group weekday entries by hour and get the mean column values for each hour\n", "weekdays_hours_group = weekdays.groupby(\"hour\").mean()\n", "# group weekend entries by hour and get the mean column values for each hour\n", "weekends_hours_group = weekends.groupby(\"hour\").mean()\n", "# basic stats for daytime weekday hour group mean traffic volume\n", "# display(weekdays_hours_group[\"traffic_volume\"].describe())\n", "# create two graphs\n", "plt.figure(figsize=(10,6))\n", "# line plot of weekdays hours group mean traffic volumes \n", "plt.subplot(2,2,1)\n", "weekdays_hours_group[\"traffic_volume\"].plot.line(c=\"#7A0019\")\n", "plt.title(\"Weekday Traffic Volume by Hour\")\n", "plt.ylim(0,6500)\n", "# line plot of weekends hours group mean traffic volumes\n", "plt.subplot(2,2,2)\n", "weekends_hours_group[\"traffic_volume\"].plot.line(c=\"#7A0019\")\n", "plt.title(\"Weekend Traffic Volulme by Hour\")\n", "plt.ylim(0,6500)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nightime Group" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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K9RmSl5cXWrduja+//hpz5szB119/DSGE3ibalU8cfdSjE2DL1eQ1CzyYF+Hs7Fyh38OjGDXl6ekJLy8vbNiwAWPHjsWGDRtgamqKUaNG6e0Yuqpq1Kmq5/nhkTLSL4YIqmDu3LnYsGEDPvjgg2r1d3Nzw6VLlyqsr2xddT1paFqfmjdvDiEE3N3d8cwzz9R4f0OHDsXkyZPxyy+/4JtvvnnscX/66Sd079690g/mcgcOHMDNmzfx7bffolevXtL6tLS0GteqL1u3bkXfvn3x+eefa63Pzc1FgwYN9Hac5s2bAwDOnTtX5UjXkwQFBeGtt97CmTNnEBcXh5YtW6Jz585Su5ubG1JSUipsV/61UfmVJJWpX79+pV8byf0Luirlz4Ojo2O1/8qvTGpqKvr27Ss9vnPnDq5fv45BgwZp9Rs7dizCw8Nx/fp1xMXFwd/fH/Xr15d93Kq4ubnhzJkzKCsr0/rQf/S5Lz92bm6u1vb6fp7pyRjNqILmzZtj9OjRWLt2LTIzM5/Y38/PD4mJiUhOTpbW3bp1q8q/sKuj/BruR98knoZhw4bB2NgYb7/9doW/IoUQOt/B0MrKCmvWrMGCBQvwwgsvVNlv1KhRKC0txTvvvFOhraSkRDr38r9KH66tuLgYq1ev1qmup8nY2LjCc7dly5ZK74JaE76+vrC2tkZUVBQKCwu12qo70lI+6jBv3jwkJydXGIUYNGgQjh8/jsTERGnd3bt3sW7dOjRt2hSenp5V7rt58+a4ePGidN8LAPj1119x5MiRatVWXX5+flCpVHj//fcrvfzy4eM/zrp167S2X7NmDUpKSipcxRMYGAiFQoHXX38dly9ffuy9Q2pi0KBByMzM1ArfJSUlWLlyJaysrNC7d28AD8KEsbExDh06pLV9Xfo38W/BkQiq1H//+1+sX78eKSkpaNOmzWP7zpo1Cxs2bED//v0xffp06RLPJk2a4NatW7JGFTp06ABjY2N88MEHyMvLg1KpxPPPP1/l/IGaaN68Od59911ERkbiypUreOmll2BtbY20tDRs27YNkyZN0rq7YnUEBwc/sU/v3r0xefJkREVFITk5Gb6+vqhXrx5SU1OxZcsWLF++HCNGjEC3bt1Qv359BAcHIzQ0FAqFAuvXr9fb1xP6MHjwYCxcuBDjx49Ht27dcPbsWWzcuBHNmjXT63FUKhWWLl2KV199FZ07d8Yrr7yC+vXr49dff8W9e/cq3E+gMu7u7ujWrRu2b98OABVCxOzZs6XLdENDQ2FnZ4fY2FikpaXhf//732OHxSdMmICPP/4Yfn5+mDhxIrKzsxEdHY02bdpUmMtSEyqVCmvWrMGYMWPQsWNHBAQEwMHBAenp6YiPj0f37t2xatWqJ+6nuLgY/fr1w6hRo5CSkoLVq1ejR48e0v0yyjk4OGDAgAHYsmULbG1t4e/vr7dzedikSZOwdu1ajBs3DklJSWjatCm2bt2KI0eOYNmyZbC2tgbwYI7IyJEjsXLlSigUCjRv3hw7d+6s9B4g9HQxRFClWrRogdGjR1frTdnV1RX79+9HaGgo3n//fTg4OCAkJASWlpYIDQ2tMIu+OpydnREdHY2oqChMnDgRpaWl2L9//1MJEcCDD45nnnkGS5cuxdtvvw3gwXn5+vpWeEPVp+joaHh5eWHt2rWYM2cOTExM0LRpU4wePRrdu3cH8GBi4s6dO/HGG29g7ty5qF+/PkaPHo1+/frBz8/vqdWmizlz5uDu3buIi4vDN998g44dOyI+Pv6pzKuZOHEiHB0dsWjRIrzzzjuoV68eWrdujRkzZlR7H0FBQTh69Ci6dOlS4WsRJycnHD16FBEREVi5ciUKCwvRvn177Nix44kfnh4eHvjqq68wb948hIeHw9PTE+vXr0dcXFyFGyPV1CuvvAIXFxcsWrQIS5YsQVFRERo1aoSePXti/Pjx1drHqlWrsHHjRsybNw/3799HYGAgVqxYUWnwHzt2LHbu3IlRo0Y9tbvWmpub48CBA5g9ezZiY2Oh0WjQqlUrfPnllxVucLdy5Urcv38f0dHRUCqVGDVqFJYsWWKQ3/r5N1OIuvTnDP2jhIWFYe3atbhz545ebl1MRIazfft2vPTSSzh06JDWJdr078YQQXpRUFCgNTnw5s2beOaZZ9CxY8dKrwcnor+XwYMH47fffsOlS5dqdeIz1W38OoP0Qq1Wo0+fPvDw8EBWVhY+//xzaDQavPXWW4YujYhqYNOmTThz5gzi4+OxfPlyBgjSwpEI0os5c+Zg69at+PPPP6FQKNCxY0fMnz+/RpefEZHhKRQKWFlZ4eWXX0Z0dLRe70FBf386X+L5119/YfTo0bC3t4e5uTnatWuHkydPSu1CCMybNw8NGzaEubk5fHx8pLurlbt16xaCgoKgUqlga2uLiRMn4s6dO1p9zpw5g549e8LMzAyurq56+RVCenref/99/P7777h37x7u3r2Lw4cPM0AQ/QMIIZCfn4/PPvuMAYIq0ClE3L59G927d0e9evWwa9cuXLhwAR999JHWTUcWL16MFStWIDo6GseOHYOlpSX8/Py0rukOCgrC+fPnkZCQgJ07d+LQoUOYNGmS1K7RaODr6ws3NzckJSVhyZIlWLBgAdatW6eHUyYiIiK90OXXuiIiIkSPHj2qbC8rKxPOzs5av8SXm5srlEql+Prrr4UQQly4cEH6xcNyu3btEgqFQvz1119CCCFWr14t6tevL4qKirSO3apVK13KJSIioqdIp7Gp77//Hn5+fhg5ciQOHjyIRo0a4T//+Q9ee+01AA9uw5uZmak1jG1jYwNvb28kJiZKv6Bna2uLTp06SX18fHxgZGSEY8eOYejQoUhMTESvXr1gamoq9fHz88MHH3yA27dvV3q71aKiIhQVFUmPy8rKcOvWLdjb23MiEBERkQ7E//8ay8XF5bE3WNMpRFy+fBlr1qxBeHg45syZgxMnTiA0NBSmpqYIDg6WbpHs5OSktZ2Tk5PUlpmZWeGGQSYmJrCzs9Pq8+gvBZbvMzMzs9IQERUVJd0kiIiIiGouIyPjsb+AqlOIKCsrQ6dOnfD+++8DAJ577jmcO3cO0dHR1brN79MUGRmJ8PBw6XFeXh6aNGmCjIyMav8sLhERET2Ym+jq6irdarwqOoWIhg0bVvjxGQ8PD/zvf/8DAOknabOystCwYUOpT1ZWFjp06CD1efT+5iUlJbh165a0vbOzM7KysrT6lD+u7GdvgQc/9VrZrVhVKhVDBBERkQxPmg6g09UZ3bt3r/ATub///rv086zu7u5wdnbG3r17pXaNRoNjx45BrVYDeHBTotzcXCQlJUl99u3bh7KyMnh7e0t9Dh06pPXrcgkJCWjVqtVT+flZIiIikkGXWZjHjx8XJiYm4r333hOpqali48aNwsLCQmzYsEHqs2jRImFrayu2b98uzpw5I4YMGSLc3d1FQUGB1GfAgAHiueeeE8eOHRM///yzaNmypQgMDJTac3NzhZOTkxgzZow4d+6c2LRpk7CwsBBr166tdq15eXkCgMjLy9PlFImIiP71qvsZqlOIEEKIHTt2iLZt2wqlUilat24t1q1bp9VeVlYm3nrrLeHk5CSUSqXo16+fSElJ0epz8+ZNERgYKKysrIRKpRLjx48X+fn5Wn1+/fVX0aNHD6FUKkWjRo3EokWLdKqTIYKIiEie6n6G/mNve63RaGBjY4O8vDzOiSAiItJBdT9Ddb7tNRERERHAEEFEREQyMUQQERGRLAwRREREJAtDBBEREcnCEEFERESyMEQQERGRLAwRREREJAtDBBEREcnCEEFERESyMEQQERGRLAwRREREJAtDBBEREcnCEEFERESyMEQQERGRLAwRREREJAtDBBEREcnCEEFERESyMEQQERGRLAwRREREJAtDBBEREcnCEEFERESyMEQQERGRLAwRREREJAtDBBEREcnCEEFERESyMEQQERGRLAwRREREJAtDBBEREcnCEEFERESyMEQQERGRLAwRREREJAtDBBEREcnCEEFERESyMEQQERGRLAwRREREJAtDBBEREcnCEEFERESyMEQQERGRLDqFiAULFkChUGgtrVu3ltoLCwsREhICe3t7WFlZYfjw4cjKytLaR3p6Ovz9/WFhYQFHR0fMnDkTJSUlWn0OHDiAjh07QqlUokWLFoiJiZF/hkRERPRU6DwS0aZNG1y/fl1afv75Z6ltxowZ2LFjB7Zs2YKDBw/i2rVrGDZsmNReWloKf39/FBcX4+jRo4iNjUVMTAzmzZsn9UlLS4O/vz/69u2L5ORkhIWF4dVXX8WePXtqeKpERESkTwohhKhu5wULFuC7775DcnJyhba8vDw4ODggLi4OI0aMAABcvHgRHh4eSExMRNeuXbFr1y4MHjwY165dg5OTEwAgOjoaERERyMnJgampKSIiIhAfH49z585J+w4ICEBubi52795d7RPTaDSwsbFBXl4eVCpVtbcjIiL6t6vuZ6jOIxGpqalwcXFBs2bNEBQUhPT0dABAUlIS7t+/Dx8fH6lv69at0aRJEyQmJgIAEhMT0a5dOylAAICfnx80Gg3Onz8v9Xl4H+V9yvdRlaKiImg0Gq2FiIiInh6dQoS3tzdiYmKwe/durFmzBmlpaejZsyfy8/ORmZkJU1NT2Nraam3j5OSEzMxMAEBmZqZWgChvL297XB+NRoOCgoIqa4uKioKNjY20uLq66nJqREREpCMTXToPHDhQ+u/27dvD29sbbm5u2Lx5M8zNzfVenC4iIyMRHh4uPdZoNAwSRERET1GNLvG0tbXFM888g0uXLsHZ2RnFxcXIzc3V6pOVlQVnZ2cAgLOzc4WrNcofP6mPSqV6bFBRKpVQqVRaCxERET09NQoRd+7cwR9//IGGDRvCy8sL9erVw969e6X2lJQUpKenQ61WAwDUajXOnj2L7OxsqU9CQgJUKhU8PT2lPg/vo7xP+T6IiIiobtApRLz55ps4ePAgrly5gqNHj2Lo0KEwNjZGYGAgbGxsMHHiRISHh2P//v1ISkrC+PHjoVar0bVrVwCAr68vPD09MWbMGPz666/Ys2cP5s6di5CQECiVSgDAlClTcPnyZcyaNQsXL17E6tWrsXnzZsyYMUP/Z09ERESy6TQn4s8//0RgYCBu3rwJBwcH9OjRA7/88gscHBwAAEuXLoWRkRGGDx+OoqIi+Pn5YfXq1dL2xsbG2LlzJ6ZOnQq1Wg1LS0sEBwdj4cKFUh93d3fEx8djxowZWL58ORo3bozPPvsMfn5+ejplIiIi0ged7hPxd8L7RBAREcnz1O4TQURERAQwRBAREZFMDBFEREQkC0MEERERycIQQURERLIwRBAREZEsDBFEREQkC0MEERERycIQQURERLIwRBAREZEsDBFEREQkC0MEERERycIQQURERLIwRBAREZEsDBFEREQkC0MEERERycIQQURERLIwRBAREZEsDBFEREQkC0MEERERycIQQURERLIwRBAREZEsDBFEREQkC0MEERERycIQQURERLIwRBAREZEsDBFEREQkC0MEERERycIQQURERLIwRBAREZEsDBFEREQkC0MEERERycIQQURERLIwRBAREZEsDBFEREQkC0MEERERyWJi6AKIiB4rqZP+9uV1Un/7IiKORBAREZE8DBFEREQkS41CxKJFi6BQKBAWFiatKywsREhICOzt7WFlZYXhw4cjKytLa7v09HT4+/vDwsICjo6OmDlzJkpKSrT6HDhwAB07doRSqUSLFi0QExNTk1KJiIhIz2SHiBMnTmDt2rVo37691voZM2Zgx44d2LJlCw4ePIhr165h2LBhUntpaSn8/f1RXFyMo0ePIjY2FjExMZg3b57UJy0tDf7+/ujbty+Sk5MRFhaGV199FXv27JFbLhEREemZQgghdN3ozp076NixI1avXo13330XHTp0wLJly5CXlwcHBwfExcVhxIgRAICLFy/Cw8MDiYmJ6Nq1K3bt2oXBgwfj2rVrcHJyAgBER0cjIiICOTk5MDU1RUREBOLj43Hu3DnpmAEBAcjNzcXu3burVaNGo4GNjQ3y8vKgUql0PUUiqis4sZKo1oLUvSwAAB7QSURBVFX3M1TWSERISAj8/f3h4+OjtT4pKQn379/XWt+6dWs0adIEiYmJAIDExES0a9dOChAA4OfnB41Gg/Pnz0t9Ht23n5+ftI/KFBUVQaPRaC1ERET09Oh8ieemTZtw6tQpnDhxokJbZmYmTE1NYWtrq7XeyckJmZmZUp+HA0R5e3nb4/poNBoUFBTA3Ny8wrGjoqLw9ttv63o6REREJJNOIxEZGRl4/fXXsXHjRpiZmT2tmmSJjIxEXl6etGRkZBi6JCIion80nUJEUlISsrOz0bFjR5iYmMDExAQHDx7EihUrYGJiAicnJxQXFyM3N1dru6ysLDg7OwMAnJ2dK1ytUf74SX1UKlWloxAAoFQqoVKptBYiIiJ6enQKEf369cPZs2eRnJwsLZ06dUJQUJD03/Xq1cPevXulbVJSUpCeng61Wg0AUKvVOHv2LLKzs6U+CQkJUKlU8PT0lPo8vI/yPuX7ICIiIsPTaU6EtbU12rZtq7XO0tIS9vb20vqJEyciPDwcdnZ2UKlUmD59OtRqNbp27QoA8PX1haenJ8aMGYPFixcjMzMTc+fORUhICJRKJQBgypQpWLVqFWbNmoUJEyZg37592Lx5M+Lj4/VxzkRERKQHev/tjKVLl8LIyAjDhw9HUVER/Pz8sHr1aqnd2NgYO3fuxNSpU6FWq2FpaYng4GAsXLhQ6uPu7o74+HjMmDEDy5cvR+PGjfHZZ5/Bz89P3+USERGRTLLuE/F3wPtEEP1D8D4RRLXuqd4ngoiIiIghgoiIiGRhiCAiIiJZGCKIiIhIFoYIIiIikoUhgoiIiGRhiCAiIiJZGCKIiIhIFoYIIiIikoUhgoiIiGRhiCAiIiJZGCKIiIhIFoYIIiIikoUhgoiIiGRhiCAiIiJZGCKIiIhIFoYIIiIikoUhgoiIiGRhiCAiIiJZGCKIiIhIFoYIIiIikoUhgoiIiGRhiCAiIiJZGCKIiIhIFoYIIiIikoUhgoiIiGRhiCAiIiJZGCKIiIhIFoYIIiIikoUhgoiIiGQxMXQBRER/W0md9Lcvr5P62xdRLeFIBBEREcnCEEFERESyMEQQERGRLAwRREREJAtDBBEREcnCEEFERESyMEQQERGRLAwRREREJAtDBBEREcmiU4hYs2YN2rdvD5VKBZVKBbVajV27dknthYWFCAkJgb29PaysrDB8+HBkZWVp7SM9PR3+/v6wsLCAo6MjZs6ciZKSEq0+Bw4cQMeOHaFUKtGiRQvExMTIP0MiIiJ6KnQKEY0bN8aiRYuQlJSEkydP4vnnn8eQIUNw/vx5AMCMGTOwY8cObNmyBQcPHsS1a9cwbNgwafvS0lL4+/ujuLgYR48eRWxsLGJiYjBv3jypT1paGvz9/dG3b18kJycjLCwMr776Kvbs2aOnUyYiIiJ9UAghRE12YGdnhyVLlmDEiBFwcHBAXFwcRowYAQC4ePEiPDw8kJiYiK5du2LXrl0YPHgwrl27BicnJwBAdHQ0IiIikJOTA1NTU0RERCA+Ph7nzp2TjhEQEIDc3Fzs3r272nVpNBrY2NggLy8PKpWqJqdIRIZUl3+foi7XRlQD1f0MlT0norS0FJs2bcLdu3ehVquRlJSE+/fvw8fHR+rTunVrNGnSBImJiQCAxMREtGvXTgoQAODn5weNRiONZiQmJmrto7xP+T6qUlRUBI1Go7UQERHR06NziDh79iysrKygVCoxZcoUbNu2DZ6ensjMzISpqSlsbW21+js5OSEzMxMAkJmZqRUgytvL2x7XR6PRoKCgoMq6oqKiYGNjIy2urq66nhoRERHpQOcQ0apVKyQnJ+PYsWOYOnUqgoODceHChadRm04iIyORl5cnLRkZGYYuiYiI6B/NRNcNTE1N0aJFCwCAl5cXTpw4geXLl+Pll19GcXExcnNztUYjsrKy4OzsDABwdnbG8ePHtfZXfvXGw30evaIjKysLKpUK5ubmVdalVCqhVCp1PR0iIiKSqcb3iSgrK0NRURG8vLxQr1497N27V2pLSUlBeno61Go1AECtVuPs2bPIzs6W+iQkJEClUsHT01Pq8/A+yvuU74OIiIjqBp1GIiIjIzFw4EA0adIE+fn5iIuLw4EDB7Bnzx7Y2Nhg4sSJCA8Ph52dHVQqFaZPnw61Wo2uXbsCAHx9feHp6YkxY8Zg8eLFyMzMxNy5cxESEiKNIkyZMgWrVq3CrFmzMGHCBOzbtw+bN29GfHy8/s+eiIiIZNMpRGRnZ2Ps2LG4fv06bGxs0L59e+zZswf9+/cHACxduhRGRkYYPnw4ioqK4Ofnh9WrV0vbGxsbY+fOnZg6dSrUajUsLS0RHByMhQsXSn3c3d0RHx+PGTNmYPny5WjcuDE+++wz+Pn56emUiYiISB9qfJ+Iuor3iSD6h6jL92Koy7UR1cBTv08EERER/bvpfHUGERH9DXCUhGoBRyKIiIhIFoYIIiIikoUhgoiIiGRhiCAiIiJZGCKIiIhIFoYIIiIikoUhgoiIiGThfSKIiKj26PP+FQDvYWFgHIkgIiIiWRgiiIiISBaGCCIiIpKFIYKIiIhkYYggIiIiWRgiiIiISBaGCCIiIpKFIYKIiIhkYYggIiIiWRgiiIiISBaGCCIiIpKFIYKIiIhkYYggIiIiWRgiiIiISBaGCCIiIpKFIYKIiIhkYYggIiIiWRgiiIiISBaGCCIiIpKFIYKIiIhkYYggIiIiWRgiiIiISBaGCCIiIpLFxNAFEBER1QlJnfS3L6+T+ttXHcaRCCIiIpKFIYKIiIhkYYggIiIiWRgiiIiISBZOrCQi/U4oA/41k8qI/u10GomIiopC586dYW1tDUdHR7z00ktISUnR6lNYWIiQkBDY29vDysoKw4cPR1ZWllaf9PR0+Pv7w8LCAo6Ojpg5cyZKSkq0+hw4cAAdO3aEUqlEixYtEBMTI+8MiYiI6KnQKUQcPHgQISEh+OWXX5CQkID79+/D19cXd+/elfrMmDEDO3bswJYtW3Dw4EFcu3YNw4YNk9pLS0vh7++P4uJiHD16FLGxsYiJicG8efOkPmlpafD390ffvn2RnJyMsLAwvPrqq9izZ48eTpmIiIj0QSGEEHI3zsnJgaOjIw4ePIhevXohLy8PDg4OiIuLw4gRIwAAFy9ehIeHBxITE9G1a1fs2rULgwcPxrVr1+Dk5AQAiI6ORkREBHJycmBqaoqIiAjEx8fj3Llz0rECAgKQm5uL3bt3V6s2jUYDGxsb5OXlQaVSyT1Fon+Huvx1Rl2+dp+16Y6vtb+F6n6G1mhiZV5eHgDAzs4OAJCUlIT79+/Dx8dH6tO6dWs0adIEiYmJAIDExES0a9dOChAA4OfnB41Gg/Pnz0t9Ht5HeZ/yfVSmqKgIGo1GayEiIqKnR3aIKCsrQ1hYGLp37462bdsCADIzM2FqagpbW1utvk5OTsjMzJT6PBwgytvL2x7XR6PRoKCgoNJ6oqKiYGNjIy2urq5yT42IiIiqQXaICAkJwblz57Bp0yZ91iNbZGQk8vLypCUjI8PQJREREf2jybrEc9q0adi5cycOHTqExo0bS+udnZ1RXFyM3NxcrdGIrKwsODs7S32OHz+utb/yqzce7vPoFR1ZWVlQqVQwNzevtCalUgmlUinndIiIiEgGnUYihBCYNm0atm3bhn379sHd3V2r3cvLC/Xq1cPevXuldSkpKUhPT4darQYAqNVqnD17FtnZ2VKfhIQEqFQqeHp6Sn0e3kd5n/J9EBERkeHpNBIREhKCuLg4bN++HdbW1tIcBhsbG5ibm8PGxgYTJ05EeHg47OzsoFKpMH36dKjVanTt2hUA4OvrC09PT4wZMwaLFy9GZmYm5s6di5CQEGkkYcqUKVi1ahVmzZqFCRMmYN++fdi8eTPi4+P1fPpEREQkl04jEWvWrEFeXh769OmDhg0bSss333wj9Vm6dCkGDx6M4cOHo1evXnB2dsa3334rtRsbG2Pnzp0wNjaGWq3G6NGjMXbsWCxcuFDq4+7ujvj4eCQkJODZZ5/FRx99hM8++wx+fn56OGUiIiLSB51GIqpzSwkzMzN88skn+OSTT6rs4+bmhh9++OGx++nTpw9Onz6tS3lERERUi/gDXERERCQLQwQRERHJwhBBREREsjBEEBERkSwMEURERCQLQwQRERHJwhBBREREsjBEEBERkSwMEURERCQLQwQRERHJwhBBREREsjBEEBERkSwMEURERCQLQwQRERHJwhBBREREsjBEEBERkSwMEURERCQLQwQRERHJwhBBREREsjBEEBERkSwmhi6AiIiIniCpk/725XVSb7viSAQRERHJwhBBREREsjBEEBERkSwMEURERCQLQwQRERHJwhBBREREsjBEEBERkSwMEURERCQLQwQRERHJwhBBREREsjBEEBERkSwMEURERCQLQwQRERHJwhBBREREsjBEEBERkSwMEURERCQLQwQRERHJwhBBREREsjBEEBERkSw6h4hDhw7hhRdegIuLCxQKBb777jutdiEE5s2bh4YNG8Lc3Bw+Pj5ITU3V6nPr1i0EBQVBpVLB1tYWEydOxJ07d7T6nDlzBj179oSZmRlcXV2xePFiGadHRERET4vOIeLu3bt49tln8cknn1TavnjxYqxYsQLR0dE4duwYLC0t4efnh8LCQqlPUFAQzp8/j4SEBOzcuROHDh3CpEmTpHaNRgNfX1+4ubkhKSkJS5YswYIFC7Bu3ToZp0hERERPg4muGwwcOBADBw6stE0IgWXLlmHu3LkYMmQIAOCrr76Ck5MTvvvuOwQEBOC3337D7t27ceLECXTq1AkAsHLlSgwaNAgffvghXFxcsHHjRhQXF+OLL76Aqakp2rRpg+TkZHz88cdaYeNhRUVFKCoqkh5rNBpdT42IiIh0oNc5EWlpacjMzISPj4+0zsbGBt7e3khMTAQAJCYmwtbWVgoQAODj4wMjIyMcO3ZM6tOrVy+YmppKffz8/JCSkoLbt29XeuyoqCjY2NhIi6urqz5PjYiIiB6h1xCRmZkJAHByctJa7+TkJLVlZmbC0dFRq93ExAR2dnZafSrbx8PHeFRkZCTy8vKkJSMjo+YnRERERFXS+euMukqpVEKpVBq6DCIion8NvY5EODs7AwCysrK01mdlZUltzs7OyM7O1movKSnBrVu3tPpUto+Hj0FERESGpdcQ4e7uDmdnZ+zdu1dap9FocOzYMajVagCAWq1Gbm4ukpKSpD779u1DWVkZvL29pT6HDh3C/fv3pT4JCQlo1aoV6tevr8+SiYiISCadQ8SdO3eQnJyM5ORkAA8mUyYnJyM9PR0KhQJhYWF499138f333+Ps2bMYO3YsXFxc8NJLLwEAPDw8MGDAALz22ms4fvw4jhw5gmnTpiEgIAAuLi4AgFdeeQWmpqaYOHEizp8/j2+++QbLly9HeHi4Hk+diIiIakLnOREnT55E3759pcflH+zBwcGIiYnBrFmzcPfuXUyaNAm5ubno0aMHdu/eDTMzM2mbjRs3Ytq0aejXrx+MjIwwfPhwrFixQmq3sbHBjz/+iJCQEHh5eaFBgwaYN29elZd3EhERUe3TOUT06dMHQogq2xUKBRYuXIiFCxdW2cfOzg5xcXGPPU779u1x+PBhXcsjIiKiWsLfziAiIiJZ/jGXeNZIUqcn96kur5P62xcREVEdxpEIIiIikoUhgoiIiGRhiCAiIiJZGCKIiIhIFoYIIiIikoVXZxDVJl4JRET/IByJICIiIlkYIoiIiEgWhggiIiKShSGCiIiIZGGIICIiIlkYIoiIiEgWhggiIiKShSGCiIiIZGGIICIiIll4x8q6TJ93NwR4h0MiItIrjkQQERGRLAwRREREJAtDBBEREcnCEEFERESyMEQQERGRLLw6g+TR55UjvGqEiOhviSGC/nkYcIiIagW/ziAiIiJZGCKIiIhIFoYIIiIikoUhgoiIiGRhiCAiIiJZGCKIiIhIFoYIIiIikoUhgoiIiGRhiCAiIiJZGCKIiIhIFoYIIiIikoUhgoiIiGRhiCAiIiJZGCKIiIhIljodIj755BM0bdoUZmZm8Pb2xvHjxw1dEhEREf1/dTZEfPPNNwgPD8f8+fNx6tQpPPvss/Dz80N2drahSyMiIiLU4RDx8ccf47XXXsP48ePh6emJ6OhoWFhY4IsvvjB0aURERATAxNAFVKa4uBhJSUmIjIyU1hkZGcHHxweJiYmVblNUVISioiLpcV5eHgBAo9E8+YB3SmtW8MOqc7zq0mddQN2tTZ91AaxNDr7W5GFtuuNrTZ5arq38s1MI8dh+dTJE3LhxA6WlpXByctJa7+TkhIsXL1a6TVRUFN5+++0K611dXZ9KjVWzqeXj6aKu1lZX6wJYm1x1tba6WhfA2uSqq7XV1boAXWrLz8+HjU3V/etkiJAjMjIS4eHh0uOysjLcunUL9vb2UCgUNdq3RqOBq6srMjIyoFKpalqqXrE23dXVugDWJlddra2u1gWwNrnqam36rksIgfz8fLi4uDy2X50MEQ0aNICxsTGysrK01mdlZcHZ2bnSbZRKJZRKpdY6W1tbvdalUqnq1IvmYaxNd3W1LoC1yVVXa6urdQGsTa66Wps+63rcCES5Ojmx0tTUFF5eXti7d6+0rqysDHv37oVarTZgZURERFSuTo5EAEB4eDiCg4PRqVMndOnSBcuWLcPdu3cxfvx4Q5dGREREAIwXLFiwwNBFVKZt27awtbXFe++9hw8//BAAsHHjRrRq1cog9RgbG6NPnz4wMal7uYu16a6u1gWwNrnqam11tS6AtclVV2szRF0K8aTrN4iIiIgqUSfnRBAREVHdxxBBREREsjBEEBERkSwMEURERCQLQwRRHcO5zkT0d1G3rk+pI27cuIEvvvgCiYmJyMzMBAA4OzujW7duGDduHBwcHAxcIf2TKZVK/Prrr/Dw8DB0KUREj8VLPB9x4sQJ+Pn5wcLCAj4+PtKPgGVlZWHv3r24d+8e9uzZg06dOhm40splZGRg/vz5BvnJ9IKCAiQlJcHOzg6enp5abYWFhdi8eTPGjh1b63UBwG+//YZffvkFarUarVu3xsWLF7F8+XIUFRVh9OjReP7552u9pod/6+Vhy5cvx+jRo2Fvbw8A+Pjjj2uzrErdvXsXmzdvxqVLl9CwYUMEBgZK9dW2U6dOoX79+nB3dwcArF+/HtHR0UhPT4ebmxumTZuGgIAAg9RW1x0/frzCH0dqtRpdunQxcGVVu337Nnbs2GGw9w7gwR2TjYwqDtyXlZXhzz//RJMmTWq9JiEErly5AldXV5iYmKC4uBjbtm1DUVERBg0ahAYNGtRaIfQQb29vMWnSJFFWVlahraysTEyaNEl07drVAJVVT3JysjAyMqr146akpAg3NzehUCiEkZGR6NWrl7h27ZrUnpmZaZC6hBBi165dwtTUVNjZ2QkzMzOxa9cu4eDgIHx8fMTzzz8vjI2Nxd69e2u9LoVCITp06CD69OmjtSgUCtG5c2fRp08f0bdv31qvSwghPDw8xM2bN4UQQqSnp4umTZsKGxsb0blzZ2FnZyccHR3F5cuXDVJb+/btRUJCghBCiE8//VSYm5uL0NBQsWbNGhEWFiasrKzE559/bpDahBDi3r174vPPPxfjx48XAwYMEIMGDRLTpk0TP/30k8FqysrKEj169BAKhUK4ubmJLl26iC5dukj/Znv06CGysrIMVt/jGOo9TQgh8vLyxMiRI4WZmZlwdHQUb731ligpKZHaDfW+dvHiReHm5iaMjIxEixYtxOXLl4WXl5ewtLQUFhYWokGDBuL333+vlVoYIh5hZmYmfvvttyrbf/vtN2FmZlaLFWnbvn37Y5elS5ca5EX90ksvCX9/f5GTkyNSU1OFv7+/cHd3F1evXhVCGDZEqNVq8d///lcIIcTXX38t6tevL+bMmSO1z549W/Tv37/W64qKihLu7u4VAoyJiYk4f/58rdfzMIVCIX2oBAUFiW7duonc3FwhhBD5+fnCx8dHBAYGGqQ2c3NzceXKFSGEEM8995xYt26dVvvGjRuFp6enIUoTqampws3NTTg6OgpXV1ehUCiEv7+/8Pb2FsbGxmLkyJHi/v37tV7X8OHDhVqtFhcvXqzQdvHiRdGtWzcxYsSIWq9LiAcf1I9bDh8+bLD3jtDQUPHMM8+ILVu2iE8//VS4ubkJf39/UVRUJIR48L6mUChqva4hQ4aIF198UZw5c0aEhYUJDw8PMWTIEFFcXCwKCwvFCy+8IEaPHl0rtTBEPKJp06YiNja2yvbY2Fjh5uZWewU9ovwvfYVCUeViiH9wjo6O4syZM9LjsrIyMWXKFNGkSRPxxx9/GDREqFQqkZqaKoQQorS0VJiYmIhTp05J7WfPnhVOTk4Gqe348ePimWeeEW+88YYoLi4WQtS9ENGsWTPx448/arUfOXJEuLq6GqI0YW9vL06ePCmEePC6S05O1mq/dOmSMDc3N0RpYuDAgWLy5MnSSOaiRYvEwIEDhRBC/P7776Jp06Zi/vz5tV6XlZWV1mv+USdPnhRWVla1WNH/KX/Pqmox1HuaEEI0adJE7N+/X3qck5MjunTpInx9fUVhYaHB3tccHBzE6dOnhRBC3LlzRygUCnH48GGp/ciRI6JJkya1UguvznjEm2++iUmTJuH111/H999/j2PHjuHYsWP4/vvv8frrr2PKlCmYNWuWwepr2LAhvv32W5SVlVW6nDp1yiB1FRQUaN2vXaFQYM2aNXjhhRfQu3dv/P777wap6+F6AMDIyAhmZmZaP3FrbW2NvLw8g9TVuXNnJCUlIScnB506dcK5c+ekWg2tvI7CwkI0bNhQq61Ro0bIyckxRFkYOHAg1qxZAwDo3bs3tm7dqtW+efNmtGjRwhCl4eDBg3jjjTek527GjBn46aefcPPmTbRs2RLLli1DbGxsrdelVCqh0WiqbM/Pz4dSqazFiv6PtbU1oqKisG/fvkqXdevWGaQuAMjJyYGbm5v0uEGDBvjpp5+Qn5+PQYMG4d69ewap686dO7CzswMAWFpawtLSUuvfqKurK7KysmqlFl6d8YiQkBA0aNAAS5cuxerVq1FaWgrgwQ+beHl5ISYmBqNGjTJYfV5eXkhKSsKQIUMqbVcoFAa5RLB169Y4efJkhSsKVq1aBQB48cUXa72mck2bNkVqaiqaN28OAEhMTNSaCJWenl7hQ7I2WVlZITY2Fps2bYKPj4/0mjO0fv36wcTEBBqNBikpKWjbtq3UdvXqVYNNrPzggw/QvXt39O7dG506dcJHH32EAwcOwMPDAykpKfjll1+wbds2g9Rma2uL/Px86fG9e/dQUlICU1NTAED79u1x/fr1Wq/r5ZdfRnBwMJYuXYp+/fpBpVIBADQaDfbu3Yvw8HAEBgbWel0A0LFjRwAPAmFlbG1tDXbZc5MmTfDbb79Jk3iBB6Hnxx9/hK+vL4YOHWqQulxcXJCeni69jy1evBiOjo5Se05ODurXr18rtTBEVOLll1/Gyy+/jPv37+PGjRsAHiTQevXqGbgyYObMmbh7926V7S1atMD+/ftrsaIHhg4diq+//hpjxoyp0LZq1SqUlZUhOjq61usCgKlTp2p9MD/8YQgAu3btMsjVGY8KCAhAjx49kJSUpPXXjyHMnz9f67GVlZXW4x07dqBnz561WZLExcUFp0+fxqJFi7Bjxw4IIXD8+HFkZGSge/fuOHLkiMGunurfvz/Cw8MRHR0NpVKJyMhIdOjQAdbW1gAeBNaH3+xry8cff4yysjIEBARohZri4mKYmJhg4sSJ0q8l17ZXXnkFBQUFVbY7OztXeD3WFl9fX3z55ZcYNGiQ1norKyvs2bMH/fv3N0hdPj4+uHjxInr06AHgwXvcw3788UcpnD1tvMSTiEhPsrOzMWTIEBw7dgwKhQKurq7Ytm0bnnvuOQDA1q1bcf36dUyfPt0g9Wk0GiQlJWld4unl5SWNTJC227dv49q1a2jTpk2l7fn5+Th16lSVoyiGkpaWBjMzs1oZYWWIICLSs9TUVBQVFaF169Zac4WI/mk4sZKISM9atmyJtm3bVggQGRkZmDBhgkFqKigowM8//4wLFy5UaCssLMRXX31lgKoeYG26qzN11co1IEREVKduBvfXX39J7Ya8BLsu36iurtZWl+riSAQRkZ58//33j10MMekZACIiItC2bVtkZ2cjJSUF1tbW6NGjB9LT0w1Sz5Nq6969O2v7m9TFORFERHpiZGT0xMusFQpFrV/G6+TkhJ9++gnt2rUD8OB3F/7zn//ghx9+wP79+2FpaQkXFxeDXF7M2v7edXEkgohIT3gzONb2b6uL04aJiPSEN4PTHWvTXV2qiyMRRER6MnPmTHTr1q3KdkPfDK4yq1atQmBgoMHuCsnadFeX6uKcCCIiIpKFIxFEREQkC0MEERERycIQQURERLIwRBAREZEsDBFEREQkC0MEERERycIQQURERLL8P92MMPM7pbwmAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# line plot for nighttime traffic vollume by hour\n", "night_traffic[\"hour\"] = night_traffic[\"date_time\"].dt.hour\n", "nighttime_hours_group = night_traffic.groupby(\"hour\").mean()\n", "nighttime_hours_group[\"traffic_volume\"].plot.bar(color=\"#FFCC33\")\n", "plt.ylim(0,6000)\n", "plt.title(\"Nightime Mean Traffic Volume by Hour\")\n", "plt.xlabel(\"\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Weather\n", "### Part 1\n", "There are small correlations between daytime traffic volume and measurable amounts of snow and rain. Neither of these associations would be obvious though.\n", "* The snow correlation is probably just an artifact due to the low sample number.\n", "* The subtle relationship between rain and traffic volume appears from the scatter chart to be less causation than simple correlation. It is likely that there are simply a fair number of rainy days in this area." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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temprain_1hsnow_1hclouds_alltraffic_volumesome_rainsome_snowmonthday_of_weekhour
temp1.00000.0849-0.0197-0.14080.12550.20650.55900.22400.00300.1632
rain_1h0.08491.00000.00680.0885-0.04071.00000.79230.0194-0.0047-0.0168
snow_1h-0.01970.00681.00000.02770.0013-0.01111.00000.0268-0.00880.0039
clouds_all-0.14080.08850.02771.0000-0.03330.08500.12730.0004-0.04180.0235
traffic_volume0.1255-0.04070.0013-0.03331.0000-0.17230.4014-0.0227-0.41630.1724
some_rain0.20651.0000-0.01110.0850-0.17231.0000nan0.00840.0343-0.0429
some_snow0.55900.79231.00000.12730.4014nan1.00000.21910.01100.0840
month0.22400.01940.02680.0004-0.02270.00840.21911.00000.01380.0080
day_of_week0.0030-0.0047-0.0088-0.0418-0.41630.03430.01100.01381.0000-0.0025
hour0.1632-0.01680.00390.02350.1724-0.04290.08400.0080-0.00251.0000
\n", "
" ], "text/plain": [ " temp rain_1h snow_1h clouds_all traffic_volume some_rain some_snow month day_of_week hour \n", "temp 1.0000 0.0849 -0.0197 -0.1408 0.1255 0.2065 0.5590 0.2240 0.0030 0.1632\n", "rain_1h 0.0849 1.0000 0.0068 0.0885 -0.0407 1.0000 0.7923 0.0194 -0.0047 -0.0168\n", "snow_1h -0.0197 0.0068 1.0000 0.0277 0.0013 -0.0111 1.0000 0.0268 -0.0088 0.0039\n", "clouds_all -0.1408 0.0885 0.0277 1.0000 -0.0333 0.0850 0.1273 0.0004 -0.0418 0.0235\n", "traffic_volume 0.1255 -0.0407 0.0013 -0.0333 1.0000 -0.1723 0.4014 -0.0227 -0.4163 0.1724\n", "some_rain 0.2065 1.0000 -0.0111 0.0850 -0.1723 1.0000 nan 0.0084 0.0343 -0.0429\n", "some_snow 0.5590 0.7923 1.0000 0.1273 0.4014 nan 1.0000 0.2191 0.0110 0.0840\n", "month 0.2240 0.0194 0.0268 0.0004 -0.0227 0.0084 0.2191 1.0000 0.0138 0.0080\n", "day_of_week 0.0030 -0.0047 -0.0088 -0.0418 -0.4163 0.0343 0.0110 0.0138 1.0000 -0.0025\n", "hour 0.1632 -0.0168 0.0039 0.0235 0.1724 -0.0429 0.0840 0.0080 -0.0025 1.0000" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Pearson correlation coefficient for all daytime columns\n", "day_traffic.corr()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# scatter plot for daytime traffic volume and some snow\n", "plt.scatter(day_traffic[\"traffic_volume\"],day_traffic[\"some_snow\"],c=\"#FFCC33\")\n", "plt.title(\"Traffic Volume and Snow\")\n", "plt.xlabel(\"Vehicles per Hour\")\n", "plt.ylabel(\"Snow in mm per Hour\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# scatter plot for daytime traffic volume and some rain\n", "plt.scatter(day_traffic[\"traffic_volume\"], day_traffic[\"some_rain\"],c=\"#FFCC33\")\n", "plt.title(\"Traffic and Rain\")\n", "plt.xlabel(\"Vehicles per Hour\")\n", "plt.ylabel(\"Rain in mm per Hour\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Weather\n", "### Part 2\n", "* Grouping daytime traffic by the categorical options in the ```weather_main``` column provides an interesting graph but no real insight. The traffic volume seems to be fairly similar across the group.\n", "* Grouping daytime traffic by the categorical options in the ```weather_description``` doesn't reveal any surprises either. The highest traffic volumes were on days with snow, so maybe we can conclude the Minnesotans are pretty resilient to bad weather!" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# group day traffic by weather main and weather description\n", "weather_main = day_traffic.groupby(\"weather_main\").mean()\n", "weather_description = day_traffic.groupby(\"weather_description\").mean()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# bar chart for weather main\n", "weather_main[\"traffic_volume\"].plot.barh(color=\"#FFCC33\")\n", "plt.xticks([1000,3000,5000], [1000,3000,5000])\n", "plt.ylabel(\"\")\n", "plt.title(\"Weather and Daytime Traffic Volume\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# bar chart for weather description\n", "weather_description[\"traffic_volume\"].plot.barh(figsize=(7,10), color=\"#FFCC33\")\n", "plt.xticks([1000,3000,5000], [1000,3000,5000])\n", "plt.ylabel(\"\")\n", "plt.title(\"Weather and Daytime Traffic Volume\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "* It's a pretty safe bet that if it's a weekday, especially during rush hour that your going to see a lot of traffic on I-94. On the weekends there is less traffic, and in the evenings even less.\n", "* There is also a decrease in traffic volume the winter months.\n", "* Looking at weather conditions showed no reliable correlations. Even clear skies did not show a relationship with high traffic volumes.\n", "* Nighttime traffic volumes are heavily influenced by hour. Traffic increases dramatically at 5:00 am and 6:00 am, then tapers off after 7:00 pm.\n", "* It is notable that using mean values makes it difficult to be aware of larger values. Because traffic is such a consequential and daily factor for so many entities, it might be worth reducing the sample to a smaller set of high traffic volume rows.\n", "* Lastly, because this data set has a large amount of granular weather information, comparing similar hours with good weather and bad weather could be informative." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }