{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"## Utility Function Defined\n",
"## Import pyplot from matplotlib \n",
"import matplotlib.pyplot as plt\n",
"\n",
"## Define a Plot Method to be used in the notebook to plot the data\n",
"def plot_data(df_fires, xlabel, ylabel):\n",
" #Creating a Bar Graph\n",
" #Plot X Values and Y Values\n",
" plt.figure(figsize=(25,15))\n",
" plt.bar(df_fires[xlabel], df_fires[ylabel], color = (0.5,0.1,0.5,0.6))\n",
"\n",
" #Add Actual Title and Title for Subheadings\n",
" plt.suptitle('Amazon Forest Fires Statistics', fontsize=20) \n",
" plt.title('Using Data from Years 1998 - 2017', fontsize=20) \n",
" plt.xlabel(xlabel, fontsize=20) \n",
" plt.ylabel(ylabel, fontsize=20)\n",
"\n",
"#plt.text(x-coordinate, y-coordinate, valueOfText, alignmnet)\n",
"#this adds text at the top of each bar indicating its value\n",
" for i, num in enumerate(df_fires[ylabel]):\n",
" plt.text(\n",
" i,\n",
" num-100,\n",
" num,\n",
" ha='center',\n",
" verticalalignment='top',\n",
" fontsize=12,\n",
" rotation=45) \n",
" \n",
" plt.setp(plt.gca().get_xticklabels(),\n",
" rotation=45,\n",
" horizontalalignment='right',\n",
" fontsize=20)\n",
"\n",
" plt.setp(plt.gca().get_yticklabels(), fontsize=20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the code cell below import the \n",
"- Pandas as __pd__, \n",
"- NumPy as __np__, and\n",
"- pyplot from matplotlib as __plt__."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Solution\n",
"import pandas as pd\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a next step we will import the csv data into the Pandas DataFrame. You have already learnt how to import the csv data from file into Pandas DataFrames."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this step you will write the code to load a CSV file into Pandas DataFrame.\n",
"\n",
"Write a code to perform following:\n",
"1. Create a DataFrame by the name of df_ffire.\n",
"2. In this DataFrame load a csv file using Pandas __read_csv()__ function\n",
"3. Full Path and Name of the file is __\"./dataset/module4/brazilianfire.csv\"__\n",
"4. Note that CSV file has header record and following are names in the file, you need to rearrange the data in DataFrame in the following order\n",
" - Date Reported\n",
" - Year\n",
" - Month\n",
" - State\n",
" - Number of Fires\n",
"5. Display the DataFrame (top 10 rows) and verify that the columns are in order.\n",
"6. Generate the Statistical Summary of the DataFrame for all the columns"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" Date Reported Year Month State Number of Fires\n",
"0 1/01/1998 1998 January Acre 0\n",
"1 1/01/1999 1999 January Acre 0\n",
"2 1/01/2000 2000 January Acre 0\n",
"3 1/01/2001 2001 January Acre 0\n",
"4 1/01/2002 2002 January Acre 0\n",
"5 1/01/2003 2003 January Acre 10\n",
"6 1/01/2004 2004 January Acre 0\n",
"7 1/01/2005 2005 January Acre 12\n",
"8 1/01/2006 2006 January Acre 4\n",
"9 1/01/2007 2007 January Acre 0"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_ffire = pd.read_csv('./dataset/module3/brazilianfire.csv')\n",
"order_col = ['Date Reported', 'Year', 'Month', 'State', 'Number of Fires']\n",
"df_ffire['Number of Fires'] = df_ffire['Number of Fires'].astype(int)\n",
"df_ffire = df_ffire[order_col]\n",
"df_ffire.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
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"text/plain": [
" Date Reported Year Month State Number of Fires\n",
"count 6454 6454.000000 6454 6454 6454.000000\n",
"unique 20 NaN 12 27 NaN\n",
"top 1/01/2007 NaN January Alagoas NaN\n",
"freq 324 NaN 541 240 NaN\n",
"mean NaN 2007.461729 NaN NaN 108.235358\n",
"std NaN 5.746654 NaN NaN 190.843947\n",
"min NaN 1998.000000 NaN NaN 0.000000\n",
"25% NaN 2002.000000 NaN NaN 3.000000\n",
"50% NaN 2007.000000 NaN NaN 24.000000\n",
"75% NaN 2012.000000 NaN NaN 113.000000\n",
"max NaN 2017.000000 NaN NaN 998.000000"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_ffire.describe(include='all')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Based on the information collected so far, can you answer the following:\n",
"\n",
"1. What is the maximum number of fires reported on any given day?\n",
"2. In the dataset what is the total number of states for which the fire incidents have been reported?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Solution as follows:\n",
"\n",
"__Questions__\n",
"1. What is the maximum number of fires reported on any given day?\n",
"2. In the dataset what is the total number of states for which the fire incidents have been reported?\n",
"\n",
"__Answers__\n",
"1. 998 Fires in a day is the maximum number of Fires reported\n",
"2. Data if available for total 27 states"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TODO Activity 1\n",
"__Are you able to find which state has recorded the maximum number of fires on any given day (not the total sum), and in which month did it occur?__\n",
"\n",
"HINT: \n",
"- Create a boolean filter based on condition on column __Number of Fires__, and \n",
"- using this filter perform indexing operation on DataFrame to retrieve the corresponding records"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
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"\n",
"
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" \n",
"
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"
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"
Date Reported
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888
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"text/plain": [
" Date Reported Year Month State Number of Fires\n",
"888 1/01/2008 2008 September Amazonas 998"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## Solution for Activity 1\n",
"max_no_fire = df_ffire['Number of Fires'].max()\n",
"df_ffire[df_ffire['Number of Fires']==max_no_fire]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ACTIVITY 1 Answer\n",
"\n",
"Maximum number of Fires __(998 fires)__ were reported in the month of __September 2008__ in the state of __Amazonas__\n",
"\n",
" NOTE: As you can observe the Date Reported columns has been defaulted to the January 1st of the year it was reported, as such we potentially will not be using this columns for any further analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TODO Activity 2: Quantitatve Analytics for States\n",
"\n",
"1. Calculate the total number of fires for the entire duration (i.e. for 1998 to 2018) for every state\n",
"2. Display the DataFrame and verify that results looks OK (i.e. GroupBy and Aggregation has been calcuated correctly)\n",
"3. Print the Summary Statistics - and what is the Minimum and Maximum number of total fires records?\n",
"4. Which state has recorded minimum number of Total Fires, and which state has recorded maximum number of Total Fires?\n",
"\n",
"__HINT:__\n",
"1. Perform the groupby operation on State, and aggregation operation on Number of Fires Columns. \n",
"2. Pandas have methods idxmax() and idxmin() which returns the Series of Index(Row Labels) corresponding to the maximum and minimum values respectively, in a Pandas Series (or a Column in DataFrame)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" Number of Fires\n",
"count 27.000000\n",
"mean 25872.259259\n",
"std 14251.935889\n",
"min 3237.000000\n",
"25% 15619.500000\n",
"50% 24459.000000\n",
"75% 37565.000000\n",
"max 51118.000000"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"##Solution for Activity 2 (Step 3)\n",
"df_grp_statefires.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Answer to Question 3__\n",
"- Minimum Number of Total Fires = 3237\n",
"- Maximum Number of Total Fires = 51118"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Max of Total Fires recorded were 51118, and this was for state: São Paulo\n",
"Min of Total Fires recorded were 3237, and this was for state: Sergipe\n"
]
}
],
"source": [
"##Solution for Activity 2 (Step 4)\n",
"print(\"Max of Total Fires recorded were %d, and this was for state: %s\"\\\n",
" %(df_grp_statefires['Number of Fires'].max(),\\\n",
" df_grp_statefires.idxmax()[0]))\n",
"\n",
"print(\"Min of Total Fires recorded were %d, and this was for state: %s\"\\\n",
" %(df_grp_statefires['Number of Fires'].min(),\\\n",
" df_grp_statefires.idxmin()[0]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TODO: Activity 3 Plot the Graph showing the Total Number of Fires for every State.\n",
"\n",
"NOTE: We have provided a Utility Method __plot_data()__ which accepts the following input parameters:\n",
"- DataFrame Object containing the values of States, and Number of Fires as its Columns.\n",
"- xlabel -> is the name of the Column -> values from which are reprsented on x-Axis\n",
"- ylabel -> is the name of the Column which contains the values (corresponding to xlabel values to be plotted y-Axis)\n",
"- xlabel and ylabel = Name of the Columns in the DataFrame passed as input to the function __plot_data()__\n",
"\n",
"You will call this function __plot_data()__, with correct set of paramters to plot the data.\n",
"\n",
"__Activities to be performed:__\n",
"1. Reset the index of the GroupedBy DataFrame so that States are not considered as index, and are rather considered as Data Column (Hint: use method __reset_index()__ for this operation\n",
"2. Arrange the DataFrame in descending order of \"Total Number of Fires\".\n",
"2. Create a variable xlabel, and save the name of the column that has the values of States in it.\n",
"3. Create a variable ylabel, and save the name of the columns that stores the total number of fires for every state in it.\n",
"4. Call the function __plot_data()__, and pass the following parameter in sequence:\n",
" - DataFrame object created in Step 1.\n",
" - xlabel created in Step 2, and\n",
" - ylabel created in Step 3.\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"## Solution for Activity 3\n",
"\n",
"## Step 1:using inline transformation, as we will pass the original DataFrame as function parameter\n",
"df_grp_statefires.reset_index(level=0, inplace=True) \n",
"\n",
"## Step 2: Descending Sort inplace\n",
"df_grp_statefires.sort_values(by=\"Number of Fires\", ascending=False, inplace=True)\n",
"\n",
"## Calulate xLabel\n",
"xlabel = df_grp_statefires.columns[0]\n",
"\n",
"## Calculate ylabel\n",
"ylabel = df_grp_statefires.columns[1]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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