diff --git a/nbs/25_pvalue/00-ccc_pvalue_dist-generate-data_matrix.ipynb b/nbs/25_pvalue/00-ccc_pvalue_dist-generate-data_matrix.ipynb
index 0c5bdfcc..5fb6efd4 100644
--- a/nbs/25_pvalue/00-ccc_pvalue_dist-generate-data_matrix.ipynb
+++ b/nbs/25_pvalue/00-ccc_pvalue_dist-generate-data_matrix.ipynb
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diff --git a/nbs/25_pvalue/01-ccc_pvalue_dist-generate-gene_pairs.ipynb b/nbs/25_pvalue/01-ccc_pvalue_dist-generate-gene_pairs.ipynb
index 61baa1d0..fd8c0f91 100644
--- a/nbs/25_pvalue/01-ccc_pvalue_dist-generate-gene_pairs.ipynb
+++ b/nbs/25_pvalue/01-ccc_pvalue_dist-generate-gene_pairs.ipynb
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@@ -632,16 +632,16 @@
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@@ -871,14 +871,14 @@
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diff --git a/nbs/25_pvalue/05-ccc_pvalue_dist-plot.ipynb b/nbs/25_pvalue/05-ccc_pvalue_dist-plot.ipynb
index 39f0808f..2edd785d 100644
--- a/nbs/25_pvalue/05-ccc_pvalue_dist-plot.ipynb
+++ b/nbs/25_pvalue/05-ccc_pvalue_dist-plot.ipynb
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@@ -57,16 +57,16 @@
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@@ -86,10 +86,10 @@
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@@ -104,10 +104,10 @@
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      "exception": false,
-     "start_time": "2023-09-11T11:44:31.427890",
+     "start_time": "2023-09-11T18:02:45.199766",
      "status": "completed"
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     "tags": []
@@ -199,10 +199,10 @@
    "id": "6b593ccb-bce7-4a6b-818f-79d5378d4610",
    "metadata": {
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-     "end_time": "2023-09-11T11:44:31.435570",
+     "duration": 0.001614,
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      "exception": false,
-     "start_time": "2023-09-11T11:44:31.433949",
+     "start_time": "2023-09-11T18:02:45.205953",
      "status": "completed"
     },
     "tags": []
@@ -216,10 +216,10 @@
    "id": "28a9cae2-a67c-4d72-ba40-75732b6867f4",
    "metadata": {
     "papermill": {
-     "duration": 0.001613,
-     "end_time": "2023-09-11T11:44:31.438841",
+     "duration": 0.00162,
+     "end_time": "2023-09-11T18:02:45.210912",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.437228",
+     "start_time": "2023-09-11T18:02:45.209292",
      "status": "completed"
     },
     "tags": []
@@ -234,16 +234,16 @@
    "id": "472ff1df-b4f6-417f-b396-58a55ce0e39a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.442373Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.442275Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.444093Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.443965Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.214552Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.214465Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.216312Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.216189Z"
     },
     "papermill": {
-     "duration": 0.00399,
-     "end_time": "2023-09-11T11:44:31.444474",
+     "duration": 0.004247,
+     "end_time": "2023-09-11T18:02:45.216806",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.440484",
+     "start_time": "2023-09-11T18:02:45.212559",
      "status": "completed"
     },
     "tags": []
@@ -271,16 +271,16 @@
    "id": "3412010d-d281-4dfc-99de-61fc55f603cf",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.448233Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.448130Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.449818Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.449668Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.220646Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.220524Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.222235Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.222111Z"
     },
     "papermill": {
-     "duration": 0.004088,
-     "end_time": "2023-09-11T11:44:31.450316",
+     "duration": 0.004211,
+     "end_time": "2023-09-11T18:02:45.222742",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.446228",
+     "start_time": "2023-09-11T18:02:45.218531",
      "status": "completed"
     },
     "tags": []
@@ -308,16 +308,16 @@
    "id": "8448d17b",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.454063Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.453954Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.455521Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.455392Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.226540Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.226458Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.227991Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.227867Z"
     },
     "papermill": {
-     "duration": 0.003862,
-     "end_time": "2023-09-11T11:44:31.455906",
+     "duration": 0.003963,
+     "end_time": "2023-09-11T18:02:45.228426",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.452044",
+     "start_time": "2023-09-11T18:02:45.224463",
      "status": "completed"
     },
     "tags": []
@@ -344,10 +344,10 @@
    "id": "d25a59fa-a22b-41e0-84a3-74414ddaad23",
    "metadata": {
     "papermill": {
-     "duration": 0.001638,
-     "end_time": "2023-09-11T11:44:31.459256",
+     "duration": 0.00164,
+     "end_time": "2023-09-11T18:02:45.231792",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.457618",
+     "start_time": "2023-09-11T18:02:45.230152",
      "status": "completed"
     },
     "tags": []
@@ -361,10 +361,10 @@
    "id": "10af7dd1-d6d8-476b-9071-809fb3a1ba91",
    "metadata": {
     "papermill": {
-     "duration": 0.001665,
-     "end_time": "2023-09-11T11:44:31.462683",
+     "duration": 0.001713,
+     "end_time": "2023-09-11T18:02:45.235249",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.461018",
+     "start_time": "2023-09-11T18:02:45.233536",
      "status": "completed"
     },
     "tags": []
@@ -379,16 +379,16 @@
    "id": "615d9e99-d2d7-4cce-8517-32907a236b27",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.466339Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.466248Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.510464Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.510201Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.239074Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.238979Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.283607Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.283200Z"
     },
     "papermill": {
-     "duration": 0.046628,
-     "end_time": "2023-09-11T11:44:31.511006",
+     "duration": 0.047226,
+     "end_time": "2023-09-11T18:02:45.284210",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.464378",
+     "start_time": "2023-09-11T18:02:45.236984",
      "status": "completed"
     },
     "tags": []
@@ -430,16 +430,16 @@
    "id": "37a85073-a287-48e6-adc6-f86808f15111",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.515070Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.514985Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.589341Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.589127Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.288476Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.288317Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.364484Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.364161Z"
     },
     "papermill": {
-     "duration": 0.077079,
-     "end_time": "2023-09-11T11:44:31.589927",
+     "duration": 0.078893,
+     "end_time": "2023-09-11T18:02:45.365018",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.512848",
+     "start_time": "2023-09-11T18:02:45.286125",
      "status": "completed"
     },
     "tags": []
@@ -480,10 +480,10 @@
    "id": "39d3353a-8ce9-41e0-8292-e78838eb827b",
    "metadata": {
     "papermill": {
-     "duration": 0.001884,
-     "end_time": "2023-09-11T11:44:31.593895",
+     "duration": 0.002086,
+     "end_time": "2023-09-11T18:02:45.369317",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.592011",
+     "start_time": "2023-09-11T18:02:45.367231",
      "status": "completed"
     },
     "tags": []
@@ -498,16 +498,16 @@
    "id": "7b1c54d4-d867-4fca-9681-c8ec4ebc0fd5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.598076Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.598022Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.658771Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.658539Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.373898Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.373822Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.435259Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.434940Z"
     },
     "papermill": {
-     "duration": 0.063563,
-     "end_time": "2023-09-11T11:44:31.659380",
+     "duration": 0.064564,
+     "end_time": "2023-09-11T18:02:45.435895",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.595817",
+     "start_time": "2023-09-11T18:02:45.371331",
      "status": "completed"
     },
     "tags": []
@@ -525,7 +525,7 @@
     },
     {
      "data": {
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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -549,16 +549,16 @@
    "id": "69ed2dd4-1f3c-439d-9828-7143f7f3d9b3",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.664319Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.664199Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.715198Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.715046Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.440676Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.440516Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.492151Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.491842Z"
     },
     "papermill": {
-     "duration": 0.054138,
-     "end_time": "2023-09-11T11:44:31.715805",
+     "duration": 0.054542,
+     "end_time": "2023-09-11T18:02:45.492637",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.661667",
+     "start_time": "2023-09-11T18:02:45.438095",
      "status": "completed"
     },
     "tags": []
@@ -576,7 +576,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -600,16 +600,16 @@
    "id": "abf1ab0c-3528-4942-b6b0-f96c944f629c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.720571Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.720475Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.722815Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.722688Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.497823Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.497630Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.500142Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.499959Z"
     },
     "papermill": {
-     "duration": 0.005397,
-     "end_time": "2023-09-11T11:44:31.723399",
+     "duration": 0.005822,
+     "end_time": "2023-09-11T18:02:45.500747",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.718002",
+     "start_time": "2023-09-11T18:02:45.494925",
      "status": "completed"
     },
     "tags": []
@@ -618,7 +618,7 @@
     {
      "data": {
       "text/plain": [
-       "KstestResult(statistic=0.01348812803358257, pvalue=0.3258468205357884)"
+       "KstestResult(statistic=0.014126883217792319, pvalue=0.2740090999616912)"
       ]
      },
      "execution_count": 11,
@@ -639,10 +639,10 @@
    "id": "63503038-ad7b-44cb-9fff-00e817d0bf2e",
    "metadata": {
     "papermill": {
-     "duration": 0.002175,
-     "end_time": "2023-09-11T11:44:31.727694",
+     "duration": 0.002108,
+     "end_time": "2023-09-11T18:02:45.505064",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.725519",
+     "start_time": "2023-09-11T18:02:45.502956",
      "status": "completed"
     },
     "tags": []
@@ -656,10 +656,10 @@
    "id": "c3cf8026-6db9-49a3-a97f-8930f4cf9431",
    "metadata": {
     "papermill": {
-     "duration": 0.002047,
-     "end_time": "2023-09-11T11:44:31.731836",
+     "duration": 0.002086,
+     "end_time": "2023-09-11T18:02:45.509296",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.729789",
+     "start_time": "2023-09-11T18:02:45.507210",
      "status": "completed"
     },
     "tags": []
@@ -674,16 +674,16 @@
    "id": "c7ca9155-ebd5-4c27-9065-ab47ebf2ba25",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.736361Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.736291Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.738092Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.737966Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.514040Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.513988Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.516173Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.516002Z"
     },
     "papermill": {
-     "duration": 0.004736,
-     "end_time": "2023-09-11T11:44:31.738674",
+     "duration": 0.005233,
+     "end_time": "2023-09-11T18:02:45.516680",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.733938",
+     "start_time": "2023-09-11T18:02:45.511447",
      "status": "completed"
     },
     "tags": []
@@ -711,16 +711,16 @@
    "id": "8df20fa8-49e2-40d7-8d0a-2f91ce4c7c13",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.743354Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.743241Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.744962Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.744839Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.521303Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.521232Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.523155Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.522985Z"
     },
     "papermill": {
-     "duration": 0.004541,
-     "end_time": "2023-09-11T11:44:31.745348",
+     "duration": 0.004811,
+     "end_time": "2023-09-11T18:02:45.523642",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.740807",
+     "start_time": "2023-09-11T18:02:45.518831",
      "status": "completed"
     },
     "tags": []
@@ -748,16 +748,16 @@
    "id": "0c49eace-cd28-431f-bf47-89c1389690ea",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.749988Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.749884Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.751419Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.751297Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.528358Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.528254Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.530054Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.529871Z"
     },
     "papermill": {
-     "duration": 0.004447,
-     "end_time": "2023-09-11T11:44:31.751978",
+     "duration": 0.004608,
+     "end_time": "2023-09-11T18:02:45.530442",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.747531",
+     "start_time": "2023-09-11T18:02:45.525834",
      "status": "completed"
     },
     "tags": []
@@ -784,10 +784,10 @@
    "id": "6af832fb-d9ca-4e76-80d1-df7830b0b5c8",
    "metadata": {
     "papermill": {
-     "duration": 0.002198,
-     "end_time": "2023-09-11T11:44:31.756410",
+     "duration": 0.002232,
+     "end_time": "2023-09-11T18:02:45.534905",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.754212",
+     "start_time": "2023-09-11T18:02:45.532673",
      "status": "completed"
     },
     "tags": []
@@ -801,10 +801,10 @@
    "id": "ebdb93c1-4114-455c-8559-b9315074ed69",
    "metadata": {
     "papermill": {
-     "duration": 0.014105,
-     "end_time": "2023-09-11T11:44:31.772773",
+     "duration": 0.013913,
+     "end_time": "2023-09-11T18:02:45.551046",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.758668",
+     "start_time": "2023-09-11T18:02:45.537133",
      "status": "completed"
     },
     "tags": []
@@ -819,16 +819,16 @@
    "id": "600c5eac-4a5d-4503-84f5-1cafa9e32526",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.778221Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.777902Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.819627Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.819401Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.556184Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.556072Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.597857Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.597554Z"
     },
     "papermill": {
-     "duration": 0.045157,
-     "end_time": "2023-09-11T11:44:31.820266",
+     "duration": 0.044951,
+     "end_time": "2023-09-11T18:02:45.598329",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.775109",
+     "start_time": "2023-09-11T18:02:45.553378",
      "status": "completed"
     },
     "tags": []
@@ -870,16 +870,16 @@
    "id": "2c0cf669-f433-467b-9ce4-8d0f206013e8",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.825413Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.825326Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.899030Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.898886Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.603388Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.603335Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.677944Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.677566Z"
     },
     "papermill": {
-     "duration": 0.077024,
-     "end_time": "2023-09-11T11:44:31.899662",
+     "duration": 0.077877,
+     "end_time": "2023-09-11T18:02:45.678590",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.822638",
+     "start_time": "2023-09-11T18:02:45.600713",
      "status": "completed"
     },
     "tags": []
@@ -920,10 +920,10 @@
    "id": "c7234b90-393b-426b-9d5b-85f66d928fd2",
    "metadata": {
     "papermill": {
-     "duration": 0.002387,
-     "end_time": "2023-09-11T11:44:31.904597",
+     "duration": 0.002484,
+     "end_time": "2023-09-11T18:02:45.683727",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.902210",
+     "start_time": "2023-09-11T18:02:45.681243",
      "status": "completed"
     },
     "tags": []
@@ -938,16 +938,16 @@
    "id": "cfdb23a4-34ce-44ca-b2c1-e728c482150b",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.909877Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.909822Z",
-     "iopub.status.idle": "2023-09-11T11:44:31.945763Z",
-     "shell.execute_reply": "2023-09-11T11:44:31.945608Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.689308Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.689225Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.726704Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.726366Z"
     },
     "papermill": {
-     "duration": 0.039159,
-     "end_time": "2023-09-11T11:44:31.946263",
+     "duration": 0.041027,
+     "end_time": "2023-09-11T18:02:45.727261",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.907104",
+     "start_time": "2023-09-11T18:02:45.686234",
      "status": "completed"
     },
     "tags": []
@@ -965,7 +965,7 @@
     },
     {
      "data": {
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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -989,16 +989,16 @@
    "id": "8c990e05-0837-4733-8656-7f89e6b11c76",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:31.951926Z",
-     "iopub.status.busy": "2023-09-11T11:44:31.951860Z",
-     "iopub.status.idle": "2023-09-11T11:44:32.002318Z",
-     "shell.execute_reply": "2023-09-11T11:44:32.002156Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.732793Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.732740Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.784073Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.783830Z"
     },
     "papermill": {
-     "duration": 0.05413,
-     "end_time": "2023-09-11T11:44:32.002956",
+     "duration": 0.055162,
+     "end_time": "2023-09-11T18:02:45.784955",
      "exception": false,
-     "start_time": "2023-09-11T11:44:31.948826",
+     "start_time": "2023-09-11T18:02:45.729793",
      "status": "completed"
     },
     "tags": []
@@ -1016,7 +1016,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1040,16 +1040,16 @@
    "id": "a4ed6062-0a60-4edf-b5eb-c7351c488442",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-11T11:44:32.008674Z",
-     "iopub.status.busy": "2023-09-11T11:44:32.008588Z",
-     "iopub.status.idle": "2023-09-11T11:44:32.011026Z",
-     "shell.execute_reply": "2023-09-11T11:44:32.010884Z"
+     "iopub.execute_input": "2023-09-11T18:02:45.791358Z",
+     "iopub.status.busy": "2023-09-11T18:02:45.791250Z",
+     "iopub.status.idle": "2023-09-11T18:02:45.793637Z",
+     "shell.execute_reply": "2023-09-11T18:02:45.793461Z"
     },
     "papermill": {
-     "duration": 0.005929,
-     "end_time": "2023-09-11T11:44:32.011610",
+     "duration": 0.006282,
+     "end_time": "2023-09-11T18:02:45.794440",
      "exception": false,
-     "start_time": "2023-09-11T11:44:32.005681",
+     "start_time": "2023-09-11T18:02:45.788158",
      "status": "completed"
     },
     "tags": []
@@ -1058,7 +1058,7 @@
     {
      "data": {
       "text/plain": [
-       "KstestResult(statistic=0.012587816224179815, pvalue=0.40952298529887343)"
+       "KstestResult(statistic=0.014110939565485037, pvalue=0.27522645284421277)"
       ]
      },
      "execution_count": 19,
@@ -1080,10 +1080,10 @@
    "id": "acaf1613-b186-4ff1-8d22-e996662c5bec",
    "metadata": {
     "papermill": {
-     "duration": 0.002585,
-     "end_time": "2023-09-11T11:44:32.016884",
+     "duration": 0.003983,
+     "end_time": "2023-09-11T18:02:45.803294",
      "exception": false,
-     "start_time": "2023-09-11T11:44:32.014299",
+     "start_time": "2023-09-11T18:02:45.799311",
      "status": "completed"
     },
     "tags": []
@@ -1095,12 +1095,7 @@
  "metadata": {
   "jupytext": {
    "cell_metadata_filter": "all,-execution,-papermill,-trusted",
-   "notebook_metadata_filter": "-jupytext.text_representation.jupytext_version",
-   "text_representation": {
-    "extension": ".py",
-    "format_name": "percent",
-    "format_version": "1.3"
-   }
+   "notebook_metadata_filter": "-jupytext.text_representation.jupytext_version"
   },
   "kernelspec": {
    "display_name": "Python 3 (ipykernel)",
@@ -1121,14 +1116,14 @@
   },
   "papermill": {
    "default_parameters": {},
-   "duration": 1.819266,
-   "end_time": "2023-09-11T11:44:32.235987",
+   "duration": 1.819634,
+   "end_time": "2023-09-11T18:02:46.022847",
    "environment_variables": {},
    "exception": null,
    "input_path": "nbs/25_pvalue/05-ccc_pvalue_dist-plot.ipynb",
    "output_path": "nbs/25_pvalue/05-ccc_pvalue_dist-plot.run.ipynb",
    "parameters": {},
-   "start_time": "2023-09-11T11:44:30.416721",
+   "start_time": "2023-09-11T18:02:44.203213",
    "version": "2.3.4"
   }
  },