https://www.aditicherian.com/about daily 1.0 2023-11-18 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/61aa6ec8-5515-4637-b4d8-1b93a8a2bb45/Facetune_19-04-2023-17-07-08.png About https://www.aditicherian.com/contact daily 0.75 2022-09-24 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568159545942-XVW9MGZ4NRZ7VFVQ0P7P/70825322_719257861830082_3872246019043360768_n.jpg Contact - Contact acherian@ucdavis.edu LinkedIn https://www.aditicherian.com/resume daily 0.75 2025-09-25 https://www.aditicherian.com/pastprojects daily 0.75 2020-08-19 https://www.aditicherian.com/pastprojects/cheriantop monthly 0.5 2020-09-11 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1597817956590-HQSZSFX9AXEFIS45DY65/Ad_Meme.png Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1597815764217-O0NXYL1TRMCRUFUDQWTT/Screen%2BShot%2B2020-07-12%2Bat%2B1.36.02%2BPM.jpg Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599804349698-RFSNE2YGPL2AXYW3N359/Screen+Shot+2020-08-18+at+10.59.25+PM.png Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599803179329-NC5EXLQVH5BHGWDWFXQD/Screen+Shot+2020-09-10+at+9.14.08+PM.png Projects - CherianTop H&M https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1597817744841-MC941H1VUW7CFRCZ4DQ6/Ad_SimpleImage_Large.PNG Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599811434865-0O3D8FKNCGG3T8I47YMF/yuh2.jpeg Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599811523124-90N23OP6BRV3EWF16OEX/yuh.png Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1597806156016-4VEG9LUV3FWBS7JIX3DF/Screen+Shot+2020-07-12+at+1.35.13+PM.png Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599803428504-1GJGASYWZGYF304E2VPS/Screen%2BShot%2B2020-09-10%2Bat%2B9.15.08%2BPM.jpg Projects - CherianTop Target https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1597817642407-WR14UG52LS695XGWYDME/Screen+Shot+2020-08-18+at+11.11.10+PM.png Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599802180868-0ZBXABDE6W1TCXVBS7BB/IMG_9099.PNG Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599803347246-JJOB66RFOPAICW52OC2Y/Screen%2BShot%2B2020-09-10%2Bat%2B9.13.57%2BPM.jpg Projects - CherianTop Forever21 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1597817636987-E37ME210KGLSQY8MUBG1/Screen+Shot+2020-08-18+at+11.13.01+PM.png Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599810239943-3OQ96NEVFY1OGZMCKGSO/UntitledUserPersona.png Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599811305258-3TBZ2W85KWGUIL6XIXQM/IMG_9103%2B2.jpg Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599811333640-VNBEJF2YIS4NP4M2DJGL/IMG_9104+2.PNG Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599802448112-JI7D8HPGQAE1UHSKKXTK/IMG_9098.PNG Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599800819997-4QS9NHYF7AODJSIQQLSK/Service+Blueprint+%281%29.jpg Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599802092270-NDV70VSXFMD81B28YLQC/IMG_9100.PNG Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599811359872-JHU4VCWOGLBPKCPYIG9U/IMG_9105+2.PNG Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599803059583-FZIMCARXD9ZWAB5P8U07/Screen+Shot+2020-09-10+at+10.42.16+PM.png Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599811269980-TPF9R61ZOTU0TNV19X8V/image-asset.jpeg Projects - CherianTop https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1599811467981-93X7P1ZAIGX1HTNUMKZK/yuh3.jpg Projects - CherianTop https://www.aditicherian.com/pastprojects/fitmisfit monthly 0.5 2019-10-16 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569109636627-7BWBSN714BHM7CAIRB41/IMG_1847_Facetune_21-09-2019-16-26-22.jpg Projects - Product Development - Fit Misfit Step 3: Affinity diagram of all the post-its https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569195718228-CBYO02UPY4TQJRP6K93H/Screen+Shot+2019-09-22+at+4.38.58+PM.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569403028717-Z8IRNJSAML1NZL7S9GPE/Screen+Shot+2019-09-25+at+2.16.26+AM.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569195816598-Z5RPVTNDQZI5U7J1KDYA/Screen+Shot+2019-09-22+at+4.39.30+PM.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569196186486-PCWL0BDMBJ6ZPGDMOKMN/Screen+Shot+2019-09-22+at+4.48.39+PM.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569195902844-D5WOH5TCXZLZNQZWOANF/Screen+Shot+2019-09-22+at+4.40.07+PM.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569109621985-MOT63JW3LXG20EGT4700/IMG_1826.jpg Projects - Product Development - Fit Misfit Step 2: Grouped the post its into 7 main themes https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569195932268-48HM3DHKUCLIQSIRX7QA/Screen+Shot+2019-09-22+at+4.40.25+PM.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568868405314-MOFKXEHTDQJ1K4YJUGXC/image-asset.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569109573225-BR9OHEHK2Q33OLCSUIMD/IMG_1818.jpg Projects - Product Development - Fit Misfit Step 1: Laid out all the post-its https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569374288379-G470DK8PGBTG6ACN3PUM/image-asset.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568874501077-IQXSFDAXDGL0QBANX5UU/Screen+Shot+2019-09-18+at+9.07.34+PM.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569195884323-GHAETCYWRH60WLXH5L2G/image-asset.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569374201455-7E26DIJNME01E53B3212/Screen+Shot+2019-09-24+at+6.14.04+PM.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569195752878-PQ7XJDGSUMM6N4HD1TC2/image-asset.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568851216699-XHGS48ELRD62DNBOOAGB/image-asset.png Projects - Product Development - Fit Misfit https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569311313754-PHP6R0J0VQG3G8X8FIQI/fitmisfitpng.png Projects - Product Development - Fit Misfit https://www.aditicherian.com/pastprojects/hivemind-4a8jj monthly 0.5 2022-09-28 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569199078938-VXQ2LT5IF18XNVP1734W/Screen+Shot+2019-09-20+at+12.10.19+AM.png Projects - Product Development - HiveMind Login/Signup Page https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569199363424-382J0YB3H95M9ZFDVXXZ/Screen+Shot+2019-09-20+at+12.12.04+AM.png Projects - Product Development - HiveMind HiveMind Analytics https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569210115154-G5VWHTMUMBH2XMTP8XN2/image-asset.jpeg Projects - Product Development - HiveMind These wireframes were more detailed than the previous image, and were my first time doing any kind of pen and paper wire-framing. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569199101396-5NFDYLEERFWTECXZQZ61/Screen+Shot+2019-09-20+at+12.10.37+AM.png Projects - Product Development - HiveMind Community Feed https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569199349891-QJN10E4MF3LMZ8VFFEWB/Screen+Shot+2019-09-20+at+12.11.46+AM.png Projects - Product Development - HiveMind Explore Page https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569199375420-NDP7ZRTPAZ9VLV4IQNHD/Screen+Shot+2019-09-20+at+12.12.22+AM.png Projects - Product Development - HiveMind Upload Page https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569199115327-XYYBC5WRYHXICP0ZUZWJ/image-asset.png Projects - Product Development - HiveMind User Profile https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569209984612-2YPA8LYZE7ENL9RHA3IJ/IMG_1946+2.jpg Projects - Product Development - HiveMind I created quick sketches for how I wanted the structure of the application to look like, along with specific features within each tab/section https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1569199381630-SU31QYYVZFB01SBT3P5X/Screen+Shot+2019-09-22+at+5.41.15+PM.png Projects - Product Development - HiveMind https://www.aditicherian.com/pastprojects/labor-market-analysis-1 monthly 0.5 2019-10-16 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568266871539-LKV5O89O6WUDVXDE2XDX/Screen+Shot+2019-09-11+at+3.51.25+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 1 The raw .csv file from web scraping the Workana website https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568266912687-7ZRICJDGP9IRR15BUMN2/image-asset.png Projects - Data Analysis - Latin American Labor Market Analysis 1 Filtered dataframes to find countries with the most amount of data https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568236205104-U9X6YA4F1ITDAAK6XM8Z/20140301_Trade-151_0124-copy.jpg Projects - Data Analysis - Latin American Labor Market Analysis 1 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568236219553-XQ3PZVGL40JT2HAOARZT/Screen+Shot+2019-09-11+at+2.06.52+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 1 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568236238693-FX82WXHTD1ZH1SPD9ME9/Screen+Shot+2019-09-11+at+2.07.03+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 1 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568236254343-L35ZT947CDHFV5SBTDW0/Screen+Shot+2019-09-11+at+2.07.13+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 1 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568236193820-336IF8CSIZH32V40D3LK/image-asset.png Projects - Data Analysis - Latin American Labor Market Analysis 1 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568238343408-UHF7II6KPU3XZBPTTSVQ/Screen+Shot+2019-09-11+at+2.28.08+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 1 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568238896164-IBCD9ICREBUB1HWYF2LW/Screen+Shot+2019-09-11+at+2.28.22+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 1 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568244535964-MZKF33LYOZ1QFNG2FM6B/Screen+Shot+2019-09-11+at+4.28.00+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 1 https://www.aditicherian.com/pastprojects/labor-market-analysis-2 monthly 0.5 2019-09-11 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568265358864-T38J7RUDHB2NBUKQ7BSG/image-asset.png Projects - Data Analysis - Latin American Labor Market Analysis 2 The raw .csv file from web scraping the Workana website https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568247348920-K83L0J2KQIALQLOMDMRV/Screen+Shot+2019-09-11+at+5.13.41+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 2 Count by Country - without Outliers https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568247383897-JS1D7G4XEE2KHGG51Z2E/Screen+Shot+2019-09-11+at+5.13.03+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 2 Count by Country - with Outliers https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568247454807-SGMIZR6NZ9O64H565SQW/Screen+Shot+2019-09-11+at+5.14.07+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 2 Distribution by Country - Graph 2 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568247759386-6P1TFNVDYH5DOXXD6U7L/image-asset.png Projects - Data Analysis - Latin American Labor Market Analysis 2 Distribution by Country - Graph 1 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568265307878-QYUOM1YQ4UX3CPHYGCFF/Screen+Shot+2019-09-11+at+8.50.44+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 2 Each of the hundreds of languages from the .csv file were organized and placed within one of the ten categories below. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568266583182-OCB6ZVCT6EI72WFEYLDB/image-asset.png Projects - Data Analysis - Latin American Labor Market Analysis 2 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568265722268-8IVF9AES4OJ9QN3LM1OZ/Screen+Shot+2019-09-11+at+10.08.39+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 2 Counts by Category https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568265741885-2VZJHSKOTMXLLLW7FCJW/Screen+Shot+2019-09-11+at+10.08.57+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 2 Counts by Category and Country https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568265774892-F88HPYD1FJSJABK9W8KO/20140301_Trade-151_0124-copy.jpg Projects - Data Analysis - Latin American Labor Market Analysis 2 Distribution by Category https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568265790425-VE8OH3JLJU8T9PTN4MI3/20140301_Trade-151_0124-copy.jpg Projects - Data Analysis - Latin American Labor Market Analysis 2 Modal Analysis by Category https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568265802399-BONFCSMMGS561PCK6SM1/20140301_Trade-151_0124-copy.jpg Projects - Data Analysis - Latin American Labor Market Analysis 2 Distribution by Country and Category https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568265828924-NA1QWRAQX2K6VI5W6AWG/Screen+Shot+2019-09-11+at+10.10.10+PM.png Projects - Data Analysis - Latin American Labor Market Analysis 2 Distribution by Country and Category https://www.aditicherian.com/pastprojects/promotion-predictor monthly 0.5 2019-10-16 https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568164641195-P7VQQZLO6HRB6WIWEBFR/Screen+Shot+2019-09-10+at+6.03.57+PM.png Projects - Machine Learning - Promotion Predictor Boxplot for Bottles Sold - Outliers Not Filtered The boxplot above is a plot of the bottles sold by each store in Iowa with all outliers included. This causes the boxplot to look very skewed by the larger points of data. The box plot is skewed so much that the actual ‘box’ portion of the boxplot, or the central tendency, is unclear. The range of this graph is from 0 to 25,000 bottles sold. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568164861209-HIMY6Y8KWRBHC1N9Y29B/20140301_Trade-151_0124-copy.jpg Projects - Machine Learning - Promotion Predictor Boxplot for Bottles Sold - Outliers Filtered The boxplot above is a plot of the bottles sold by each store in Iowa with the major outliers removed. This boxplot does not look skewed by the outliers because the range is only from 0 to 200 and the ‘box’ portion of the boxplot can be seen. The central tendency for bottles sold in Iowa is between 5 and 35 bottles sold. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568164745689-LC6M3AK6X9O8HOK4PWS5/Screen+Shot+2019-09-10+at+6.05.20+PM.png Projects - Machine Learning - Promotion Predictor Boxplot for Price - Outliers Filtered The boxplot above is a plot of the price for bottles by each store in Iowa. The central tendency is between $8 to $19. The range of this graph is from $0 to $130 so the plot is clear. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568165200712-W2970V08ZUDIFSRZFBN2/20140301_Trade-151_0124-copy.jpg Projects - Machine Learning - Promotion Predictor Histogram for Price - Outliers Filtered The histogram above is of the price by each store in Iowa with the major outliers excluded. This causes the boxplot to look very skewed by the larger points of data. We are able to see that the greatest amount of liquor sold in stores is priced between $0 - $12. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568164988360-N0T7WLZMDCMIYZJWLC9Y/20140301_Trade-151_0124-copy.jpg Projects - Machine Learning - Promotion Predictor Histogram for Bottles Sold - Outliers Not Filtered The histogram above is of the bottles sold by each store in Iowa with the major outliers included. This causes the histogram to look very skewed by the larger points of data causing only 4 bars in the graph. A clearer example of the histogram is below https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568165106632-X2P94QQRWR30ID9OUAF7/20140301_Trade-151_0124-copy.jpg Projects - Machine Learning - Promotion Predictor Histogram for Bottles Sold - Outliers Filtered The histogram above is of the bottles sold by each store in Iowa with the major outliers removed. This causes the histogram to have many more bars within the graph. This graph is easier to analyze and the smaller range allows us to break down the larger chunks from the previous graph and look into the data more closely. We are able to see that most stores sell between 0 - 20 bottles at a time. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568165934621-35FKW91ZNGVNXOTDDVL0/image-asset.png Projects - Machine Learning - Promotion Predictor Above shows the fill rate for our category with highest fill ratio, 1011200, which had a higher fill rate than every other category. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568182447855-NSG8M3TU2ZKAJMRKPJMI/Screen+Shot+2019-09-10+at+6.33.12+PM.png Projects - Machine Learning - Promotion Predictor Table showing the results of summing the bottles sold for a chosen category. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568170946599-RQMU5FT0XMCT02R9WEM5/Screen+Shot+2019-09-10+at+8.01.59+PM.png Projects - Machine Learning - Promotion Predictor The diagram above is of the general process for forecasting using ARIMA. The Hyndman-Khandakar algorithm (which is what Auto_ARIMA() is a variation of) only uses steps 3-5. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568175784754-LYHYL44QHAQ6QAIPFNE1/Screen+Shot+2019-09-10+at+9.22.33+PM.png Projects - Machine Learning - Promotion Predictor The image above shows our table after left joining to a wider date range. Our table should have more rows containing more dates. However, we have a lot of NaN entries in our data and need to interpolate them. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568166742455-1JMGW58PODDDBZ1AGLRN/image-asset.png Projects - Machine Learning - Promotion Predictor https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568175380330-YYALLDI0Q296FHDJWDCP/Screen+Shot+2019-09-10+at+9.12.01+PM.png Projects - Machine Learning - Promotion Predictor The table above shows our new dataframe after pivoting. All the categories are now their own columns, with the amount of bottles sold as their entries. However, we don’t have enough daily entries so we need to left join this table with a wider date range. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568268499139-YJPHNOCSWKO70W72L49V/Screen+Shot+2019-09-10+at+11.05.55+PM.png Projects - Machine Learning - Promotion Predictor https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568180778921-E9Y93J94EVKD11T8K1Z1/Screen+Shot+2019-09-10+at+10.45.33+PM.png Projects - Machine Learning - Promotion Predictor In our table above, we no longer have any NaN values as we have linearly interpolated the data. https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568182056952-ZM3AI41YJSD3X7NHCPAP/Screen+Shot+2019-09-10+at+11.06.18+PM.png Projects - Machine Learning - Promotion Predictor https://images.squarespace-cdn.com/content/v1/5d70a90a483fca0001a7cc51/1568171799446-E2LNE64JESA9JTIWSYDY/image-asset.png Projects - Machine Learning - Promotion Predictor The lower the MAPE percentage, the more accurate the forecasted value.