diff --git a/nbs/10_compute_correlations/05_gtex_v8/07_01-gtex-var_pc_log2-ccc.ipynb b/nbs/10_compute_correlations/05_gtex_v8/07_01-gtex-var_pc_log2-ccc.ipynb
index 6e42bcc0..d0b22a34 100644
--- a/nbs/10_compute_correlations/05_gtex_v8/07_01-gtex-var_pc_log2-ccc.ipynb
+++ b/nbs/10_compute_correlations/05_gtex_v8/07_01-gtex-var_pc_log2-ccc.ipynb
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@@ -134,16 +134,16 @@
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@@ -163,19 +163,55 @@
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@@ -184,7 +220,7 @@
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@@ -201,20 +237,20 @@
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@@ -229,10 +265,10 @@
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@@ -243,20 +279,20 @@
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@@ -281,20 +317,20 @@
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@@ -321,10 +357,10 @@
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@@ -335,20 +371,20 @@
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@@ -360,20 +396,20 @@
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@@ -445,20 +481,20 @@
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@@ -481,20 +517,20 @@
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@@ -506,7 +542,7 @@
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@@ -517,20 +553,20 @@
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@@ -814,7 +850,7 @@
        "[5 rows x 755 columns]"
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@@ -828,10 +864,10 @@
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@@ -842,20 +878,20 @@
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@@ -946,20 +982,20 @@
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@@ -969,7 +1005,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "5min 30s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
+      "2min 10s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
      ]
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@@ -982,10 +1018,10 @@
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@@ -996,42 +1032,47 @@
   },
   {
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-   "execution_count": 15,
+   "execution_count": 16,
    "id": "1237ae45-d4fc-4074-bfc7-a1de75aeea48",
    "metadata": {
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      "status": "completed"
     },
     "tags": []
    },
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'gtex_v8_data_whole_blood-var_pc_log2'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "gtex_v8_data_whole_blood-var_pc_log2:   0%|                                   | 0/1 [00:00<?, ?it/s]"
+     ]
     },
     {
      "data": {
       "text/plain": [
-       "33313.81599831581"
+       "13169.536622524261"
       ]
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      "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "gtex_v8_data_whole_blood-var_pc_log2: 100%|██████████████████████| 1/1 [3:39:29<00:00, 13169.61s/it]\n"
+     ]
     }
    ],
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@@ -1063,10 +1104,10 @@
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@@ -1099,14 +1140,14 @@
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+   "input_path": "nbs/10_compute_correlations/05_gtex_v8/07_01-gtex-var_pc_log2-ccc.ipynb",
+   "output_path": "nbs/10_compute_correlations/05_gtex_v8/07_01-gtex-var_pc_log2-ccc.run.ipynb",
    "parameters": {},
-   "start_time": "2022-05-24T14:46:57.420766",
+   "start_time": "2023-09-07T02:50:46.255049",
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diff --git a/nbs/10_compute_correlations/05_gtex_v8/08_01-gtex-var_pc_log2-mic_e-parallel.ipynb b/nbs/10_compute_correlations/05_gtex_v8/08_01-gtex-var_pc_log2-mic_e-parallel.ipynb
index cfa53512..06dbce39 100644
--- a/nbs/10_compute_correlations/05_gtex_v8/08_01-gtex-var_pc_log2-mic_e-parallel.ipynb
+++ b/nbs/10_compute_correlations/05_gtex_v8/08_01-gtex-var_pc_log2-mic_e-parallel.ipynb
@@ -5,10 +5,10 @@
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@@ -22,10 +22,10 @@
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@@ -42,10 +42,10 @@
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@@ -60,16 +60,16 @@
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@@ -90,10 +90,10 @@
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@@ -108,16 +108,16 @@
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@@ -133,16 +133,16 @@
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@@ -162,19 +162,55 @@
   {
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+   "id": "9f5e3822-c91a-466e-a4d9-04f369b28602",
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+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "20"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "conf.GENERAL[\"N_JOBS\"]"
+   ]
+  },
+  {
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    "id": "8baf4209-ba56-4e3d-b60f-6ce2bb686159",
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@@ -203,20 +239,20 @@
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@@ -231,10 +267,10 @@
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@@ -245,20 +281,20 @@
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-     "end_time": "2022-05-25T00:13:31.647550",
+     "duration": 0.003775,
+     "end_time": "2023-09-07T06:34:46.391622",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.638126",
+     "start_time": "2023-09-07T06:34:46.387847",
      "status": "completed"
     },
     "tags": []
@@ -283,20 +319,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "f1418e81-4e77-4f67-b5ed-b29b797e31a0",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-05-25T00:13:31.655557Z",
-     "iopub.status.busy": "2022-05-25T00:13:31.655356Z",
-     "iopub.status.idle": "2022-05-25T00:13:31.660277Z",
-     "shell.execute_reply": "2022-05-25T00:13:31.659692Z"
+     "iopub.execute_input": "2023-09-07T06:34:46.394720Z",
+     "iopub.status.busy": "2023-09-07T06:34:46.394633Z",
+     "iopub.status.idle": "2023-09-07T06:34:46.396246Z",
+     "shell.execute_reply": "2023-09-07T06:34:46.396127Z"
     },
     "papermill": {
-     "duration": 0.010388,
-     "end_time": "2022-05-25T00:13:31.661596",
+     "duration": 0.003668,
+     "end_time": "2023-09-07T06:34:46.396672",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.651208",
+     "start_time": "2023-09-07T06:34:46.393004",
      "status": "completed"
     },
     "tags": []
@@ -323,10 +359,10 @@
    "id": "5fdf8df6-eba0-4cf5-979c-3acd56a5ef3c",
    "metadata": {
     "papermill": {
-     "duration": 0.003434,
-     "end_time": "2022-05-25T00:13:31.668650",
+     "duration": 0.001416,
+     "end_time": "2023-09-07T06:34:46.399557",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.665216",
+     "start_time": "2023-09-07T06:34:46.398141",
      "status": "completed"
     },
     "tags": []
@@ -337,20 +373,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "74c76939-14b3-4e41-9e18-24c8176d2168",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-05-25T00:13:31.676604Z",
-     "iopub.status.busy": "2022-05-25T00:13:31.676425Z",
-     "iopub.status.idle": "2022-05-25T00:13:31.679369Z",
-     "shell.execute_reply": "2022-05-25T00:13:31.678984Z"
+     "iopub.execute_input": "2023-09-07T06:34:46.402725Z",
+     "iopub.status.busy": "2023-09-07T06:34:46.402644Z",
+     "iopub.status.idle": "2023-09-07T06:34:46.403893Z",
+     "shell.execute_reply": "2023-09-07T06:34:46.403764Z"
     },
     "papermill": {
-     "duration": 0.00844,
-     "end_time": "2022-05-25T00:13:31.680649",
+     "duration": 0.00337,
+     "end_time": "2023-09-07T06:34:46.404346",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.672209",
+     "start_time": "2023-09-07T06:34:46.400976",
      "status": "completed"
     },
     "tags": []
@@ -362,20 +398,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "596d25ed-4120-4bef-8984-a91ae6529ab5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-05-25T00:13:31.688968Z",
-     "iopub.status.busy": "2022-05-25T00:13:31.688756Z",
-     "iopub.status.idle": "2022-05-25T00:13:31.695262Z",
-     "shell.execute_reply": "2022-05-25T00:13:31.694904Z"
+     "iopub.execute_input": "2023-09-07T06:34:46.407490Z",
+     "iopub.status.busy": "2023-09-07T06:34:46.407412Z",
+     "iopub.status.idle": "2023-09-07T06:34:46.409789Z",
+     "shell.execute_reply": "2023-09-07T06:34:46.409663Z"
     },
     "papermill": {
-     "duration": 0.012081,
-     "end_time": "2022-05-25T00:13:31.696564",
+     "duration": 0.004588,
+     "end_time": "2023-09-07T06:34:46.410344",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.684483",
+     "start_time": "2023-09-07T06:34:46.405756",
      "status": "completed"
     },
     "tags": []
@@ -416,10 +452,10 @@
    "id": "081da632-fd12-462a-9ae1-c0ceccf1bb5d",
    "metadata": {
     "papermill": {
-     "duration": 0.003778,
-     "end_time": "2022-05-25T00:13:31.704256",
+     "duration": 0.001406,
+     "end_time": "2023-09-07T06:34:46.413217",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.700478",
+     "start_time": "2023-09-07T06:34:46.411811",
      "status": "completed"
     },
     "tags": []
@@ -433,10 +469,10 @@
    "id": "37137fff-2d3a-43d8-9bd5-d7c3284a97f5",
    "metadata": {
     "papermill": {
-     "duration": 0.003675,
-     "end_time": "2022-05-25T00:13:31.711694",
+     "duration": 0.001436,
+     "end_time": "2023-09-07T06:34:46.416132",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.708019",
+     "start_time": "2023-09-07T06:34:46.414696",
      "status": "completed"
     },
     "tags": []
@@ -447,20 +483,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "5dd40707-759f-4bf9-b8cc-84811b2dfe53",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-05-25T00:13:31.720475Z",
-     "iopub.status.busy": "2022-05-25T00:13:31.719889Z",
-     "iopub.status.idle": "2022-05-25T00:13:31.735915Z",
-     "shell.execute_reply": "2022-05-25T00:13:31.735402Z"
+     "iopub.execute_input": "2023-09-07T06:34:46.419329Z",
+     "iopub.status.busy": "2023-09-07T06:34:46.419246Z",
+     "iopub.status.idle": "2023-09-07T06:34:46.429898Z",
+     "shell.execute_reply": "2023-09-07T06:34:46.429740Z"
     },
     "papermill": {
-     "duration": 0.021982,
-     "end_time": "2022-05-25T00:13:31.737424",
+     "duration": 0.01287,
+     "end_time": "2023-09-07T06:34:46.430467",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.715442",
+     "start_time": "2023-09-07T06:34:46.417597",
      "status": "completed"
     },
     "tags": []
@@ -483,20 +519,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "e8acd036-93f7-46c0-a1ee-8da0c2c24790",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-05-25T00:13:31.746117Z",
-     "iopub.status.busy": "2022-05-25T00:13:31.745962Z",
-     "iopub.status.idle": "2022-05-25T00:13:31.749898Z",
-     "shell.execute_reply": "2022-05-25T00:13:31.749415Z"
+     "iopub.execute_input": "2023-09-07T06:34:46.433898Z",
+     "iopub.status.busy": "2023-09-07T06:34:46.433790Z",
+     "iopub.status.idle": "2023-09-07T06:34:46.435258Z",
+     "shell.execute_reply": "2023-09-07T06:34:46.435139Z"
     },
     "papermill": {
-     "duration": 0.009691,
-     "end_time": "2022-05-25T00:13:31.751163",
+     "duration": 0.003804,
+     "end_time": "2023-09-07T06:34:46.435803",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.741472",
+     "start_time": "2023-09-07T06:34:46.431999",
      "status": "completed"
     },
     "tags": []
@@ -508,7 +544,7 @@
        "(500, 755)"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -519,20 +555,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "111e360b-dbe4-4b69-9029-7b7669eb5ddc",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-05-25T00:13:31.760300Z",
-     "iopub.status.busy": "2022-05-25T00:13:31.760141Z",
-     "iopub.status.idle": "2022-05-25T00:13:31.781266Z",
-     "shell.execute_reply": "2022-05-25T00:13:31.780754Z"
+     "iopub.execute_input": "2023-09-07T06:34:46.439083Z",
+     "iopub.status.busy": "2023-09-07T06:34:46.438997Z",
+     "iopub.status.idle": "2023-09-07T06:34:46.446753Z",
+     "shell.execute_reply": "2023-09-07T06:34:46.446623Z"
     },
     "papermill": {
-     "duration": 0.02743,
-     "end_time": "2022-05-25T00:13:31.782795",
+     "duration": 0.009983,
+     "end_time": "2023-09-07T06:34:46.447292",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.755365",
+     "start_time": "2023-09-07T06:34:46.437309",
      "status": "completed"
     },
     "tags": []
@@ -816,7 +852,7 @@
        "[5 rows x 755 columns]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -830,10 +866,10 @@
    "id": "5903f3f5-791e-4f03-9d79-600102933d04",
    "metadata": {
     "papermill": {
-     "duration": 0.004082,
-     "end_time": "2022-05-25T00:13:31.791198",
+     "duration": 0.001644,
+     "end_time": "2023-09-07T06:34:46.450604",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.787116",
+     "start_time": "2023-09-07T06:34:46.448960",
      "status": "completed"
     },
     "tags": []
@@ -844,20 +880,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "118a6631-1cfd-44a3-bd85-5ec7118edd03",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-05-25T00:13:31.800422Z",
-     "iopub.status.busy": "2022-05-25T00:13:31.800209Z",
-     "iopub.status.idle": "2022-05-25T00:13:31.899102Z",
-     "shell.execute_reply": "2022-05-25T00:13:31.898478Z"
+     "iopub.execute_input": "2023-09-07T06:34:46.454151Z",
+     "iopub.status.busy": "2023-09-07T06:34:46.454078Z",
+     "iopub.status.idle": "2023-09-07T06:34:46.498329Z",
+     "shell.execute_reply": "2023-09-07T06:34:46.498189Z"
     },
     "papermill": {
-     "duration": 0.105257,
-     "end_time": "2022-05-25T00:13:31.900600",
+     "duration": 0.046609,
+     "end_time": "2023-09-07T06:34:46.498870",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.795343",
+     "start_time": "2023-09-07T06:34:46.452261",
      "status": "completed"
     },
     "tags": []
@@ -948,20 +984,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "d32281d8-f640-4f87-a1d5-aefa0757e9c3",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-05-25T00:13:31.910278Z",
-     "iopub.status.busy": "2022-05-25T00:13:31.910097Z",
-     "iopub.status.idle": "2022-05-25T02:29:17.362223Z",
-     "shell.execute_reply": "2022-05-25T02:29:17.361738Z"
+     "iopub.execute_input": "2023-09-07T06:34:46.502793Z",
+     "iopub.status.busy": "2023-09-07T06:34:46.502711Z",
+     "iopub.status.idle": "2023-09-07T06:50:24.866205Z",
+     "shell.execute_reply": "2023-09-07T06:50:24.865933Z"
     },
     "papermill": {
-     "duration": 8145.462724,
-     "end_time": "2022-05-25T02:29:17.367802",
+     "duration": 938.367861,
+     "end_time": "2023-09-07T06:50:24.868517",
      "exception": false,
-     "start_time": "2022-05-25T00:13:31.905078",
+     "start_time": "2023-09-07T06:34:46.500656",
      "status": "completed"
     },
     "tags": []
@@ -971,7 +1007,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1h 7min 54s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
+      "7min 53s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
      ]
     }
    ],
@@ -984,10 +1020,10 @@
    "id": "fc2f7184-c0da-438c-94f5-002912793636",
    "metadata": {
     "papermill": {
-     "duration": 0.004369,
-     "end_time": "2022-05-25T02:29:17.376757",
+     "duration": 0.001666,
+     "end_time": "2023-09-07T06:50:24.871967",
      "exception": false,
-     "start_time": "2022-05-25T02:29:17.372388",
+     "start_time": "2023-09-07T06:50:24.870301",
      "status": "completed"
     },
     "tags": []
@@ -998,20 +1034,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "id": "1237ae45-d4fc-4074-bfc7-a1de75aeea48",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-05-25T02:29:17.386462Z",
-     "iopub.status.busy": "2022-05-25T02:29:17.386184Z",
-     "iopub.status.idle": "2022-05-29T21:00:42.444102Z",
-     "shell.execute_reply": "2022-05-29T21:00:42.443570Z"
+     "iopub.execute_input": "2023-09-07T06:50:24.876002Z",
+     "iopub.status.busy": "2023-09-07T06:50:24.875780Z",
+     "iopub.status.idle": "2023-09-07T18:55:12.499780Z",
+     "shell.execute_reply": "2023-09-07T18:55:12.499390Z"
     },
     "papermill": {
-     "duration": 412285.064515,
-     "end_time": "2022-05-29T21:00:42.445654",
+     "duration": 43487.626825,
+     "end_time": "2023-09-07T18:55:12.500513",
      "exception": false,
-     "start_time": "2022-05-25T02:29:17.381139",
+     "start_time": "2023-09-07T06:50:24.873688",
      "status": "completed"
     },
     "tags": []
@@ -1029,7 +1065,7 @@
     {
      "data": {
       "text/plain": [
-       "412284.9328882694"
+       "43487.54033827782"
       ]
      },
      "metadata": {},
@@ -1063,10 +1099,10 @@
    "id": "258babdf-03ce-4450-ab22-7a3d75bf6869",
    "metadata": {
     "papermill": {
-     "duration": 0.008008,
-     "end_time": "2022-05-29T21:00:43.256007",
+     "duration": 0.001957,
+     "end_time": "2023-09-07T18:55:12.504511",
      "exception": false,
-     "start_time": "2022-05-29T21:00:43.247999",
+     "start_time": "2023-09-07T18:55:12.502554",
      "status": "completed"
     },
     "tags": []
@@ -1099,14 +1135,14 @@
   },
   "papermill": {
    "default_parameters": {},
-   "duration": 420434.268379,
-   "end_time": "2022-05-29T21:00:44.057728",
+   "duration": 44427.192273,
+   "end_time": "2023-09-07T18:55:12.637734",
    "environment_variables": {},
    "exception": null,
    "input_path": "nbs/10_compute_correlations/05_gtex_v8/08_01-gtex-var_pc_log2-mic_e-parallel.ipynb",
    "output_path": "nbs/10_compute_correlations/05_gtex_v8/08_01-gtex-var_pc_log2-mic_e-parallel.run.ipynb",
    "parameters": {},
-   "start_time": "2022-05-25T00:13:29.789349",
+   "start_time": "2023-09-07T06:34:45.445461",
    "version": "2.3.3"
   }
  },
diff --git a/nbs/10_compute_correlations/05_gtex_v8/py/07_01-gtex-var_pc_log2-ccc.py b/nbs/10_compute_correlations/05_gtex_v8/py/07_01-gtex-var_pc_log2-ccc.py
index 05381e2e..a255a182 100644
--- a/nbs/10_compute_correlations/05_gtex_v8/py/07_01-gtex-var_pc_log2-ccc.py
+++ b/nbs/10_compute_correlations/05_gtex_v8/py/07_01-gtex-var_pc_log2-ccc.py
@@ -51,6 +51,9 @@
     # "Artery - Tibial",
 ]
 
+# %% tags=[]
+conf.GENERAL["N_JOBS"]
+
 # %% tags=[]
 CORRELATION_METHOD = lambda x: ccc(x, n_jobs=conf.GENERAL["N_JOBS"])
 CORRELATION_METHOD.__name__ = "ccc"
diff --git a/nbs/10_compute_correlations/05_gtex_v8/py/08_01-gtex-var_pc_log2-mic_e-parallel.py b/nbs/10_compute_correlations/05_gtex_v8/py/08_01-gtex-var_pc_log2-mic_e-parallel.py
index 3ff685ef..fea487c9 100644
--- a/nbs/10_compute_correlations/05_gtex_v8/py/08_01-gtex-var_pc_log2-mic_e-parallel.py
+++ b/nbs/10_compute_correlations/05_gtex_v8/py/08_01-gtex-var_pc_log2-mic_e-parallel.py
@@ -50,6 +50,9 @@
     # "Artery - Tibial",
 ]
 
+# %% tags=[]
+conf.GENERAL["N_JOBS"]
+
 
 # %% tags=[]
 def mic_parallel(data):