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@@ -21,7 +21,7 @@ from selenium.webdriver.support import expected_conditions as EC
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from selenium.webdriver.support.ui import WebDriverWait
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from tqdm import tqdm
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from modules.data_storage import MongoDBStorage, JSONStorage, merge_review
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from modules.data_storage import MongoDBStorage, JSONStorage, merge_review, merge_review_with_translation
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from modules.models import RawReview
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# Logger
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@@ -169,6 +169,11 @@ class GoogleReviewsScraper:
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self.backup_to_json = config.get("backup_to_json", True)
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self.overwrite_existing = config.get("overwrite_existing", False)
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# Translation feature settings
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self.append_translations = config.get("append_translations", False)
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self.translation_language = config.get("translation_language", "auto")
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self.force_full_scan = config.get("force_full_scan", False)
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def setup_driver(self, headless: bool) -> Chrome:
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"""
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Set up and configure Chrome driver with flexibility for different environments.
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@@ -276,7 +281,12 @@ class GoogleReviewsScraper:
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try:
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# Strategy 1: Data attribute detection (most reliable across languages)
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tab_index = tab.get_attribute("data-tab-index")
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if tab_index == "1" or tab_index == "reviews":
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if tab_index in ["1", "2", "reviews"]: # Reviews can be index 1 or 2 depending on layout
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# Double-check this is actually a reviews tab by checking text content
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aria_label = (tab.get_attribute("aria-label") or "").lower()
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tab_text = (tab.text or "").lower()
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if any(word.lower() in aria_label or word.lower() in tab_text for word in REVIEW_WORDS):
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log.debug(f"Found reviews tab by data-tab-index: {tab_index}")
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return True
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# Strategy 2: Role and aria attributes (accessibility detection)
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@@ -285,20 +295,27 @@ class GoogleReviewsScraper:
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aria_label = (tab.get_attribute("aria-label") or "").lower()
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# Many review tabs have role="tab" and data attributes
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if role == "tab" and any(word in aria_label for word in REVIEW_WORDS):
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if role == "tab" and any(word.lower() in aria_label for word in REVIEW_WORDS):
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log.debug(f"Found reviews tab by aria-label: {aria_label}")
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return True
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# Strategy 3: Text content detection (multiple sources)
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tab_text = tab.text.lower() if tab.text else ""
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inner_html = tab.get_attribute("innerHTML").lower() or ""
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text_content = tab.get_attribute("textContent").lower() or ""
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sources = [
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tab.text.lower() if tab.text else "", # Direct text
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tab_text, # Direct text
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aria_label, # ARIA label
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tab.get_attribute("innerHTML").lower() or "", # Inner HTML
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tab.get_attribute("textContent").lower() or "" # Text content
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inner_html, # Inner HTML
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text_content # Text content
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]
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# Check all sources against our comprehensive keyword list
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for source in sources:
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if any(word in source for word in REVIEW_WORDS):
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for i, source in enumerate(sources):
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if any(word.lower() in source for word in REVIEW_WORDS):
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source_names = ["text", "aria-label", "innerHTML", "textContent"]
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log.debug(f"Found reviews tab by {source_names[i]}: '{source}' (contains review word)")
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return True
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# Strategy 4: Nested element detection
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@@ -309,8 +326,9 @@ class GoogleReviewsScraper:
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child_text = child.text.lower() if child.text else ""
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child_content = child.get_attribute("textContent").lower() or ""
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if any(word in child_text for word in REVIEW_WORDS) or any(
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word in child_content for word in REVIEW_WORDS):
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if any(word.lower() in child_text for word in REVIEW_WORDS) or any(
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word.lower() in child_content for word in REVIEW_WORDS):
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log.debug(f"Found reviews tab by child element text: '{child_text}' or '{child_content}'")
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return True
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except:
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continue
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@@ -321,14 +339,18 @@ class GoogleReviewsScraper:
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for attr in ["href", "data-href", "data-url", "data-target"]:
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attr_value = (tab.get_attribute(attr) or "").lower()
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if attr_value and ("review" in attr_value or "rating" in attr_value):
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log.debug(f"Found reviews tab by {attr}: {attr_value}")
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return True
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# Strategy 6: Class detection (some review tabs have specific classes)
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tab_class = tab.get_attribute("class") or ""
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review_classes = ["review", "reviews", "rating", "ratings", "comments", "feedback", "g4jrve"]
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if any(cls in tab_class for cls in review_classes):
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if any(cls in tab_class.lower() for cls in review_classes):
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log.debug(f"Found reviews tab by class: {tab_class}")
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return True
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# Log what we found for debugging
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log.debug(f"Tab not identified as reviews tab - role: {role}, index: {tab_index}, aria-label: '{aria_label}', text: '{tab_text}', class: '{tab_class}'")
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return False
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except StaleElementReferenceException:
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@@ -342,14 +364,89 @@ class GoogleReviewsScraper:
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Highly dynamic reviews tab detection and clicking with multiple fallback strategies.
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Works across different languages, layouts, and browser environments.
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"""
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max_timeout = 25 # Maximum seconds to try
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max_timeout = 30 # Maximum seconds to try
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end_time = time.time() + max_timeout
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attempts = 0
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# First, wait for the business panel to load
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log.info("Waiting for business information panel to load...")
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business_panel_loaded = False
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panel_wait_end = time.time() + 15 # Wait up to 15 seconds for business panel
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while time.time() < panel_wait_end:
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try:
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# Look for indicators that the business panel has loaded
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business_indicators = [
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# Business name or rating elements
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'[role="main"] h1',
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'[role="main"] .DUwDvf', # Business name class
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'[role="main"] .F7nice', # Rating class
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'[role="main"] .fontHeadlineSmall',
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# Or any elements with review-related text
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'//*[contains(translate(text(), "REVIEWS", "reviews"), "review")]',
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]
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for indicator in business_indicators[:-1]: # CSS selectors first
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elements = driver.find_elements(By.CSS_SELECTOR, indicator)
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if elements:
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log.info(f"Business panel detected using selector: {indicator}")
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business_panel_loaded = True
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break
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if not business_panel_loaded:
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# Try XPath selector for review text
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elements = driver.find_elements(By.XPATH, business_indicators[-1])
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if elements:
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log.info("Business panel detected using review text search")
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business_panel_loaded = True
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if business_panel_loaded:
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break
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time.sleep(1)
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except Exception as e:
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log.debug(f"Error checking for business panel: {e}")
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time.sleep(1)
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if business_panel_loaded:
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log.info("Business panel loaded successfully")
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# Give it a bit more time for tabs to appear
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time.sleep(2)
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else:
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log.warning("Business panel may not have loaded completely, continuing with tab search...")
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# If no business panel is detected, try URL manipulation to force reviews view
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if not business_panel_loaded:
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try:
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current_url = driver.current_url
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if "/place/" in current_url and "/reviews" not in current_url:
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# Try to navigate directly to reviews by modifying URL
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if "?" in current_url:
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base_url = current_url.split("?")[0]
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params = current_url.split("?")[1]
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new_url = f"{base_url}/reviews?{params}"
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else:
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new_url = f"{current_url}/reviews"
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log.info(f"Attempting to navigate directly to reviews: {new_url}")
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driver.get(new_url)
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time.sleep(3)
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# Check if this worked by looking for review content
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review_cards = driver.find_elements(By.CSS_SELECTOR, 'div[data-review-id]')
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if review_cards:
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log.info("Successfully navigated to reviews page")
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return True
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except Exception as e:
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log.debug(f"URL manipulation failed: {e}")
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# Define different selectors to try in order of reliability
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tab_selectors = [
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# Direct tab selectors
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'[data-tab-index="1"]', # Most common tab index
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# Direct tab selectors - try both common indexes
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'[data-tab-index="1"]', # Common tab index for reviews
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'[data-tab-index="2"]', # Alternative tab index for reviews
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'button[role="tab"][data-tab-index="1"]', # Exact match from HTML
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'button[role="tab"][data-tab-index="2"]', # Alternative exact match
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'[role="tab"][data-tab-index]', # Any tab with index
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'button[role="tab"]', # Button tabs
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'div[role="tab"]', # Div tabs
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@@ -364,6 +461,9 @@ class GoogleReviewsScraper:
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'button:contains("reviews")', # Button containing "reviews"
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'div[role="tablist"] > *', # Any tab in a tab list
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'div.m6QErb div[role="tablist"] > *', # Google Maps specific tablist
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# Fallback selectors
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'[role="tab"]', # Any tab element
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]
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# Record successful clicks for debugging
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@@ -437,15 +537,29 @@ class GoogleReviewsScraper:
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# If we reach here, try XPath as a last resort
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if time.time() <= end_time:
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log.info("Trying XPath-based text matching for review tabs...")
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for language_keyword in REVIEW_WORDS:
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try:
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# Try XPath contains text
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xpath = f"//*[contains(text(), '{language_keyword}')]"
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elements = driver.find_elements(By.XPATH, xpath)
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# Try different XPath patterns for review text
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xpath_patterns = [
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f"//*[contains(translate(text(), 'ABCDEFGHIJKLMNOPQRSTUVWXYZ', 'abcdefghijklmnopqrstuvwxyz'), '{language_keyword.lower()}')]",
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f"//button[contains(translate(text(), 'ABCDEFGHIJKLMNOPQRSTUVWXYZ', 'abcdefghijklmnopqrstuvwxyz'), '{language_keyword.lower()}')]",
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f"//*[@role='tab' and contains(translate(text(), 'ABCDEFGHIJKLMNOPQRSTUVWXYZ', 'abcdefghijklmnopqrstuvwxyz'), '{language_keyword.lower()}')]",
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f"//*[contains(translate(@aria-label, 'ABCDEFGHIJKLMNOPQRSTUVWXYZ', 'abcdefghijklmnopqrstuvwxyz'), '{language_keyword.lower()}')]",
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]
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for xpath in xpath_patterns:
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try:
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elements = driver.find_elements(By.XPATH, xpath)
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for element in elements:
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try:
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log.info(f"Trying XPath with keyword '{language_keyword}'")
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# Skip if it's a script tag or hidden element
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if element.tag_name.lower() in ['script', 'style', 'noscript']:
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continue
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if not element.is_displayed():
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continue
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log.info(f"Trying XPath pattern with keyword '{language_keyword}': {xpath}")
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driver.execute_script("arguments[0].scrollIntoView({block:'center'});", element)
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time.sleep(0.7)
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driver.execute_script("arguments[0].click();", element)
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@@ -458,6 +572,8 @@ class GoogleReviewsScraper:
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continue
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except:
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continue
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except:
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continue
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# Final attempt: try to navigate directly to reviews by URL
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try:
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@@ -592,6 +708,13 @@ class GoogleReviewsScraper:
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for keyword in negative_keywords):
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continue
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# Additional check - make sure this is actually a sort button for reviews
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if ("sort" not in button_text.lower() and "sort" not in button_aria.lower() and
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"סדר" not in button_text.lower() and "เรียง" not in button_text.lower() and
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"ordenar" not in button_text.lower() and "trier" not in button_text.lower()):
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log.debug(f"Button doesn't appear to be a sort button, skipping: '{button_text}' / '{button_aria}'")
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continue
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# Found a potential sort button
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sort_button = element
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log.info(f"Found sort button with selector: {selector}")
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@@ -1033,7 +1156,13 @@ class GoogleReviewsScraper:
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sort_by = self.config.get("sort_by", "relevance")
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stop_on_match = self.config.get("stop_on_match", False)
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# Override stop_on_match if translation mode is enabled
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if self.append_translations or self.force_full_scan:
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stop_on_match = False
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log.info("Translation mode enabled - forcing full scan of all reviews")
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log.info(f"Starting scraper with settings: headless={headless}, sort_by={sort_by}")
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log.info(f"Translation mode: append_translations={self.append_translations}, language={self.translation_language}")
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log.info(f"URL: {url}")
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# Initialize storage
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@@ -1071,13 +1200,27 @@ class GoogleReviewsScraper:
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self.set_sort(driver, sort_by)
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# Add a wait after setting sort to allow results to load
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time.sleep(1)
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time.sleep(3) # Increased wait time for reviews to load
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# Use try-except to handle cases where the pane is not found
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pane = None
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pane_selectors = [
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PANE_SEL, # Original selector
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'div[role="main"]', # Simpler main container
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'body', # Ultimate fallback
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]
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for pane_selector in pane_selectors:
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try:
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pane = wait.until(EC.presence_of_element_located((By.CSS_SELECTOR, PANE_SEL)))
|
|
|
|
|
pane = wait.until(EC.presence_of_element_located((By.CSS_SELECTOR, pane_selector)))
|
|
|
|
|
log.info(f"Found scrollable pane using selector: {pane_selector}")
|
|
|
|
|
break
|
|
|
|
|
except TimeoutException:
|
|
|
|
|
log.warning("Could not find reviews pane. Page structure might have changed.")
|
|
|
|
|
log.debug(f"Pane selector '{pane_selector}' not found")
|
|
|
|
|
continue
|
|
|
|
|
|
|
|
|
|
if not pane:
|
|
|
|
|
log.warning("Could not find any scrollable pane. Page structure might have changed.")
|
|
|
|
|
return False
|
|
|
|
|
|
|
|
|
|
pbar = tqdm(desc="Scraped", ncols=80, initial=len(seen))
|
|
|
|
|
@@ -1095,6 +1238,11 @@ class GoogleReviewsScraper:
|
|
|
|
|
max_attempts = 10 # Limit the number of attempts to find reviews
|
|
|
|
|
attempts = 0
|
|
|
|
|
|
|
|
|
|
# In translation mode, track total unique reviews to detect when we stop finding new ones
|
|
|
|
|
all_review_ids_seen = set()
|
|
|
|
|
last_unique_count = 0
|
|
|
|
|
no_new_reviews_count = 0
|
|
|
|
|
|
|
|
|
|
while attempts < max_attempts:
|
|
|
|
|
try:
|
|
|
|
|
cards = pane.find_elements(By.CSS_SELECTOR, CARD_SEL)
|
|
|
|
|
@@ -1102,17 +1250,58 @@ class GoogleReviewsScraper:
|
|
|
|
|
|
|
|
|
|
# Check for valid cards
|
|
|
|
|
if len(cards) == 0:
|
|
|
|
|
log.debug("No review cards found in this iteration")
|
|
|
|
|
log.info(f"No review cards found in iteration {attempts + 1} using selector '{CARD_SEL}'")
|
|
|
|
|
|
|
|
|
|
# Try alternative selectors
|
|
|
|
|
alternative_selectors = [
|
|
|
|
|
'div[data-review-id]',
|
|
|
|
|
'.jftiEf[data-review-id]',
|
|
|
|
|
'[data-review-id]'
|
|
|
|
|
]
|
|
|
|
|
|
|
|
|
|
for alt_sel in alternative_selectors:
|
|
|
|
|
alt_cards = pane.find_elements(By.CSS_SELECTOR, alt_sel)
|
|
|
|
|
log.info(f"Alternative selector '{alt_sel}': Found {len(alt_cards)} cards")
|
|
|
|
|
if alt_cards:
|
|
|
|
|
cards = alt_cards
|
|
|
|
|
break
|
|
|
|
|
|
|
|
|
|
if len(cards) == 0:
|
|
|
|
|
# If no cards found in pane, try searching the entire page
|
|
|
|
|
log.info("No cards found in pane, searching entire page...")
|
|
|
|
|
page_cards = driver.find_elements(By.CSS_SELECTOR, 'div[data-review-id]')
|
|
|
|
|
log.info(f"Found {len(page_cards)} review cards on entire page")
|
|
|
|
|
|
|
|
|
|
if page_cards:
|
|
|
|
|
cards = page_cards
|
|
|
|
|
log.info("Using review cards found on entire page")
|
|
|
|
|
else:
|
|
|
|
|
attempts += 1
|
|
|
|
|
# Try scrolling anyway
|
|
|
|
|
driver.execute_script(scroll_script)
|
|
|
|
|
time.sleep(1)
|
|
|
|
|
continue
|
|
|
|
|
else:
|
|
|
|
|
log.info(f"Found {len(cards)} review cards in iteration {attempts + 1}")
|
|
|
|
|
|
|
|
|
|
for c in cards:
|
|
|
|
|
try:
|
|
|
|
|
cid = c.get_attribute("data-review-id")
|
|
|
|
|
if not cid or cid in seen or cid in processed_ids:
|
|
|
|
|
if not cid:
|
|
|
|
|
continue
|
|
|
|
|
|
|
|
|
|
# In translation mode, process all cards even if seen before
|
|
|
|
|
if self.append_translations:
|
|
|
|
|
# In translation mode, we process all reviews to add potential translations
|
|
|
|
|
# We don't use processed_ids to track, so process all cards
|
|
|
|
|
if cid in seen:
|
|
|
|
|
log.debug(f"Translation mode: Processing {cid} again (was seen before, adding translation)")
|
|
|
|
|
else:
|
|
|
|
|
log.debug(f"Translation mode: Processing {cid} (new review)")
|
|
|
|
|
fresh_cards.append(c)
|
|
|
|
|
else:
|
|
|
|
|
# Normal mode: skip seen reviews
|
|
|
|
|
if cid in seen or cid in processed_ids:
|
|
|
|
|
if stop_on_match and cid and (cid in seen or cid in processed_ids):
|
|
|
|
|
idle = 999
|
|
|
|
|
break
|
|
|
|
|
@@ -1124,9 +1313,42 @@ class GoogleReviewsScraper:
|
|
|
|
|
log.debug(f"Error getting review ID: {e}")
|
|
|
|
|
continue
|
|
|
|
|
|
|
|
|
|
# In translation mode, track all unique review IDs to detect when we've seen all reviews
|
|
|
|
|
if self.append_translations:
|
|
|
|
|
current_review_ids = set()
|
|
|
|
|
for c in cards:
|
|
|
|
|
try:
|
|
|
|
|
cid = c.get_attribute("data-review-id")
|
|
|
|
|
if cid:
|
|
|
|
|
current_review_ids.add(cid)
|
|
|
|
|
all_review_ids_seen.add(cid)
|
|
|
|
|
except:
|
|
|
|
|
continue
|
|
|
|
|
|
|
|
|
|
# Check if we found new unique reviews
|
|
|
|
|
current_unique_count = len(all_review_ids_seen)
|
|
|
|
|
if current_unique_count == last_unique_count:
|
|
|
|
|
no_new_reviews_count += 1
|
|
|
|
|
log.info(f"Translation mode: No new reviews found ({no_new_reviews_count}/5) - total unique: {current_unique_count}")
|
|
|
|
|
else:
|
|
|
|
|
no_new_reviews_count = 0
|
|
|
|
|
log.info(f"Translation mode: Found new reviews - total unique: {current_unique_count} (was {last_unique_count})")
|
|
|
|
|
|
|
|
|
|
last_unique_count = current_unique_count
|
|
|
|
|
|
|
|
|
|
# If we haven't found new reviews for 5 iterations, we're done
|
|
|
|
|
if no_new_reviews_count >= 5:
|
|
|
|
|
log.info("Translation mode: No new reviews found for 5 iterations - stopping")
|
|
|
|
|
break
|
|
|
|
|
|
|
|
|
|
# Log how many fresh cards we found
|
|
|
|
|
log.info(f"Found {len(fresh_cards)} fresh cards out of {len(cards)} total cards (translation_mode={self.append_translations})")
|
|
|
|
|
|
|
|
|
|
for card in fresh_cards:
|
|
|
|
|
try:
|
|
|
|
|
raw = RawReview.from_card(card)
|
|
|
|
|
# In translation mode, don't add to processed_ids to allow re-processing
|
|
|
|
|
if not self.append_translations:
|
|
|
|
|
processed_ids.add(raw.id) # Track this ID to avoid re-processing
|
|
|
|
|
except StaleElementReferenceException:
|
|
|
|
|
continue
|
|
|
|
|
@@ -1136,22 +1358,37 @@ class GoogleReviewsScraper:
|
|
|
|
|
try:
|
|
|
|
|
raw_id = card.get_attribute("data-review-id") or ""
|
|
|
|
|
raw = RawReview(id=raw_id, text="", lang="und")
|
|
|
|
|
# In translation mode, don't add to processed_ids to allow re-processing
|
|
|
|
|
if not self.append_translations:
|
|
|
|
|
processed_ids.add(raw_id)
|
|
|
|
|
except StaleElementReferenceException:
|
|
|
|
|
continue
|
|
|
|
|
|
|
|
|
|
# Use translation-aware merge if translation mode is enabled
|
|
|
|
|
if self.append_translations:
|
|
|
|
|
docs[raw.id] = merge_review_with_translation(docs.get(raw.id), raw, append_translations=True)
|
|
|
|
|
else:
|
|
|
|
|
docs[raw.id] = merge_review(docs.get(raw.id), raw)
|
|
|
|
|
seen.add(raw.id)
|
|
|
|
|
pbar.update(1)
|
|
|
|
|
idle = 0
|
|
|
|
|
attempts = 0 # Reset attempts counter when we successfully process a review
|
|
|
|
|
|
|
|
|
|
if idle >= 3:
|
|
|
|
|
# In translation mode, be more patient before giving up
|
|
|
|
|
max_idle = 10 if self.append_translations else 3
|
|
|
|
|
if idle >= max_idle:
|
|
|
|
|
log.info(f"Stopping after {max_idle} idle iterations")
|
|
|
|
|
break
|
|
|
|
|
|
|
|
|
|
if not fresh_cards:
|
|
|
|
|
idle += 1
|
|
|
|
|
attempts += 1
|
|
|
|
|
# In translation mode, log why we're not finding fresh cards
|
|
|
|
|
if self.append_translations:
|
|
|
|
|
log.debug(f"No fresh cards in translation mode - idle: {idle}/{max_idle}, attempts: {attempts}")
|
|
|
|
|
else:
|
|
|
|
|
# Reset idle counter when we have fresh cards
|
|
|
|
|
idle = 0
|
|
|
|
|
|
|
|
|
|
# Use JavaScript for smoother scrolling
|
|
|
|
|
try:
|
|
|
|
|
@@ -1239,7 +1476,7 @@ class GoogleReviewsScraper:
|
|
|
|
|
# from tqdm import tqdm
|
|
|
|
|
#
|
|
|
|
|
# from modules.models import RawReview
|
|
|
|
|
# from modules.data_storage import MongoDBStorage, JSONStorage, merge_review
|
|
|
|
|
# from modules.data_storage import MongoDBStorage, JSONStorage, merge_review, merge_review_with_translation
|
|
|
|
|
#
|
|
|
|
|
# # Logger
|
|
|
|
|
# log = logging.getLogger("scraper")
|
|
|
|
|
@@ -1702,7 +1939,7 @@ class GoogleReviewsScraper:
|
|
|
|
|
# # from tqdm import tqdm
|
|
|
|
|
# #
|
|
|
|
|
# # from modules.models import RawReview
|
|
|
|
|
# # from modules.data_storage import MongoDBStorage, JSONStorage, merge_review
|
|
|
|
|
# # from modules.data_storage import MongoDBStorage, JSONStorage, merge_review, merge_review_with_translation
|
|
|
|
|
# # from modules.utils import click_if
|
|
|
|
|
# #
|
|
|
|
|
# # # Logger
|
|
|
|
|
|