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DarkSky.ipynb
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# First I import the necessary packages"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import requests\nimport pprint\nimport json\nimport pandas as pd\nimport ast\nfrom pandas.io.json import json_normalize \nimport datetime\nfrom pylab import *\nimport pylab\nfrom matplotlib.pyplot import figure\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport matplotlib.ticker as ticker\nimport numpy as np",
"execution_count": 1,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# I use DarkSky's API to fetch hourly weather data in Amsterdam"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#Define API as object\nurlAPI = 'https://api.darksky.net/forecast/[key]/52.39,4.85?extend=hourly'",
"execution_count": 2,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# I select the data I want from the JSON file"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "data1 = requests.get(urlAPI)\ndata = data1.json()\nhourly = data['hourly']['data']\n#pprint.pprint(hourly)\n#pprint prints the JSON data nicely, however, to save space in this notebook, I've changed it to a comment",
"execution_count": 3,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# I choose which data to import to the dataframe"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df = pd.DataFrame(hourly, columns=[ 'time', 'temperature', 'apparentTemperature', 'summary', 'windSpeed' ,'visibility', 'precipIntensity', 'precipProbability', 'dewPoint'])",
"execution_count": 4,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Let's look at the dataframe"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
"text/plain": " time temperature apparentTemperature summary windSpeed \\\n0 1573326000 40.76 34.34 Clear 10.57 \n1 1573329600 40.11 33.69 Clear 10.22 \n2 1573333200 41.28 35.52 Clear 9.32 \n3 1573336800 41.54 36.25 Partly Cloudy 8.43 \n4 1573340400 40.40 35.13 Partly Cloudy 7.89 \n.. ... ... ... ... ... \n164 1573916400 49.48 43.84 Overcast 15.55 \n165 1573920000 49.15 43.42 Overcast 15.52 \n166 1573923600 48.18 42.38 Overcast 14.72 \n167 1573927200 47.33 41.53 Overcast 13.80 \n168 1573930800 46.97 41.32 Overcast 12.94 \n\n visibility precipIntensity precipProbability dewPoint \n0 6.280 0.0007 0.05 38.04 \n1 7.162 0.0003 0.04 38.27 \n2 10.000 0.0000 0.00 39.11 \n3 10.000 0.0000 0.00 39.67 \n4 10.000 0.0000 0.00 39.71 \n.. ... ... ... ... \n164 10.000 0.0029 0.11 45.67 \n165 10.000 0.0027 0.12 45.03 \n166 10.000 0.0035 0.13 44.17 \n167 10.000 0.0041 0.13 43.42 \n168 10.000 0.0029 0.10 42.99 \n\n[169 rows x 9 columns]",
"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>time</th>\n <th>temperature</th>\n <th>apparentTemperature</th>\n <th>summary</th>\n <th>windSpeed</th>\n <th>visibility</th>\n <th>precipIntensity</th>\n <th>precipProbability</th>\n <th>dewPoint</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <td>0</td>\n <td>1573326000</td>\n <td>40.76</td>\n <td>34.34</td>\n <td>Clear</td>\n <td>10.57</td>\n <td>6.280</td>\n <td>0.0007</td>\n <td>0.05</td>\n <td>38.04</td>\n </tr>\n <tr>\n <td>1</td>\n <td>1573329600</td>\n <td>40.11</td>\n <td>33.69</td>\n <td>Clear</td>\n <td>10.22</td>\n <td>7.162</td>\n <td>0.0003</td>\n <td>0.04</td>\n <td>38.27</td>\n </tr>\n <tr>\n <td>2</td>\n <td>1573333200</td>\n <td>41.28</td>\n <td>35.52</td>\n <td>Clear</td>\n <td>9.32</td>\n <td>10.000</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>39.11</td>\n </tr>\n <tr>\n <td>3</td>\n <td>1573336800</td>\n <td>41.54</td>\n <td>36.25</td>\n <td>Partly Cloudy</td>\n <td>8.43</td>\n <td>10.000</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>39.67</td>\n </tr>\n <tr>\n <td>4</td>\n <td>1573340400</td>\n <td>40.40</td>\n <td>35.13</td>\n <td>Partly Cloudy</td>\n <td>7.89</td>\n <td>10.000</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>39.71</td>\n </tr>\n <tr>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <td>164</td>\n <td>1573916400</td>\n <td>49.48</td>\n <td>43.84</td>\n <td>Overcast</td>\n <td>15.55</td>\n <td>10.000</td>\n <td>0.0029</td>\n <td>0.11</td>\n <td>45.67</td>\n </tr>\n <tr>\n <td>165</td>\n <td>1573920000</td>\n <td>49.15</td>\n <td>43.42</td>\n <td>Overcast</td>\n <td>15.52</td>\n <td>10.000</td>\n <td>0.0027</td>\n <td>0.12</td>\n <td>45.03</td>\n </tr>\n <tr>\n <td>166</td>\n <td>1573923600</td>\n <td>48.18</td>\n <td>42.38</td>\n <td>Overcast</td>\n <td>14.72</td>\n <td>10.000</td>\n <td>0.0035</td>\n <td>0.13</td>\n <td>44.17</td>\n </tr>\n <tr>\n <td>167</td>\n <td>1573927200</td>\n <td>47.33</td>\n <td>41.53</td>\n <td>Overcast</td>\n <td>13.80</td>\n <td>10.000</td>\n <td>0.0041</td>\n <td>0.13</td>\n <td>43.42</td>\n </tr>\n <tr>\n <td>168</td>\n <td>1573930800</td>\n <td>46.97</td>\n <td>41.32</td>\n <td>Overcast</td>\n <td>12.94</td>\n <td>10.000</td>\n <td>0.0029</td>\n <td>0.10</td>\n <td>42.99</td>\n </tr>\n </tbody>\n</table>\n<p>169 rows × 9 columns</p>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# The time in the dataframe is 'Unix' time, let's change that to a more comprehensible time format"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df['time'] = pd.to_datetime(df['time'],unit='s')",
"execution_count": 6,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# That's better!"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df",
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 7,
"data": {
"text/plain": " time temperature apparentTemperature summary \\\n0 2019-11-09 19:00:00 40.76 34.34 Clear \n1 2019-11-09 20:00:00 40.11 33.69 Clear \n2 2019-11-09 21:00:00 41.28 35.52 Clear \n3 2019-11-09 22:00:00 41.54 36.25 Partly Cloudy \n4 2019-11-09 23:00:00 40.40 35.13 Partly Cloudy \n.. ... ... ... ... \n164 2019-11-16 15:00:00 49.48 43.84 Overcast \n165 2019-11-16 16:00:00 49.15 43.42 Overcast \n166 2019-11-16 17:00:00 48.18 42.38 Overcast \n167 2019-11-16 18:00:00 47.33 41.53 Overcast \n168 2019-11-16 19:00:00 46.97 41.32 Overcast \n\n windSpeed visibility precipIntensity precipProbability dewPoint \n0 10.57 6.280 0.0007 0.05 38.04 \n1 10.22 7.162 0.0003 0.04 38.27 \n2 9.32 10.000 0.0000 0.00 39.11 \n3 8.43 10.000 0.0000 0.00 39.67 \n4 7.89 10.000 0.0000 0.00 39.71 \n.. ... ... ... ... ... \n164 15.55 10.000 0.0029 0.11 45.67 \n165 15.52 10.000 0.0027 0.12 45.03 \n166 14.72 10.000 0.0035 0.13 44.17 \n167 13.80 10.000 0.0041 0.13 43.42 \n168 12.94 10.000 0.0029 0.10 42.99 \n\n[169 rows x 9 columns]",
"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>time</th>\n <th>temperature</th>\n <th>apparentTemperature</th>\n <th>summary</th>\n <th>windSpeed</th>\n <th>visibility</th>\n <th>precipIntensity</th>\n <th>precipProbability</th>\n <th>dewPoint</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <td>0</td>\n <td>2019-11-09 19:00:00</td>\n <td>40.76</td>\n <td>34.34</td>\n <td>Clear</td>\n <td>10.57</td>\n <td>6.280</td>\n <td>0.0007</td>\n <td>0.05</td>\n <td>38.04</td>\n </tr>\n <tr>\n <td>1</td>\n <td>2019-11-09 20:00:00</td>\n <td>40.11</td>\n <td>33.69</td>\n <td>Clear</td>\n <td>10.22</td>\n <td>7.162</td>\n <td>0.0003</td>\n <td>0.04</td>\n <td>38.27</td>\n </tr>\n <tr>\n <td>2</td>\n <td>2019-11-09 21:00:00</td>\n <td>41.28</td>\n <td>35.52</td>\n <td>Clear</td>\n <td>9.32</td>\n <td>10.000</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>39.11</td>\n </tr>\n <tr>\n <td>3</td>\n <td>2019-11-09 22:00:00</td>\n <td>41.54</td>\n <td>36.25</td>\n <td>Partly Cloudy</td>\n <td>8.43</td>\n <td>10.000</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>39.67</td>\n </tr>\n <tr>\n <td>4</td>\n <td>2019-11-09 23:00:00</td>\n <td>40.40</td>\n <td>35.13</td>\n <td>Partly Cloudy</td>\n <td>7.89</td>\n <td>10.000</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>39.71</td>\n </tr>\n <tr>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <td>164</td>\n <td>2019-11-16 15:00:00</td>\n <td>49.48</td>\n <td>43.84</td>\n <td>Overcast</td>\n <td>15.55</td>\n <td>10.000</td>\n <td>0.0029</td>\n <td>0.11</td>\n <td>45.67</td>\n </tr>\n <tr>\n <td>165</td>\n <td>2019-11-16 16:00:00</td>\n <td>49.15</td>\n <td>43.42</td>\n <td>Overcast</td>\n <td>15.52</td>\n <td>10.000</td>\n <td>0.0027</td>\n <td>0.12</td>\n <td>45.03</td>\n </tr>\n <tr>\n <td>166</td>\n <td>2019-11-16 17:00:00</td>\n <td>48.18</td>\n <td>42.38</td>\n <td>Overcast</td>\n <td>14.72</td>\n <td>10.000</td>\n <td>0.0035</td>\n <td>0.13</td>\n <td>44.17</td>\n </tr>\n <tr>\n <td>167</td>\n <td>2019-11-16 18:00:00</td>\n <td>47.33</td>\n <td>41.53</td>\n <td>Overcast</td>\n <td>13.80</td>\n <td>10.000</td>\n <td>0.0041</td>\n <td>0.13</td>\n <td>43.42</td>\n </tr>\n <tr>\n <td>168</td>\n <td>2019-11-16 19:00:00</td>\n <td>46.97</td>\n <td>41.32</td>\n <td>Overcast</td>\n <td>12.94</td>\n <td>10.000</td>\n <td>0.0029</td>\n <td>0.10</td>\n <td>42.99</td>\n </tr>\n </tbody>\n</table>\n<p>169 rows × 9 columns</p>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# The temperature is currently in Fahrenheit, let's change that to Celsius"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### The forumla is: Celsius = (Fahrenheit - 32) × (5/9)"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df['temperature'] = (df['temperature'] - 32) * (5/9)\ndf['apparentTemperature'] = (df['apparentTemperature'] - 32) * (5/9)\ndf['dewPoint'] = (df['dewPoint']- 32) * (5/9)",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df",
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 9,
"data": {
"text/plain": " time temperature apparentTemperature summary \\\n0 2019-11-09 19:00:00 4.866667 1.300000 Clear \n1 2019-11-09 20:00:00 4.505556 0.938889 Clear \n2 2019-11-09 21:00:00 5.155556 1.955556 Clear \n3 2019-11-09 22:00:00 5.300000 2.361111 Partly Cloudy \n4 2019-11-09 23:00:00 4.666667 1.738889 Partly Cloudy \n.. ... ... ... ... \n164 2019-11-16 15:00:00 9.711111 6.577778 Overcast \n165 2019-11-16 16:00:00 9.527778 6.344444 Overcast \n166 2019-11-16 17:00:00 8.988889 5.766667 Overcast \n167 2019-11-16 18:00:00 8.516667 5.294444 Overcast \n168 2019-11-16 19:00:00 8.316667 5.177778 Overcast \n\n windSpeed visibility precipIntensity precipProbability dewPoint \n0 10.57 6.280 0.0007 0.05 3.355556 \n1 10.22 7.162 0.0003 0.04 3.483333 \n2 9.32 10.000 0.0000 0.00 3.950000 \n3 8.43 10.000 0.0000 0.00 4.261111 \n4 7.89 10.000 0.0000 0.00 4.283333 \n.. ... ... ... ... ... \n164 15.55 10.000 0.0029 0.11 7.594444 \n165 15.52 10.000 0.0027 0.12 7.238889 \n166 14.72 10.000 0.0035 0.13 6.761111 \n167 13.80 10.000 0.0041 0.13 6.344444 \n168 12.94 10.000 0.0029 0.10 6.105556 \n\n[169 rows x 9 columns]",
"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>time</th>\n <th>temperature</th>\n <th>apparentTemperature</th>\n <th>summary</th>\n <th>windSpeed</th>\n <th>visibility</th>\n <th>precipIntensity</th>\n <th>precipProbability</th>\n <th>dewPoint</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <td>0</td>\n <td>2019-11-09 19:00:00</td>\n <td>4.866667</td>\n <td>1.300000</td>\n <td>Clear</td>\n <td>10.57</td>\n <td>6.280</td>\n <td>0.0007</td>\n <td>0.05</td>\n <td>3.355556</td>\n </tr>\n <tr>\n <td>1</td>\n <td>2019-11-09 20:00:00</td>\n <td>4.505556</td>\n <td>0.938889</td>\n <td>Clear</td>\n <td>10.22</td>\n <td>7.162</td>\n <td>0.0003</td>\n <td>0.04</td>\n <td>3.483333</td>\n </tr>\n <tr>\n <td>2</td>\n <td>2019-11-09 21:00:00</td>\n <td>5.155556</td>\n <td>1.955556</td>\n <td>Clear</td>\n <td>9.32</td>\n <td>10.000</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>3.950000</td>\n </tr>\n <tr>\n <td>3</td>\n <td>2019-11-09 22:00:00</td>\n <td>5.300000</td>\n <td>2.361111</td>\n <td>Partly Cloudy</td>\n <td>8.43</td>\n <td>10.000</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>4.261111</td>\n </tr>\n <tr>\n <td>4</td>\n <td>2019-11-09 23:00:00</td>\n <td>4.666667</td>\n <td>1.738889</td>\n <td>Partly Cloudy</td>\n <td>7.89</td>\n <td>10.000</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>4.283333</td>\n </tr>\n <tr>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <td>164</td>\n <td>2019-11-16 15:00:00</td>\n <td>9.711111</td>\n <td>6.577778</td>\n <td>Overcast</td>\n <td>15.55</td>\n <td>10.000</td>\n <td>0.0029</td>\n <td>0.11</td>\n <td>7.594444</td>\n </tr>\n <tr>\n <td>165</td>\n <td>2019-11-16 16:00:00</td>\n <td>9.527778</td>\n <td>6.344444</td>\n <td>Overcast</td>\n <td>15.52</td>\n <td>10.000</td>\n <td>0.0027</td>\n <td>0.12</td>\n <td>7.238889</td>\n </tr>\n <tr>\n <td>166</td>\n <td>2019-11-16 17:00:00</td>\n <td>8.988889</td>\n <td>5.766667</td>\n <td>Overcast</td>\n <td>14.72</td>\n <td>10.000</td>\n <td>0.0035</td>\n <td>0.13</td>\n <td>6.761111</td>\n </tr>\n <tr>\n <td>167</td>\n <td>2019-11-16 18:00:00</td>\n <td>8.516667</td>\n <td>5.294444</td>\n <td>Overcast</td>\n <td>13.80</td>\n <td>10.000</td>\n <td>0.0041</td>\n <td>0.13</td>\n <td>6.344444</td>\n </tr>\n <tr>\n <td>168</td>\n <td>2019-11-16 19:00:00</td>\n <td>8.316667</td>\n <td>5.177778</td>\n <td>Overcast</td>\n <td>12.94</td>\n <td>10.000</td>\n <td>0.0029</td>\n <td>0.10</td>\n <td>6.105556</td>\n </tr>\n </tbody>\n</table>\n<p>169 rows × 9 columns</p>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Visibility is in miles, so let's change that to kilometers\n#### The formula is: km = mi x 1.609344"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df['visibility'] = df['visibility'] * 1.609344",
"execution_count": 10,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df['time_short'] = df['time'].dt.strftime('%d %b %H:%M')",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df",
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 12,
"data": {
"text/plain": " time temperature apparentTemperature summary \\\n0 2019-11-09 19:00:00 4.866667 1.300000 Clear \n1 2019-11-09 20:00:00 4.505556 0.938889 Clear \n2 2019-11-09 21:00:00 5.155556 1.955556 Clear \n3 2019-11-09 22:00:00 5.300000 2.361111 Partly Cloudy \n4 2019-11-09 23:00:00 4.666667 1.738889 Partly Cloudy \n.. ... ... ... ... \n164 2019-11-16 15:00:00 9.711111 6.577778 Overcast \n165 2019-11-16 16:00:00 9.527778 6.344444 Overcast \n166 2019-11-16 17:00:00 8.988889 5.766667 Overcast \n167 2019-11-16 18:00:00 8.516667 5.294444 Overcast \n168 2019-11-16 19:00:00 8.316667 5.177778 Overcast \n\n windSpeed visibility precipIntensity precipProbability dewPoint \\\n0 10.57 10.106680 0.0007 0.05 3.355556 \n1 10.22 11.526122 0.0003 0.04 3.483333 \n2 9.32 16.093440 0.0000 0.00 3.950000 \n3 8.43 16.093440 0.0000 0.00 4.261111 \n4 7.89 16.093440 0.0000 0.00 4.283333 \n.. ... ... ... ... ... \n164 15.55 16.093440 0.0029 0.11 7.594444 \n165 15.52 16.093440 0.0027 0.12 7.238889 \n166 14.72 16.093440 0.0035 0.13 6.761111 \n167 13.80 16.093440 0.0041 0.13 6.344444 \n168 12.94 16.093440 0.0029 0.10 6.105556 \n\n time_short \n0 09 Nov 19:00 \n1 09 Nov 20:00 \n2 09 Nov 21:00 \n3 09 Nov 22:00 \n4 09 Nov 23:00 \n.. ... \n164 16 Nov 15:00 \n165 16 Nov 16:00 \n166 16 Nov 17:00 \n167 16 Nov 18:00 \n168 16 Nov 19:00 \n\n[169 rows x 10 columns]",
"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>time</th>\n <th>temperature</th>\n <th>apparentTemperature</th>\n <th>summary</th>\n <th>windSpeed</th>\n <th>visibility</th>\n <th>precipIntensity</th>\n <th>precipProbability</th>\n <th>dewPoint</th>\n <th>time_short</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <td>0</td>\n <td>2019-11-09 19:00:00</td>\n <td>4.866667</td>\n <td>1.300000</td>\n <td>Clear</td>\n <td>10.57</td>\n <td>10.106680</td>\n <td>0.0007</td>\n <td>0.05</td>\n <td>3.355556</td>\n <td>09 Nov 19:00</td>\n </tr>\n <tr>\n <td>1</td>\n <td>2019-11-09 20:00:00</td>\n <td>4.505556</td>\n <td>0.938889</td>\n <td>Clear</td>\n <td>10.22</td>\n <td>11.526122</td>\n <td>0.0003</td>\n <td>0.04</td>\n <td>3.483333</td>\n <td>09 Nov 20:00</td>\n </tr>\n <tr>\n <td>2</td>\n <td>2019-11-09 21:00:00</td>\n <td>5.155556</td>\n <td>1.955556</td>\n <td>Clear</td>\n <td>9.32</td>\n <td>16.093440</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>3.950000</td>\n <td>09 Nov 21:00</td>\n </tr>\n <tr>\n <td>3</td>\n <td>2019-11-09 22:00:00</td>\n <td>5.300000</td>\n <td>2.361111</td>\n <td>Partly Cloudy</td>\n <td>8.43</td>\n <td>16.093440</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>4.261111</td>\n <td>09 Nov 22:00</td>\n </tr>\n <tr>\n <td>4</td>\n <td>2019-11-09 23:00:00</td>\n <td>4.666667</td>\n <td>1.738889</td>\n <td>Partly Cloudy</td>\n <td>7.89</td>\n <td>16.093440</td>\n <td>0.0000</td>\n <td>0.00</td>\n <td>4.283333</td>\n <td>09 Nov 23:00</td>\n </tr>\n <tr>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <td>164</td>\n <td>2019-11-16 15:00:00</td>\n <td>9.711111</td>\n <td>6.577778</td>\n <td>Overcast</td>\n <td>15.55</td>\n <td>16.093440</td>\n <td>0.0029</td>\n <td>0.11</td>\n <td>7.594444</td>\n <td>16 Nov 15:00</td>\n </tr>\n <tr>\n <td>165</td>\n <td>2019-11-16 16:00:00</td>\n <td>9.527778</td>\n <td>6.344444</td>\n <td>Overcast</td>\n <td>15.52</td>\n <td>16.093440</td>\n <td>0.0027</td>\n <td>0.12</td>\n <td>7.238889</td>\n <td>16 Nov 16:00</td>\n </tr>\n <tr>\n <td>166</td>\n <td>2019-11-16 17:00:00</td>\n <td>8.988889</td>\n <td>5.766667</td>\n <td>Overcast</td>\n <td>14.72</td>\n <td>16.093440</td>\n <td>0.0035</td>\n <td>0.13</td>\n <td>6.761111</td>\n <td>16 Nov 17:00</td>\n </tr>\n <tr>\n <td>167</td>\n <td>2019-11-16 18:00:00</td>\n <td>8.516667</td>\n <td>5.294444</td>\n <td>Overcast</td>\n <td>13.80</td>\n <td>16.093440</td>\n <td>0.0041</td>\n <td>0.13</td>\n <td>6.344444</td>\n <td>16 Nov 18:00</td>\n </tr>\n <tr>\n <td>168</td>\n <td>2019-11-16 19:00:00</td>\n <td>8.316667</td>\n <td>5.177778</td>\n <td>Overcast</td>\n <td>12.94</td>\n <td>16.093440</td>\n <td>0.0029</td>\n <td>0.10</td>\n <td>6.105556</td>\n <td>16 Nov 19:00</td>\n </tr>\n </tbody>\n</table>\n<p>169 rows × 10 columns</p>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = df['time_short']\ny = df['temperature']\nz = df['apparentTemperature']\nfig, ax = plt.subplots(num=None, figsize=(20, 8), dpi=80, facecolor='w', edgecolor='k')\n\nax.plot(x,y, linewidth=3, label = 'Actual temperature')\n\nplot(x,z, linewidth=3, label = 'Temperature feels like')\npylab.legend(loc='lower left', fontsize = 'xx-large')\nplt.xticks(rotation=90)\nplt.yticks(size = 20)\nax.set_xticks(ax.get_xticks()[::2])\nxlabel('time (h)', size = 20)\nylabel('temperature (°C)', size = 20)\ntitle('Temperature in Amsterdam', size = 20)\n\ngrid(True)\n\nshow()",
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1600x640 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Let's look at precipitation"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = df['time_short']\nb = df['precipIntensity']\nfig, ax = plt.subplots(num=None, figsize=(20, 8), dpi=80, facecolor='w', edgecolor='k')\nax.plot(x,b, linewidth=3, color=\"purple\")\n\nplt.xticks(rotation=90)\nplt.yticks(size = 20)\nax.set_xticks(ax.get_xticks()[::2])\nxlabel('time (h)', size = 20)\nylabel('precipitation (ml/h)', size = 20)\ntitle('Precipitation in Amsterdam', size = 20)\n\ngrid(True)\n\nshow()\n",
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1600x640 with 1 Axes>",
"image/png": 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},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Let's look at wind speed"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = df['time_short']\nd = df['windSpeed']\n\nfig, ax = plt.subplots(num=None, figsize=(20, 8), dpi=80, facecolor='w', edgecolor='k')\nax.plot(x,d, linewidth=3, color=\"green\")\n\nplt.xticks(rotation=90)\nplt.yticks(size = 20)\nax.set_xticks(ax.get_xticks()[::2])\nxlabel('time (h)', size = 20)\nylabel('Wind speed (km/h)', size = 20)\ntitle('Wind speed in Amsterdam', size = 20)\n\ngrid(True)\n\nshow()",
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1600x640 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Let's look at the dew point"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = df['time_short']\nf = df['dewPoint']\n\nfig, ax = plt.subplots(num=None, figsize=(20, 8), dpi=80, facecolor='w', edgecolor='k')\nax.plot(x,f, linewidth=3, color=\"orange\")\n\n\nplt.xticks(rotation=90)\nplt.yticks(size = 20)\nax.set_xticks(ax.get_xticks()[::2])\nxlabel('time (h)', size = 20)\nylabel('Dew point (°C)', size = 20)\ntitle('Dew point in Amsterdam', size = 20)\n\ngrid(True)\n\nshow()",
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1600x640 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = df['time_short']\ng = df['visibility']\n\nfig, ax = plt.subplots(num=None, figsize=(20, 8), dpi=80, facecolor='w', edgecolor='k')\nax.plot(x,g, linewidth=3, color=\"deeppink\")\n\n\nplt.xticks(rotation=90)\nplt.yticks(size = 20)\nax.set_xticks(ax.get_xticks()[::2])\nxlabel('time (h)', size = 20)\nylabel('Visibility (km)', size = 20)\ntitle('Visibility in Amsterdam', size = 20)\n\ngrid(True)\n\nshow()",
"execution_count": 17,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1600x640 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
}
],
"metadata": {
"_draft": {
"nbviewer_url": "https://gist.github.com/7ce8d6836a8443b9856849f576194e35"
},
"gist": {
"id": "7ce8d6836a8443b9856849f576194e35",
"data": {
"description": "DarkSky.ipynb",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.7.3",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"latex_envs": {
"eqNumInitial": 1,
"eqLabelWithNumbers": true,
"current_citInitial": 1,
"cite_by": "apalike",
"bibliofile": "biblio.bib",
"LaTeX_envs_menu_present": true,
"labels_anchors": false,
"latex_user_defs": false,
"user_envs_cfg": false,
"report_style_numbering": false,
"autoclose": false,
"autocomplete": true,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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