diff --git a/causal-inference-for-the-brave-and-true/18-Heterogeneous-Treatment-Effects-and-Personalization.ipynb b/causal-inference-for-the-brave-and-true/18-Heterogeneous-Treatment-Effects-and-Personalization.ipynb index af8d6b8..c919a3e 100644 --- a/causal-inference-for-the-brave-and-true/18-Heterogeneous-Treatment-Effects-and-Personalization.ipynb +++ b/causal-inference-for-the-brave-and-true/18-Heterogeneous-Treatment-Effects-and-Personalization.ipynb @@ -517,7 +517,7 @@ " cost\n", " price\n", " sales\n", - " pred_elast\n", + " pred_sens\n", " \n", " \n", " \n", @@ -571,7 +571,7 @@ "" ], "text/plain": [ - " temp weekday cost price sales pred_elast\n", + " temp weekday cost price sales pred_sens\n", "2648 18.6 7 0.5 10 185 -2.751463\n", "2456 26.0 3 0.5 10 200 -2.751463\n", "4557 23.7 3 0.3 8 192 -2.751463\n", @@ -631,7 +631,7 @@ " cost\n", " price\n", " sales\n", - " pred_elast\n", + " pred_sens\n", " \n", " \n", " \n", @@ -685,7 +685,7 @@ "" ], "text/plain": [ - " temp weekday cost price sales pred_elast\n", + " temp weekday cost price sales pred_sens\n", "4764 31.1 6 1.0 3 212 1.144309\n", "4324 24.8 7 0.5 10 182 -9.994303\n", "4536 25.0 2 1.5 6 205 0.279273\n", @@ -780,8 +780,8 @@ " cost\n", " price\n", " sales\n", - " pred_elast\n", - " elast_band\n", + " pred_sens\n", + " sens_band\n", " pred_sales\n", " pred_band\n", " \n", @@ -852,14 +852,14 @@ "" ], "text/plain": [ - " temp weekday cost price sales pred_elast \\\n", + " temp weekday cost price sales pred_sens \\\n", "2648 18.6 7 0.5 10 185 -10.301045 \n", "2456 26.0 3 0.5 10 200 0.036165 \n", "4557 23.7 3 0.3 8 192 -0.132057 \n", "4884 28.9 4 1.5 6 213 0.860663 \n", "92 23.7 1 0.5 8 207 -9.953698 \n", "\n", - " elast_band pred_sales pred_band \n", + " sens_band pred_sales pred_band \n", "2648 (-10.597999999999999, -0.00555] 186.878081 (161.089, 198.735] \n", "2456 (-0.00555, 1.389] 203.188327 (198.735, 257.746] \n", "4557 (-10.597999999999999, -0.00555] 188.800637 (161.089, 198.735] \n", @@ -898,9 +898,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -931,9 +931,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {