https://www.valsaunders.com/dataprojects daily 1.0 2020-01-12 https://static1.squarespace.com/static/5e0759b2d61ee22a34500788/t/5e1b4a034ea7cf33bb6176c1/1578842226147/ Data Projects https://static1.squarespace.com/static/5e0759b2d61ee22a34500788/5e075bca41180e2960c3841a/5e0fbdff97847f4804af5ce4/1578842226147/ Data Projects https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578090217962-VML1JUFHOOQ4OGK9HJHT/image-asset.jpeg Data Projects https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578090491723-RB131EV0BJ0S5EM9T3BX/image-asset.jpeg Data Projects https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578842159186-6Z9GUTDLKNXCHQU5OQCG/bike_mural_1.jpg Data Projects - Mural by Jeff Henriquez Art. Prospect Heights, Brooklyn https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578843138593-Y31D3C7UE268K3KVW2O8/image-asset.jpeg Data Projects - Val_bike_JHMural https://www.valsaunders.com/data-analysisr daily 0.75 2020-04-29 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578844357033-1JYD4E93QKBYJRTM65MD/FortGreeneParkcisc.jpg Data Analysis/R Fort Greene Park: Flickr/Francisco Daum https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578062531068-T5G3WXV2QJUQCJCLGO4X/script_data_clean.PNG Data Analysis/R Cleaning data in R https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1577634951277-G7R6MJM3NVCGDCF6GE4C/Tableau3.PNG Data Analysis/R https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1577635188416-NRRRRY24QRXMLTP3VZXE/Tableau7.PNG Data Analysis/R https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1577625859500-CV9T3K7Z5QSY51P4M1Y5/PrecinctsOverlay.PNG Data Analysis/R Open Street Map with precinct shape file in QGIS https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1577627595268-MQNY57BM938ZPRNZD6X7/Calculating+Acreage.PNG Data Analysis/R Calculating square acreage of parks and precincts in QGIS https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578062747013-DH2PHVYNXLSRILT18TUX/script_group_filter.PNG Data Analysis/R Filtering and grouping in R https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1577627202179-176W6EOVZK8ISXD8ADXR/PctLabelsQGIS.PNG Data Analysis/R Showing precinct labels in QGIS https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1577632742581-YLFUCZS3753IS2DPQV4N/crime_rates.PNG Data Analysis/R Crime rates normalized for population density https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1577635160591-UKYX8XF1J4Z0KI30LCXJ/Tableau6.PNG Data Analysis/R https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578844463224-98LM14FYGKQ6UWSTJEHH/PP_precincts_image.jpg Data Analysis/R Brooklyn area of study: Prospect Park and Fort Greene Park are labeled with initials in the map above, surrounding precincts are identified by number. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578062772391-KX6MF3Y9WY5N03NBGP3Y/script_calculations.PNG Data Analysis/R Calculations in R https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1577635140384-3UQRRBV2590VSDT7UG08/Tableau4.1.png Data Analysis/R https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1577635041813-8IAWM4JVOBOYL87Q4BJB/Tableau5.3.png Data Analysis/R https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1577621914542-9ZH1BVV69CQTLLPZ89JF/ProspectParkJames.jpg Data Analysis/R Prospect Park: Flickr/James Q. Public https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1577631900699-JHS3M9ZXRN2NVHR9FSVR/allpct_incidents_by_month.PNG Data Analysis/R https://www.valsaunders.com/database-developmentsql daily 0.75 2020-01-10 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578080202548-KWNAH1YIUD4LWGP11FFQ/AVGRPI.PNG Database Development/SQL When a contributor’s RPI (Return Per Image) is higher than the average for all contributors they are labeled “Hot.” https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578080336204-J8AJ0VVPRABTGTR4R3RK/pivot.PNG Database Development/SQL A CASE statement can be used to pivot data to see YOY earnings. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578081002897-QFASL9AKXTUSJ73GPBMT/earnings+by+kw.PNG Database Development/SQL Analyzing sales by keyword. We can compare which images that are labeled “business” have earned the most. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578079969083-187NNSV3G9VT8IIGWYVG/sums_timessold.PNG Database Development/SQL Query to list assets by most number of sales transactions with sum of earnings total. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578062206823-4TJ958UO2EU8WO2UMQ4H/DDD_Logical_Diagram.PNG Database Development/SQL The logical design conveys one-to-many and many-to-many relationships, strong and weak relationships between entities, and relationship degrees. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578068949052-BQASSUDKIOY3NQT3RUZI/assets.PNG Database Development/SQL Asset data loaded into MySQL database https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578079804805-EC88K86IEWFLWFBVKCWX/Checking%2Bkeywords.jpg Database Development/SQL Normalized data means one keyword per tuple (row). https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578079099679-PZ4ITJRLVMUMZ02BTMEM/asset1.PNG Database Development/SQL Create statement for ASSET entity. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578080570450-S5QVVHD4GOTAVZSYBU1G/Percentage_rev_count.PNG Database Development/SQL A query to answer what percentage of revenue can be attributed to each distribution partner. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578068754144-HIJ1JQTVUWJOPKZCOW97/database_data1.PNG Database Development/SQL Original CSV data requires normalization. https://www.valsaunders.com/programmingpython daily 0.75 2020-01-12 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578083474985-HFBCUN4INIFGWGBCXEWM/CSV_metadata.PNG Programming/Python One CSV exists for the whole collection of images. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578083800017-9DK1I0ZFSVEM3LIULU13/mountains_script.PNG Programming/Python This script finds all image filenames that are tagged with ‘mountain’ and ‘landscape’ in the keywords and ‘scenic’ in the caption. Searching strings in both the keywords and caption fields raises the probability that the newly written CSV will have the specific type of images desired. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578084062437-3JQ9XBJC52VJE9ZSKF42/move_jpgs.PNG Programming/Python This script moves jpeg images from the main collection directory into a new folder based on the CSV files created above. If an image is listed in the CSV that is not in the folder of images, that filename will be printed as missing when the script attempts to move it. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578086267745-ZD6RF9NUMKTA7YNWIF0G/Tableau_dashboard.PNG Programming/Python https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578083550285-CBNCR4KLZ2B7307L2BF4/captions_kws.PNG Programming/Python Locations, captions, and keywords are the attributes which we are studying for this project. https://www.valsaunders.com/home daily 0.75 2020-04-29 https://images.squarespace-cdn.com/content/v1/52a74d9ae4b0253945d2aee9/1535394848185-CGDDU4QCIRSO4U1270H3/image-asset.jpeg Home - About Find out about our organization, mission, our methods, and the results of our decades of advocacy. https://images.squarespace-cdn.com/content/v1/52a74d9ae4b0253945d2aee9/1535394867157-MTQAOAQPKWQ68DDY1HTW/tumblr_mn8b8sLRb61rkz363o1_1280.jpg Home - Take Action Ready to take the next step? You can become a contributor to our cause, or participate yourself. https://images.squarespace-cdn.com/content/v1/52a74d9ae4b0253945d2aee9/1391287286405-92Z4A4R3T2ZSZAKNVS9V/image-asset.jpeg Home - Transient https://www.valsaunders.com/contact daily 0.75 2020-02-28 https://www.valsaunders.com/theorydisruption daily 0.75 2020-01-03 https://www.valsaunders.com/aboutme daily 0.75 2023-02-09 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578843593570-AGHY2QE9K7G9N372EE6S/val_Wing_1.jpg About Me/CV At The Wing in SoHo, 2019 https://www.valsaunders.com/gis daily 0.75 2020-01-08 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578419138978-6V88KUMT2BMEDZIFKXX3/FaultlineswithEpicScores.PNG GIS The historic earthquakes were scored based on Moment Magnitude (mw) and Depth of event. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578427237871-D89S2GZLWJOC7Y2JGIO1/LA1.PNG GIS Los Angeles base map. Adding labels with years creates a layer of historic quake occurrences overlaid on the geographic data. Darker points represent more destructive earthquakes. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578428928889-RJA9F3DT6B9MSTCUTH6A/calculation_slide.PNG GIS https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578426976456-CDM4US4E9SQ37AKXYK3J/LAFaults1.PNG GIS Adding the faults layer. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578419078776-K03EOWJ5XLIC48LMEU3S/FaultlineswithEpicenters.PNG GIS The shapefile of fault lines was then applied to the map. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578427683124-UYGVSCWR7AM2RBC8MRBF/LAFaultsNoBuffPOP.PNG GIS Adding the census population data. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578431061074-PQV1N9JVTTP49LW2XBWP/SF+final.PNG GIS San Francisco: In the final visualization for the project, the fault lines are shaded according to population density. Darker lines show the areas of faults that travel through more densely populated areas. The lines in red indicate the most populous segments at risk: 1200-4400 people per tract segment. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578419037975-74NS42168OZS2N33KSA4/CaliOSMwpts.PNG GIS First the historic earthquake points were applied to a California base map. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1578430217067-24RLAWG7JP0ZDL5K2KS5/LA+final.PNG GIS Los Angeles: In the final visualization for the project, the fault lines are shaded according to population density. Darker lines show the areas of faults that travel through more densely populated areas. The lines in red indicate the most populous segments at risk: 1200-4400 people per tract segment. https://www.valsaunders.com/advanced-visualization-copy-2 daily 0.75 2020-04-27 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586709816825-8H73EVY8MOYGB159EMBR/6_color_grids.PNG Advanced Visualization (Copy) (Copy) Python with seaborn package is an easy way to return grids of the dominant color values that were gathered through kmeans clustering script. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634514814-9BUIEJZMFCNVHAALVY00/Excel+1.PNG Advanced Visualization (Copy) (Copy) An initial exploration in Excel to identify higher and lower earnings over 2019. Red dots show lower earnings totals. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344772288-X6U5W75BXL4N8Z25ZM64/hex_dropdown_coll_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586701749037-0CZRO1PH1XZLFX2CZMGQ/6coll_avg_prices_vs.all_TetraPNG.PNG Advanced Visualization (Copy) (Copy) Tableau charts compare the avg sale price per transaction for all Tetra assets vs. six selected collections. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587394523541-D5M3GHK3J14OUBDQ8OKV/opener_revs_trans.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787772086-6YNAISLPK8YZCHJQKQ7H/bright_sat_AU.png Advanced Visualization (Copy) (Copy) AU collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343766799-ZCM6C5X26Z3DJYP5DTEI/radio_button_CT.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392430279-37YKMK3E648WLY36WAXI/kmeans_clust_dom_c_script1.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343782874-51JGMKWPERU9YKXSEUDV/radio_button_grey.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787793414-MUX1970MLJWCB8A8VE3A/bright_sat_CT.png Advanced Visualization (Copy) (Copy) CT collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587930079559-AI71OIVIEZ283UMI33JN/rev_by_subj_coll.png Advanced Visualization (Copy) (Copy) Clicking on the legend allows for selection of one or multiple subjects and collections to see earnings https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587948075728-4YGQ16EK355Y3XP8M76Y/dom_color_by_subj.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587393065403-3IN3HY8QOTONRGV4ZN6S/Dom_color_Excel.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587391599413-XIQV1JJHQORY7Q0FQHCJ/seaborn_script.PNG Advanced Visualization (Copy) (Copy) Seaborn package to return hex colors in a grid. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344413918-CW4Z37MWA0GR9AY5WO98/RPI_slider.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343731029-4BO7NLB9TRL4FXZN2QEY/radio_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788019052-WZFWQCD36HJZWP6CRPZO/bright_sat_PX.png Advanced Visualization (Copy) (Copy) PX collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344845892-NMUXCA4ZQ8HMYKNDXG7N/hex_dropdown_coll.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634687994-AZ19QEM289Y892AIPU4T/Excel+2.PNG Advanced Visualization (Copy) (Copy) Green highlighted rows represent the sub-collections that meet the selected criteria. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343704243-9BEP4SXFMQL6Q3WW0WXX/radio_button_collection.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787940588-YSUYJZ8MSG4I3IG34ON2/bright_sat_DC.png Advanced Visualization (Copy) (Copy) DC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392901104-P8PVD48R4PE9WZKOFDDB/kmeans_clust_dom_c_script3.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587924076027-8CBIE6O2SQ4N2VR552Q3/sankey.png Advanced Visualization (Copy) (Copy) Collections hold “people” and “no people” in images. Images belong to subject categories. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587345165685-07RYCUX37NAOTPE8KP3Y/dom_color_hex.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787980179-4KDT6D44JMGZPUKSQY68/bright_sat_NC.png Advanced Visualization (Copy) (Copy) NC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344343266-GIZEUNYBCB9R3UAJ3D4G/slider_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788051566-YKRH3LYVKEYR69V3HHV0/bright_sat_SA.png Advanced Visualization (Copy) (Copy) SA collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587395231206-KGMT67GWQH7VIAFBK8ZI/radio_button_collection_2.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392450654-3EQAU4TFRND9HPJIYF8S/kmeans_clust_dom_c_script2.PNG Advanced Visualization (Copy) (Copy) https://www.valsaunders.com/advanced-visualization-1 daily 0.75 2020-04-27 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787940588-YSUYJZ8MSG4I3IG34ON2/bright_sat_DC.png Advanced Visualization (Copy) DC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344413918-CW4Z37MWA0GR9AY5WO98/RPI_slider.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343731029-4BO7NLB9TRL4FXZN2QEY/radio_script.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634514814-9BUIEJZMFCNVHAALVY00/Excel+1.PNG Advanced Visualization (Copy) An initial exploration in Excel to identify higher and lower earnings over 2019. Red dots show lower earnings totals. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344845892-NMUXCA4ZQ8HMYKNDXG7N/hex_dropdown_coll.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586709816825-8H73EVY8MOYGB159EMBR/6_color_grids.PNG Advanced Visualization (Copy) Python with seaborn package is an easy way to return grids of the dominant color values that were gathered through kmeans clustering script. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344343266-GIZEUNYBCB9R3UAJ3D4G/slider_script.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392450654-3EQAU4TFRND9HPJIYF8S/kmeans_clust_dom_c_script2.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392901104-P8PVD48R4PE9WZKOFDDB/kmeans_clust_dom_c_script3.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343766799-ZCM6C5X26Z3DJYP5DTEI/radio_button_CT.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587924076027-8CBIE6O2SQ4N2VR552Q3/sankey.png Advanced Visualization (Copy) Collections hold “people” and “no people” in images. Images belong to subject categories. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587948075728-4YGQ16EK355Y3XP8M76Y/dom_color_by_subj.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343704243-9BEP4SXFMQL6Q3WW0WXX/radio_button_collection.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587345165685-07RYCUX37NAOTPE8KP3Y/dom_color_hex.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586701749037-0CZRO1PH1XZLFX2CZMGQ/6coll_avg_prices_vs.all_TetraPNG.PNG Advanced Visualization (Copy) Tableau charts compare the avg sale price per transaction for all Tetra assets vs. six selected collections. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787980179-4KDT6D44JMGZPUKSQY68/bright_sat_NC.png Advanced Visualization (Copy) NC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587391599413-XIQV1JJHQORY7Q0FQHCJ/seaborn_script.PNG Advanced Visualization (Copy) Seaborn package to return hex colors in a grid. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343782874-51JGMKWPERU9YKXSEUDV/radio_button_grey.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787772086-6YNAISLPK8YZCHJQKQ7H/bright_sat_AU.png Advanced Visualization (Copy) AU collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587393065403-3IN3HY8QOTONRGV4ZN6S/Dom_color_Excel.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788051566-YKRH3LYVKEYR69V3HHV0/bright_sat_SA.png Advanced Visualization (Copy) SA collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587395231206-KGMT67GWQH7VIAFBK8ZI/radio_button_collection_2.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392430279-37YKMK3E648WLY36WAXI/kmeans_clust_dom_c_script1.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587394523541-D5M3GHK3J14OUBDQ8OKV/opener_revs_trans.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634687994-AZ19QEM289Y892AIPU4T/Excel+2.PNG Advanced Visualization (Copy) Green highlighted rows represent the sub-collections that meet the selected criteria. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787793414-MUX1970MLJWCB8A8VE3A/bright_sat_CT.png Advanced Visualization (Copy) CT collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344772288-X6U5W75BXL4N8Z25ZM64/hex_dropdown_coll_script.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788019052-WZFWQCD36HJZWP6CRPZO/bright_sat_PX.png Advanced Visualization (Copy) PX collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587930079559-AI71OIVIEZ283UMI33JN/rev_by_subj_coll.png Advanced Visualization (Copy) Clicking on the legend allows for selection of one or multiple subjects and collections to see earnings https://www.valsaunders.com/advanced-visualization-2 daily 0.75 2020-04-27 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587395231206-KGMT67GWQH7VIAFBK8ZI/radio_button_collection_2.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787793414-MUX1970MLJWCB8A8VE3A/bright_sat_CT.png Advanced Visualization (Copy) CT collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587345165685-07RYCUX37NAOTPE8KP3Y/dom_color_hex.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634514814-9BUIEJZMFCNVHAALVY00/Excel+1.PNG Advanced Visualization (Copy) An initial exploration in Excel to identify higher and lower earnings over 2019. Red dots show lower earnings totals. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587393065403-3IN3HY8QOTONRGV4ZN6S/Dom_color_Excel.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787980179-4KDT6D44JMGZPUKSQY68/bright_sat_NC.png Advanced Visualization (Copy) NC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787772086-6YNAISLPK8YZCHJQKQ7H/bright_sat_AU.png Advanced Visualization (Copy) AU collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587930079559-AI71OIVIEZ283UMI33JN/rev_by_subj_coll.png Advanced Visualization (Copy) Clicking on the legend allows for selection of one or multiple subjects and collections to see earnings https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344343266-GIZEUNYBCB9R3UAJ3D4G/slider_script.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587391599413-XIQV1JJHQORY7Q0FQHCJ/seaborn_script.PNG Advanced Visualization (Copy) Seaborn package to return hex colors in a grid. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343731029-4BO7NLB9TRL4FXZN2QEY/radio_script.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343704243-9BEP4SXFMQL6Q3WW0WXX/radio_button_collection.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344772288-X6U5W75BXL4N8Z25ZM64/hex_dropdown_coll_script.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343766799-ZCM6C5X26Z3DJYP5DTEI/radio_button_CT.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587394523541-D5M3GHK3J14OUBDQ8OKV/opener_revs_trans.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587924076027-8CBIE6O2SQ4N2VR552Q3/sankey.png Advanced Visualization (Copy) Collections hold “people” and “no people” in images. Images belong to subject categories. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392430279-37YKMK3E648WLY36WAXI/kmeans_clust_dom_c_script1.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343782874-51JGMKWPERU9YKXSEUDV/radio_button_grey.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392901104-P8PVD48R4PE9WZKOFDDB/kmeans_clust_dom_c_script3.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586709816825-8H73EVY8MOYGB159EMBR/6_color_grids.PNG Advanced Visualization (Copy) Python with seaborn package is an easy way to return grids of the dominant color values that were gathered through kmeans clustering script. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344845892-NMUXCA4ZQ8HMYKNDXG7N/hex_dropdown_coll.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787940588-YSUYJZ8MSG4I3IG34ON2/bright_sat_DC.png Advanced Visualization (Copy) DC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634687994-AZ19QEM289Y892AIPU4T/Excel+2.PNG Advanced Visualization (Copy) Green highlighted rows represent the sub-collections that meet the selected criteria. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392450654-3EQAU4TFRND9HPJIYF8S/kmeans_clust_dom_c_script2.PNG Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344413918-CW4Z37MWA0GR9AY5WO98/RPI_slider.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788019052-WZFWQCD36HJZWP6CRPZO/bright_sat_PX.png Advanced Visualization (Copy) PX collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788051566-YKRH3LYVKEYR69V3HHV0/bright_sat_SA.png Advanced Visualization (Copy) SA collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587948075728-4YGQ16EK355Y3XP8M76Y/dom_color_by_subj.png Advanced Visualization (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586701749037-0CZRO1PH1XZLFX2CZMGQ/6coll_avg_prices_vs.all_TetraPNG.PNG Advanced Visualization (Copy) Tableau charts compare the avg sale price per transaction for all Tetra assets vs. six selected collections. https://www.valsaunders.com/advanced-visualization-copy-3 daily 0.75 2020-04-27 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344343266-GIZEUNYBCB9R3UAJ3D4G/slider_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587924076027-8CBIE6O2SQ4N2VR552Q3/sankey.png Advanced Visualization (Copy) (Copy) Collections hold “people” and “no people” in images. Images belong to subject categories. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587948075728-4YGQ16EK355Y3XP8M76Y/dom_color_by_subj.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634687994-AZ19QEM289Y892AIPU4T/Excel+2.PNG Advanced Visualization (Copy) (Copy) Green highlighted rows represent the sub-collections that meet the selected criteria. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587391599413-XIQV1JJHQORY7Q0FQHCJ/seaborn_script.PNG Advanced Visualization (Copy) (Copy) Seaborn package to return hex colors in a grid. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787980179-4KDT6D44JMGZPUKSQY68/bright_sat_NC.png Advanced Visualization (Copy) (Copy) NC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787793414-MUX1970MLJWCB8A8VE3A/bright_sat_CT.png Advanced Visualization (Copy) (Copy) CT collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344845892-NMUXCA4ZQ8HMYKNDXG7N/hex_dropdown_coll.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586709816825-8H73EVY8MOYGB159EMBR/6_color_grids.PNG Advanced Visualization (Copy) (Copy) Python with seaborn package is an easy way to return grids of the dominant color values that were gathered through kmeans clustering script. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586701749037-0CZRO1PH1XZLFX2CZMGQ/6coll_avg_prices_vs.all_TetraPNG.PNG Advanced Visualization (Copy) (Copy) Tableau charts compare the avg sale price per transaction for all Tetra assets vs. six selected collections. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587395231206-KGMT67GWQH7VIAFBK8ZI/radio_button_collection_2.png Advanced Visualization (Copy) (Copy) 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https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788019052-WZFWQCD36HJZWP6CRPZO/bright_sat_PX.png Advanced Visualization (Copy) (Copy) PX collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587393065403-3IN3HY8QOTONRGV4ZN6S/Dom_color_Excel.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344413918-CW4Z37MWA0GR9AY5WO98/RPI_slider.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344772288-X6U5W75BXL4N8Z25ZM64/hex_dropdown_coll_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787940588-YSUYJZ8MSG4I3IG34ON2/bright_sat_DC.png Advanced Visualization (Copy) (Copy) DC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392901104-P8PVD48R4PE9WZKOFDDB/kmeans_clust_dom_c_script3.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634514814-9BUIEJZMFCNVHAALVY00/Excel+1.PNG Advanced Visualization (Copy) (Copy) An initial exploration in Excel to identify higher and lower earnings over 2019. Red dots show lower earnings totals. https://www.valsaunders.com/advanced-visualization-copy-d4ewe daily 0.75 2020-04-27 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634687994-AZ19QEM289Y892AIPU4T/Excel+2.PNG Advanced Visualization (Copy) (Copy) Green highlighted rows represent the sub-collections that meet the selected criteria. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787793414-MUX1970MLJWCB8A8VE3A/bright_sat_CT.png Advanced Visualization (Copy) (Copy) CT collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343704243-9BEP4SXFMQL6Q3WW0WXX/radio_button_collection.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586709816825-8H73EVY8MOYGB159EMBR/6_color_grids.PNG Advanced Visualization (Copy) (Copy) Python with seaborn package is an easy way to return grids of the dominant color values that were gathered through kmeans clustering script. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587924076027-8CBIE6O2SQ4N2VR552Q3/sankey.png Advanced Visualization (Copy) (Copy) Collections hold “people” and “no people” in images. 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Images belong to subject categories. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787793414-MUX1970MLJWCB8A8VE3A/bright_sat_CT.png Advanced Visualization (Copy) (Copy) CT collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634514814-9BUIEJZMFCNVHAALVY00/Excel+1.PNG Advanced Visualization (Copy) (Copy) An initial exploration in Excel to identify higher and lower earnings over 2019. Red dots show lower earnings totals. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344845892-NMUXCA4ZQ8HMYKNDXG7N/hex_dropdown_coll.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788051566-YKRH3LYVKEYR69V3HHV0/bright_sat_SA.png Advanced Visualization (Copy) (Copy) SA collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586709816825-8H73EVY8MOYGB159EMBR/6_color_grids.PNG Advanced Visualization (Copy) (Copy) Python with seaborn package is an easy way to return grids of the dominant color values that were gathered through kmeans clustering script. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587393065403-3IN3HY8QOTONRGV4ZN6S/Dom_color_Excel.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344413918-CW4Z37MWA0GR9AY5WO98/RPI_slider.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343766799-ZCM6C5X26Z3DJYP5DTEI/radio_button_CT.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634687994-AZ19QEM289Y892AIPU4T/Excel+2.PNG Advanced Visualization (Copy) (Copy) Green highlighted rows represent the sub-collections that meet the selected criteria. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787940588-YSUYJZ8MSG4I3IG34ON2/bright_sat_DC.png Advanced Visualization (Copy) (Copy) DC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587394523541-D5M3GHK3J14OUBDQ8OKV/opener_revs_trans.png Advanced Visualization (Copy) (Copy) https://www.valsaunders.com/advanced-visualization-copy daily 0.75 2020-04-29 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787793414-MUX1970MLJWCB8A8VE3A/bright_sat_CT.png Advanced Visualization (Squarespace Test) CT collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586701749037-0CZRO1PH1XZLFX2CZMGQ/6coll_avg_prices_vs.all_TetraPNG.PNG Advanced Visualization (Squarespace Test) Tableau charts compare the avg sale price per transaction for all Tetra assets vs. six selected collections. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787980179-4KDT6D44JMGZPUKSQY68/bright_sat_NC.png Advanced Visualization (Squarespace Test) NC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587948075728-4YGQ16EK355Y3XP8M76Y/dom_color_by_subj.png Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587395231206-KGMT67GWQH7VIAFBK8ZI/radio_button_collection_2.png Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787772086-6YNAISLPK8YZCHJQKQ7H/bright_sat_AU.png Advanced Visualization (Squarespace Test) AU collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344772288-X6U5W75BXL4N8Z25ZM64/hex_dropdown_coll_script.PNG Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392450654-3EQAU4TFRND9HPJIYF8S/kmeans_clust_dom_c_script2.PNG Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634514814-9BUIEJZMFCNVHAALVY00/Excel+1.PNG Advanced Visualization (Squarespace Test) An initial exploration in Excel to identify higher and lower earnings over 2019. Red dots show lower earnings totals. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343766799-ZCM6C5X26Z3DJYP5DTEI/radio_button_CT.png Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587924076027-8CBIE6O2SQ4N2VR552Q3/sankey.png Advanced Visualization (Squarespace Test) Collections hold “people” and “no people” in images. Images belong to subject categories. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344343266-GIZEUNYBCB9R3UAJ3D4G/slider_script.PNG Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587345165685-07RYCUX37NAOTPE8KP3Y/dom_color_hex.PNG Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343782874-51JGMKWPERU9YKXSEUDV/radio_button_grey.png Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587930079559-AI71OIVIEZ283UMI33JN/rev_by_subj_coll.png Advanced Visualization (Squarespace Test) Clicking on the legend allows for selection of one or multiple subjects and collections to see earnings https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343731029-4BO7NLB9TRL4FXZN2QEY/radio_script.PNG Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392901104-P8PVD48R4PE9WZKOFDDB/kmeans_clust_dom_c_script3.PNG Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787940588-YSUYJZ8MSG4I3IG34ON2/bright_sat_DC.png Advanced Visualization (Squarespace Test) DC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586709816825-8H73EVY8MOYGB159EMBR/6_color_grids.PNG Advanced Visualization (Squarespace Test) Python with seaborn package is an easy way to return grids of the dominant color values that were gathered through kmeans clustering script. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344845892-NMUXCA4ZQ8HMYKNDXG7N/hex_dropdown_coll.PNG Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344413918-CW4Z37MWA0GR9AY5WO98/RPI_slider.png Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634687994-AZ19QEM289Y892AIPU4T/Excel+2.PNG Advanced Visualization (Squarespace Test) Green highlighted rows represent the sub-collections that meet the selected criteria. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587394523541-D5M3GHK3J14OUBDQ8OKV/opener_revs_trans.png Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587391599413-XIQV1JJHQORY7Q0FQHCJ/seaborn_script.PNG Advanced Visualization (Squarespace Test) Seaborn package to return hex colors in a grid. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343704243-9BEP4SXFMQL6Q3WW0WXX/radio_button_collection.png Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587393065403-3IN3HY8QOTONRGV4ZN6S/Dom_color_Excel.PNG Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788051566-YKRH3LYVKEYR69V3HHV0/bright_sat_SA.png Advanced Visualization (Squarespace Test) SA collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392430279-37YKMK3E648WLY36WAXI/kmeans_clust_dom_c_script1.PNG Advanced Visualization (Squarespace Test) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788019052-WZFWQCD36HJZWP6CRPZO/bright_sat_PX.png Advanced Visualization (Squarespace Test) PX collection https://www.valsaunders.com/advanced-visualization-copy-1 daily 0.75 2020-04-29 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787940588-YSUYJZ8MSG4I3IG34ON2/bright_sat_DC.png Advanced Visualization (Copy) (Copy) DC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392450654-3EQAU4TFRND9HPJIYF8S/kmeans_clust_dom_c_script2.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587391599413-XIQV1JJHQORY7Q0FQHCJ/seaborn_script.PNG Advanced Visualization (Copy) (Copy) Seaborn package to return hex colors in a grid. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787980179-4KDT6D44JMGZPUKSQY68/bright_sat_NC.png Advanced Visualization (Copy) (Copy) NC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587395231206-KGMT67GWQH7VIAFBK8ZI/radio_button_collection_2.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587394523541-D5M3GHK3J14OUBDQ8OKV/opener_revs_trans.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634514814-9BUIEJZMFCNVHAALVY00/Excel+1.PNG Advanced Visualization (Copy) (Copy) An initial exploration in Excel to identify higher and lower earnings over 2019. Red dots show lower earnings totals. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343782874-51JGMKWPERU9YKXSEUDV/radio_button_grey.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586701749037-0CZRO1PH1XZLFX2CZMGQ/6coll_avg_prices_vs.all_TetraPNG.PNG Advanced Visualization (Copy) (Copy) Tableau charts compare the avg sale price per transaction for all Tetra assets vs. six selected collections. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343704243-9BEP4SXFMQL6Q3WW0WXX/radio_button_collection.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344772288-X6U5W75BXL4N8Z25ZM64/hex_dropdown_coll_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392901104-P8PVD48R4PE9WZKOFDDB/kmeans_clust_dom_c_script3.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587924076027-8CBIE6O2SQ4N2VR552Q3/sankey.png Advanced Visualization (Copy) (Copy) Collections hold “people” and “no people” in images. Images belong to subject categories. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788019052-WZFWQCD36HJZWP6CRPZO/bright_sat_PX.png Advanced Visualization (Copy) (Copy) PX collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587393065403-3IN3HY8QOTONRGV4ZN6S/Dom_color_Excel.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343731029-4BO7NLB9TRL4FXZN2QEY/radio_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788051566-YKRH3LYVKEYR69V3HHV0/bright_sat_SA.png Advanced Visualization (Copy) (Copy) SA collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587345165685-07RYCUX37NAOTPE8KP3Y/dom_color_hex.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587930079559-AI71OIVIEZ283UMI33JN/rev_by_subj_coll.png Advanced Visualization (Copy) (Copy) Clicking on the legend allows for selection of one or multiple subjects and collections to see earnings https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787793414-MUX1970MLJWCB8A8VE3A/bright_sat_CT.png Advanced Visualization (Copy) (Copy) CT collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344343266-GIZEUNYBCB9R3UAJ3D4G/slider_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392430279-37YKMK3E648WLY36WAXI/kmeans_clust_dom_c_script1.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587948075728-4YGQ16EK355Y3XP8M76Y/dom_color_by_subj.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343766799-ZCM6C5X26Z3DJYP5DTEI/radio_button_CT.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586709816825-8H73EVY8MOYGB159EMBR/6_color_grids.PNG Advanced Visualization (Copy) (Copy) Python with seaborn package is an easy way to return grids of the dominant color values that were gathered through kmeans clustering script. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344845892-NMUXCA4ZQ8HMYKNDXG7N/hex_dropdown_coll.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634687994-AZ19QEM289Y892AIPU4T/Excel+2.PNG Advanced Visualization (Copy) (Copy) Green highlighted rows represent the sub-collections that meet the selected criteria. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344413918-CW4Z37MWA0GR9AY5WO98/RPI_slider.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787772086-6YNAISLPK8YZCHJQKQ7H/bright_sat_AU.png Advanced Visualization (Copy) (Copy) AU collection https://www.valsaunders.com/advanced-visualization-copy-c73lx daily 0.75 2020-04-27 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587395231206-KGMT67GWQH7VIAFBK8ZI/radio_button_collection_2.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343731029-4BO7NLB9TRL4FXZN2QEY/radio_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788019052-WZFWQCD36HJZWP6CRPZO/bright_sat_PX.png Advanced Visualization (Copy) (Copy) PX collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344413918-CW4Z37MWA0GR9AY5WO98/RPI_slider.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787940588-YSUYJZ8MSG4I3IG34ON2/bright_sat_DC.png Advanced Visualization (Copy) (Copy) DC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634514814-9BUIEJZMFCNVHAALVY00/Excel+1.PNG Advanced Visualization (Copy) (Copy) An initial exploration in Excel to identify higher and lower earnings over 2019. Red dots show lower earnings totals. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344772288-X6U5W75BXL4N8Z25ZM64/hex_dropdown_coll_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587394523541-D5M3GHK3J14OUBDQ8OKV/opener_revs_trans.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343766799-ZCM6C5X26Z3DJYP5DTEI/radio_button_CT.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587345165685-07RYCUX37NAOTPE8KP3Y/dom_color_hex.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634687994-AZ19QEM289Y892AIPU4T/Excel+2.PNG Advanced Visualization (Copy) (Copy) Green highlighted rows represent the sub-collections that meet the selected criteria. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392901104-P8PVD48R4PE9WZKOFDDB/kmeans_clust_dom_c_script3.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787980179-4KDT6D44JMGZPUKSQY68/bright_sat_NC.png Advanced Visualization (Copy) (Copy) NC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787793414-MUX1970MLJWCB8A8VE3A/bright_sat_CT.png Advanced Visualization (Copy) (Copy) CT collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392430279-37YKMK3E648WLY36WAXI/kmeans_clust_dom_c_script1.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787772086-6YNAISLPK8YZCHJQKQ7H/bright_sat_AU.png Advanced Visualization (Copy) (Copy) AU collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587924076027-8CBIE6O2SQ4N2VR552Q3/sankey.png Advanced Visualization (Copy) (Copy) Collections hold “people” and “no people” in images. Images belong to subject categories. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587930079559-AI71OIVIEZ283UMI33JN/rev_by_subj_coll.png Advanced Visualization (Copy) (Copy) Clicking on the legend allows for selection of one or multiple subjects and collections to see earnings https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587393065403-3IN3HY8QOTONRGV4ZN6S/Dom_color_Excel.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586701749037-0CZRO1PH1XZLFX2CZMGQ/6coll_avg_prices_vs.all_TetraPNG.PNG Advanced Visualization (Copy) (Copy) Tableau charts compare the avg sale price per transaction for all Tetra assets vs. six selected collections. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587391599413-XIQV1JJHQORY7Q0FQHCJ/seaborn_script.PNG Advanced Visualization (Copy) (Copy) Seaborn package to return hex colors in a grid. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344845892-NMUXCA4ZQ8HMYKNDXG7N/hex_dropdown_coll.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343704243-9BEP4SXFMQL6Q3WW0WXX/radio_button_collection.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788051566-YKRH3LYVKEYR69V3HHV0/bright_sat_SA.png Advanced Visualization (Copy) (Copy) SA collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344343266-GIZEUNYBCB9R3UAJ3D4G/slider_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392450654-3EQAU4TFRND9HPJIYF8S/kmeans_clust_dom_c_script2.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586709816825-8H73EVY8MOYGB159EMBR/6_color_grids.PNG Advanced Visualization (Copy) (Copy) Python with seaborn package is an easy way to return grids of the dominant color values that were gathered through kmeans clustering script. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587948075728-4YGQ16EK355Y3XP8M76Y/dom_color_by_subj.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343782874-51JGMKWPERU9YKXSEUDV/radio_button_grey.png Advanced Visualization (Copy) (Copy) https://www.valsaunders.com/advanced-visualization-copy-4 daily 0.75 2020-04-27 https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787772086-6YNAISLPK8YZCHJQKQ7H/bright_sat_AU.png Advanced Visualization (Copy) (Copy) AU collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343704243-9BEP4SXFMQL6Q3WW0WXX/radio_button_collection.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787793414-MUX1970MLJWCB8A8VE3A/bright_sat_CT.png Advanced Visualization (Copy) (Copy) CT collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586709816825-8H73EVY8MOYGB159EMBR/6_color_grids.PNG Advanced Visualization (Copy) (Copy) Python with seaborn package is an easy way to return grids of the dominant color values that were gathered through kmeans clustering script. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787980179-4KDT6D44JMGZPUKSQY68/bright_sat_NC.png Advanced Visualization (Copy) (Copy) NC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343782874-51JGMKWPERU9YKXSEUDV/radio_button_grey.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587930079559-AI71OIVIEZ283UMI33JN/rev_by_subj_coll.png Advanced Visualization (Copy) (Copy) Clicking on the legend allows for selection of one or multiple subjects and collections to see earnings https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634687994-AZ19QEM289Y892AIPU4T/Excel+2.PNG Advanced Visualization (Copy) (Copy) Green highlighted rows represent the sub-collections that meet the selected criteria. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587395231206-KGMT67GWQH7VIAFBK8ZI/radio_button_collection_2.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587394523541-D5M3GHK3J14OUBDQ8OKV/opener_revs_trans.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788051566-YKRH3LYVKEYR69V3HHV0/bright_sat_SA.png Advanced Visualization (Copy) (Copy) SA collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392430279-37YKMK3E648WLY36WAXI/kmeans_clust_dom_c_script1.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392901104-P8PVD48R4PE9WZKOFDDB/kmeans_clust_dom_c_script3.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344772288-X6U5W75BXL4N8Z25ZM64/hex_dropdown_coll_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586788019052-WZFWQCD36HJZWP6CRPZO/bright_sat_PX.png Advanced Visualization (Copy) (Copy) PX collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587343766799-ZCM6C5X26Z3DJYP5DTEI/radio_button_CT.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587948075728-4YGQ16EK355Y3XP8M76Y/dom_color_by_subj.png Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587345165685-07RYCUX37NAOTPE8KP3Y/dom_color_hex.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587393065403-3IN3HY8QOTONRGV4ZN6S/Dom_color_Excel.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586634514814-9BUIEJZMFCNVHAALVY00/Excel+1.PNG Advanced Visualization (Copy) (Copy) An initial exploration in Excel to identify higher and lower earnings over 2019. Red dots show lower earnings totals. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587392450654-3EQAU4TFRND9HPJIYF8S/kmeans_clust_dom_c_script2.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587391599413-XIQV1JJHQORY7Q0FQHCJ/seaborn_script.PNG Advanced Visualization (Copy) (Copy) Seaborn package to return hex colors in a grid. https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1586787940588-YSUYJZ8MSG4I3IG34ON2/bright_sat_DC.png Advanced Visualization (Copy) (Copy) DC collection https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587344343266-GIZEUNYBCB9R3UAJ3D4G/slider_script.PNG Advanced Visualization (Copy) (Copy) https://images.squarespace-cdn.com/content/v1/5e0759b2d61ee22a34500788/1587924076027-8CBIE6O2SQ4N2VR552Q3/sankey.png Advanced Visualization (Copy) (Copy) Collections hold “people” and “no people” in images. 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