{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import datetime\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn # make charts prettier and more readable" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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monthavg_tempmin_tempmax_temphumidityrainfallraindayssnowdays
001-20118.64.812.467.02.950
102-20119.37.111.169.12.950
203-201111.77.814.367.03.950
304-201115.613.318.567.40.410
405-201119.716.624.860.60.000
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" ], "text/plain": [ " month avg_temp min_temp max_temp humidity rainfall raindays \\\n", "0 01-2011 8.6 4.8 12.4 67.0 2.9 5 \n", "1 02-2011 9.3 7.1 11.1 69.1 2.9 5 \n", "2 03-2011 11.7 7.8 14.3 67.0 3.9 5 \n", "3 04-2011 15.6 13.3 18.5 67.4 0.4 1 \n", "4 05-2011 19.7 16.6 24.8 60.6 0.0 0 \n", "\n", " snowdays \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's load one of the CSV to see what they look like\n", "nice = pd.read_csv('nice.csv')\n", "nice[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the shape of our CSV files. \n", "There are 8 columns, all pretty explicit and containing the average for the month in column month except for raindays and snowdays which contains the number of days in that month where it rained and snowed respectively. \n", "\n", "Note: I currently count raindays as the number of days where the rainfall is above 5mm (which is completely arbitrary). \n", "If you look at the website I scraped it does contain a column for rain days but some days are marked as rain days when there is no rainfall and the reverse. \n", "Even then it's not really accurate as I'm only interested in quality of life and rain at 4am is not annoying lots of people. \n", "\n", "Cool. Let's try plotting something first to see if everything is okay and load the other cities.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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uGBn6aHzm/tKQa829GlVFSzsYdey2SF7S1r80zyXUd8dWJMRosMmgx7B5AV1D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\ngGEYfHxbMYYBL+yv8fs2+EfOX8fd0M3y4lSWFafaHY7IXa0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = nice['avg_temp'].plot(figsize=(15, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While we could continue having one `DataFrame` per city, it is more convenient to have one `DataFrame` containing all the data as this allows us to use plotting directly from it like we did above." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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monthavg_tempmin_tempmax_temphumidityrainfallraindayssnowdayslocation
001-20118.64.812.467.02.950nice
102-20119.37.111.169.12.950nice
203-201111.77.814.367.03.950nice
304-201115.613.318.567.40.410nice
405-201119.716.624.860.60.000nice
\n", "
" ], "text/plain": [ " month avg_temp min_temp max_temp humidity rainfall raindays \\\n", "0 01-2011 8.6 4.8 12.4 67.0 2.9 5 \n", "1 02-2011 9.3 7.1 11.1 69.1 2.9 5 \n", "2 03-2011 11.7 7.8 14.3 67.0 3.9 5 \n", "3 04-2011 15.6 13.3 18.5 67.4 0.4 1 \n", "4 05-2011 19.7 16.6 24.8 60.6 0.0 0 \n", "\n", " snowdays location \n", "0 0 nice \n", "1 0 nice \n", "2 0 nice \n", "3 0 nice \n", "4 0 nice " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "locations = ['nice', 'montreal', 'okinawa', 'london']\n", "weather = pd.DataFrame()\n", "\n", "for location in locations:\n", " frame = pd.read_csv('%s.csv' % location)\n", " # We need to keep track of where it's coming from obviously\n", " frame['location'] = location\n", " weather = weather.append(frame)\n", "\n", "# Alternative to using slicing\n", "weather.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use `.describe()` on a `DataFrame` instead of doing `.median()`, `.sum()` etc on every single column to have a quick overview of all the variables." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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avg_tempmin_tempmax_temphumidityrainfallraindayssnowdays
count192.000000192.000000192.000000192.000000192.000000192.000000192.000000
mean14.6984379.71875019.63593770.2609373.5072924.8437502.114583
std9.00140511.1417697.2699717.4097493.4915533.2418345.640857
min-10.000000-24.9000001.60000054.2000000.0000000.0000000.000000
25%9.1500004.65000013.95000065.3000001.4000002.7500000.000000
50%16.25000011.95000020.95000069.7500002.7000005.0000000.000000
75%21.02500016.60000025.22500074.8000003.9000007.0000000.000000
max29.60000028.40000030.70000087.50000022.00000015.00000025.000000
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" ], "text/plain": [ " avg_temp min_temp max_temp humidity rainfall raindays \\\n", "count 192.000000 192.000000 192.000000 192.000000 192.000000 192.000000 \n", "mean 14.698437 9.718750 19.635937 70.260937 3.507292 4.843750 \n", "std 9.001405 11.141769 7.269971 7.409749 3.491553 3.241834 \n", "min -10.000000 -24.900000 1.600000 54.200000 0.000000 0.000000 \n", "25% 9.150000 4.650000 13.950000 65.300000 1.400000 2.750000 \n", "50% 16.250000 11.950000 20.950000 69.750000 2.700000 5.000000 \n", "75% 21.025000 16.600000 25.225000 74.800000 3.900000 7.000000 \n", "max 29.600000 28.400000 30.700000 87.500000 22.000000 15.000000 \n", "\n", " snowdays \n", "count 192.000000 \n", "mean 2.114583 \n", "std 5.640857 \n", "min 0.000000 \n", "25% 0.000000 \n", "50% 0.000000 \n", "75% 0.000000 \n", "max 25.000000 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather.describe()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cLlfD+uLiYsaNu5asrN688MKrXHnltUyf/g9+/XUR1dVV3HrrjRxwwABeeul1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\n50Cl6zFwZddUM3lDHu+Wbgb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RVFfH2OzlbKirZVJyD85K6OLvkHYoYcwoIhZ8gcu2cdk2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\nX2x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iwufpNXoaV2mCoVokkdWas/jQH+y5uLvw+xUNjy5tCOWHmyejoPDvDq+VOuSlvGJi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\nHd2VejN5cjvbbltg7twq1qzp+TmvvprinHNqqaqKmT2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define some styles that we will reuse for all line graphs\n", "styles = {\n", " 'london': 'go-',\n", " 'nice': 'ro-',\n", " 'montreal': 'bo-',\n", " 'okinawa': 'co-',\n", "}\n", "\n", "# we define a method since we will need to do that pretty often\n", "def plot_grouped_by(dataframe, column_name):\n", " \"\"\"Plots the dataframe grouped by location for the given column\"\"\"\n", " # Need to use the month as the index\n", " locations = dataframe.set_index('month').groupby('location')\n", " \n", " for loc_name, loc in locations:\n", " loc[column_name].plot(x='month', label=str(loc_name), style=styles[str(loc_name)])\n", "\n", "\n", "plt.figure(figsize=(16, 8))\n", "ax = plt.subplot(111)\n", "\n", "plot_grouped_by(weather, 'avg_temp')\n", "\n", "# Yes, I did add the 40 degrees tick just to be able to fit the legend properly\n", "plt.yticks([-15, -10, -5, 0, 5, 10, 15, 20, 25, 30, 40], fontsize=14)\n", "plt.legend(fontsize=14, loc=\"upper left\")\n", "plt.title(\"Monthly average temperature 2011-2014\", fontsize=16)\n", "_ = plt.ylabel(\"Temperature (celsius)\", fontsize=16) \n", "_ = plt.xlabel(\"Time\", fontsize=16) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make a few observations on this chart:\n", "\n", "- Montreal has the biggest variance in temperature throughout the year: from very cold in winter to quite warm in summer\n", "- London is disappointingly average and is missing at least 10° on its summer time for my taste\n", "- Okinawa is hot, even winter is warmer than London's summer most of the time\n", "- Nice has a nice weather, hot in summer but not too cold in winter\n", "\n", "For the next plots, let's focus on 2014 only in order to have an idea on how a year looks like in those cities." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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monthavg_tempmin_tempmax_temphumidityrainfallraindayssnowdayslocation
362014-01-019.76.412.471.69.2110nice
372014-02-019.96.813.469.64.670nice
382014-03-0112.57.415.462.32.730nice
392014-04-0115.313.217.369.30.300nice
402014-05-0117.514.420.264.10.610nice
\n", "
" ], "text/plain": [ " month avg_temp min_temp max_temp humidity rainfall raindays \\\n", "36 2014-01-01 9.7 6.4 12.4 71.6 9.2 11 \n", "37 2014-02-01 9.9 6.8 13.4 69.6 4.6 7 \n", "38 2014-03-01 12.5 7.4 15.4 62.3 2.7 3 \n", "39 2014-04-01 15.3 13.2 17.3 69.3 0.3 0 \n", "40 2014-05-01 17.5 14.4 20.2 64.1 0.6 1 \n", "\n", " snowdays location \n", "36 0 nice \n", "37 0 nice \n", "38 0 nice \n", "39 0 nice \n", "40 0 nice " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Making sure we have a datetime first rather than a string\n", "weather['month'] = pd.to_datetime(weather['month'], format=\"%m-%Y\")\n", "start = datetime.date(2014, 1, 1)\n", "\n", "# pandas allows all kind of iterator magic\n", "weather_2014 = weather[weather.month >= start]\n", "weather_2014.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jdmlJdp2h+i69pOV2Y/n9WPl+LJ+PhM+H5fNh+fz2l2/r/nyzP/eu3+JZsrj1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's look at temperatures and humidity\n", "plt.figure(figsize=(16, 8))\n", "\n", "# this 221 means we want a 2x2 plots display and this is the first one \n", "# (so upper left)\n", "ax = plt.subplot(221)\n", "\n", "plot_grouped_by(weather_2014, 'avg_temp')\n", "plt.yticks([-15, -10, -5, 0, 5, 10, 15, 20, 25, 30, 35], fontsize=14)\n", "plt.legend(fontsize=14, loc=\"lower center\")\n", "plt.title(\"Monthly average temperature 2014\")\n", "_ = plt.ylabel(\"Temperature (celsius)\", fontsize=16) \n", "\n", "ax2 = plt.subplot(222)\n", "\n", "plot_grouped_by(weather_2014, 'max_temp')\n", "plt.yticks([0, 10, 20, 30, 40], fontsize=14)\n", "plt.legend(fontsize=14, loc=\"lower center\")\n", "plt.title(\"Max temperature 2014\")\n", "_ = plt.ylabel(\"Temperature (celsius)\", fontsize=16) \n", "\n", "ax3 = plt.subplot(223)\n", "\n", "plot_grouped_by(weather_2014, 'min_temp')\n", "plt.yticks([-30, -20, -10, 0, 10, 20, 30], fontsize=14)\n", "plt.legend(fontsize=14, loc=\"lower center\")\n", "plt.title(\"Min temperature 2014\")\n", "_ = plt.ylabel(\"Temperature (celsius)\", fontsize=16) \n", "\n", "ax4 = plt.subplot(224)\n", "\n", "plot_grouped_by(weather_2014, 'humidity')\n", "plt.title(\"Average monthly humidity % in 2014 (legend identical)\")\n", "_ = plt.ylabel(\"Humidity %\", fontsize=16) \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at those graphs we can notice a few things:\n", "\n", "- Montreal winter is pretty damn cold but is not really humid, which makes it not THAT bad and Canadians know how to do proper insulation. Summer is quite nice all around, nice temperatures and pretty dry.\n", "- Nice is good all year round, it sometimes gets below 10° but never reaches 0° while being dry. Having grown up there I feel like I have been spoiled when it comes to weather.\n", "- London is average but we can see the winter is very humid, which is the reason why I feel colder when it's 0° in London than -15° in Montreal.\n", "- Okinawa looks really good until you experience that summer humidity. For those that haven't lived in a tropical climate, it means that you are sweating an awful lot very quickly and air con is a necessity.\n", "\n", "To finish this notebook, let's have a look at the rain and snow data.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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smM1hX9uWwYOHJo5v4MBBvPji31ebNmbMWYwZcxYAo0Yd2jD9858fzn33TWiy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "colors = {\n", " 'london': 'green',\n", " 'nice': 'red',\n", " 'montreal': 'blue',\n", " 'okinawa': 'cyan',\n", "}\n", "\n", "def bar_plot(ax, column_name):\n", " weather_2014.set_index(\n", " ['month', 'location']\n", " ).unstack().plot(\n", " ax=ax,\n", " kind='bar', \n", " y=column_name\n", " )\n", "\n", "plt.figure(figsize=(16, 8))\n", "ax = plt.subplot(211)\n", "\n", "bar_plot(ax, \"raindays\")\n", "plt.legend(fontsize=14, loc=\"best\")\n", "plt.title(\"Rain days per month in 2014\")\n", "_ = plt.ylabel(\"Number of rain days\", fontsize=16) \n", "\n", "ax2 = plt.subplot(212)\n", "\n", "bar_plot(ax2, \"snowdays\")\n", "plt.legend(fontsize=14, loc=\"best\")\n", "plt.title(\"Snow days per month in 2014\")\n", "_ = plt.ylabel(\"Number of snow days\", fontsize=16) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see it's raining quite a bit in Okinawa since they have a rainy season (May-June) and a typhoon season (June-November). \n", "Nice is probably the nicest, having close to no rains during summer. \n", "When it comes to snow, Montreal is the only contender as snow in Nice and London is very rare and it hasn't snowed in Okinawa for over 30 years. \n", "\n", "\n", "While weather is only one of the elements that are necessary to consider when moving (along with salary, atmosphere, friends/family etc.), it is one of the most important thing for me. \n", "If I had to make a ranking of those cities on a weather basis, it would be:\n", "\n", "1. Nice\n", "2. Montreal\n", "3. Okinawa/London\n", "\n", "Okinawa and London are tied for completely different reasons: one has the legendary British weather and its 2 weeks of summer and the other is so hot and humid that it can be hard to breath at times (but you get amazing sea and beaches). \n", "Now that you have seen how to use Pandas (for those that had never tried it before), it's up to you to finds things to compare. Do share them when you do as it is always interesting to read." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }