{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dataset = pd.read_csv('~/Documents/ML/forestfires.csv') " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def data_transform(dataset):\n", " for i in range(0,517):\n", " if dataset['month'][i] == 'jan':\n", " dataset['month'][i] = 1\n", " elif dataset['month'][i] == 'feb':\n", " dataset['month'][i] = 2\n", " elif dataset['month'][i] == 'mar':\n", " dataset['month'][i] = 3\n", " elif dataset['month'][i] == 'apr':\n", " dataset['month'][i] = 4\n", " elif dataset['month'][i] == 'may':\n", " dataset['month'][i] = 5\n", " elif dataset['month'][i] == 'jun':\n", " dataset['month'][i] = 6\n", " elif dataset['month'][i] == 'jul':\n", " dataset['month'][i] = 7\n", " elif dataset['month'][i] == 'aug':\n", " dataset['month'][i] = 8\n", " elif dataset['month'][i] == 'sep':\n", " dataset['month'][i] = 9\n", " elif dataset['month'][i] == 'oct':\n", " dataset['month'][i] = 10\n", " elif dataset['month'][i] == 'nov':\n", " dataset['month'][i] = 11\n", " elif dataset['month'][i] == 'dec':\n", " dataset['month'][i] = 12\n", " \n", " for i in range(0,517):\n", " \n", " if dataset['day'][i] == 'mon':\n", " dataset['day'][i] = 1\n", " elif dataset['day'][i] == 'tue':\n", " dataset['day'][i] = 2\n", " elif dataset['day'][i] == 'wed':\n", " dataset['day'][i] = 3\n", " elif dataset['day'][i] == 'thu':\n", " dataset['day'][i] = 4\n", " elif dataset['day'][i] == 'fri':\n", " dataset['day'][i] = 5\n", " elif dataset['day'][i] == 'sat':\n", " dataset['day'][i] = 6\n", " elif dataset['day'][i] == 'sun':\n", " dataset['day'][i] = 7\n", " return dataset" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " \n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:18: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:20: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:10: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " # Remove the CWD from sys.path while we load stuff.\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " \n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:16: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " app.launch_new_instance()\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " \n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " after removing the cwd from sys.path.\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:12: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " if sys.path[0] == '':\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:39: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:41: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:43: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:31: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:35: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/home/lizanoskova/.local/lib/python2.7/site-packages/ipykernel_launcher.py:37: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n" ] }, { "data": { "text/html": [ "
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504 | \n", "4 | \n", "3 | \n", "8 | \n", "3 | \n", "94.5 | \n", "139.4 | \n", "689.1 | \n", "20.0 | \n", "28.9 | \n", "29 | \n", "4.9 | \n", "0.0 | \n", "49.59 | \n", "
505 | \n", "1 | \n", "2 | \n", "8 | \n", "4 | \n", "91.0 | \n", "163.2 | \n", "744.4 | \n", "10.1 | \n", "26.7 | \n", "35 | \n", "1.8 | \n", "0.0 | \n", "5.80 | \n", "
506 | \n", "1 | \n", "2 | \n", "8 | \n", "5 | \n", "91.0 | \n", "166.9 | \n", "752.6 | \n", "7.1 | \n", "18.5 | \n", "73 | \n", "8.5 | \n", "0.0 | \n", "0.00 | \n", "
507 | \n", "2 | \n", "4 | \n", "8 | \n", "5 | \n", "91.0 | \n", "166.9 | \n", "752.6 | \n", "7.1 | \n", "25.9 | \n", "41 | \n", "3.6 | \n", "0.0 | \n", "0.00 | \n", "
508 | \n", "1 | \n", "2 | \n", "8 | \n", "5 | \n", "91.0 | \n", "166.9 | \n", "752.6 | \n", "7.1 | \n", "25.9 | \n", "41 | \n", "3.6 | \n", "0.0 | \n", "0.00 | \n", "
509 | \n", "5 | \n", "4 | \n", "8 | \n", "5 | \n", "91.0 | \n", "166.9 | \n", "752.6 | \n", "7.1 | \n", "21.1 | \n", "71 | \n", "7.6 | \n", "1.4 | \n", "2.17 | \n", "
510 | \n", "6 | \n", "5 | \n", "8 | \n", "5 | \n", "91.0 | \n", "166.9 | \n", "752.6 | \n", "7.1 | \n", "18.2 | \n", "62 | \n", "5.4 | \n", "0.0 | \n", "0.43 | \n", "
511 | \n", "8 | \n", "6 | \n", "8 | \n", "7 | \n", "81.6 | \n", "56.7 | \n", "665.6 | \n", "1.9 | \n", "27.8 | \n", "35 | \n", "2.7 | \n", "0.0 | \n", "0.00 | \n", "
512 | \n", "4 | \n", "3 | \n", "8 | \n", "7 | \n", "81.6 | \n", "56.7 | \n", "665.6 | \n", "1.9 | \n", "27.8 | \n", "32 | \n", "2.7 | \n", "0.0 | \n", "6.44 | \n", "
513 | \n", "2 | \n", "4 | \n", "8 | \n", "7 | \n", "81.6 | \n", "56.7 | \n", "665.6 | \n", "1.9 | \n", "21.9 | \n", "71 | \n", "5.8 | \n", "0.0 | \n", "54.29 | \n", "
514 | \n", "7 | \n", "4 | \n", "8 | \n", "7 | \n", "81.6 | \n", "56.7 | \n", "665.6 | \n", "1.9 | \n", "21.2 | \n", "70 | \n", "6.7 | \n", "0.0 | \n", "11.16 | \n", "
515 | \n", "1 | \n", "4 | \n", "8 | \n", "6 | \n", "94.4 | \n", "146.0 | \n", "614.7 | \n", "11.3 | \n", "25.6 | \n", "42 | \n", "4.0 | \n", "0.0 | \n", "0.00 | \n", "
516 | \n", "6 | \n", "3 | \n", "11 | \n", "2 | \n", "79.5 | \n", "3.0 | \n", "106.7 | \n", "1.1 | \n", "11.8 | \n", "31 | \n", "4.5 | \n", "0.0 | \n", "0.00 | \n", "
517 rows × 13 columns
\n", "