Small business requires many tasks to be completed on PC. With python language you need to learn to integrate many libraries which can run your daily tasks or to code own solutions to outpace competitors. There are billions lines of python codes, so the limit is integrating knowledge and efficiency. To run business you can predict demand, use artificial intelligence to bring leads, automate routines tasks, integrate other programs. From salesmen to scientists use coding. Become curious!
Search This Blog
Thursday, November 2, 2017
Pytrends for small business by General Mills Minneapolis
On github I found tools pytrends for small business to use Google trends developed by General Mills Minneapolis, MN http://generalmills.com/ (Big Name).
https://github.com/GeneralMills/pytrends#interest-over-time
Unofficial API for Google Trends
Allows simple interface for automating downloading of reports from Google Trends. Main feature is to allow the script to login to Google on your behalf to enable a higher rate limit. Only good until Google changes their backend again :-P. When that happens feel free to contribute!
The following API methods are available:
Interest Over Time: returns historical, indexed data for when the keyword was searched most as shown on Google Trends' Interest Over Time section.
Interest by Region: returns data for where the keyword is most searched as shown on Google Trends' Interest by Region section.
Related Topics: returns data for the related keywords to a provided keyword shown on Google Trends' Related Topics section.
Related Queries: returns data for the related keywords to a provided keyword shown on Google Trends' Related Queries section.
Trending Searches: returns data for latest trending searches shown on Google Trends' Trending Searches section.
Top Charts: returns the data for a given topic shown in Google Trends' Top Charts section.
Suggestions: returns a list of additional suggested keywords that can be used to refine a trend search.
With red is report dates that I cannot change, I gues it is 5 years period start.
C:\Users\ANTRAS\Desktop> python GOOGLETRENDSAMPLE.py
pizza bagel isPartial
date
2012-11-04 56 1 False
2012-11-11 55 1 False
2012-11-18 54 1 False
2012-11-25 56 1 False
2012-12-02 57 1 False
pizza bagel
geoName
Argentina 19 0
Australia 69 1
Austria 25 0
Belgium 34 0
Brazil 24 0
{}
date exploreUrl \
0 20171101 /trends/explore#q=Academy&date=now+7-d&geo=US
1 20171101 /trends/explore#q=brian+hoyer&date=now+7-d&geo=US
2 20171101 /trends/explore#q=d%C3%ADa+de+muertos&date=now...
3 20171101 /trends/explore#q=Donna+Brazile&date=now+7-d&g...
4 20171101 /trends/explore#q=spectrum+internet&date=now+7...
formattedTraffic hotnessColor hotnessLevel \
0 Daugiau nei 100 000 #e68033 3.0
1 Daugiau nei 50 000 #f0a049 2.0
2 Daugiau nei 50 000 #f0a049 2.0
3 Daugiau nei 50 000 #f0a049 2.0
4 Daugiau nei 50 000 #f0a049 2.0
imgLinkUrl \
0 http://www.ajc.com/news/traffic/breaking-offic...
1 http://www.espn.com/blog/new-england-patriots/...
2 https://missionlocal.org/2017/11/the-sweet-bre...
3 https://www.huffingtonpost.com/entry/donna-bra...
4 http://www.statesman.com/news/local/spectrum-c...
imgSource \
0 Atlanta Journal Constitution
1 ESPN (blog)
2 Mission Local
3 HuffPost
4 Austin American-Statesman
imgUrl \
0 //t0.gstatic.com/images?q=tbn:ANd9GcTUzhTCxnzH...
1 //t1.gstatic.com/images?q=tbn:ANd9GcSS71j5J2s4...
2 //t3.gstatic.com/images?q=tbn:ANd9GcTQs9Ec34PR...
3 //t3.gstatic.com/images?q=tbn:ANd9GcR-n6eWjyiV...
4 //t0.gstatic.com/images?q=tbn:ANd9GcRR11HDNfBU...
newsArticlesList relatedSearchesList \
0 [{u'snippet': u'An officer was hit early Thurs... []
1 [{u'snippet': u'As part of the 2019 salary, <b... []
2 [{u'snippet': u'All month, residents and touri... []
3 [{u'snippet': u'<b>Donna Brazile</b>, former i... []
4 [{u'snippet': u'Earlier: <b>Spectrum</b> custo... []
safe shareUrl startTime \
0 1.0 https://www.google.com/trends/hottrends?stt=Ac... 1.509628e+09
1 1.0 https://www.google.com/trends/hottrends?stt=Br... 1.509624e+09
2 1.0 https://www.google.com/trends/hottrends?stt=D%... 1.509631e+09
3 1.0 https://www.google.com/trends/hottrends?stt=Do... 1.509638e+09
4 1.0 https://www.google.com/trends/hottrends?stt=Sp... 1.509624e+09
title titleLinkUrl \
0 Academy //www.google.com/search?q=Academy
1 Brian Hoyer //www.google.com/search?q=Brian+Hoyer
2 Día de Muertos //www.google.com/search?q=D%C3%ADa+de+Muertos
3 Donna Brazile //www.google.com/search?q=Donna+Brazile
4 Spectrum internet //www.google.com/search?q=Spectrum+internet
trafficBucketLowerBound
0 100000.0
1 50000.0
2 50000.0
3 50000.0
4 50000.0
delta deltaSummary \
0 3.0 <b> + 3</b> nuo pra?jusio m?nesio
1 1.0 <b> + 1</b> nuo pra?jusio m?nesio
2 2.0 <b> + 2</b> nuo pra?jusio m?nesio
3 NaN <b>Nauja</b> diagramoje
4 -3.0 <b>-3</b> nuo pra?jusio m?nesio
description \
0 {u'source': u'Wikipedia', u'sourceUrl': u'http...
1 {u'source': u'Wikipedia', u'sourceUrl': u'http...
2 {u'source': u'Wikipedia', u'sourceUrl': u'http...
3 {u'source': u'Wikipedia', u'sourceUrl': u'http...
4 {u'source': u'Wikipedia', u'sourceUrl': u'http...
exploreUrl hotnessColor \
0 /trends/explore?q=/m/09gkdy4&date=2016-11-1+20... #d04108
1 /trends/explore?q=/m/0214xp&date=2016-11-1+201... #d04108
2 /trends/explore?q=/m/0gs6vr&date=2016-11-1+201... #d04108
3 /trends/explore?q=/m/01xwv7&date=2016-11-1+201... #d04108
4 /trends/explore?q=/m/0bdxs5&date=2016-11-1+201... #d04108
hotnessLevel idForTracking isNew peakRankSummary \
0 5 Ariana Grande False Pakilo iki <b>#1</b> (per m?nes?)
1 5 Sunny Leone False Pakilo iki <b>#2</b> (per m?nes?)
2 5 Selena Gomez False Pakilo iki <b>#1</b> (per m?nes?)
3 5 Dave Chappelle True Pakilo iki <b>#3</b> (per m?nes?)
4 5 Miley Cyrus False Pakilo iki <b>#1</b> (per m?nes?)
shareUrl \
0 https://trends.google.com/trends/topcharts?vm=...
1 https://trends.google.com/trends/topcharts?vm=...
2 https://trends.google.com/trends/topcharts?vm=...
3 https://trends.google.com/trends/topcharts?vm=...
4 https://trends.google.com/trends/topcharts?vm=...
timePeriodsInChartSummary title \
0 <b>51 m?nuo</b> 10 populiariausi? diagramoje Ariana Grande
1 <b>17 m?nesi?</b> 10 populiariausi? diagramoje Sunny Leone
2 <b>105 m?nesiai</b> 10 populiariausi? diagramoje Selena Gomez
3 <b>9 m?nesiai</b> 10 populiariausi? diagramoje Dave Chappelle
4 <b>121 m?nuo</b> 10 populiariausi? diagramoje Miley Cyrus
titleLength titleLinkUrl trafficSummary \
0 13 //www.google.com/search?q=Ariana+Grande 100
1 11 //www.google.com/search?q=Sunny+Leone 84
2 12 //www.google.com/search?q=Selena+Gomez 81
3 14 //www.google.com/search?q=Dave+Chappelle 81
4 11 //www.google.com/search?q=Miley+Cyrus 80
twitterShareUrlTitle
0 Ariana Grande yra Nr. 1 ?Google? tendencij? di...
1 Sunny Leone yra Nr. 2 ?Google? tendencij? diag...
2 Selena Gomez yra Nr. 3 ?Google? tendencij? dia...
3 Dave Chappelle yra Nr. 4 ?Google? tendencij? d...
4 Miley Cyrus yra Nr. 5 ?Google? tendencij? diag...
[{u'type': u'Dish', u'mid': u'/m/0663v', u'title': u'Pizza'}, {u'type': u'Restaurant company', u'mid': u'/m/09cfq', u'title': u'Pizza Hut'}, {u'type': u'Topic', u'mid': u'/m/05m1lt', u'title': u'Pizza delivery'}, {u'type': u'Restaurant company', u'mid': u'/m/03clwm', u'title': u"Domino's Pizza"}, {u'type': u'Fast food restaurant company', u'mid': u'/m/021sqj', u'title': u'Pizza Pizza'}]
So I tested my keywords to find best images SEO possibilities in England Norther town. green lines show best search traffic concentrate (competitiveness aside). This tool increase productivity after all, since you can also search Youtube, shoppers site also.
C:\Users\ANTRAS\Desktop> python GOOGLETRENDENGLAND.py
flowers delivery Manchester flowers Manchester \
date
2012-11-04 0 0
2012-11-11 0 100
2012-11-18 0 0
2012-11-25 0 0
2012-12-02 0 0
send flowers Manchester flowers of Manchester \
date
2012-11-04 0 0
2012-11-11 0 0
2012-11-18 0 0
2012-11-25 0 0
2012-12-02 0 0
flowers in Manchester isPartial
date
2012-11-04 0 False
2012-11-11 0 False
2012-11-18 0 False
2012-11-25 0 False
2012-12-02 0 False
flowers delivery Manchester flowers Manchester \
geoName
England 15 100
send flowers Manchester flowers of Manchester flowers in Manchester
geoName
England 0 8 31
{}
Subscribe to:
Post Comments (Atom)
No comments:
New comments are not allowed.