Data scraping, also known as web scraping, is the process of importing information from a website into a spreadsheet or local file saved on your computer. It’s one of the most efficient ways to get data from the web, and in some cases to channel that data to another website.

### Popular uses of data scraping include:

• Research for web content/business intelligence
• Pricing for travel booking sites/price comparison sites
• Finding sales leads/conducting market research by crawling public data sources (e.g. Yell and Twitter)
• Sending product data from an e-commerce site to another online vendor (e.g. Google Shopping)

## What is Regression Analysis and why it is important?

You might have noticed that people are nowadays are making data-driven decisions whenever possible. But do you know how to parse this data that is available to you? The answer is no, you likely don’t have to do the number-crunching yourself but you do need to correctly understand and interpret the analysis created by anyone else. One of the most important types of data analysis is Regression.

“Regression analysis is a powerful statistical method that allows you to examine the relationship between two or more variables of interest”

“Many companies are using regression analysis to explain a phenomenon they want to understand (e.g. why did customer service calls drop last month?); predict things about the future (e.g. what will sales look like over the next six months?); or to decide what to do (e.g. should we go with this promotion or a different one?)”

If you are a beginner, you must know the Regression Techniques

Here, is a sample dataset.

Atmospheric Particular Matter(2.5PM)DEW (Dew Point)PressureCumulated wind speed(WS)Temperature
nan-211021.01.79-11.0
nan-211020.04.92-12.0
nan-211019.06.71-11.0
nan-211019.09.84-14.0
nan-201018.012.97-12.0
nan-191017.016.1-10.0
nan-191017.019.23-9.0
nan-191017.021.02-9.0
nan-191017.024.15-9.0
nan-201017.027.28-8.0
nan-191017.031.3-7.0
nan-181017.034.43-5.0
nan-191015.037.56-5.0
nan-181015.040.69-3.0
nan-181014.043.82-2.0
nan-181014.00.89-1.0
nan-191015.01.79-2.0
nan-181015.02.68-3.0
nan-181016.01.79-5.0
nan-171017.01.79-4.0
nan-171017.00.89-5.0
nan-171018.01.79-5.0
nan-171018.02.68-5.0
nan-171020.00.89-5.0
129.0-161020.01.79-4.0
148.0-151020.02.68-4.0
159.0-111021.03.57-5.0
181.0-71022.05.36-5.0
138.0-71022.06.25-5.0
109.0-71022.07.14-6.0
105.0-71023.08.93-6.0
124.0-71024.010.72-5.0
120.0-81024.012.51-6.0
132.0-71025.014.3-5.0
140.0-71026.017.43-5.0
152.0-81026.020.56-5.0
148.0-81026.023.69-5.0
164.0-81025.027.71-5.0
158.0-91025.031.73-5.0
154.0-91025.035.75-5.0
159.0-91026.037.54-5.0
164.0-81027.039.33-5.0
170.0-81027.042.46-5.0
149.0-81028.044.25-5.0
154.0-71028.046.04-5.0
164.0-71027.049.17-5.0
156.0-81028.052.3-6.0
126.0-81027.055.43-6.0
90.0-71027.058.56-6.0
63.0-81026.061.69-6.0
65.0-81026.065.71-7.0
55.0-81025.068.84-7.0
65.0-81024.072.86-7.0
83.0-91024.076.88-8.0
91.0-101024.080.9-8.0
86.0-101024.084.92-9.0
82.0-101024.089.84-9.0
86.0-111023.093.86-9.0
78.0-111023.097.88-9.0
98.0-111022.0102.8-9.0
107.0-111021.0105.93-9.0
90.0-111020.0111.74-9.0
96.0-111020.0116.66-9.0
95.0-111020.0121.58-9.0
86.0-111020.0124.71-9.0
70.0-111020.0127.84-9.0
61.0-111021.00.89-9.0
53.0-111022.01.78-9.0
71.0-101022.04.02-9.0
72.0-111023.07.15-10.0
76.0-111023.011.17-9.0
73.0-121023.014.3-11.0
79.0-141023.016.09-12.0
58.0-161023.021.9-9.0
25.0-171024.029.95-10.0
26.0-181024.039.78-11.0
28.0-191025.048.72-11.0
26.0-201026.055.87-12.0
20.0-211027.064.81-12.0
29.0-211027.073.75-13.0
26.0-221028.080.9-13.0
27.0-221029.090.73-13.0
27.0-221030.0100.56-12.0
25.0-231031.0108.61-12.0
29.0-211030.0117.55-11.0
32.0-201030.0127.38-10.0
28.0-211030.0136.32-10.0
29.0-211030.0145.26-9.0
30.0-211031.0152.41-9.0
30.0-201032.0159.56-11.0
28.0-231032.0165.37-11.0
26.0-211033.0171.18-12.0
31.0-241034.0180.12-12.0
33.0-241034.0187.27-13.0
29.0-241035.0195.32-13.0
31.0-261035.0198.45-15.0
30.0-261035.0201.58-17.0
34.0-261035.0205.6-18.0
27.0-261035.0208.73-19.0
25.0-271035.0213.65-18.0
28.0-271035.0218.57-19.0
28.0-271034.04.92-16.0
27.0-261035.08.05-16.0
27.0-271034.013.86-16.0
27.0-261035.018.78-16.0
29.0-261035.024.59-15.0
36.0-251035.029.51-14.0
30.0-251035.034.43-13.0
27.0-251034.039.35-12.0
39.0-241032.041.14-11.0
41.0-221032.00.89-11.0
33.0-231031.01.79-11.0
50.0-241031.03.58-11.0
56.0-231031.05.37-11.0
59.0-231032.07.16-11.0
60.0-221033.010.29-13.0
84.0-221033.013.42-12.0
106.0-241033.016.55-18.0
66.0-221034.020.57-13.0
50.0-221033.023.7-16.0
56.0-251033.026.83-17.0
77.0-251033.04.02-14.0
50.0-261034.08.04-14.0
44.0-261033.013.85-14.0
27.0-261033.017.87-14.0
28.0-261033.023.68-14.0
21.0-261033.028.6-14.0
25.0-261034.033.52-15.0
20.0-261034.039.33-14.0
29.0-251035.044.25-13.0
34.0-251035.050.06-12.0
42.0-241035.054.98-11.0
28.0-241034.059.0-10.0
36.0-221033.04.02-10.0
48.0-221033.05.81-9.0
49.0-221033.00.89-8.0
52.0-221033.01.79-8.0
56.0-211033.03.58-9.0
96.0-221033.05.37-9.0
75.0-221034.00.89-14.0
105.0-221035.01.79-12.0
132.0-211034.03.58-14.0
93.0-221035.05.37-16.0
131.0-211035.07.16-16.0
127.0-211035.08.95-16.0
130.0-211035.00.45-16.0
43.0-221036.01.34-18.0
37.0-231036.04.02-15.0
30.0-241035.07.15-16.0
28.0-251035.010.28-15.0
24.0-241035.014.3-15.0
23.0-251036.04.92-13.0
24.0-241036.04.02-14.0
27.0-231036.08.94-12.0
40.0-221036.012.96-11.0
42.0-201036.016.09-10.0
42.0-211035.019.22-9.0
55.0-211034.021.01-8.0
52.0-201033.022.8-7.0
51.0-201032.024.59-7.0
57.0-181032.026.38-8.0
50.0-191032.028.17-9.0
54.0-191032.00.89-11.0
67.0-181033.01.79-11.0
106.0-191032.01.79-15.0
159.0-191032.00.45-14.0
198.0-211032.01.34-14.0
190.0-211032.02.23-16.0
210.0-211031.01.79-17.0
195.0-191031.03.58-16.0
275.0-201031.00.89-16.0
164.0-191030.00.89-15.0
110.0-181030.00.45-15.0
100.0-181029.01.34-15.0
81.0-181029.01.79-15.0
71.0-161029.00.89-13.0
66.0-161029.00.89-12.0
92.0-161030.01.78-12.0
135.0-171030.00.89-10.0
155.0-161029.00.89-10.0
198.0-161028.03.13-9.0
250.0-151026.04.92-8.0
200.0-161026.00.89-8.0
231.0-161025.01.78-8.0
250.0-161025.02.67-8.0
212.0-171025.00.89-8.0
219.0-171026.00.45-9.0
227.0-171026.01.34-11.0
226.0-171026.01.79-12.0
225.0-181027.01.79-14.0
168.0-161027.04.92-9.0
169.0-161027.06.71-11.0
165.0-171027.00.89-13.0
159.0-171027.03.13-13.0
167.0-171027.04.92-14.0
196.0-171027.08.05-15.0
169.0-171027.09.84-13.0
155.0-191027.013.86-16.0
119.0-181027.017.88-15.0
106.0-191027.021.9-15.0
93.0-181028.025.92-14.0
84.0-181029.05.81-9.0
73.0-171029.011.62-7.0
66.0-171030.017.43-6.0
40.0-161029.023.24-6.0
49.0-161029.028.16-5.0
50.0-151029.033.08-4.0
49.0-141028.037.1-4.0
41.0-151029.038.89-4.0
37.0-151030.01.79-4.0
45.0-151030.03.13-7.0
44.0-151031.03.13-6.0
54.0-151032.04.92-7.0
50.0-151032.03.13-6.0
47.0-151033.00.45-8.0
66.0-151033.00.9-8.0
75.0-151033.00.89-11.0
82.0-171033.01.78-13.0
66.0-171033.04.91-12.0
83.0-171033.08.04-13.0
62.0-191032.09.83-14.0
40.0-181032.012.96-13.0
23.0-191032.016.09-13.0
25.0-191033.019.22-14.0
27.0-191034.022.35-14.0
35.0-171033.024.14-12.0
50.0-161033.04.02-7.0
70.0-151033.03.13-7.0
75.0-151032.06.26-7.0
58.0-141031.09.39-6.0
70.0-141031.012.52-6.0
68.0-131030.014.31-5.0
71.0-141031.016.1-5.0
88.0-141031.019.23-6.0
84.0-131032.023.25-7.0
83.0-151032.027.27-6.0
66.0-151033.030.4-6.0
27.0-151034.035.32-4.0
24.0-161034.044.26-4.0
22.0-171035.052.31-5.0
23.0-171035.060.36-6.0
27.0-171035.00.89-8.0
23.0-191036.04.02-11.0
17.0-201036.08.94-11.0
17.0-211035.04.02-11.0
16.0-221035.03.13-12.0
16.0-221035.04.92-12.0
20.0-221036.05.81-13.0
20.0-221036.013.86-9.0
18.0-221036.021.91-10.0
25.0-221036.029.06-9.0
26.0-211036.033.08-9.0
27.0-201035.042.02-6.0
28.0-191034.050.96-5.0
15.0-191033.059.01-5.0
24.0-201033.066.16-5.0
13.0-201032.071.97-5.0
13.0-201033.076.89-5.0
13.0-201033.081.81-7.0
17.0-221033.085.83-7.0
20.0-221033.089.85-8.0
27.0-231033.091.64-10.0
20.0-231033.093.43-13.0
15.0-221032.00.89-12.0
21.0-221031.01.78-15.0
21.0-221031.01.79-14.0
37.0-221031.00.89-14.0
26.0-241030.01.79-18.0
15.0-241030.03.58-13.0
9.0-251030.03.13-14.0
11.0-241030.07.15-14.0
11.0-251030.012.96-12.0
16.0-261030.016.98-14.0
13.0-251031.021.0-12.0
15.0-251031.026.81-11.0
21.0-241030.035.75-11.0
24.0-231029.047.82-11.0
22.0-221029.063.02-11.0
22.0-231029.075.98-11.0
22.0-221029.088.05-11.0
19.0-231030.0101.01-11.0
23.0-241030.0109.06-11.0
25.0-241032.0118.0-11.0
25.0-231032.0126.05-11.0
31.0-231032.0134.1-12.0
25.0-241033.0142.15-12.0
22.0-231033.0150.2-12.0
22.0-231034.0160.03-12.0
15.0-241034.0169.86-12.0
16.0-241033.0178.8-12.0
11.0-251033.0189.98-12.0
11.0-241033.0198.03-13.0
12.0-251032.0205.18-12.0
11.0-251033.0215.01-12.0
12.0-251032.0226.19-12.0
27.0-251032.0235.13-12.0
28.0-251032.0243.18-12.0
34.0-231033.0252.12-11.0
33.0-231033.0257.93-10.0
36.0-221033.0263.74-9.0
26.0-211031.0270.89-8.0
49.0-211030.0278.94-6.0
52.0-201029.0286.99-5.0
47.0-221028.0294.14-5.0
47.0-211028.0299.06-5.0
39.0-191028.01.79-7.0
59.0-191028.00.45-8.0
76.0-201028.01.34-9.0
96.0-191027.01.79-10.0
95.0-191027.00.89-13.0
68.0-181027.01.78-12.0
65.0-181027.00.89-13.0
75.0-181026.01.78-14.0
257.0-201025.02.67-15.0
174.0-201025.00.89-15.0
164.0-201025.01.78-16.0
161.0-201024.03.57-16.0
137.0-211024.06.7-17.0
92.0-191023.010.72-14.0
64.0-211023.013.85-17.0
87.0-191024.015.64-15.0
87.0-191024.018.77-14.0
84.0-181024.022.79-10.0
95.0-171023.024.58-9.0
79.0-161023.026.37-6.0
75.0-171022.028.16-5.0
79.0-161022.029.95-5.0
86.0-151022.033.08-4.0
72.0-161023.00.89-4.0
89.0-151025.01.79-5.0
94.0-141026.05.81-3.0
69.0-161027.011.62-3.0
49.0-151029.020.56-4.0
33.0-161031.024.58-5.0
27.0-171032.03.13-6.0
20.0-181033.08.05-6.0
36.0-191034.013.86-7.0
37.0-171035.05.81-8.0
30.0-181035.011.62-10.0
18.0-191036.014.75-10.0
21.0-191036.019.67-9.0
13.0-191036.07.15-9.0
23.0-201037.012.96-9.0
26.0-191037.018.77-9.0
27.0-191038.022.79-8.0
30.0-191039.028.6-8.0
28.0-191039.035.75-7.0
26.0-181039.041.56-6.0
26.0-181039.045.58-5.0
31.0-171038.01.79-4.0
35.0-161037.00.89-3.0
36.0-171037.01.78-3.0
37.0-171037.02.23-2.0
64.0-151036.00.89-5.0
83.0-151036.00.89-6.0
91.0-151037.01.78-6.0
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102.0-141036.03.58-8.0
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141.0-151036.02.67-11.0
211.0-161036.00.89-13.0
242.0-161036.00.89-12.0
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102.0-151034.06.26-11.0
108.0-141034.08.05-9.0
135.0-141034.09.84-9.0
120.0-131034.00.89-6.0
148.0-131033.01.79-5.0
127.0-121031.00.89-4.0
128.0-121031.01.78-3.0
140.0-121030.02.67-3.0
148.0-111030.03.56-3.0
150.0-111031.00.89-4.0
154.0-121031.00.89-7.0
197.0-121032.01.78-7.0
235.0-121032.02.23-8.0
261.0-121032.03.12-9.0
269.0-131032.00.89-11.0
266.0-141032.02.68-11.0
263.0-151032.05.81-12.0
241.0-141032.00.45-11.0
205.0-141031.01.34-11.0
160.0-141031.01.79-12.0
150.0-141031.03.58-12.0
148.0-141030.06.71-10.0
208.0-141030.09.84-11.0
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183.0-131030.014.76-10.0
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268.0-111027.00.45-7.0
317.0-101027.00.9-7.0
291.0-111027.01.35-9.0
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282.0-131028.03.13-11.0
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361.0-131027.01.79-11.0
234.0-141028.00.89-11.0
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147.0-141028.05.81-11.0
184.0-111028.09.83-6.0
161.0-101028.011.62-5.0
137.0-91028.013.41-3.0
146.0-81027.015.2-1.0
144.0-91026.016.990.0
154.0-91025.01.791.0
173.0-91025.00.891.0
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408.0-71025.00.89-3.0
435.0-51026.00.89-2.0
403.0-51026.01.79-1.0
360.0-51026.03.58-1.0
402.0-61026.00.89-1.0
358.0-41025.01.79-1.0
383.0-51024.04.92-1.0
332.0-51024.06.71-1.0
274.0-51023.08.5-1.0
256.0-41022.010.29-1.0
302.0-41021.011.18-1.0
330.0-41021.012.07-1.0
367.0-41021.013.86-1.0
297.0-41021.00.890.0
331.0-41021.01.790.0
323.0-41021.00.890.0
339.0-51021.01.791.0
301.0-51020.00.891.0
310.0-41019.01.341.0
305.0-41018.00.891.0
313.0-31018.00.452.0
336.0-31018.01.342.0
357.0-21018.00.892.0
485.0-31018.00.891.0
426.0-31020.01.792.0
403.0-31020.04.921.0
374.0-31021.06.710.0
333.0-31021.08.50.0
343.0-31020.011.631.0
364.0-21021.014.760.0
389.0-21022.016.55-1.0
368.0-41022.019.68-2.0
267.0-21023.025.49-1.0
71.0-31023.028.621.0
81.0-31024.031.750.0
51.0-51026.036.672.0
49.0-91027.041.591.0
44.0-101028.048.740.0
45.0-101030.055.890.0
35.0-111032.063.041.0
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