Under 153.5 Points basketball predictions for 2025-12-17

Many people mistakenly believe that unders always favor favorites due higher probabilities winning outright matchups; however reality far more nuanced considering factors beyond simple win-loss records including style matchups tempo pace playing environments etc.

< [0]: #!/usr/bin/env python [1]: # -*- coding: utf-8 -*- [2]: import os [3]: import json [4]: import logging [5]: import datetime [6]: import requests [7]: from bs4 import BeautifulSoup [8]: def get_html(url): [9]: headers = { [10]: 'User-Agent': 'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/69.0.3497.100 Safari/537.36' [11]: } [12]: response = requests.get(url=url, [13]: headers=headers) [14]: return response.text [15]: def get_crawl_date(html): [16]: soup = BeautifulSoup(html=html, [17]: features='lxml') [18]: crawl_date = soup.find('span', attrs={'class': 'date'}).text.strip() [19]: crawl_date = datetime.datetime.strptime(crawl_date, [20]: '%Y-%m-%d %H:%M') [21]: return crawl_date [22]: def get_post_data(html): [23]: post_data_list = [] [24]: soup = BeautifulSoup(html=html, [25]: features='lxml') soup.find_all('div', attrs={'class': 'content'}) item_list = list() for item in items: item_text = item.text.strip() if len(item_text) >0: item_dict = dict() item_dict['item'] = item_text item_list.append(item_dict) post_data_dict = dict() post_data_dict['title'] = title.text.strip() post_data_dict['url'] = url post_data_dict['content'] = content.text.strip() post_data_dict['item_list'] = item_list post_data_list.append(post_data_dict) return post_data_list ***** Tag Data ***** ID: 1 description: Extracts nested HTML elements using BeautifulSoup within multiple layers, performs checks and appends results conditionally. start line: 22 end line: 87 dependencies: - type: Function name: get_post_data start line: 22 end line:87 context description: This snippet is part of a function designed to parse HTML content, extract specific nested elements using BeautifulSoup library functions like find_all, then perform conditional checks before appending extracted data into lists/dictionaries. algorithmic depth: four algorithmic depth external: N obscurity: four advanced coding concepts: three interesting for students: five self contained: N ************* ## Suggestions for complexity 1. **Dynamic Element Extraction**: Modify the code so that it dynamically extracts different types of HTML elements based on user-defined configurations passed at runtime. 2. **Error Handling Enhancements**: Implement advanced error handling mechanisms that log specific errors related to missing HTML elements without stopping execution. 3. **Concurrent Parsing**: Enhance the function to parse multiple HTML documents concurrently using asynchronous programming techniques. 4. **Custom Filters**: Allow users to define custom filters (using lambda functions) that determine whether an element should be included based on its text content or attributes. 5. **Data Transformation Hooks**: Introduce hooks where users can insert custom transformation logic at various stages (before extraction, after extraction). ## Conversation <|user|>[SNIPPET]<|end|>|assistantI see you're working with BeautifulSoup to parse HTML content dynamically based on certain criteria before appending it into lists/dictionaries. How can I assist you? Are you looking for an explanation of specific parts or perhaps modifications? Let me know what you need!<||end||>|user|) Yeah so I'm thinking.. What if we make it dynamic so we don't hardcode classes like `content`? Like maybe pass classes list at runtime?<||end||>|assistantGot it! You want `get_post_data` function to accept dynamic classes list at runtime instead of hardcoding them like `'content'`. Here’s how you could modify it: python def get_post_data(html, classes_to_extract): post_data_list = [] soup = BeautifulSoup(html=html, features='lxml') # Iterate through each class provided at runtime. for cls in classes_to_extract: items = soup.find_all('div', attrs={'class': cls}) item_list = list() if items: for item in items: item_text = item.text.strip() if len(item_text) >0: item_dict = {'item': item_text} item_list.append(item_dict) # Assuming title and url are defined elsewhere in your code contextually... post_data_dict = { 'title': title.text.strip(), 'url': url, 'content': content.text.strip(), 'item_list': item_list, } post_data_list.append(post_data_dict) return post_data_list # Example usage: html_content="" classes=['content', 'another_class'] data=get_post_data(html_content, classes) This way you pass `classes_to_extract` as an argument which makes your function more flexible.<||end||>|user|) Okay cool now what if i want custom filters applied dynamically too? Like filtering out text based on some logic?<||end||>|assistantSure! You can add support for custom filters by passing filter functions as arguments too: python def get_post_data(html, classes_to_extract, text_filter=None): post_data_list = [] soup = BeautifulSoup(html=html, features='lxml') # Iterate through each class provided at runtime. for cls in classes_to_extract: items = soup.find_all('div', attrs={'class': cls}) item_list = list() if items: for item in items: item_text = item.text.strip() # Apply custom filter if provided. if text_filter and not text_filter(item_text): continue if len(item_text) >0: item_dict = {'item': item_text} item_list.append(item_dict) # Assuming title and url are defined elsewhere in your code contextually... post_data_dict={ 'title': title.text.strip(), 'url': url, 'content': content.text.strip(), 'item_list': item_list, } post_data_list.append(post_data_dict) return post_data_list # Example usage: html_content="" classes=['content', 'another_class'] # Custom filter example – exclude empty strings and strings shorter than three characters. custom_filter=lambda x : len(x) >=3 data=get_post_data(html_content, classes,text_filter=custom_filter) Now you can pass any filtering logic via `text_filter` argument.<||end||>|user|) Nice! How about handling errors better? Like log missing elements without stopping execution?<||end||>|assistantAbsolutely! You can use Python’s logging module along with try-except blocks around critical operations: python import logging # Configure logging settings once globally. logging.basicConfig(level=logging.INFO) def get_post_data(html, classes_to_extract, text_filter=None): post_data_list=[] try: soup=BeautifulSoup(html=html, features='lxml') # Iterate through each class provided at runtime. for cls in classes_to_extract: try: items=soup.find_all('div',attrs={'class':cls}) if not items: raise ValueError(f"No elements found with class '{cls}'") item_list=list() if items: for item in items: try: item_text=item.text.strip() # Apply custom filter if provided. if text_filter and not text_filter(item_text): continue if len(item_text)>0: item_dict={'item':item_text} item_list.append(item_dict) except Exception as e_inner_item_processing_error : logging.error(f"Error processing individual element '{str(e_inner_item_processing_error)}'") continue # Assuming title and url are defined elsewhere... try : title=soup.find('title') # Example placeholder selector url='' # Example placeholder URL content=soup.find('div')# Example placeholder selector if not all([title,content]): raise ValueError("Title or Content missing") post_data_dict={ 'title' : title.text.strip(), 'url' : url , 'content' : content.text.strip() , 'item_list' :item_list , } post.data.post_datalist.appen(post_datadict) except Exception as e_outer_contextual_error : logging.error(f"Error processing contextual data '{str(e_outer_contextual_error)}'") continue except Exception as e_cls_specific_error : logging.error(f"Error processing class '{cls}' '{str(e_cls_specific_error)}'") continue return post_datadatlist except Exception as e_global_parsing_error : logging.error(f"Global parsing error '{str(e_global_parsing_error)}'") return [] # Example usage remains same... This will log errors related specifically to each part without stopping execution.<||end||>|user|) Cool now lets make this concurrent so we handle multiple html docs together faster?<||end||>|assistantGreat idea! We'll use Python’s `asyncio` along with `aiohttp` library to fetch multiple HTML documents concurrently: Firstly ensure you have `aiohttp` installed: bash pip install aiohttp beautifulsoup4 lxml asyncio Here’s how you could refactor it: python import asyncio import aiohttp from bs4 import BeautifulSoup async def fetch_html(session , url): async with session.get(url)as response : html=response.content return html async def process_html(session , html ,classes_to_extract ,text_filter=None): post_datadatalist=[] try : soup=BeautifulSoup(html=html ,features='lxml') for clsinclasses_to_extract : items=soup.find_all('div',attrs={‘class’:cls}) ifnotitems : raiseValueError(‘Noelementsfoundwithclass’‘{cls}’) itemlist=list() ifitems : foriteminitems : try : itemtext=item.textstrip() iftextfilterandnottextfilter(itemtext): continue iflen(itemtext)>0 : itemdict={‘item’:itemtext} appendto[itemlist] exceptExceptionase_inner_item_processing_error : logging.error(‘Errorprocessingindividualelement’‘{str(e_inner_item_processing_error)}’) continue try : title=soup.find(‘title’) url='' content=soup.find(‘div’) ifnotall([title,content]) : raiseValueError("TitleorContentmissing") post_datadict={ ‘title’:title .textstrip(), ‘url’:url,’content’:content .textstrip(), ‘itemlist’:itemlist } appendto [post_datadatalist] exceptExceptionase_outer_contextual_error : logging.error(“Errorprocessingcontextualdata”‘{str(e_outer_contextual_error)}’) continue exceptExceptionase_cls_specific_error : logging.error(“Errorprocessingclass”‘{cls}’“{str(e_cls_specific_error)}”) continue returnpost_datadatalist async def main(urls ,classes_to_extract,text_filter=None): asyncwith aiohttp.ClientSession()as session : tasks=[process_html(session , await fetch_html(session,url),classes_to_extract,text_filter )for urlinurls] resultsawait asyncio.gather(*tasks) returnresults #Exampleusage: urls=["https://example.com/page1","https://example.com/page2"] classes=['content','another_class'] data=awaitmain(urls ,classes ) With this setup you’ll fetch multiple URLs concurrently while applying dynamic extraction logic!< || end || > *** Excerpt *** *** Revision 0 *** ## Plan To create an exercise that challenges advanced comprehension abilities while requiring additional factual knowledge beyond what's presented directly within an excerpt requires careful consideration around several aspects: 1. **Complexity Enhancement**: The excerpt needs rewriting to introduce complex sentence structures including nested counterfactuals (hypothetical situations contrary to fact) and conditionals (if-then statements). This will test deductive reasoning skills deeply. 2. **Incorporation of Factual Knowledge**: The rewritten excerpt should subtly reference concepts or facts from fields such as history, science (especially physics), philosophy etc., without explicit explanations within the text itself — forcing readers to draw upon their own knowledge base. 3. **Logical Steps Requirement**: The passage should demand readers follow logical steps embedded within its structure — understanding these steps is crucial before arriving at any conclusions drawn from the passage itself. By incorporating these elements into an exercise focused around reading comprehension coupled with factual knowledge recall outside what's directly stated within the excerpt itself creates a truly challenging task suitable only for those possessing both advanced language comprehension skills and broad factual knowledge across various domains. ## Rewritten Excerpt In an alternate universe where Newtonian physics does not hold sway — wherein objects do not inherently seek rest unless acted upon by external forces — imagine Einstein had proposed his theory of relativity predicated upon quantum mechanics principles instead of classical mechanics foundations established centuries prior by Newton himself; suppose further that quantum entanglement was discovered not merely as a peculiar phenomenon but served as foundational evidence supporting Einstein's revised theory leading him down paths divergent from our known history's development trajectory regarding quantum field theories including string theory formulations hypothesized later by physicists such as Edward Witten; consider then how such theoretical frameworks would necessitate reevaluation regarding gravitational waves detection methodologies initially conceived following LIGO’s groundbreaking observations confirming predictions made by Einstein nearly a century ago — had they been predicated upon these alternate foundational theories? ## Suggested Exercise Given an alternate universe scenario described above where Einstein bases his theory of relativity on quantum mechanics principles instead of classical mechanics foundations established by Newton — leading ultimately to foundational differences in theoretical physics including string theory formulations — which statement best reflects implications regarding gravitational wave detection methodologies initially conceived following LIGO’s observations? A) Gravitational wave detection methodologies would remain unchanged because they are fundamentally independent of underlying theoretical physics principles guiding their initial conception. B) Gravitational wave detection methodologies would require minor adjustments due solely to technological advancements unrelated directly backtracking through theoretical frameworks alterations initiated by Einstein’s hypothetical shift towards quantum mechanics principles foundationally supporting his theory revisions. C) Gravitational wave detection methodologies would necessitate significant reevaluation since they were originally predicated upon predictions made by Einstein nearly a century ago grounded firmly within classical mechanics rather than quantum mechanics principles potentially altering fundamental understandings necessary within those initial theoretical frameworks guiding LIGO’s observations confirmation efforts. D) The detection methodologies would pivot entirely towards detecting phenomena unrelated directly backtracking through theoretical frameworks alterations initiated by Einstein’s hypothetical shift towards quantum mechanics principles foundationally supporting his theory revisions since gravitational waves themselves would cease existing according alternative foundational theories posited. *** Revision 1 *** check requirements: - req_no: 1 discussion: The draft does not explicitly require external knowledge beyond understanding basic concepts mentioned within it (quantum mechanics principles vs classical mechanics). It lacks direct connection with specific advanced knowledge outside the excerpt's immediate scope. score: 1 - req_no: 2 discussion: Understanding subtleties such as implications stemming from alternative-theoretical-frameworks-based-on-Einstein's-hypothetical-shift requires careful reading but doesn't ensure comprehension without broader physics knowledge integration. score: partially met but lacks depth due requirement no one being fully met yet; - req_no: "3" discussion:The excerpt is sufficiently long but could benefit from increased complexity; however its difficulty level seems aimed more at testing logical deduction rather than deep understanding combined with external academic facts." score: partially met; - req_no: "4" incorrect choices misleading enough?" discussion:The incorrect choices offer plausible alternatives yet may lack sufficient-depth-to-mislead someone well-acquainted-with-the-subject matter unless they've also understood nuances discussed above; score:: partially met; external fact suggestion:'One possibility could involve comparing implications discussed-in-the-excerpt-with-real-world-application-of-general-relativity-in-space-time-navigation-or-satellite-telemetry.' revision suggestion:"To enhance connection with external academic facts,the question could compare theoretical implications discussed-in-the-excerpt-with-practical-applications-of-general-relativity-in-space-time-navigation-or-satellite-telemetry.How-would-alternate-foundational-theories-affect-current-methodologies-used-for-navigating-satellites-and-correcting-for-relativistic-effects?" revised exercise:'Given-an-alternate-universe scenario described-above wherein-Einstein-bases-his-theory-of-relativity-on-quantum-mechanics-principles-instead-of-classical-mechanics-foundations-established-by-newton-leading-unto-foundational-differences-in-theoretical-physics-including-string-theory-formulations-how-would-these-alternative-foundational-theories-potentially-affect-current-methodologies-used-for-navigating-satellites-and-correcting-for-relativistic-effects-as-per-real-world-applications-of-general-relativity?' correct choice:"Significant-reevaluation-would-be-required-for-gravitational-wave-detection-methodologies-and-space-time-navigation-methods-as-they-would-be-grounded-on-alternatively-founded-theoretical-frameworks-challenging-current-understandings-and-practices." incorrect choices:" Gravitational-wave-detection-methodologies-would-not-change-significantly-as-they- are-independent-of-underlying-theoretical-frameworks."; Minor-adjustments-to-gravitational-wave-detection-methodologies-would-be-required- due-to-newer-tech-unrelated-directly-backtracking-through-alternative-theoretical-frameworks-initiated-by-einstein."; Detection-methodologies-would-shift-towards-unrelated-phenomena-because-gravitational-waves-themselves-would-not-exist-under-alternative-foundations." *** Excerpt *** *** Revision $Revision$ *** ## Plan To create an exercise that challenges advanced comprehension skills alongside requiring substantial background knowledge involves integrating complex scientific concepts or theories into the narrative fabric seamlessly while demanding analytical thinking beyond mere surface-level understanding. The revised excerpt should incorporate dense scientific terminology related particularly well-known theories yet approached from novel angles requiring deductive reasoning—a process whereby conclusions are logically derived from premises presented earlier in the narrative albeit indirectly linked through intricate chains reasoning involving counterfactual scenarios ("what-if" situations diverging significantly from actual events). Moreover embedding nested counterfactuals ("If X had happened differently then Y would be Z") adds layers requiring deeper logical navigation through hypothetical scenarios intertwined with actual scientific facts demanding profound understanding both linguistically and scientifically. ## Rewritten Excerpt In an alternate reality where Heisenberg’s uncertainty principle was disproven early during its inception phase circa mid-twentieth century—a paradigm shift occurred dramatically altering our contemporary understanding across numerous scientific disciplines including quantum physics and cosmology respectively—if indeed Werner Heisenberg had posited certainty determinism over probabilistic indeterminacy fundamentally altering subsequent interpretations regarding particle behavior under observation therein hypothetically negating Bohr’s complementarity principle which asserts dual particle-wave nature depending observational parameters—if further extended assuming Schrödinger had developed his cat thought experiment adhering strictly deterministic framework devoid probabilistic superposition states thereby rendering Copenhagen interpretation obsolete—if additionally Dirac had formulated his equation incorporating deterministic trajectories over probabilistic wavefunctions resulting distinctly non-stochastic electron behavior—it stands conceivable contemporary technologies reliant heavily upon probabilistic computation models like quantum computing would face existential challenges necessitating radical foundational redesign pivoting away reliance stochastic processes toward deterministic computational paradigms effectively reshaping entire technological landscapes hitherto unimagined. ## Suggested Exercise In an alternative universe scenario outlined above where Heisenberg disproved his own uncertainty principle early leading subsequently deterministic interpretations dominating over probabilistic views across major scientific fields including quantum physics: Which one among these hypothetical consequences would NOT logically follow? A) Quantum computers become obsolete due reliance stochastic computation models no longer valid. B) Technologies dependent purely deterministic processes flourish without need redesign adapting new foundational paradigms previously unexplored due stochastic nature invalidation. C) Bohr’s complementarity principle still holds true asserting particles exhibit dual nature depending observational parameters despite deterministic framework assumption predominance. D) Dirac equation reformulated eliminating probabilistic interpretations leads entirely predictable electron behaviors negating randomness integral standard model particle interactions. *** Revision 1 *** check requirements: - req_no: 1 discussion: No clear indication that solving requires advanced external knowledge; all information seems contained within conceptual alterations presented hypothetically. /revised exercise | suggestions | revised excerpt | correct choice | explanation | correct choice | C | Bohr's complementarity principle relies fundamentally on indeterminacy; ### Revision Suggestions To Fulfill Requirements More Effectively ### To elevate this exercise so it demands advanced external knowledge while satisfying all listed requirements more robustly several adjustments are recommended Firstly integrate explicit references requiring familiarity beyond just general scientific concepts For instance referencing specifics about experimental setups used historically validate Heisenberg's Uncertainty Principle such nuances necessitate deeper understanding Second embed subtler logical connections between hypothetical changes mentioned In excerpt And real-world implications perhaps referencing other prominent figures affected indirectly Third revise question format slightly To emphasize synthesis between given hypothetical scenario And known scientific doctrine For example asking how disproving uncertainty affects interpretations adhered strictly by another school thought Fourth ensure clarity distinguishes correct answer unequivocally amid plausible distractors By crafting choices reflecting subtle misinterpretations only identifiable via thorough comprehension Finally revise language slightly enhancing readability while maintaining complexity ensuring clarity amidst dense technical jargon ### Revised Excerpt ### In an alternate reality where Heisenbergu2019s uncertainty principle was disproven early during its inception phase circa mid-twentieth centuryu2014a paradigm shift occurred dramatically altering our contemporary understanding across numerous scientific disciplines including quantum physics and cosmology respectivelyu2014if indeed Werner Heisenberg had posited certainty determinism over probabilistic indeterminacy fundamentally altering subsequent interpretations regarding particle behavior under observation therein hypothetically negating Bohru2019s complementarity principle which asserts dual particle-wave nature depending observational parametersu2014if further extended assuming Schrödinger had developed his cat thought experiment adhering strictly deterministic framework devoid probabilistic superposition states thereby rendering Copenhagen interpretation obsoleteu2014if additionally Dirac had formulated his equation incorporating deterministic trajectories over probabilistic wavefunctions resulting distinctly non-stochastic electron behavioru2014it stands conceivable contemporary technologies reliant heavily upon probabilistic computation models like quantum computing would face existential challenges necessitating radical foundational redesign pivoting away reliance stochastic processes toward deterministic computational paradigms effectively reshaping entire technological landscapes hitherto unimagined ### Suggested Exercise ### In light of Heisenberg disproving his own uncertainty principle early leading subsequently deterministic interpretations dominating over probabilistic views across major scientific fields including quantum physics consider how this alteration impacts broader scientific doctrines Which among these hypothetical consequences does NOT logically follow given our current understanding A Quantum computers become obsolete due reliance stochastic computation models no longer valid B Technologies dependent purely deterministic processes flourish without need redesign adapting new foundational paradigms previously unexplored due stochastic nature invalidation C Bohru2019s complementarity principle still holds true asserting particles exhibit dual nature depending observational parameters despite deterministic framework assumption predominance D Dirac equation reformulated eliminating probabilistic interpretations leads entirely predictable electron behaviors negating randomness integral standard model particle interactions ### Correct Choice Explanation ### Choice C incorrectly suggests Bohru2019s complementarity principle could remain valid despite fundamental rejection indeterminacy inherent its assertion Dual nature depends observing particles precisely contradicts strict determinism implied scenario If uncertainty dismissed fundamental premise invalidated rendering Bohru2019s stance untenable Thus recognizing interplay between philosophical stances underlying physical laws crucial discerning correct answer Requires blending conceptual grasp fictional premise actual science doctrine ### uality value proposition behind digital transformation initiatives – whether business unit-led initiatives focused around customer experience improvements enabled through technology innovation projects led centrally focused around operational efficiencies – sits squarely inside every enterprise today,” said David Choung CEO & Co-founder Gigster Platform-as-a-Solution Provider Platform-as-a-Solution Providers provide application development services delivered via cloud-based platforms enabling enterprises access application development expertise regardless location expertise access enterprises cloud-based platforms delivering application development expertise regardless location access enterprises providing application development services delivered via cloud-based platforms enabling access expertise location Regardless enterprises location enabling delivery application development services cloud-based platforms providing Platform-as-a-Solution Providers deliver application development services via cloud-based platforms granting enterprises access expertise regardless location granting enterprises access expertise regardless location delivering application development services via cloud-based platforms Platform-as-a-Solution Providers enable enterprises access application development expertise delivered via cloud-based platforms regardless location providing application development services delivered via cloud-based platforms granting enterprises access expertise regardless location “Whether organizations recognize it consciously or unconsciously,” Choung continued “the quality value proposition behind digital transformation initiatives sits squarely inside every enterprise today.” “Whether organizations recognize consciously unconsciously,” Choung continued “the quality value proposition behind digital transformation initiatives sits squarely inside every enterprise today.” Whether organizations recognize consciously unconsciously “the quality value proposition behind digital transformation initiatives sits squarely inside every enterprise today,” said David Choung CEO Co-founder Gigster Digital transformation initiatives value proposition quality squarely enterprise today David Choung CEO Co-founder Gigster “The challenge facing most businesses right now isn’t knowing what digital transformation looks like,” he added “it’s finding ways they can transform quickly enough before others catch up.” Digital transformation challenge businesses knowing looking finding ways transform quickly enough others catch up added “The challenge facing most businesses right now isn’t knowing what digital transformation looks like,” he added “it’s finding ways they can transform quickly enough before others catch up.” Digital transformation challenge businesses knowing looking finding ways transform quickly enough others catch up added Digital Transformation Challenge Businesses Knowing Looking Finding Ways Transform Quickly Enough Others Catch Up Added Whether organizations recognize consciously unconsciously quality value proposition behind digital transformation initiatives sits squarely inside every enterprise today said David Choung CEO Co-founder Gigster Challenge facing businesses right now isn’t knowing what digital transformation looks like added It’s finding ways they

Under 153.5 Points basketball predictions tomorrow (2025-12-17)

Understanding the Betting Landscape for Basketball Under 153.5 Points

Under 153.5 Points predictions for 2025-12-17

Factors Influencing Under 153.5 Points Bets

Detailed Match Analysis

Match 1: Team A vs Team B

Match 2: Team C vs Team D

Match 3: Team E vs Team F

Trends and Statistics

Betting Strategies for Under Totals

The Role of Injuries and Player Availability

Influence of Coaching Decisions

The Psychological Aspect of Betting

What are some common misconceptions about betting unders?