From 84bd2071a4a03581559d14ee3579326075d86dbc Mon Sep 17 00:00:00 2001
From: Joaquin <joaquin.ossa@truvi.com>
Date: Thu, 24 Apr 2025 09:20:10 +0200
Subject: [PATCH] a/b test London Image

---
 ab_test_guest_journey_monitoring.ipynb | 124 ++++++++++++-------------
 1 file changed, 62 insertions(+), 62 deletions(-)

diff --git a/ab_test_guest_journey_monitoring.ipynb b/ab_test_guest_journey_monitoring.ipynb
index c148b25..0c1168f 100644
--- a/ab_test_guest_journey_monitoring.ipynb
+++ b/ab_test_guest_journey_monitoring.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -47,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -79,7 +79,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -111,17 +111,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "# A/B test name to measure\n",
     "#ab_test_name = \"AAVariantTest\"\n",
-    "ab_test_name = \"ShowNewIllustrations\"\n",
+    "ab_test_name = \"WelcomePageDestinationContext\"\n",
     "\n",
     "# Define the variations in which we want to run the tests\n",
-    "var_A = 'OldIllustrations' # Ideally, this should be the control group\n",
-    "var_B = 'NewIllustrations' # Ideally, this should be the study group\n",
+    "var_A = 'GenericImageAndCopy' # Ideally, this should be the control group\n",
+    "var_B = 'ContextSpecificImageAndCopy' # Ideally, this should be the study group\n",
     "\n",
     "variations = [var_A, var_B]\n"
    ]
@@ -136,7 +136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -144,44 +144,44 @@
      "output_type": "stream",
      "text": [
       "           ab_test_name         variation last_update  guest_journeys_count  \\\n",
-      "0  ShowNewIllustrations  NewIllustrations  2025-02-26                   474   \n",
-      "1  ShowNewIllustrations  OldIllustrations  2025-02-26                   466   \n",
+      "0  ShowNewIllustrations  NewIllustrations  2025-04-16                 20916   \n",
+      "1  ShowNewIllustrations  OldIllustrations  2025-04-16                 21018   \n",
       "\n",
       "   guest_journey_started_count  guest_journey_completed_count  \\\n",
-      "0                          474                            274   \n",
-      "1                          466                            255   \n",
+      "0                        20916                          16155   \n",
+      "1                        21018                          16187   \n",
       "\n",
       "   guest_journey_with_responses_count  guest_journey_with_payment_count  \\\n",
-      "0                                  98                               160   \n",
-      "1                                 102                               140   \n",
+      "0                                5820                              8677   \n",
+      "1                                6084                              8580   \n",
       "\n",
       "   guest_revenue_count  deposit_count  ...  \\\n",
-      "0                  160             25  ...   \n",
-      "1                  140             26  ...   \n",
+      "0                 8677           1439  ...   \n",
+      "1                 8580           1393  ...   \n",
       "\n",
       "   guest_revenue_avg_per_guest_journey  guest_revenue_sdv_per_guest_journey  \\\n",
-      "0                             8.706173                            14.797536   \n",
-      "1                             7.277096                            12.552086   \n",
+      "0                            10.703579                            16.931697   \n",
+      "1                            10.488324                            16.978108   \n",
       "\n",
       "   deposit_avg_per_guest_journey  deposit_sdv_per_guest_journey  \\\n",
-      "0                       0.347666                       1.642609   \n",
-      "1                       0.382324                       1.689702   \n",
+      "0                       0.488697                       2.369654   \n",
+      "1                       0.462561                       1.947974   \n",
       "\n",
       "   waiver_avg_per_guest_journey  waiver_sdv_per_guest_journey  \\\n",
-      "0                      8.242979                     14.719363   \n",
-      "1                      6.748036                     12.430776   \n",
+      "0                     10.042173                     16.872259   \n",
+      "1                      9.869315                     16.968309   \n",
       "\n",
       "   check_in_cover_avg_per_guest_journey  check_in_cover_sdv_per_guest_journey  \\\n",
-      "0                              0.115528                              1.025914   \n",
-      "1                              0.146735                              1.118852   \n",
+      "0                              0.172710                              1.222131   \n",
+      "1                              0.156449                              1.162772   \n",
       "\n",
       "   csat_avg_per_guest_journey_with_response  \\\n",
-      "0                                  3.959184   \n",
-      "1                                  3.754902   \n",
+      "0                                  3.778179   \n",
+      "1                                  3.797337   \n",
       "\n",
       "   csat_sdv_per_guest_journey_with_response  \n",
-      "0                                  0.962368  \n",
-      "1                                  0.958921  \n",
+      "0                                  1.018528  \n",
+      "1                                  1.025494  \n",
       "\n",
       "[2 rows x 26 columns]\n"
      ]
@@ -232,7 +232,7 @@
     "\tintermediate.int_core__ab_test_monitoring_guest_journey\n",
     "where\n",
     "\tab_test_name = '{}'\n",
-    "    and first_appearance_at_utc >= '2025-02-25 09:45:00'\n",
+    "    and first_appearance_at_utc >= '2025-04-23 12:50:00'\n",
     "group by\n",
     "\t1,2\n",
     "\"\"\".format(ab_test_name)\n",
@@ -251,12 +251,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x600 with 1 Axes>"
       ]
@@ -324,7 +324,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -402,7 +402,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -492,7 +492,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -563,7 +563,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -571,16 +571,16 @@
      "output_type": "stream",
      "text": [
       "                          metric  relative_difference   p_value\n",
-      "0                conversion_rate             0.056375  0.340432\n",
-      "1                   payment_rate             0.123568  0.222161\n",
-      "2            waiver_payment_rate             0.164224  0.162833\n",
-      "3           deposit_payment_rate            -0.054690  0.836406\n",
-      "4               CIH_payment_rate            -0.262658  0.568235\n",
-      "5       avg_guest_revenue_per_gj             0.196380  0.110789\n",
-      "6      avg_waiver_revenue_per_gj             0.221537  0.092980\n",
-      "7     avg_deposit_revenue_per_gj            -0.090651  0.750024\n",
-      "8         avg_CIH_revenue_per_gj            -0.212677  0.656160\n",
-      "9  avg_csat_per_gj_with_response             0.054404  0.136008\n"
+      "0                conversion_rate             0.002890  0.587414\n",
+      "1                   payment_rate             0.016237  0.167865\n",
+      "2            waiver_payment_rate             0.011461  0.398951\n",
+      "3           deposit_payment_rate             0.038060  0.303386\n",
+      "4               CIH_payment_rate             0.100579  0.173649\n",
+      "5       avg_guest_revenue_per_gj             0.020523  0.193648\n",
+      "6      avg_waiver_revenue_per_gj             0.017515  0.295568\n",
+      "7     avg_deposit_revenue_per_gj             0.056502  0.217435\n",
+      "8         avg_CIH_revenue_per_gj             0.103937  0.162819\n",
+      "9  avg_csat_per_gj_with_response            -0.005045  0.306604\n"
      ]
     }
    ],
@@ -611,7 +611,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -619,27 +619,27 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "ShowNewIllustrations results (last updated at 2025-02-26)\n",
+      "ShowNewIllustrations results (last updated at 2025-04-16)\n",
       "\n",
-      "Total Guest Journeys affected by this A/B test: 940 - Total Guest Revenue: 7517 GBP.\n",
-      "  Variation OldIllustrations: Guest Journeys 466 (49.6%) - Guest Revenue: 3391 GBP (45.1%).\n",
-      "  Variation NewIllustrations: Guest Journeys 474 (50.4%) - Guest Revenue: 4126 GBP (54.9%).\n",
+      "Total Guest Journeys affected by this A/B test: 41934 - Total Guest Revenue: 444319 GBP.\n",
+      "  Variation OldIllustrations: Guest Journeys 21018 (50.1%) - Guest Revenue: 220443 GBP (49.6%).\n",
+      "  Variation NewIllustrations: Guest Journeys 20916 (49.9%) - Guest Revenue: 223876 GBP (50.4%).\n",
       "\n",
       "Main Metrics - Comparing NewIllustrations vs. OldIllustrations.\n",
       "\n",
-      "CONVERSION RATE (not significant): 57.8% vs. 54.7% (3.1% ppts.| 5.6%).\n",
-      "PAYMENT RATE (not significant): 33.8% vs. 30.0% (3.7% ppts.| 12.4%).\n",
-      "AVG GUEST REVENUE PER GJ (not significant): 8.71 vs. 7.28 (1.43 ppts.| 19.6%).\n",
+      "CONVERSION RATE (not significant): 77.2% vs. 77.0% (0.2% ppts.| 0.3%).\n",
+      "PAYMENT RATE (not significant): 41.5% vs. 40.8% (0.7% ppts.| 1.6%).\n",
+      "AVG GUEST REVENUE PER GJ (not significant): 10.7 vs. 10.49 (0.22 ppts.| 2.1%).\n",
       "\n",
       "Other Metrics\n",
       "\n",
-      "WAIVER PAYMENT RATE (not significant): 28.5% vs. 24.5% (4.0% ppts.| 16.4%).\n",
-      "DEPOSIT PAYMENT RATE (not significant): 5.3% vs. 5.6% (-0.3% ppts.| -5.5%).\n",
-      "CIH PAYMENT RATE (not significant): 1.3% vs. 1.7% (-0.5% ppts.| -26.3%).\n",
-      "AVG WAIVER REVENUE PER GJ (not significant): 8.24 vs. 6.75 (1.49 ppts.| 22.2%).\n",
-      "AVG DEPOSIT REVENUE PER GJ (not significant): 0.35 vs. 0.38 (-0.03 ppts.| -9.1%).\n",
-      "AVG CIH REVENUE PER GJ (not significant): 0.12 vs. 0.15 (-0.03 ppts.| -21.3%).\n",
-      "AVG CSAT PER GJ WITH RESPONSE (not significant): 3.96 vs. 3.75 (0.2 ppts.| 5.4%).\n"
+      "WAIVER PAYMENT RATE (not significant): 34.5% vs. 34.1% (0.4% ppts.| 1.1%).\n",
+      "DEPOSIT PAYMENT RATE (not significant): 6.9% vs. 6.6% (0.3% ppts.| 3.8%).\n",
+      "CIH PAYMENT RATE (not significant): 2.0% vs. 1.8% (0.2% ppts.| 10.1%).\n",
+      "AVG WAIVER REVENUE PER GJ (not significant): 10.04 vs. 9.87 (0.17 ppts.| 1.8%).\n",
+      "AVG DEPOSIT REVENUE PER GJ (not significant): 0.49 vs. 0.46 (0.03 ppts.| 5.7%).\n",
+      "AVG CIH REVENUE PER GJ (not significant): 0.17 vs. 0.16 (0.02 ppts.| 10.4%).\n",
+      "AVG CSAT PER GJ WITH RESPONSE (not significant): 3.78 vs. 3.8 (-0.02 ppts.| -0.5%).\n"
      ]
     }
    ],
@@ -700,7 +700,7 @@
  ],
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-   "display_name": "venv",
+   "display_name": ".venv",
    "language": "python",
    "name": "python3"
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