djsegal
djsegal
/ new_york.geojson
Last active
January 1, 2020 07:18
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djsegal
/ nyc_airbnb_magnitudes.csv
Created
January 1, 2020 08:21
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| Dataset | Count | Parameter | Descriptor | |
|---|---|---|---|---|
| Apartments | 15k | N | Airbnb | |
| Restaurants | 15k | M | DOH | |
| Subway Stations | 300 | M | MTA | |
| Hotspots | 10 | M | Red Diamonds | |
| Cost Epicenter | 1 | M | Orange Star |
djsegal
/ step_4_3.csv
Created
January 3, 2020 03:48
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| Feature | Relative Importance | |
|---|---|---|
| accommodates | 1.0 | |
| accommodates _per_bathrooms | -0.428 | |
| accommodates _per_bedrooms | -0.28 | |
| food_density | 0.248 | |
| is_brooklyn | -0.231 | |
| center_dist | -0.102 | |
| density | -0.086 |
djsegal
/ model_feature_importances.csv
Created
January 3, 2020 07:05
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| accommodates | accommodates _per_bathrooms | accommodates _per_bedrooms | accommodates bedrooms | center_dist _is_brooklyn | food_density | food_density _is_brooklyn | is_brooklyn | ||
|---|---|---|---|---|---|---|---|---|---|
| All NYC | 34 | -14 | -9 | -4 | -6 | 8 | 16 | -9 | |
| Manhattan | 51 | -15 | -13 | -13 | - | 9 | - | - | |
| Brooklyn | 43 | -19 | -16 | -7 | - | 16 | - | - | |
| Linear SVM | 25 | -11 | -7 | -6 | -1 | 3 | 21 | -25 | |
| XGBoost | 7 | 1 | 1 | 38 | 29 | 22 | 1 | 0 | |
| AdaBoost | 4 | 1 | 0 | 25 | 14 | 51 | 4 | 0 | |
| Extra Forest | 6 | 4 | 4 | 8 | 16 | 45 | 11 | 7 | |
| Random Forest | 2 | 1 | 2 | 26 | 11 | 56 | 3 | 0 |
djsegal
/ ensemble_pipeline.py
Created
January 5, 2020 00:26
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| cur_data = price_data.copy() | |
| cur_data = cur_data.merge(rental_data, on="id") | |
| cur_data = cur_data.merge(location_data, on="id") | |
| cur_data = cur_data.merge(geo_data, on="id") | |
| X_train, X_test, y_train, y_test = \ | |
| custom_train_test_split(cur_data) | |
| pass_cols = ["is_brooklyn", "density"] | |
| drop_cols = ["year", "geometry", "zipcode"] |
djsegal
/ covid-19.ipynb
Last active
March 15, 2020 01:22
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djsegal
/ missing-image.html
Created
April 16, 2020 22:56
— forked from oscarmorrison/missing-image.html
html backup image
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| <img src="img/missing-image.png" onerror="javascript:this.src='img/default.png'"> |
djsegal
/ covid-seir.ipynb
Last active
May 9, 2020 08:06
A Live SEIR Model for Covid-19 with Error Bars in Julia
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| global_colors = Dict( | |
| "aliceblue" => [240, 248, 255], | |
| "antiquewhite" => [250, 235, 215], | |
| "aqua" => [0, 255, 255], | |
| "aquamarine" => [127, 255, 212], | |
| "azure" => [240, 255, 255], | |
| "beige" => [245, 245, 220], | |
| "bisque" => [255, 228, 196], | |
| "black" => [0, 0, 0], | |
| "blanchedalmond" => [255, 235, 205], |
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