Project Team ###################### Ensuring Equal Group Member Effort ************************************* .. note:: All group members may be surveyed about the relative contributions of other members at the end of the project if any member suspects an unequal workload distribution among members. I will adjust the grades of individual group members in projects which do not appear to have a uniform distribution of effort. Our options for helping out are more limited as the semester goes on, please reach out ASAP if you have a concern. Contacting me need not be a dramatic occurrence, I'd love to meet with the whole team and do a quick “teamwork tune-up” if need be to keep things running smoothly. Team Formation ***************** Please indicate which team you'd like to join by completing `this google form: `_ * Since we only indicate our top choice above, you may not match to a project during this first round. I'll reach out if you don't make it into your top choice to repeat the process. * Teams must have two to four students * no student may work alone * If more than four students are interested in a project, I'll randomly choose students to fill the team * proposal authors will receive priority Proposals ____________ `0 Air quality analysis <./proposals/0.html>`_ `1 Air quality analysis <./proposals/1.html>`_ `2 Airbnb prices in european cities identifying optimal travel times <./proposals/2.html>`_ `3 Airline customer satisfaction prediction <./proposals/3.html>`_ `4 Alcohol consumption affect on student lives <./proposals/4.html>`_ `5 Alzheimers disease machine learning project proposal <./proposals/5.html>`_ `6 Amsterdam housing price predictions <./proposals/6.html>`_ `7 Analyzing alphabet inc acquisitions <./proposals/7.html>`_ `8 Analyzing crime in boston <./proposals/8.html>`_ `9 Analyzing factors to determine popular spotify music genres <./proposals/9.html>`_ `10 Analyzing patient noshows at medical appointments <./proposals/10.html>`_ `11 Analyzing sp500 stock sectors <./proposals/11.html>`_ `12 Analyzing symptoms of anxiety and depression during the course of the covid19 pandemic <./proposals/12.html>`_ `13 Analyzing trends and predicting sales in the video game industry <./proposals/13.html>`_ `14 Animal adoption prediction <./proposals/14.html>`_ `15 Animal shelter <./proposals/15.html>`_ `16 Animal shelter <./proposals/16.html>`_ `17 Apple stock analysis <./proposals/17.html>`_ `18 Artificial synesthesia <./proposals/18.html>`_ `19 Assessing why americans dont vote <./proposals/19.html>`_ `20 Best beforeafter workout food <./proposals/20.html>`_ `21 Best streaming platform prediction <./proposals/21.html>`_ `22 Billionaires <./proposals/22.html>`_ `23 Black travel across america <./proposals/23.html>`_ `24 Bluebike useage <./proposals/24.html>`_ `25 Book popularity prediction <./proposals/25.html>`_ `26 Book publishing analysis <./proposals/26.html>`_ `27 Boston 311 hotline response prediction <./proposals/27.html>`_ `28 Boston crime analysis <./proposals/28.html>`_ `29 Boston crime incidence reporting <./proposals/29.html>`_ `30 Boston crime incidents report <./proposals/30.html>`_ `31 Boston crime prediction <./proposals/31.html>`_ `32 Breast cancer fatality prediction machine learning project <./proposals/32.html>`_ `33 Breast cancer identifier proposal <./proposals/33.html>`_ `34 Can machine learning accurately predict and model stock prices <./proposals/34.html>`_ `35 Can tweets help data scientists beat the market <./proposals/35.html>`_ `36 Cancer <./proposals/36.html>`_ `37 Capm stock pricing regression model <./proposals/37.html>`_ `38 Car accidents and laws <./proposals/38.html>`_ `39 Car crash ny state <./proposals/39.html>`_ `40 Car crashes ny state <./proposals/40.html>`_ `41 Climate change trends over the years <./proposals/41.html>`_ `42 Climate risk index and relating it to economic and population loss <./proposals/42.html>`_ `43 Co2 emissions by country <./proposals/43.html>`_ `44 Co2 emissions vs fossil fuels <./proposals/44.html>`_ `45 College dropout prediction <./proposals/45.html>`_ `46 College tuition cost and salary potential <./proposals/46.html>`_ `47 Comparing top movie ratings to money going in vs out <./proposals/47.html>`_ `48 Correlation between gray matter volume cardiorespiratory fitness and adiposity <./proposals/48.html>`_ `49 Covid19 is still an issue <./proposals/49.html>`_ `50 Covid_worldwide <./proposals/50.html>`_ `51 Crashes where and why <./proposals/51.html>`_ `52 Create dict of each value <./proposals/52.html>`_ `53 Credit risk analysis for credit rating <./proposals/53.html>`_ `54 Crime outcome prediction <./proposals/54.html>`_ `55 Crime predict <./proposals/55.html>`_ `56 Crime prediction <./proposals/56.html>`_ `57 Crime prediction boston <./proposals/57.html>`_ `58 Crime type prediction <./proposals/58.html>`_ `59 Criminal sentence prediction <./proposals/59.html>`_ `60 Customer churn <./proposals/60.html>`_ `61 Data in politics <./proposals/61.html>`_ `62 Data science salaries <./proposals/62.html>`_ `63 Daylight saving and traffic accidents project proposal <./proposals/63.html>`_ `64 Diabetes <./proposals/64.html>`_ `65 Digital matchmaker <./proposals/65.html>`_ `66 Distracted driver detection <./proposals/66.html>`_ `67 Does money buy happiness <./proposals/67.html>`_ `68 Dog or cat identifier <./proposals/68.html>`_ `69 Dog popularity prediction for dog actors in movies <./proposals/69.html>`_ `70 Education as a predictor of a countries development <./proposals/70.html>`_ `71 Education levels by state vs poverty levels by state <./proposals/71.html>`_ `72 Environmental impact of food production <./proposals/72.html>`_ `73 Exploring californias climate change using california ghg emission inventory data <./proposals/73.html>`_ `74 Exploring us software developer salaries a comprehensive analysis <./proposals/74.html>`_ `75 Extreme weather events and economic losses the financial benefit to addressing climate change <./proposals/75.html>`_ `76 Factors on college interest among high schoolers <./proposals/76.html>`_ `77 Factors that contribute to decline in student mental health <./proposals/77.html>`_ `78 Fake news <./proposals/78.html>`_ `79 Fantasy premier league prediction model <./proposals/79.html>`_ `80 Finding the optimal fantasy football drafting strategy <./proposals/80.html>`_ `81 Fishing overfishing <./proposals/81.html>`_ `82 Flight cancellation predictor <./proposals/82.html>`_ `83 Food <./proposals/83.html>`_ `84 Food and exercise recommender based on caloric intake and food preference <./proposals/84.html>`_ `85 Food insecurity project <./proposals/85.html>`_ `86 Food snap <./proposals/86.html>`_ `87 Food waste a silent contributor to global warming <./proposals/87.html>`_ `88 Formula 1 <./proposals/88.html>`_ `89 Formula 1 adjusted driver qualifying comparison <./proposals/89.html>`_ `90 Formula 1 race prediction aashu kedia <./proposals/90.html>`_ `91 Fraud inequality and ppp loans <./proposals/91.html>`_ `92 Gdp and temperature climate change <./proposals/92.html>`_ `93 Gender pay gap <./proposals/93.html>`_ `94 Gender pay gap analysis <./proposals/94.html>`_ `95 Global warming effected by food industry <./proposals/95.html>`_ `96 Goodreads predictor <./proposals/96.html>`_ `97 Government agency sustainability <./proposals/97.html>`_ `98 Happiness <./proposals/98.html>`_ `99 Have movies gotten longer <./proposals/99.html>`_ `100 Hdi ranking <./proposals/100.html>`_ `101 Healthcare cost <./proposals/101.html>`_ `102 Healthcare cost <./proposals/102.html>`_ `103 Healthcare cost <./proposals/103.html>`_ `104 Healthcare reform <./proposals/104.html>`_ `105 Healthy eating at dining halls <./proposals/105.html>`_ `106 Heart attack analysis prediction dataset <./proposals/106.html>`_ `107 Heart disease prediction model proposal <./proposals/107.html>`_ `108 Heart failure <./proposals/108.html>`_ `109 Hit or flop song <./proposals/109.html>`_ `110 How has covid19 impacted the housing market <./proposals/110.html>`_ `111 How inherited is athletic ability in ice hockey <./proposals/111.html>`_ `112 How music affects our emotions <./proposals/112.html>`_ `113 Ideal customers <./proposals/113.html>`_ `114 Identifiable genes and genetic disorders <./proposals/114.html>`_ `115 Identifying and predicting the risk of cyberbullying using natural language processing <./proposals/115.html>`_ `116 Insurance claim analysis demographic and health <./proposals/116.html>`_ `117 Labor market discrimination <./proposals/117.html>`_ `118 League of legends teamfight breakdown <./proposals/118.html>`_ `119 Life expectancy <./proposals/119.html>`_ `120 Load the historical stock price data <./proposals/120.html>`_ `121 Looking into what makes a corporate rating stronger or weaker <./proposals/121.html>`_ `122 Lower vs upper body injury <./proposals/122.html>`_ `123 Machine learning to predict uber surge price <./proposals/123.html>`_ `124 Making trails more accessible travel decisions easier <./proposals/124.html>`_ `125 March madness data <./proposals/125.html>`_ `126 Match and attraction prediction <./proposals/126.html>`_ `127 Maternal mortality rates in the united states <./proposals/127.html>`_ `128 Memory loss <./proposals/128.html>`_ `129 Mental health <./proposals/129.html>`_ `130 Mental health <./proposals/130.html>`_ `131 Mental health <./proposals/131.html>`_ `132 Meteorite event predictor <./proposals/132.html>`_ `133 Mlb elo prediction <./proposals/133.html>`_ `134 Mlb pitch type predictor <./proposals/134.html>`_ `135 Mlb pitching data <./proposals/135.html>`_ `136 Money cant buy happiness but can gdp <./proposals/136.html>`_ `137 Most important factors for happiness <./proposals/137.html>`_ `138 Most popular youtube channel prediction <./proposals/138.html>`_ `139 Movie money making moves <./proposals/139.html>`_ `140 Movie rating prediction <./proposals/140.html>`_ `141 Movie reccomendation <./proposals/141.html>`_ `142 Movie reccomendation <./proposals/142.html>`_ `143 Movie recommendation system <./proposals/143.html>`_ `144 Movie sequels and their success <./proposals/144.html>`_ `145 Mta ridership data <./proposals/145.html>`_ `146 Music clustering <./proposals/146.html>`_ `147 Nba 2023 draft class sucess prediction <./proposals/147.html>`_ `148 Nba 2k player ranking prediction <./proposals/148.html>`_ `149 Nba mvp dpoy and allnba first team predictions <./proposals/149.html>`_ `150 Nba player trade <./proposals/150.html>`_ `151 Nba predictions <./proposals/151.html>`_ `152 Nba team stats analysis and championship prediction <./proposals/152.html>`_ `153 Ncaa quarterback <./proposals/153.html>`_ `154 Netflix original film success prediction <./proposals/154.html>`_ `155 Netflix reccomendation <./proposals/155.html>`_ `156 Netflix reccomendation <./proposals/156.html>`_ `157 Netflix vs amazon vs hulu which platform is my novel tv showmovie more likely to get onto when <./proposals/157.html>`_ `158 Nfl betting are you really in it to win it <./proposals/158.html>`_ `159 Nigeria food prices <./proposals/159.html>`_ `160 Observing trends between lifestyle and levels of cancer in cancer patients <./proposals/160.html>`_ `161 Obstetric comorbidity index obcmi scoring <./proposals/161.html>`_ `162 One realworld problem where data science can provide helpful insights is in predicting and preventing medical errors which can have serious consequences for patient safety and wellbeing <./proposals/162.html>`_ `163 Pandemic relief <./proposals/163.html>`_ `164 Parkinsons detection <./proposals/164.html>`_ `165 Parole violation prediction <./proposals/165.html>`_ `166 Postredlining demographics <./proposals/166.html>`_ `167 Predicting apples yearly stock price percent change using income statement published at the end each year <./proposals/167.html>`_ `168 Predicting canceled reservations for hotels <./proposals/168.html>`_ `169 Predicting country happiness <./proposals/169.html>`_ `170 Predicting diabetes with risk factors <./proposals/170.html>`_ `171 Predicting f1 race winnerposition <./proposals/171.html>`_ `172 Predicting loan default rates using machine learning <./proposals/172.html>`_ `173 Predicting mean comments <./proposals/173.html>`_ `174 Predicting medication effectivness <./proposals/174.html>`_ `175 Predicting mental health of medical students based on demographic factors <./proposals/175.html>`_ `176 Predicting nba awards <./proposals/176.html>`_ `177 Predicting nba hall of fame players <./proposals/177.html>`_ `178 Predicting risk for mental illness <./proposals/178.html>`_ `179 Predicting successful startups <./proposals/179.html>`_ `180 Predicting tesla stock prices <./proposals/180.html>`_ `181 Predicting the possibility of heart disease <./proposals/181.html>`_ `182 Predicting water pump failures in the agriculture sector <./proposals/182.html>`_ `183 Predicting workplace stress mental health <./proposals/183.html>`_ `184 Prediction of boston housing prices project <./proposals/184.html>`_ `185 Problem relationship between economic freedom and growth <./proposals/185.html>`_ `186 Project proposal <./proposals/186.html>`_ `187 Project proposal how does start position impact success in formula one races <./proposals/187.html>`_ `188 Project proposal predicting star type <./proposals/188.html>`_ `189 Project proposal sp 500 spy time series projection <./proposals/189.html>`_ `190 Project proposal company layoffs <./proposals/190.html>`_ `191 Project proposal crime and the economy what is the correlation <./proposals/191.html>`_ `192 Project proposal improve identifying dog breeds in veterinary practice <./proposals/192.html>`_ `193 Project proposalufc data <./proposals/193.html>`_ `194 Property value predictions <./proposals/194.html>`_ `195 Qs world ranked universities prediction <./proposals/195.html>`_ `196 Question on which days do people travel or move around in which areas are they less likely to be targeted by criminals <./proposals/196.html>`_ `197 Real estate project <./proposals/197.html>`_ `198 Receipts <./proposals/198.html>`_ `199 Reducing food waste with creative recipes <./proposals/199.html>`_ `200 Relation between co2 emissions and the consumption of renewable energy by country <./proposals/200.html>`_ `201 Running route generator <./proposals/201.html>`_ `202 Salary negotiation <./proposals/202.html>`_ `203 Screen sleep time <./proposals/203.html>`_ `204 Sea level rise in salt marshes <./proposals/204.html>`_ `205 Skin care reccomendation system <./proposals/205.html>`_ `206 Sleep <./proposals/206.html>`_ `207 Sleep efficiency <./proposals/207.html>`_ `208 Sleep quality project <./proposals/208.html>`_ `209 Smoke bans and its effects <./proposals/209.html>`_ `210 Soccer goalkeeper <./proposals/210.html>`_ `211 Soccer predicting premier league <./proposals/211.html>`_ `212 Social media influence on stock market volatility <./proposals/212.html>`_ `213 Social media on mental health <./proposals/213.html>`_ `214 Song genre <./proposals/214.html>`_ `215 Song reccomendation generator <./proposals/215.html>`_ `216 Sorry not sorry chat gpt cancelling cancel culture in the youtube space <./proposals/216.html>`_ `217 ------- Cervical Cancer ------ <./proposals/217.html>`_ `218 Spoiler alert <./proposals/218.html>`_ `219 Startup success prediction <./proposals/219.html>`_ `220 Stock returns and factors <./proposals/220.html>`_ `221 Superdope project <./proposals/221.html>`_ `222 Superheroes <./proposals/222.html>`_ `223 Technology industry trend prediction <./proposals/223.html>`_ `224 The connection between sleep quality and screen time <./proposals/224.html>`_ `225 The correlation between sleeping habits and tiredness <./proposals/225.html>`_ `226 The effect of music on mental health <./proposals/226.html>`_ `227 The english premier leagueepl <./proposals/227.html>`_ `228 The happiness report <./proposals/228.html>`_ `229 The high speed rail <./proposals/229.html>`_ `230 The predication of january temperature based on august in shanghai <./proposals/230.html>`_ `231 The reduction of the negative impact from climate change <./proposals/231.html>`_ `232 Topic description and justification <./proposals/232.html>`_ `233 Uberlyft trips project <./proposals/233.html>`_ `234 Underlying cause and effect of alcohol use in high school <./proposals/234.html>`_ `235 Understanding cancer prevalence and risk factors through data science <./proposals/235.html>`_ `236 Us perspectives on abortion 19752022 <./proposals/236.html>`_ `237 User positioning within nft marketplaces blur vs opensea <./proposals/237.html>`_ `238 Using health indicators to predict poverty level in chicago <./proposals/238.html>`_ `239 Welcome to my project proposal <./proposals/239.html>`_ `240 What attributes affect customer spending scores the most <./proposals/240.html>`_ `241 What it takes for a youtube video to become trending <./proposals/241.html>`_ `242 Which club manager will win a world cup <./proposals/242.html>`_ `243 Which states are most crucial to winning the presidency <./proposals/243.html>`_ `244 Which streaming platform has the most popular tv shows <./proposals/244.html>`_ `245 Will you be successful <./proposals/245.html>`_ `246 Working hours gdp and productivity <./proposals/246.html>`_ `247 World happiness <./proposals/247.html>`_ `248 World of hiv sexually transmitted diseases <./proposals/248.html>`_ `249 Youtube comment sentiment and video popularity <./proposals/249.html>`_ `250 Youtube video success prediction <./proposals/250.html>`_