Merge pull request #194 from percevalve/move_to_v4

Move to v4 for Rethinking 2

Author: aloctavodia

Rethinking_2/Chp_02.ipynb

@@ -2,24 +2,37 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-06-02T09:15:27.970339Z",
+     "iopub.status.busy": "2022-06-02T09:15:27.969925Z",
+     "iopub.status.idle": "2022-06-02T09:15:31.328838Z",
+     "shell.execute_reply": "2022-06-02T09:15:31.327731Z"
+    },
     "lines_to_next_cell": 2
    },
    "outputs": [],
    "source": [
     "import arviz as az\n",
     "import numpy as np\n",
     "import pandas as pd\n",
-    "import pymc3 as pm\n",
+    "import pymc as pm\n",
     "\n",
     "from matplotlib import pylab as plt"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
+   "execution_count": 2,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-06-02T09:15:31.334355Z",
+     "iopub.status.busy": "2022-06-02T09:15:31.333692Z",
+     "iopub.status.idle": "2022-06-02T09:15:31.354934Z",
+     "shell.execute_reply": "2022-06-02T09:15:31.353888Z"
+    }
+   },
    "outputs": [],
    "source": [
     "RANDOM_SEED = 8927\n",
@@ -60,16 +73,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
+   "execution_count": 3,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-06-02T09:15:31.359749Z",
+     "iopub.status.busy": "2022-06-02T09:15:31.359391Z",
+     "iopub.status.idle": "2022-06-02T09:15:31.368394Z",
+     "shell.execute_reply": "2022-06-02T09:15:31.367742Z"
+    }
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
        "-0.6190392084062235"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -112,16 +132,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
+   "execution_count": 4,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-06-02T09:15:31.393901Z",
+     "iopub.status.busy": "2022-06-02T09:15:31.393172Z",
+     "iopub.status.idle": "2022-06-02T09:15:31.398898Z",
+     "shell.execute_reply": "2022-06-02T09:15:31.398032Z"
+    }
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
        "0.9608342772032357"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -147,16 +174,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
+   "execution_count": 5,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-06-02T09:15:31.402492Z",
+     "iopub.status.busy": "2022-06-02T09:15:31.402206Z",
+     "iopub.status.idle": "2022-06-02T09:15:31.406686Z",
+     "shell.execute_reply": "2022-06-02T09:15:31.405853Z"
+    }
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
        "5.4739473917272"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -194,28 +228,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
+   "execution_count": 6,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-06-02T09:15:31.410338Z",
+     "iopub.status.busy": "2022-06-02T09:15:31.410062Z",
+     "iopub.status.idle": "2022-06-02T09:15:31.419441Z",
+     "shell.execute_reply": "2022-06-02T09:15:31.418856Z"
+    }
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Last updated: Tue Jan 04 2022\n",
+      "Last updated: Thu Jun 02 2022\n",
       "\n",
       "Python implementation: CPython\n",
-      "Python version       : 3.8.6\n",
-      "IPython version      : 7.20.0\n",
+      "Python version       : 3.10.4\n",
+      "IPython version      : 8.4.0\n",
       "\n",
-      "numpy     : 1.20.1\n",
-      "pymc3     : 3.11.0\n",
-      "sys       : 3.8.6 | packaged by conda-forge | (default, Jan 25 2021, 23:22:12) \n",
-      "[Clang 11.0.1 ]\n",
-      "matplotlib: 3.3.4\n",
-      "pandas    : 1.2.1\n",
-      "arviz     : 0.11.1\n",
+      "pandas    : 1.4.2\n",
+      "pymc      : 4.0.0b5\n",
+      "numpy     : 1.22.4\n",
+      "arviz     : 0.12.1\n",
+      "matplotlib: 3.5.2\n",
       "\n",
-      "Watermark: 2.1.0\n",
+      "Watermark: 2.3.1\n",
       "\n"
      ]
     }
@@ -233,7 +272,7 @@
    "encoding": "# -*- coding: utf-8 -*-"
   },
   "kernelspec": {
-   "display_name": "pymc3",
+   "display_name": "pymc",
    "language": "python",
    "name": "python3"
   },
@@ -247,7 +286,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.4"
   }
  },
  "nbformat": 4,