diff --git a/LICENSE b/LICENSE
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--- /dev/null
+++ b/LICENSE
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+ GNU GENERAL PUBLIC LICENSE
+ Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc.
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+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+ END OF TERMS AND CONDITIONS
+
+ How to Apply These Terms to Your New Programs
+
+ If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+ To do so, attach the following notices to the program. It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+
+ Copyright (C)
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see .
+
+Also add information on how to contact you by electronic and paper mail.
+
+ If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+ Copyright (C)
+ This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+ This is free software, and you are welcome to redistribute it
+ under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License. Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+ You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+.
+
+ The GNU General Public License does not permit incorporating your program
+into proprietary programs. If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library. If this is what you want to do, use the GNU Lesser General
+Public License instead of this License. But first, please read
+.
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..3c0116e
--- /dev/null
+++ b/README.md
@@ -0,0 +1,38 @@
+# Raspando Dados Da Internet Com Python
+## Python Brasil 2023 - 31 / 10 / 2023
+
+## Sobre o tutorial
+
+A informação é abundante e está facilmente disponível na Internet. No entanto, a enorme quantidade de dados pode
+ser esmagadora e demorada para navegar. É aí que entra a raspagem de dados - uma ferramenta poderosa usada para
+extrair dados de sites e transformá-los em um formato utilizável.
+
+Neste tutorial, exploraremos os fundamentos de raspagem de dados e como implementá-los usando Scrapy (um
+framework Python). Quer você seja um analista de dados, programador ou pesquisador, este tutorial irá
+equipá-lo com as habilidades fundamentais necessárias para criar seu próprio raspador e extrair informações
+valiosas de sites.
+
+## Antes do tutorial
+
+Clone este repositório para ter acesso à apresentação e também à solução do código dos exercícios sugeridos:
+https://github.com/rennerocha/europython-2023-gathering-data-tutorial
+
+Durante o tutorial espera-se que você tente resolver alguns pequenos exercícios usando
+[Scrapy](https://scrapy.org), um framework de web scraping. Será a única biblioteca necessária para ser instalada
+(quaisquer outras dependências deverão ser instaladas junto com ela).
+
+Siga o [guia de instalação do Scrapy](https://docs.scrapy.org/en/latest/intro/install.html) de acordo com sua
+plataforma e certifique-se de que você consegue executar a `versão do scrapy` em seu terminal e veja
+`Scrapy 2.11.0` como resultado (sem erros).
+
+Na plataforma Linux sugiro a utilização de um ambiente virtual. Se tudo estiver certo, só será necessário executar alguns
+comandos para ter tudo funcionando e pronto para utilização:
+
+```
+$ git clone https://github.com/rennerocha/pybr2023-tutorial.git tutorial
+$ cd tutorial
+$ python3 -m venv .venv
+$ source .venv/bin/activate
+$ cd code
+$ python -m pip install -r requirements
+```
diff --git a/code/ep2023-scrapy.py b/code/ep2023-scrapy.py
deleted file mode 100644
index 5a6597b..0000000
--- a/code/ep2023-scrapy.py
+++ /dev/null
@@ -1,14 +0,0 @@
-import scrapy
-
-
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
-
- start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
- ]
-
- def parse(self, response):
- for session in response.css("h2 a::text").getall():
- yield {"title": session}
diff --git a/code/groups-scrapy.py b/code/groups-scrapy.py
new file mode 100644
index 0000000..373e49d
--- /dev/null
+++ b/code/groups-scrapy.py
@@ -0,0 +1,17 @@
+import scrapy
+
+
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
+
+ start_urls = [
+ "http://python.org.br",
+ ]
+
+ def parse(self, response):
+ groups = response.css('.card')
+ for group in groups:
+ yield {
+ "name": group.css('h4::text').get(),
+ "links": group.css('a::attr(href)').getall(),
+ }
diff --git a/code/monitoring/monitoring/.settings.py.swp b/code/monitoring/monitoring/.settings.py.swp
new file mode 100644
index 0000000..b263b54
Binary files /dev/null and b/code/monitoring/monitoring/.settings.py.swp differ
diff --git a/code/monitoring/monitoring/settings.py b/code/monitoring/monitoring/settings.py
index 553d552..9970a4c 100644
--- a/code/monitoring/monitoring/settings.py
+++ b/code/monitoring/monitoring/settings.py
@@ -93,14 +93,14 @@ TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor"
FEED_EXPORT_ENCODING = "utf-8"
# Monitoring
-# SPIDERMON_ENABLED = True
+SPIDERMON_ENABLED = True
-# EXTENSIONS = {
-# "spidermon.contrib.scrapy.extensions.Spidermon": 500,
-# }
+EXTENSIONS = {
+ "spidermon.contrib.scrapy.extensions.Spidermon": 500,
+}
-# SPIDERMON_SPIDER_CLOSE_MONITORS = ("monitoring.monitors.SpiderCloseMonitorSuite",)
+SPIDERMON_SPIDER_CLOSE_MONITORS = ("monitoring.monitors.SpiderCloseMonitorSuite",)
-# SPIDERMON_REPORT_TEMPLATE = "reports/email/monitors/result.jinja"
-# SPIDERMON_REPORT_CONTEXT = {"report_title": "Spidermon File Report"}
-# SPIDERMON_REPORT_FILENAME = "my_report.html"
+SPIDERMON_REPORT_TEMPLATE = "reports/email/monitors/result.jinja"
+SPIDERMON_REPORT_CONTEXT = {"report_title": "Spidermon File Report"}
+SPIDERMON_REPORT_FILENAME = "my_report.html"
diff --git a/code/parsing-css.py b/code/parsing-css.py
new file mode 100644
index 0000000..373e49d
--- /dev/null
+++ b/code/parsing-css.py
@@ -0,0 +1,17 @@
+import scrapy
+
+
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
+
+ start_urls = [
+ "http://python.org.br",
+ ]
+
+ def parse(self, response):
+ groups = response.css('.card')
+ for group in groups:
+ yield {
+ "name": group.css('h4::text').get(),
+ "links": group.css('a::attr(href)').getall(),
+ }
diff --git a/code/parsing-data-css.py b/code/parsing-data-css.py
deleted file mode 100644
index e0aa289..0000000
--- a/code/parsing-data-css.py
+++ /dev/null
@@ -1,18 +0,0 @@
-import scrapy
-
-
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
-
- start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
- ]
-
- def parse(self, response):
- sessions = response.css(".mt-12")
- for session in sessions:
- yield {
- "title": session.css("h2 a::text").get(),
- "presenter": session.css("p a::text").get(),
- }
diff --git a/code/parsing-data-mixed.py b/code/parsing-data-mixed.py
deleted file mode 100644
index e0cc706..0000000
--- a/code/parsing-data-mixed.py
+++ /dev/null
@@ -1,18 +0,0 @@
-import scrapy
-
-
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
-
- start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
- ]
-
- def parse(self, response):
- sessions = response.css(".mt-12")
- for session in sessions:
- yield {
- "title": session.xpath("./h2/a/text()").get(),
- "presenter": session.xpath("./p/a/text()").get(),
- }
diff --git a/code/parsing-data-xpath.py b/code/parsing-data-xpath.py
deleted file mode 100644
index 9b7897a..0000000
--- a/code/parsing-data-xpath.py
+++ /dev/null
@@ -1,18 +0,0 @@
-import scrapy
-
-
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
-
- start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
- ]
-
- def parse(self, response):
- sessions = response.xpath("//div[contains(@class, 'mt-12')]")
- for session in sessions:
- yield {
- "title": session.xpath("./h2/a/text()").get(),
- "presenter": session.xpath("./p/a/text()").get(),
- }
\ No newline at end of file
diff --git a/code/parsing-mix.py b/code/parsing-mix.py
new file mode 100644
index 0000000..3a014e3
--- /dev/null
+++ b/code/parsing-mix.py
@@ -0,0 +1,17 @@
+import scrapy
+
+
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
+
+ start_urls = [
+ "http://python.org.br",
+ ]
+
+ def parse(self, response):
+ groups = response.css('.card')
+ for group in groups:
+ yield {
+ "name": group.xpath('.//h4/text()').get(),
+ "links": group.xpath('.//a/@href').getall(),
+ }
diff --git a/code/parsing-xpath.py b/code/parsing-xpath.py
new file mode 100644
index 0000000..387f056
--- /dev/null
+++ b/code/parsing-xpath.py
@@ -0,0 +1,17 @@
+import scrapy
+
+
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
+
+ start_urls = [
+ "http://python.org.br",
+ ]
+
+ def parse(self, response):
+ groups = response.xpath('//div[contains(@class, "card")]')
+ for group in groups:
+ yield {
+ "name": group.xpath('.//h4/text()').get(),
+ "links": group.xpath('.//a/@href').getall(),
+ }
diff --git a/presentation/presentation.html b/presentation/presentation.html
index d6b9f8f..fea41d9 100644
--- a/presentation/presentation.html
+++ b/presentation/presentation.html
@@ -111,7 +111,7 @@ class: center middle
# Grupos de Usuários Python no Brasil
-``` python
+```python
# code/groups-requests.py
import requests
from parsel import Selector
@@ -131,7 +131,7 @@ for url in start_urls:
# Grupos de Usuários Python no Brasil
-```
+```bash
$ python groups-requests.py
PythonOnRio
PyTche
@@ -191,21 +191,21 @@ https://scrapy.org/
# Instalação (Linux)
-```
-$ git clone git@github.com:rennerocha/pybr-2023-tutorial.git pybr2023-tutorial
-$ cd pybr2023-tutorial
+```bash
+$ git clone https://github.com/rennerocha/pybr2023-tutorial.git tutorial
+$ cd tutorial
$ python3 -m venv .venv
$ source .venv/bin/activate
$ cd code
-$ pip install -r requirements
+$ python -m pip install -r requirements
-(...) Várias linhas instalando várias coisas
+(...) Várias linhas instalando bibliotecas...
$ scrapy version
Scrapy 2.11.0
```
-https://github.com/rennerocha/pybr-2023-tutorial
+https://github.com/rennerocha/pybr2023-tutorial
---
@@ -230,20 +230,23 @@ Definem as regras de execução do seu raspador
# Spiders
```python
-# code/ep2023.py
+# code/groups-scrapy.py
import scrapy
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
+ "http://python.org.br",
]
def parse(self, response):
- for session in response.css("h2 a::text").getall():
- yield {"title": session}
+ groups = response.css('.card')
+ for group in groups:
+ yield {
+ "name": group.css('h4::text').get(),
+ "links": group.css('a::attr(href)').getall(),
+ }
```
---
@@ -251,20 +254,23 @@ class EuroPython2023Spider(scrapy.Spider):
# Spiders
```python
-# code/ep2023.py
+# code/groups-scrapy.py
import scrapy
-*class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
+*class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
+ "http://python.org.br",
]
def parse(self, response):
- for session in response.css("h2 a::text").getall():
- yield {"title": session}
+ groups = response.css('.card')
+ for group in groups:
+ yield {
+ "name": group.css('h4::text').get(),
+ "links": group.css('a::attr(href)').getall(),
+ }
```
---
@@ -272,20 +278,23 @@ import scrapy
# Spiders
```python
-# code/ep2023.py
+# code/groups-scrapy.py
import scrapy
-class EuroPython2023Spider(scrapy.Spider):
-* name = "europython"
+class PythonGroupsSpider(scrapy.Spider):
+* name = "pythongroups"
start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
+ "http://python.org.br",
]
def parse(self, response):
- for session in response.css("h2 a::text").getall():
- yield {"title": session}
+ groups = response.css('.card')
+ for group in groups:
+ yield {
+ "name": group.css('h4::text').get(),
+ "links": group.css('a::attr(href)').getall(),
+ }
```
---
@@ -293,20 +302,23 @@ class EuroPython2023Spider(scrapy.Spider):
# Spiders
```python
-# code/ep2023.py
+# code/groups-scrapy.py
import scrapy
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
* start_urls = [
-* "https://ep2023.europython.eu/sessions",
-* "https://ep2023.europython.eu/tutorials",
+* "http://python.org.br",
* ]
def parse(self, response):
- for session in response.css("h2 a::text").getall():
- yield {"title": session}
+ groups = response.css('.card')
+ for group in groups:
+ yield {
+ "name": group.css('h4::text').get(),
+ "links": group.css('a::attr(href)').getall(),
+ }
```
---
@@ -314,23 +326,26 @@ class EuroPython2023Spider(scrapy.Spider):
# Spiders
```python
-# code/ep2023.py
+# code/groups-scrapy.py
import scrapy
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
* def start_requests(self):
* initial_urls = [
-* "https://ep2023.europython.eu/sessions",
-* "https://ep2023.europython.eu/tutorials",
+* "http://python.org.br",
* ]
* for url in initial_urls:
* yield scrapy.Request(url)
def parse(self, response):
- for session in response.css("h2 a::text").getall():
- yield {"title": session}
+ groups = response.css('.card')
+ for group in groups:
+ yield {
+ "name": group.css('h4::text').get(),
+ "links": group.css('a::attr(href)').getall(),
+ }
```
---
@@ -338,107 +353,67 @@ class EuroPython2023Spider(scrapy.Spider):
# Spiders
```python
-# code/ep2023.py
+# code/groups-scrapy.py
import scrapy
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
+ "http://python.org.br",
]
* def parse(self, response):
-* for session in response.css("h2 a::text").getall():
-* yield {"title": session}
+* groups = response.css('.card')
+* for group in groups:
+* yield {
+* "name": group.css('h4::text').get(),
+* "links": group.css('a::attr(href)').getall(),
+* }
```
---
class: center, middle
-# Running the spider
+# Executando o Spider
---
-
-```
-$ scrapy runspider ep2023-scrapy.py
-2023-06-28 20:26:47 [scrapy.utils.log] INFO: Scrapy 2.9.0 started (bot: scrapybot)
-2023-06-28 20:26:47 [scrapy.utils.log] INFO: Versions: lxml 4.9.2.0, libxml2 2.9.14, cssselect 1.2.0, parsel 1.8.1, w3lib 2.1.1, Twisted 22.10.0, Python 3.11.3 (main, May 30 2023, 17:18:52) [GCC 11.3.0], pyOpenSSL 23.2.0 (OpenSSL 3.1.1 30 May 2023), cryptography 41.0.1, Platform Linux-5.15.0-75-generic-x86_64-with-glibc2.35
-2023-06-28 20:26:47 [scrapy.crawler] INFO: Overridden settings:
-{'HTTPCACHE_ENABLED': '0', 'SPIDER_LOADER_WARN_ONLY': True}
+```bash
+$ scrapy runspider groups-scrapy.py
+2023-10-23 20:10:47 [scrapy.utils.log] INFO: Scrapy 2.11.0 started (bot: scrapybot)
+2023-10-23 20:10:47 [scrapy.utils.log] INFO: Versions: lxml 4.9.3.0, libxml2 2.10.3, cssselect 1.2.0, parsel 1.8.1, w3lib 2.1.2, Twisted 22.10.0, Python 3.10.10 (main, Feb 13 2023, 17:33:01) [GCC 11.3.0], pyOpenSSL 23.2.0 (OpenSSL 3.1.3 19 Sep 2023), cryptography 41.0.4, Platform Linux-5.15.0-87-generic-x86_64-with-glibc2.35
+2023-10-23 20:10:47 [scrapy.addons] INFO: Enabled addons:
+[]
(...)
-2023-06-28 20:26:48 [scrapy.core.engine] INFO: Spider opened
-2023-06-28 20:26:48 [scrapy.extensions.logstats] INFO: Crawled 0 pages (at 0 pages/min), scraped 0 items (at 0 items/min)
-2023-06-28 20:26:48 [scrapy.extensions.telnet] INFO: Telnet console listening on 127.0.0.1:6023
-2023-06-28 20:26:48 [scrapy.core.engine] DEBUG: Crawled (200) (referer: None)
-2023-06-28 20:26:48 [scrapy.core.engine] DEBUG: Crawled (200) (referer: None)
-2023-06-28 20:26:48 [scrapy.core.scraper] DEBUG: Scraped from <200 https://ep2023.europython.eu/sessions>
-{'title': 'The CPU in your browser: WebAssembly demystified'}
-2023-06-28 20:26:48 [scrapy.core.scraper] DEBUG: Scraped from <200 https://ep2023.europython.eu/sessions>
-{'title': 'GraphQL as an umbrella for microservices'}
-2023-06-28 20:26:48 [scrapy.core.scraper] DEBUG: Scraped from <200 https://ep2023.europython.eu/tutorials>
-{'title': 'Food For Rabbits: Celery From Zero to Hero'}
-2023-06-28 20:26:48 [scrapy.core.scraper] DEBUG: Scraped from <200 https://ep2023.europython.eu/sessions>
-{'title': 'Asyncio without Asyncio'}
-2023-06-28 20:26:48 [scrapy.core.scraper] DEBUG: Scraped from <200 https://ep2023.europython.eu/tutorials>
-{'title': 'Develop your Python cloud applications offline with LocalStack'}
+2023-10-23 20:10:47 [scrapy.core.engine] INFO: Spider opened
+2023-10-23 20:10:47 [scrapy.extensions.logstats] INFO: Crawled 0 pages (at 0 pages/min), scraped 0 items (at 0 items/min)
+2023-10-23 20:10:47 [scrapy.extensions.telnet] INFO: Telnet console listening on 127.0.0.1:6023
+2023-10-23 20:37:01 [scrapy.core.scraper] DEBUG: Scraped from <200 http://python.org.br>
+{'name': 'PythonOnRio', 'links': ['http://pythonrio.python.org.br/', 'https://www.facebook.com/pythonrio', 'https://t.me/PythonRio', 'https://twitter.com/pythonrio', 'https://br.groups.yahoo.com/neo/groups/pythonrio/info']}
+2023-10-23 20:37:01 [scrapy.core.scraper] DEBUG: Scraped from <200 http://python.org.br>
+{'name': 'PyTche', 'links': ['http://www.meetup.com/pt/PyTche/', 'https://telegram.me/pytche']}
+2023-10-23 20:37:01 [scrapy.core.scraper] DEBUG: Scraped from <200 http://python.org.br>
+{'name': 'GruPy-GO', 'links': ['https://groups.google.com/forum/#!forum/grupy-go', 'https://t.me/grupygo', 'https://github.com/Grupy-GO', 'https://www.facebook.com/groups/grupygo/']}
(...)
-2023-06-28 20:26:48 [scrapy.core.engine] INFO: Closing spider (finished)
-2023-06-28 20:26:48 [scrapy.statscollectors] INFO: Dumping Scrapy stats:
-2023-06-28 20:26:48 [scrapy.core.engine] INFO: Spider closed (finished)
-
-```
-
----
-
-```
-$ scrapy runspider ep2023-scrapy.py -s HTTPCACHE_ENABLED=1
-2023-06-28 20:30:15 [scrapy.utils.log] INFO: Scrapy 2.9.0 started (bot: scrapybot)
-2023-06-28 20:30:15 [scrapy.utils.log] INFO: Versions: lxml 4.9.2.0, libxml2 2.9.14, cssselect 1.2.0, parsel 1.8.1, w3lib 2.1.1, Twisted 22.10.0, Python 3.11.3 (main, May 30 2023, 17:18:52) [GCC 11.3.0], pyOpenSSL 23.2.0 (OpenSSL 3.1.1 30 May 2023), cryptography 41.0.1, Platform Linux-5.15.0-75-generic-x86_64-with-glibc2.35
-2023-06-28 20:30:15 [scrapy.crawler] INFO: Overridden settings:
-{'HTTPCACHE_ENABLED': '1', 'SPIDER_LOADER_WARN_ONLY': True}
-
-(...)
-
-2023-06-28 20:30:16 [scrapy.core.engine] INFO: Spider opened
-2023-06-28 20:30:16 [scrapy.extensions.logstats] INFO: Crawled 0 pages (at 0 pages/min), scraped 0 items (at 0 items/min)
-2023-06-28 20:30:16 [scrapy.extensions.httpcache] DEBUG: Using filesystem cache storage in .scrapy/httpcache
-2023-06-28 20:30:16 [scrapy.extensions.telnet] INFO: Telnet console listening on 127.0.0.1:6023
-2023-06-28 20:30:16 [scrapy.core.engine] DEBUG: Crawled (200) (referer: None) ['cached']
-2023-06-28 20:30:16 [scrapy.core.engine] DEBUG: Crawled (200) (referer: None) ['cached']
-2023-06-28 20:30:16 [scrapy.core.scraper] DEBUG: Scraped from <200 https://ep2023.europython.eu/sessions>
-{'title': 'The CPU in your browser: WebAssembly demystified'}
-2023-06-28 20:30:16 [scrapy.core.scraper] DEBUG: Scraped from <200 https://ep2023.europython.eu/sessions>
-{'title': 'Writing a Python interpreter from scratch, in half an hour.'}
-2023-06-28 20:30:16 [scrapy.core.scraper] DEBUG: Scraped from <200 https://ep2023.europython.eu/sessions>
-{'title': 'Rust for Python data engineers'}
-
-(...)
-```
-
-```
-$ ls -la .scrapy
-total 12
-drwxrwxr-x 3 renne renne 4096 jun 28 20:25 .
-drwxrwxr-x 4 renne renne 4096 jun 28 20:25 ..
-drwxrwxr-x 3 renne renne 4096 jun 28 20:25 httpcache
+2023-10-23 20:10:47 [scrapy.core.engine] INFO: Closing spider (finished)
+2023-10-23 20:10:47 [scrapy.statscollectors] INFO: Dumping Scrapy stats:
+2023-10-23 20:10:47 [scrapy.core.engine] INFO: Spider closed (finished)
```
---
class: center, middle
-# Parsing Data
+# Extraindo Dados
---
-# CSS Selectors
+# Seletores CSS
### https://www.w3.org/TR/CSS2/selector.html
# XPath
@@ -446,116 +421,159 @@ class: center, middle
---
-# Parsing Data
+# Extraindo Dados
```
-# code/parsing-data-css.py
+# code/parsing-css.py
import scrapy
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
+ "http://python.org.br",
]
def parse(self, response):
- sessions = response.css(".mt-12")
- for session in sessions:
+ groups = response.css('.card')
+ for group in groups:
yield {
- "title": session.css("h2 a::text").get(),
- "presenter": session.css("p a::text").get(),
+ "name": group.css('h4::text').get(),
+ "links": group.css('a::attr(href)').getall(),
}
```
---
-# Parsing Data
+# Extraindo Dados
```
-# code/parsing-data-css.py
+# code/parsing-css.py
import scrapy
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
+ "http://python.org.br",
]
def parse(self, response):
-* sessions = response.css(".mt-12")
- for session in sessions:
+* groups = response.css('.card')
+ for group in groups:
yield {
-* "title": session.css("h2 a::text").get(),
-* "presenter": session.css("p a::text").get(),
+* "name": group.css('h4::text').get(),
+* "links": group.css('a::attr(href)').getall(),
}
```
-### CSS Selectors
-
---
-# Parsing Data
+# Extraindo Dados
```
-# code/parsing-data-xpath.py
+# code/parsing-xpath.py
import scrapy
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
+ "http://python.org.br",
]
def parse(self, response):
-* sessions = response.xpath("//div[contains(@class, 'mt-12')]")
- for session in sessions:
+ groups = response.xpath('//div[contains(@class, "card")]')
+ for group in groups:
yield {
-* "title": session.xpath("./h2/a/text()").get(),
-* "presenter": session.xpath("./p/a/text()").get(),
+ "name": group.xpath('.//h4/text()').get(),
+ "links": group.xpath('.//a/@href').getall(),
}
```
-### XPath
-
---
-# Parsing Data
+
+# Extraindo Dados
```
-# code/parsing-data-mixed.py
+# code/parsing-xpath.py
import scrapy
-class EuroPython2023Spider(scrapy.Spider):
- name = "europython"
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
start_urls = [
- "https://ep2023.europython.eu/sessions",
- "https://ep2023.europython.eu/tutorials",
+ "http://python.org.br",
]
def parse(self, response):
-* sessions = response.css(".mt-12")
- for session in sessions:
+* groups = response.xpath('//div[contains(@class, "card")]')
+ for group in groups:
yield {
-* "title": session.xpath("./h2/a/text()").get(),
-* "presenter": session.xpath("./p/a/text()").get(),
+* "name": group.xpath('.//h4/text()').get(),
+* "links": group.xpath('.//a/@href').getall(),
}
```
-### You are not limited to just one kind of selector
+---
+
+# Extraindo Dados
+
+```
+# code/parsing-mix.py
+import scrapy
+
+
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
+
+ start_urls = [
+ "http://python.org.br",
+ ]
+
+ def parse(self, response):
+ groups = response.css('.card')
+ for group in groups:
+ yield {
+ "name": group.xpath('.//h4/text()').get(),
+ "links": group.xpath('.//a/@href').getall(),
+ }
+```
---
-# CSS Selectors Examples
+# Extraindo Dados
+
+```
+# code/parsing-mix.py
+import scrapy
+
+
+class PythonGroupsSpider(scrapy.Spider):
+ name = "pythongroups"
+
+ start_urls = [
+ "http://python.org.br",
+ ]
+
+ def parse(self, response):
+* groups = response.css('.card')
+ for group in groups:
+ yield {
+* "name": group.xpath('.//h4/text()').get(),
+* "links": group.xpath('.//a/@href').getall(),
+ }
+```
+
+## Você pode usar vários tipos de seletores
+
+---
+
+# Exemplos de seletores CSS
```
response.css("h1")
@@ -583,7 +601,7 @@ response.css("ul#offers .product p::text")
---
-# XPath Examples
+# Exemplos de XPath
```
response.xpath("//h1")
@@ -610,46 +628,48 @@ response.xpath("//li[@class='ad']/following-sibling::li")
```
---
-# Exporting Results
+# Exportando os Resultados
```
-$ scrapy runspider ep2023-scrapy.py
+$ scrapy runspider groups-scrapy.py
+```
+
+---
+
+# Exportando os Resultados
+
+```
+$ scrapy runspider groups-scrapy.py
+```
+
+```
+$ scrapy runspider groups-scrapy.py -o results.csv
```
---
-# Exporting Results
+# Exportando os Resultados
```
-$ scrapy runspider ep2023-scrapy.py
+$ scrapy runspider groups-scrapy.py
```
```
-$ scrapy runspider ep2023-scrapy.py -o results.csv
-```
----
-# Exporting Results
-
-```
-$ scrapy runspider ep2023-scrapy.py
+$ scrapy runspider groups-scrapy.py -o results.csv
```
```
-$ scrapy runspider ep2023-scrapy.py -o results.csv
+$ scrapy runspider groups-scrapy.py -o results.json
```
```
-$ scrapy runspider ep2023-scrapy.py -o results.json
+$ scrapy runspider groups-scrapy.py -o results.jl
```
```
-$ scrapy runspider ep2023-scrapy.py -o results.jl
+$ scrapy runspider groups-scrapy.py -o results.xml
```
-```
-$ scrapy runspider ep2023-scrapy.py -o results.xml
-```
-
-### You can export in your own custom format if you like...
+### Você pode exportar em um formato customizado se você preferir...
https://docs.scrapy.org/en/latest/topics/feed-exports.html#topics-feed-exports
@@ -661,20 +681,22 @@ class: center, middle
---
class: center, middle
-We will use http://toscrape.com/, a sandbox containing fictional websites
-with a simplified version of real world challenges we find during web scraping tasks.
+
+Nos próximos exercícios utilizaremos o conteúdo de http://toscrape.com/, que é um playground
+com diversos desafios simplificados de problemas encontrados no mundo real para projetos
+de raspagem de dados.
---
-# Exercise 1
+# Exercício 1
-**Target:** https://quotes.toscrape.com/
+**Alvo:** https://quotes.toscrape.com/
-On this page, you will find a collection of quotes along with their respective authors.
-Each quote is accompanied by a link that directs you to a dedicated page providing
-additional details about the author, the quote itself, and a list of associated tags.
+Nesta página, você irá encontrar uma coleção de citações junto com os seus respectivos
+autores. Cada citação é acompanhada por um link que redirecion você a uma página dedicada
+fornecendo detalhes adicionais do autor, a ciração e uma lista de tags associados.
-Your task is to extract all of this information and export it into a JSON lines file.
+Sua tarefa é extrair todas essas informações e exportá-la em um arquivo JSON.
---
@@ -683,20 +705,20 @@ Your task is to extract all of this information and export it into a JSON lines
---
-# Exercise 1
+# Exercício 1
-**Target:** https://quotes.toscrape.com/
+**Alvo:** https://quotes.toscrape.com/
-On this page, you will find a collection of quotes along with their respective authors.
-Each quote is accompanied by a link that directs you to a dedicated page providing
-additional details about the author, the quote itself, and a list of associated tags.
+Nesta página, você irá encontrar uma coleção de citações junto com os seus respectivos
+autores. Cada citação é acompanhada por um link que redirecion você a uma página dedicada
+fornecendo detalhes adicionais do autor, a ciração e uma lista de tags associados.
-Your task is to extract all of this information and export it into a JSON lines file.
+Sua tarefa é extrair todas essas informações e exportá-la em um arquivo JSON.
-**TIP**: your parse method can be used to yield items or schedule new requests for later processing.
+**TIP**: seu método `parse` pode retornar items ou agendar novo requests para processamento futuro
```
-# if callback is not provided, the default is self.parse
+# se o `callback` não é fornecido, o padrão é o método `parse`
scrapy.Request("https://someurl.com", callback=self.parse_someurl)
```
---
@@ -925,23 +947,22 @@ class QuotesSpider(scrapy.Spider):
```
---
-# Exercise 2
+# Exercício 2
-**Target:** https://quotes.toscrape.com/scroll
+**Alvo:** https://quotes.toscrape.com/scroll
-There has been another modification to the layout. Our quotes page now features an infinite
-scroll functionality, meaning that new content is dynamically loaded as you reach the bottom of the page.
+Houve uma modificação no layout do site anterior. Agora, nossas citações aparecem em um
+scroll infinito. O que significa que o novo conteúdo é carregado dinamicamente quando você
+atinge a parte inferior da página.
-**TIP**: To understand this behavior, open your browser and access our target page. Press **F12** to
-open the developer tools and select the "_Network_" tab. Observe what occurs in the network requests
-when you navigate to the end of the page.
+**DICA**: Para compreender esse comportamento, abra o seu navegador e acesse nossa página alvo.
+Em seguida pressione **F12** para abrir as ferramentas de desenvolvimento e seleciona a aba
+"_Network_". Observe o que acontece nos requests quando vocÇe navega para o fim da página.
---
-
-
---
@@ -1132,15 +1153,15 @@ class QuotesScrollSpider(scrapy.Spider):
---
-# Exercise 3
+# Excercício 3
-**Target:** https://quotes.toscrape.com/js/
+**Alvo:** https://quotes.toscrape.com/js/
-The spider you created in the first exercise has ceased to function. Although no errors
-are evident in the logs, the spider is not returning any data.
+O spider que você criou no primeiro exercício parou de funcionar. Embora não apareça
+nenhum erro nos logs, nenhum dado está sendo retornado.
-**TIP**: To troubleshoot, open your browser and navigate to our target page.
-Press **Ctrl+U** (_View Page Source_) to inspect the HTML content of the page.
+**DICA**: iPara iniciar a investigação do problema, abra o seu navegador na página alvo.
+Pressione **Ctrl+U** (_Ver código fonte_) para inspecionar o HTML da página.
---
@@ -1305,14 +1326,15 @@ class QuotesJSSpider(scrapy.Spider):
---
-# Exercise 4
+# Exercício 4
-**Target:** http://quotes.toscrape.com/search.aspx
+**Alvo:** http://quotes.toscrape.com/search.aspx
-This site is a bit different. We have two select boxes where we choose one
-author, and then we can choose one tag that has a quote associate with them.
+Este site é um pouco diferente. Nós temos duas caixas de seleção onde escolhemos
+um autor, e então podemos selecionar uma tag que esteja associado com uma citação
+do autor selecionado.
-**TIP**: `scrapy.FormRequest` can be used for dealing with HTML forms.
+**DICA**: `scrapy.FormRequest` pode ser usado para lidar com formulários HTML.
```
scrapy.FormRequest("https://someurl.com", formdata={"form_data": "value"})
@@ -1597,46 +1619,47 @@ class QuotesViewStateSpider(scrapy.Spider):
```
---
-# Monitoring
+# Monitorando
-- We need to ensure that we are extracting the data we need, so monitoring the execution of your spiders is crucial
+- Precisamos garantir que estamos extraíndo os dados que precisamos, então monitorar a execução dos seus spiders é crucial
-- Spidermon is a Scrapy extension that helps us to **monitor** our spiders and take **actions** based on the results of the execution of them
+- Spidermon é uma extensão do Scrapy que te ajuda a **monitorar** nossos spiders e tomar **ações** baseadas nos resultados
- https://spidermon.readthedocs.io/
---
class: center, middle
-# Beyond the spiders
+
+# Além dos Spiders
---
# Proxies
-- Avoid IP bans and anti-bot services
+- Evitam que seu IP seja banido e serviços anti-bot
-- Large scale scraping
+- Utilizados em raspagens de larga escala
-- Access region-specific content
+- Acesso a conteúdo limitado regionalmente
- Datacenter vs residential vs mobile proxies
-- Easily integrated with Scrapy using extensions
+- Facilmente integrago com Scrapy com o use de extensões
---
-# Headless browsers
+# Navegadores Headless
-- Primarily for accessing websites that heavily rely on Javascript-rendered content using frameworks like React, Vue, and Angular
+- Usados principalmente em páginas que dependem pesadamente de conteúdo renderizado com Javascript usando frameworks como React, Vue e Angular
-- Since it utilizes a real browser (even if it doesn't render the UI), web crawlers using headless browsers are typically slower and challenging to scale
+- Como utilizam um navegador real (mesmo que não tenham um interface gráfica visível), raspadores utilizando navegadores headless geralmente são mais lentos e complicados de escalar
-- Existing solutions are often designed for automated testing rather than web scraping
+- As soluções existentes são desenvolvidas normalmente para testes automatizados e não para raspagem de dados
---
-# Headless browsers
+# Navegadores Headless
- **Selenium** (https://www.selenium.dev/)
@@ -1700,15 +1723,16 @@ class QuotesPlaywrightSpider(scrapy.Spider):
---
-# What else you should worry?
+# O que mais você precisa se preocupar?
-- Be polite, don't scrape to fast that interfire in the target website operation
-- Follow the terms of service of the website
+- Seja educado. Não raspe tão rápido a ponto de interferir na operação do seu site alvo
-- Be careful when scraping personal data
+- Siga os termos de serviço da página
-- Is it legal?
+- Seja cuidadoso ao raspar dados pessoais
+
+- É ilegal?
---