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@acstrahl
Created July 2, 2025 22:58
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This is the solution notebook for the Dataquest Project Lab: Finding Heavy Traffic Indicators on I-94
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{
"cells": [
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>holiday</th>\n",
" <th>temp</th>\n",
" <th>rain_1h</th>\n",
" <th>snow_1h</th>\n",
" <th>clouds_all</th>\n",
" <th>weather_main</th>\n",
" <th>weather_description</th>\n",
" <th>date_time</th>\n",
" <th>traffic_volume</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>NaN</td>\n",
" <td>288.28</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>40</td>\n",
" <td>Clouds</td>\n",
" <td>scattered clouds</td>\n",
" <td>2012-10-02 09:00:00</td>\n",
" <td>5545</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>NaN</td>\n",
" <td>289.36</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>75</td>\n",
" <td>Clouds</td>\n",
" <td>broken clouds</td>\n",
" <td>2012-10-02 10:00:00</td>\n",
" <td>4516</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NaN</td>\n",
" <td>289.58</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>90</td>\n",
" <td>Clouds</td>\n",
" <td>overcast clouds</td>\n",
" <td>2012-10-02 11:00:00</td>\n",
" <td>4767</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>NaN</td>\n",
" <td>290.13</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>90</td>\n",
" <td>Clouds</td>\n",
" <td>overcast clouds</td>\n",
" <td>2012-10-02 12:00:00</td>\n",
" <td>5026</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>NaN</td>\n",
" <td>291.14</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>75</td>\n",
" <td>Clouds</td>\n",
" <td>broken clouds</td>\n",
" <td>2012-10-02 13:00:00</td>\n",
" <td>4918</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" holiday temp rain_1h snow_1h clouds_all weather_main \\\n",
"0 NaN 288.28 0.0 0.0 40 Clouds \n",
"1 NaN 289.36 0.0 0.0 75 Clouds \n",
"2 NaN 289.58 0.0 0.0 90 Clouds \n",
"3 NaN 290.13 0.0 0.0 90 Clouds \n",
"4 NaN 291.14 0.0 0.0 75 Clouds \n",
"\n",
" weather_description date_time traffic_volume \n",
"0 scattered clouds 2012-10-02 09:00:00 5545 \n",
"1 broken clouds 2012-10-02 10:00:00 4516 \n",
"2 overcast clouds 2012-10-02 11:00:00 4767 \n",
"3 overcast clouds 2012-10-02 12:00:00 5026 \n",
"4 broken clouds 2012-10-02 13:00:00 4918 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"traffic = pd.read_csv('Metro_Interstate_Traffic_Volume.csv')\n",
"\n",
"traffic.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"holiday\n",
"Labor Day 7\n",
"Christmas Day 6\n",
"Thanksgiving Day 6\n",
"Martin Luther King Jr Day 6\n",
"New Years Day 6\n",
"Veterans Day 5\n",
"Columbus Day 5\n",
"Memorial Day 5\n",
"Washingtons Birthday 5\n",
"State Fair 5\n",
"Independence Day 5\n",
"Name: count, dtype: int64"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"traffic['holiday'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 48204 entries, 0 to 48203\n",
"Data columns (total 9 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 holiday 61 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"
]
}
],
"source": [
"traffic.info()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>temp</th>\n",
" <th>rain_1h</th>\n",
" <th>snow_1h</th>\n",
" <th>clouds_all</th>\n",
" <th>traffic_volume</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>48204.000000</td>\n",
" <td>48204.000000</td>\n",
" <td>48204.000000</td>\n",
" <td>48204.000000</td>\n",
" <td>48204.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>281.205870</td>\n",
" <td>0.334264</td>\n",
" <td>0.000222</td>\n",
" <td>49.362231</td>\n",
" <td>3259.818355</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>13.338232</td>\n",
" <td>44.789133</td>\n",
" <td>0.008168</td>\n",
" <td>39.015750</td>\n",
" <td>1986.860670</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>272.160000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1193.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>282.450000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>64.000000</td>\n",
" <td>3380.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>291.806000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>90.000000</td>\n",
" <td>4933.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>310.070000</td>\n",
" <td>9831.300000</td>\n",
" <td>0.510000</td>\n",
" <td>100.000000</td>\n",
" <td>7280.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" temp rain_1h snow_1h clouds_all traffic_volume\n",
"count 48204.000000 48204.000000 48204.000000 48204.000000 48204.000000\n",
"mean 281.205870 0.334264 0.000222 49.362231 3259.818355\n",
"std 13.338232 44.789133 0.008168 39.015750 1986.860670\n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000\n",
"25% 272.160000 0.000000 0.000000 1.000000 1193.000000\n",
"50% 282.450000 0.000000 0.000000 64.000000 3380.000000\n",
"75% 291.806000 0.000000 0.000000 90.000000 4933.000000\n",
"max 310.070000 9831.300000 0.510000 100.000000 7280.000000"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"traffic.describe()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(traffic[\"traffic_volume\"])\n",
"plt.xlabel(\"Traffic Volume\")\n",
"plt.title(\"Traffic Volume Distribution\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"traffic['date_time'] = pd.to_datetime(traffic['date_time'])\n",
"\n",
"day = traffic.copy()[(traffic['date_time'].dt.hour >= 7) & (traffic['date_time'].dt.hour < 19)]\n",
"\n",
"night = traffic.copy()[(traffic['date_time'].dt.hour >= 19) | (traffic['date_time'].dt.hour < 7)]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1100x350 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(11,3.5))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.hist(day['traffic_volume'])\n",
"plt.xlim(-100, 7500)\n",
"plt.ylim(0, 8000)\n",
"plt.title('Traffic Volume: Day')\n",
"plt.ylabel('Frequency')\n",
"plt.xlabel('Traffic Volume')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.hist(night['traffic_volume'])\n",
"plt.xlim(-100, 7500)\n",
"plt.ylim(0, 8000)\n",
"plt.title('Traffic Volume: Night')\n",
"plt.ylabel('Frequency')\n",
"plt.xlabel('Traffic Volume')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>temp</th>\n",
" <th>rain_1h</th>\n",
" <th>snow_1h</th>\n",
" <th>clouds_all</th>\n",
" <th>date_time</th>\n",
" <th>traffic_volume</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>23877.000000</td>\n",
" <td>23877.00000</td>\n",
" <td>23877.000000</td>\n",
" <td>23877.000000</td>\n",
" <td>23877</td>\n",
" <td>23877.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>282.257596</td>\n",
" <td>0.53306</td>\n",
" <td>0.000253</td>\n",
" <td>53.122000</td>\n",
" <td>2016-01-05 00:55:02.676215552</td>\n",
" <td>4762.047452</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>2012-10-02 09:00:00</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>272.680000</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>5.000000</td>\n",
" <td>2014-02-04 10:00:00</td>\n",
" <td>4252.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>283.780000</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>75.000000</td>\n",
" <td>2016-06-12 11:00:00</td>\n",
" <td>4820.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>293.440000</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>90.000000</td>\n",
" <td>2017-08-14 14:00:00</td>\n",
" <td>5559.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>310.070000</td>\n",
" <td>9831.30000</td>\n",
" <td>0.510000</td>\n",
" <td>100.000000</td>\n",
" <td>2018-09-30 18:00:00</td>\n",
" <td>7280.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>13.298885</td>\n",
" <td>63.62932</td>\n",
" <td>0.008853</td>\n",
" <td>37.564588</td>\n",
" <td>NaN</td>\n",
" <td>1174.546482</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" temp rain_1h snow_1h clouds_all \\\n",
"count 23877.000000 23877.00000 23877.000000 23877.000000 \n",
"mean 282.257596 0.53306 0.000253 53.122000 \n",
"min 0.000000 0.00000 0.000000 0.000000 \n",
"25% 272.680000 0.00000 0.000000 5.000000 \n",
"50% 283.780000 0.00000 0.000000 75.000000 \n",
"75% 293.440000 0.00000 0.000000 90.000000 \n",
"max 310.070000 9831.30000 0.510000 100.000000 \n",
"std 13.298885 63.62932 0.008853 37.564588 \n",
"\n",
" date_time traffic_volume \n",
"count 23877 23877.000000 \n",
"mean 2016-01-05 00:55:02.676215552 4762.047452 \n",
"min 2012-10-02 09:00:00 0.000000 \n",
"25% 2014-02-04 10:00:00 4252.000000 \n",
"50% 2016-06-12 11:00:00 4820.000000 \n",
"75% 2017-08-14 14:00:00 5559.000000 \n",
"max 2018-09-30 18:00:00 7280.000000 \n",
"std NaN 1174.546482 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"day.describe()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>temp</th>\n",
" <th>rain_1h</th>\n",
" <th>snow_1h</th>\n",
" <th>clouds_all</th>\n",
" <th>date_time</th>\n",
" <th>traffic_volume</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>24327.000000</td>\n",
" <td>24327.000000</td>\n",
" <td>24327.000000</td>\n",
" <td>24327.000000</td>\n",
" <td>24327</td>\n",
" <td>24327.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>280.173600</td>\n",
" <td>0.139145</td>\n",
" <td>0.000192</td>\n",
" <td>45.672011</td>\n",
" <td>2016-01-05 20:26:34.672585984</td>\n",
" <td>1785.377441</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>2012-10-02 19:00:00</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>271.700000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2014-02-08 20:30:00</td>\n",
" <td>530.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>281.379000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>40.000000</td>\n",
" <td>2016-06-09 23:00:00</td>\n",
" <td>1287.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>290.700000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>90.000000</td>\n",
" <td>2017-08-08 20:30:00</td>\n",
" <td>2819.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>307.680000</td>\n",
" <td>55.630000</td>\n",
" <td>0.510000</td>\n",
" <td>100.000000</td>\n",
" <td>2018-09-30 23:00:00</td>\n",
" <td>6386.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>13.296357</td>\n",
" <td>1.110872</td>\n",
" <td>0.007434</td>\n",
" <td>40.048382</td>\n",
" <td>NaN</td>\n",
" <td>1441.951197</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" temp rain_1h snow_1h clouds_all \\\n",
"count 24327.000000 24327.000000 24327.000000 24327.000000 \n",
"mean 280.173600 0.139145 0.000192 45.672011 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 271.700000 0.000000 0.000000 1.000000 \n",
"50% 281.379000 0.000000 0.000000 40.000000 \n",
"75% 290.700000 0.000000 0.000000 90.000000 \n",
"max 307.680000 55.630000 0.510000 100.000000 \n",
"std 13.296357 1.110872 0.007434 40.048382 \n",
"\n",
" date_time traffic_volume \n",
"count 24327 24327.000000 \n",
"mean 2016-01-05 20:26:34.672585984 1785.377441 \n",
"min 2012-10-02 19:00:00 0.000000 \n",
"25% 2014-02-08 20:30:00 530.000000 \n",
"50% 2016-06-09 23:00:00 1287.000000 \n",
"75% 2017-08-08 20:30:00 2819.000000 \n",
"max 2018-09-30 23:00:00 6386.000000 \n",
"std NaN 1441.951197 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"night.describe()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"day['month'] = day['date_time'].dt.month\n",
"by_month = day.groupby('month').mean(numeric_only=True)\n",
"plt.plot(by_month['traffic_volume'], marker='o')\n",
"plt.title('Traffic volume by month')\n",
"plt.xlabel('Month')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"day['year'] = day['date_time'].dt.year\n",
"only_july = day[day['month'] == 7]\n",
"plt.plot(only_july.groupby('year').mean(numeric_only=True)['traffic_volume'])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[This may be why](https://www.mprnews.org/story/2016/07/22/i94-stpaul-shutdown-twin-cities-weekend-road-woes)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"day['dayofweek'] = day['date_time'].dt.dayofweek\n",
"by_dayofweek = day.groupby('dayofweek').mean(numeric_only=True)\n",
"plt.plot(by_dayofweek['traffic_volume'])\n",
"\n",
"days = ['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun']\n",
"plt.xticks(range(len(days)), days)\n",
"plt.xlabel('Day of Week')\n",
"plt.ylabel('Traffic Volume')\n",
"plt.title('Traffic by Day of Week')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1100x350 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"day['hour'] = day['date_time'].dt.hour\n",
"business_days = day.copy()[day['dayofweek'] <= 4] # 4 == Friday\n",
"weekend = day.copy()[day['dayofweek'] >= 5] # 5 = Saturday\n",
"by_hour_business = business_days.groupby('hour').mean(numeric_only=True)\n",
"by_hour_weekend = weekend.groupby('hour').mean(numeric_only=True)\n",
"\n",
"\n",
"plt.figure(figsize=(11,3.5))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.plot(by_hour_business['traffic_volume'])\n",
"plt.xlim(6,20)\n",
"plt.ylim(1500,6500)\n",
"plt.title('Traffic Volume By Hour: Monday–Friday')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.plot(by_hour_weekend['traffic_volume'])\n",
"plt.xlim(6,20)\n",
"plt.ylim(1500,6500)\n",
"plt.title('Traffic Volume By Hour: Weekend')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Weather Indicators"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"clouds_all -0.032932\n",
"snow_1h 0.001265\n",
"rain_1h 0.003697\n",
"temp 0.128317\n",
"traffic_volume 1.000000\n",
"Name: traffic_volume, dtype: float64"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"weather_cols = ['clouds_all', 'snow_1h', 'rain_1h', 'temp', 'traffic_volume']\n",
"day[weather_cols].corr(numeric_only=True)['traffic_volume'].sort_values()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,6))\n",
"sns.scatterplot(x='traffic_volume', y='temp', hue='dayofweek', data=day)\n",
"plt.ylim(230, 320)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"by_weather_main = day.groupby('weather_main').mean(numeric_only=True).sort_values('traffic_volume')\n",
"plt.barh(by_weather_main.index, by_weather_main['traffic_volume'])\n",
"plt.axvline(x=5000,linestyle=\"--\",color=\"k\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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