{ "cells": [ { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Render our plots inline\n", "%matplotlib inline\n", "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Make the graphs a bit prettier, and bigger\n", "plt.style.use('ggplot')\n", "plt.rcParams['figure.figsize'] = (15, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1.1 Reading data from a csv file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can read data from a CSV file using the `read_csv` function. By default, it assumes that the fields are comma-separated.\n", "\n", "We're going to be looking some cyclist data from Montréal. Here's the [original page](http://donnees.ville.montreal.qc.ca/dataset/velos-comptage) (in French), but it's already included in this repository. We're using the data from 2012.\n", "\n", "This dataset is a list of how many people were on 7 different bike paths in Montreal, each day." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "broken_df = pd.read_csv('../data/bikes.csv',encoding = \"ISO-8859-1\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Date;Berri 1;Brébeuf (données non disponibles);Côte-Sainte-Catherine;Maisonneuve 1;Maisonneuve 2;du Parc;Pierre-Dupuy;Rachel1;St-Urbain (données non disponibles)\n", "0 01/01/2012;35;;0;38;51;26;10;16; \n", "1 02/01/2012;83;;1;68;153;53;6;43; \n", "2 03/01/2012;135;;2;104;248;89;3;58; " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Look at the first 3 rows\n", "broken_df[:3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You'll notice that this is totally broken! `read_csv` has a bunch of options that will let us fix that, though. Here we'll\n", "\n", "* change the column separator to a `;`\n", "* Set the encoding to `'latin1'` (the default is `'utf8'`)\n", "* Parse the dates in the 'Date' column\n", "* Tell it that our dates have the day first instead of the month first\n", "* Set the index to be the 'Date' column" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Berri 1 Brébeuf (données non disponibles) Côte-Sainte-Catherine \\\n", "Date \n", "2012-01-01 35 NaN 0 \n", "2012-01-02 83 NaN 1 \n", "2012-01-03 135 NaN 2 \n", "\n", " Maisonneuve 1 Maisonneuve 2 du Parc Pierre-Dupuy Rachel1 \\\n", "Date \n", "2012-01-01 38 51 26 10 16 \n", "2012-01-02 68 153 53 6 43 \n", "2012-01-03 104 248 89 3 58 \n", "\n", " St-Urbain (données non disponibles) \n", "Date \n", "2012-01-01 NaN \n", "2012-01-02 NaN \n", "2012-01-03 NaN " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fixed_df = pd.read_csv('../data/bikes.csv', sep=';', encoding='latin1', parse_dates=['Date'], dayfirst=True, index_col='Date')\n", "fixed_df[:3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1.2 Selecting a column" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When you read a CSV, you get a kind of object called a `DataFrame`, which is made up of rows and columns. You get columns out of a DataFrame the same way you get elements out of a dictionary.\n", "\n", "Here's an example:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Date\n", "2012-01-01 35\n", "2012-01-02 83\n", "2012-01-03 135\n", "2012-01-04 144\n", "2012-01-05 197\n", " ... \n", "2012-11-01 2405\n", "2012-11-02 1582\n", "2012-11-03 844\n", "2012-11-04 966\n", "2012-11-05 2247\n", "Name: Berri 1, Length: 310, dtype: int64" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fixed_df['Berri 1']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1.3 Plotting a column" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just add `.plot()` to the end! How could it be easier? =)\n", "\n", "We can see that, unsurprisingly, not many people are biking in January, February, and March, " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fixed_df['Berri 1'].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot all the columns just as easily. We'll make it a little bigger, too.\n", "You can see that it's more squished together, but all the bike paths behave basically the same -- if it's a bad day for cyclists, it's a bad day everywhere." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fixed_df.plot(figsize=(15, 10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1.4 Putting all that together" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's the code we needed to write do draw that graph, all together:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_csv('../data/bikes.csv', sep=';', encoding='latin1', parse_dates=['Date'], dayfirst=True, index_col='Date')\n", "df['Berri 1'].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "