https://www.thomasstewart.me/home daily 1.0 2024-04-23 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/be18b827-e94a-4cb6-8f61-d6bcd50a08a3/output-onlinejpgtools.JPG Home - “With each of my projects I’m aiming to create and tell a story that is engaging and insightful to help others make data-driven decisions.” https://www.thomasstewart.me/home/german monthly 0.5 2020-12-08 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607388474821-XRFEELN6LHLI7AVY23CI/Picture%2B1.jpg Home - Predicting the creditability of future bank customers - The goals of this project was to: Efficiently classify customers as as good credit or bad credit risk using predictive modelling Examine the existence of market segments among customers of the bank. https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607389976375-3ZPP999IB4WQIB5OJ0XY/Picture+2.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607391068353-HHU6MQ1OXFD9MQXRU5PQ/Screen+Shot+2020-12-08+at+12.25.05+pm.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607391048112-KUPERUJ29AA2V3DNROS4/Screen+Shot+2020-12-08+at+12.24.43+pm.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607391087546-YO4XSRS2ITT82LX8UEYK/Screen+Shot+2020-12-08+at+12.24.56+pm.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607392333864-O9Z36UVL41SO75Z6R2A8/Picture+3.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607392738160-FZTEPRRR6AR4MKKNDGBB/Screen+Shot+2020-12-08+at+12.57.23+pm.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607392720948-0786QICA93BYECTLHU3C/Screen+Shot+2020-12-08+at+12.57.10+pm.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607394234581-9IBSABKWCS2LROF3Q7OO/Picture+2+1.20.01+pm.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607394207719-XZWZK641J89A56H50UQC/Picture+1+1.20.01+pm.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607394491706-J7ZIIJWL78GJYTZEMWBK/Picture+1.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607394556674-KQ3OLBICK37ML3BI35OX/Picture%2B2.jpg Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607394492621-ZUDCSBO3ZSS0VJMS409F/Picture+3.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607394495902-GFMQ4NPD4B3D8RV3ZD75/Picture+4.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607394494977-Y1SVH42M86IIARW4XK8F/Picture+5.png Home - Predicting the creditability of future bank customers https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607394495926-LO282D0NXAO0L1RFR7MJ/Picture+6.png Home - Predicting the creditability of future bank customers https://www.thomasstewart.me/home/appliances monthly 0.5 2020-12-08 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607410977707-2N6MDT5JECORW7NT57NE/Picture+1.png Home - Forecasting the expenditure on household appliances in South Australia https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607411647662-SKDEPD8TY9UCY8DCE8XZ/Picture+11.png Home - Forecasting the expenditure on household appliances in South Australia https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607412070369-K1I19M6RP34Y28I6W34W/Picture+1reg+copy.png Home - Forecasting the expenditure on household appliances in South Australia https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607411901409-S9DAHNLHR9ZZKMUSWF6M/Picture+14.png Home - Forecasting the expenditure on household appliances in South Australia https://www.thomasstewart.me/home/day-dream-crash monthly 0.5 2020-12-08 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607415813873-ZV2N1F3Z88YTE8L3KIVI/car-522411_1280.jpg Home - AgeGroup vs Crash Fatalities - AgeGroup vs Crash Fatalities Is your age proe to what time of day a fatal crash may occur? https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607407159219-5N3I8S2UEK1M91J2H7NQ/Screen+Shot+2020-12-08+at+4.57.51+pm.png Home - AgeGroup vs Crash Fatalities https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607407174391-T2R1GT5NBMW6BLQF28JG/Screen+Shot+2020-12-08+at+4.58.04+pm.png Home - AgeGroup vs Crash Fatalities https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607407154522-MNPN6NKRO5CW5DP1Q00T/Screen+Shot+2020-12-08+at+4.58.20+pm.png Home - AgeGroup vs Crash Fatalities https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607407154207-AU2MCIO353O516TVEMP8/Screen+Shot+2020-12-08+at+4.58.32+pm.png Home - AgeGroup vs Crash Fatalities https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607407159857-8LDCM54Y216L74NC3L6A/Screen+Shot+2020-12-08+at+4.58.46+pm.png Home - AgeGroup vs Crash Fatalities https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607407154195-HYV8S88U9S10FZCP3I8M/Screen+Shot+2020-12-08+at+4.58.04+pm.png Home - AgeGroup vs Crash Fatalities https://www.thomasstewart.me/home/young-people monthly 0.5 2020-12-08 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607413160423-44FYCS253S3JS946OKN2/PC3+copy.png Home - Finding market segments of young people based on their Music and Movie preferences. PC3 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607413124261-7E0O2FXDMQEVKLST0AMF/PC1+copy.png Home - Finding market segments of young people based on their Music and Movie preferences. PC1 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607413142599-53ITWEIUGFCA17CVBJQD/PC2+copy.png Home - Finding market segments of young people based on their Music and Movie preferences. PC2 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607413299575-CKXPK697AW99M0VBV4K4/MusicPC2+copy.png Home - Finding market segments of young people based on their Music and Movie preferences. PC2 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607413283496-LJMM596JLSF8ST2GGM2H/MusicPC1+copy.png Home - Finding market segments of young people based on their Music and Movie preferences. PC1 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607413314565-OFUB7R8ZVTSHUZ594PWE/MusicPC3+copy.png Home - Finding market segments of young people based on their Music and Movie preferences. PC3 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607414925714-I4UBDAQSZIZWXWZFOS0X/Screen+Shot+2020-12-08+at+7.08.35+pm.png Home - Finding market segments of young people based on their Music and Movie preferences. https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607414976923-QLMUNSLG2TWWLQ65DAJ5/Screen+Shot+2020-12-08+at+7.09.24+pm.png Home - Finding market segments of young people based on their Music and Movie preferences. https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607415390343-S84BLMXOQ04YRWU259LO/Screen+Shot+2020-12-08+at+7.16.17+pm.png Home - Finding market segments of young people based on their Music and Movie preferences. https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607415444686-KODKPFELYREXQ1BRPO3K/Screen+Shot+2020-12-08+at+7.17.11+pm.png Home - Finding market segments of young people based on their Music and Movie preferences. https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607413674982-55YHSY2H99KPUJ01FGR2/Hierclustermovies+copy.png Home - Finding market segments of young people based on their Music and Movie preferences. Movies- Hierarchical Clustering https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607413675601-AC38SRZADQDKVAQAS7HV/KmeansMovies+copy.png Home - Finding market segments of young people based on their Music and Movie preferences. Movies- K-Means Clustering https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607413473363-ZIR8WLMZKGK0RXAUG6NS/heirclustermusic+copy.png Home - Finding market segments of young people based on their Music and Movie preferences. Music- Hierarchical Clustering https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607413473370-4K39PZDNIPDYPYNKT3WH/KmeansMusic+copy.png Home - Finding market segments of young people based on their Music and Movie preferences. Music- K-Means Clustering https://www.thomasstewart.me/home/loco monthly 0.5 2020-12-08 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607402013842-82BLKJ02EZEEFL2WMGFL/Picture+3.png Home - Locomotive Fuel Usage Analysis and Insights for Pacific National https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607401992271-OG1HLF4Z8UG12G9DVZW7/Picture+2.png Home - Locomotive Fuel Usage Analysis and Insights for Pacific National https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607402348287-769S33916NPYF6C7EPUS/Screen+Shot+2020-12-08+at+3.38.25+pm.png Home - Locomotive Fuel Usage Analysis and Insights for Pacific National https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607403210606-0489I5KW92M51ZYPZ513/Screen+Shot+2020-12-08+at+3.53.11+pm.png Home - Locomotive Fuel Usage Analysis and Insights for Pacific National https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607402363124-YNQFCQKRUT4GIC21ZVZA/Screen+Shot+2020-12-08+at+3.38.35+pm.png Home - Locomotive Fuel Usage Analysis and Insights for Pacific National https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607403889349-Y4X3IW3OIRWBGH2QCBHU/rail-workers-e1534909735547.jpg Home - Locomotive Fuel Usage Analysis and Insights for Pacific National - Is There Any Difference Between Drivers? https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607405391293-PVIJQIZPJF7FUARA1BEN/Picture+1.png Home - Locomotive Fuel Usage Analysis and Insights for Pacific National https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607405370285-KZSR8EBU4VOGAN2SBT89/Screen+Shot+2020-12-08+at+4.29.09+pm.png Home - Locomotive Fuel Usage Analysis and Insights for Pacific National https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607405694378-VZ4L8VDO8ROA6WYW8EIP/Screen+Shot+2020-12-08+at+4.34.16+pm.png Home - Locomotive Fuel Usage Analysis and Insights for Pacific National https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607405716904-42RKL5DDBMJD9VQRM4LH/Screen+Shot+2020-12-08+at+4.34.08+pm.png Home - Locomotive Fuel Usage Analysis and Insights for Pacific National https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607405886162-L2Q3NP6G0O4RZ6U24QUM/Screen+Shot+2020-12-08+at+4.37.22+pm.png Home - Locomotive Fuel Usage Analysis and Insights for Pacific National https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607405866398-YIOEQIWIP69KSNHQTLJ4/Picture+11.png Home - Locomotive Fuel Usage Analysis and Insights for Pacific National https://www.thomasstewart.me/home/crime monthly 0.5 2020-12-15 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607994685112-HWBL8Z8TPJ05YC46FWN9/104624450-GettyImages-455446049.jpg Home - Analysing household break-ins in Sydney - Analysing household break-ins in Sydney By using a Principle component analysis we can interpret the data more easily to find insightful patterns. https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607994343641-1PJPSVBO4DU6U5AFF5Y4/Screen+Shot+2020-12-15+at+12.05.33+pm.png Home - Analysing household break-ins in Sydney - Initial Analysis Electronics are highly correlated together. Jewellery is highly correlated together. https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607994372804-KQ6DUZZTSLE98BUVO3BK/Picture+1.png Home - Analysing household break-ins in Sydney - PC Analysis To find out how may principle components will be chosen, we can look at the scree plot. The general rule is to identify the elbow point/ flattening point. This would make component number 2. https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607994409618-WOFWKU68T9S3JU91R81Z/Screen+Shot+2020-12-15+at+12.06.37+pm.png Home - Analysing household break-ins in Sydney - Interpreting the Principle Components Component score 1 is composed of electronics. Component score 2 is composed of jewellery. https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/1607994437097-IYGO64NDGLXK9E5XFG3F/Picture+2.png Home - Analysing household break-ins in Sydney - Scatterplot of PC’s Penrith and Bankstown are correlated to have PC1 thefts (electronics). Warringah and Ku-ring-gai are correlated to have PC2 thefts (jewellery). https://www.thomasstewart.me/home/customer-churning monthly 0.5 2024-04-23 https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/dd4fcf78-fca2-400e-855c-eae1587b134e/Churn+Categories+w%3A+text.jpg https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/5137ec55-7366-44d4-babe-6562efc61eb8/Groups+%26+Categories+w%3A+text.png https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/34ed8524-05e3-4a95-9573-f8bc0540e831/+Unlimted+plan+w%3A+text.png https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/c1a147ee-33db-4f6c-bcf9-1aab823c3e1d/International+Calls+w%3A+text.png https://images.squarespace-cdn.com/content/v1/5fbdd0e37848ba205d0560d2/3a59bcb8-e364-42d8-8114-e117cd92255e/Insights+w%3A+text.png