From ae88ab9c675923c912efe2c04a936a735d78270c Mon Sep 17 00:00:00 2001
From: Karanraj Chauhan <kachau@redhat.com>
Date: Tue, 22 Feb 2022 20:42:17 +0000
Subject: [PATCH 1/2] WIP notebook to calculate repo level metrics

Co-authored-by: Shrey Anand <shanand@redhat.com>
Co-authored-by: Hema Veeradhi <hveeradh@redhat.com>
---
 notebooks/repo-metrics.ipynb | 835 +++++++++++++++++++++++++++++++++++
 1 file changed, 835 insertions(+)
 create mode 100644 notebooks/repo-metrics.ipynb

diff --git a/notebooks/repo-metrics.ipynb b/notebooks/repo-metrics.ipynb
new file mode 100644
index 0000000..cc3889a
--- /dev/null
+++ b/notebooks/repo-metrics.ipynb
@@ -0,0 +1,835 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "50dcee0c-1ec3-4f00-9fe0-f34759445efe",
+   "metadata": {},
+   "source": [
+    "# Repo Level Metrics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "d2c5a94e-ee0e-4be8-b4a6-4756a48abc27",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import json\n",
+    "import boto3\n",
+    "import datetime as dt\n",
+    "import pandas as pd\n",
+    "\n",
+    "from github import Github\n",
+    "from pprint import pprint\n",
+    "\n",
+    "from srcopsmetrics.metrics import Metrics\n",
+    "from srcopsmetrics.entities.issue import Issue\n",
+    "from srcopsmetrics.entities.pull_request import PullRequest\n",
+    "\n",
+    "from dotenv import find_dotenv, load_dotenv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "f83af63e-fddb-4a9b-94bd-91397b70bc6a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "load_dotenv(find_dotenv())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "10840dbf-4591-4b5b-bab6-b517f7eb3ffd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## CEPH Bucket variables\n",
+    "## Create a .env file on your local with the correct configs,\n",
+    "s3_endpoint_url = os.getenv(\"S3_ENDPOINT\")\n",
+    "s3_access_key = os.getenv(\"S3_ACCESS_KEY\")\n",
+    "s3_secret_key = os.getenv(\"S3_SECRET_KEY\")\n",
+    "s3_bucket = os.getenv(\"S3_BUCKET\")\n",
+    "s3_path = os.getenv(\"S3_PROJECT_KEY\", \"open-services-group/metrics/github\")\n",
+    "repo_slug = os.getenv(\"REPO_SLUG\")\n",
+    "s3_input_data_path = \"raw_data\"\n",
+    "REMOTE = os.getenv(\"REMOTE\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "7161a152-3f3b-4072-bc86-8b1c79f40bc8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "s3 = boto3.resource(\"s3\",endpoint_url=s3_endpoint_url,aws_access_key_id=s3_access_key,aws_secret_access_key=s3_secret_key)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "84cd3828-d1b8-4770-9b89-0b16cfef3ef7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Function to read data from Ceph\n",
+    "def read_data_from_ceph(s3_file_path):\n",
+    "    print(\"Getting dataset from Ceph\")\n",
+    "    content = s3.Object(s3_bucket, s3_file_path)\n",
+    "    file = content.get()[\"Body\"].read().decode(\"utf-8\")\n",
+    "    data = json.loads(file)\n",
+    "    separated_list = data.splitlines()\n",
+    "    data_dict = { str(i): json.loads(separated_list[i]) for i in range(0, len(separated_list) ) }\n",
+    "    df = pd.DataFrame(data_dict).T\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "0f4b9fdb-bfbf-4099-bdc7-6ded5468e3e3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Getting dataset from Ceph\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>body</th>\n",
+       "      <th>created_by</th>\n",
+       "      <th>created_at</th>\n",
+       "      <th>closed_by</th>\n",
+       "      <th>closed_at</th>\n",
+       "      <th>labels</th>\n",
+       "      <th>interactions</th>\n",
+       "      <th>id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Prepare GPU image for training teacher network...</td>\n",
+       "      <td>**Is your feature request related to a problem...</td>\n",
+       "      <td>pacospace</td>\n",
+       "      <td>1644527768</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'enhancement': {'color': 'a2eeef', 'labeled_a...</td>\n",
+       "      <td>{'pacospace': 8}</td>\n",
+       "      <td>128</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Value Error related to S3 in demo2 notebook</td>\n",
+       "      <td>Value Error related to S3 at Import in when ru...</td>\n",
+       "      <td>andraNew</td>\n",
+       "      <td>1641590227</td>\n",
+       "      <td>andraNew</td>\n",
+       "      <td>1642091274</td>\n",
+       "      <td>{'bug': {'color': 'd73a4a', 'labeled_at': 1641...</td>\n",
+       "      <td>{'andraNew': 123, 'erikerlandson': 90, 'chauha...</td>\n",
+       "      <td>127</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Create Jupyterbook</td>\n",
+       "      <td>Add _toc.yaml and _config.yml for the repo and...</td>\n",
+       "      <td>oindrillac</td>\n",
+       "      <td>1639764581</td>\n",
+       "      <td>oindrillac</td>\n",
+       "      <td>1640024593</td>\n",
+       "      <td>{}</td>\n",
+       "      <td>{}</td>\n",
+       "      <td>125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Should we state which base image tag is used i...</td>\n",
+       "      <td>See: https://github.com/os-climate/aicoe-osc-d...</td>\n",
+       "      <td>pacospace</td>\n",
+       "      <td>1639086094</td>\n",
+       "      <td>MichaelClifford</td>\n",
+       "      <td>1639189607</td>\n",
+       "      <td>{}</td>\n",
+       "      <td>{'chauhankaranraj': 71, 'pacospace': 39}</td>\n",
+       "      <td>122</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Use overlays for building images</td>\n",
+       "      <td>**Is your feature request related to a problem...</td>\n",
+       "      <td>chauhankaranraj</td>\n",
+       "      <td>1639077221</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>{'enhancement': {'color': 'a2eeef', 'labeled_a...</td>\n",
+       "      <td>{'pacospace': 19, 'chauhankaranraj': 40}</td>\n",
+       "      <td>121</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               title  \\\n",
+       "0  Prepare GPU image for training teacher network...   \n",
+       "1        Value Error related to S3 in demo2 notebook   \n",
+       "2                                 Create Jupyterbook   \n",
+       "3  Should we state which base image tag is used i...   \n",
+       "4                   Use overlays for building images   \n",
+       "\n",
+       "                                                body       created_by  \\\n",
+       "0  **Is your feature request related to a problem...        pacospace   \n",
+       "1  Value Error related to S3 at Import in when ru...         andraNew   \n",
+       "2  Add _toc.yaml and _config.yml for the repo and...       oindrillac   \n",
+       "3  See: https://github.com/os-climate/aicoe-osc-d...        pacospace   \n",
+       "4  **Is your feature request related to a problem...  chauhankaranraj   \n",
+       "\n",
+       "   created_at        closed_by   closed_at  \\\n",
+       "0  1644527768             None        None   \n",
+       "1  1641590227         andraNew  1642091274   \n",
+       "2  1639764581       oindrillac  1640024593   \n",
+       "3  1639086094  MichaelClifford  1639189607   \n",
+       "4  1639077221             None        None   \n",
+       "\n",
+       "                                              labels  \\\n",
+       "0  {'enhancement': {'color': 'a2eeef', 'labeled_a...   \n",
+       "1  {'bug': {'color': 'd73a4a', 'labeled_at': 1641...   \n",
+       "2                                                 {}   \n",
+       "3                                                 {}   \n",
+       "4  {'enhancement': {'color': 'a2eeef', 'labeled_a...   \n",
+       "\n",
+       "                                        interactions   id  \n",
+       "0                                   {'pacospace': 8}  128  \n",
+       "1  {'andraNew': 123, 'erikerlandson': 90, 'chauha...  127  \n",
+       "2                                                 {}  125  \n",
+       "3           {'chauhankaranraj': 71, 'pacospace': 39}  122  \n",
+       "4           {'pacospace': 19, 'chauhankaranraj': 40}  121  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "issues_df = read_data_from_ceph(f\"{s3_path}/srcopsmetrics/bot_knowledge/{repo_slug}/Issue.json\")\n",
+    "issues_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "6f75f8db-ff0e-4c7b-b7cc-2bba9a6e2220",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Getting dataset from Ceph\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>body</th>\n",
+       "      <th>size</th>\n",
+       "      <th>created_by</th>\n",
+       "      <th>created_at</th>\n",
+       "      <th>closed_at</th>\n",
+       "      <th>closed_by</th>\n",
+       "      <th>merged_at</th>\n",
+       "      <th>merged_by</th>\n",
+       "      <th>commits_number</th>\n",
+       "      <th>changed_files_number</th>\n",
+       "      <th>interactions</th>\n",
+       "      <th>reviews</th>\n",
+       "      <th>labels</th>\n",
+       "      <th>commits</th>\n",
+       "      <th>changed_files</th>\n",
+       "      <th>first_review_at</th>\n",
+       "      <th>first_approve_at</th>\n",
+       "      <th>id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Add manifests for GPU image build</td>\n",
+       "      <td>Signed-off-by: Francesco Murdaca &lt;fmurdaca@red...</td>\n",
+       "      <td>XL</td>\n",
+       "      <td>pacospace</td>\n",
+       "      <td>1644855027</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9</td>\n",
+       "      <td>{'pacospace': 22}</td>\n",
+       "      <td>{'881638114': {'author': 'erikerlandson', 'wor...</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>[d2af49daf938560856f315e573cd9e54e92aa570]</td>\n",
+       "      <td>[manifests/.sops.yaml, manifests/README.md, ma...</td>\n",
+       "      <td>1644863765</td>\n",
+       "      <td>1644863765</td>\n",
+       "      <td>129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Updated documentation</td>\n",
+       "      <td>closes #125 \\r\\ncloses #110 \\r\\n\\r\\nJupyterBoo...</td>\n",
+       "      <td>M</td>\n",
+       "      <td>oindrillac</td>\n",
+       "      <td>1639777200</td>\n",
+       "      <td>1640024594</td>\n",
+       "      <td>oindrillac</td>\n",
+       "      <td>1640024593</td>\n",
+       "      <td>oindrillac</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>{'oindrillac': 13, 'chauhankaranraj': 18}</td>\n",
+       "      <td>{'835457435': {'author': 'aakankshaduggal', 'w...</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>[523e26606333956764986a296149ca56edf56b40]</td>\n",
+       "      <td>[README.md, _config.yml, _toc.yml, notebooks/d...</td>\n",
+       "      <td>1639778743</td>\n",
+       "      <td>1639793939</td>\n",
+       "      <td>126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Update README</td>\n",
+       "      <td>This PR \\r\\n- updates the README to mention th...</td>\n",
+       "      <td>XS</td>\n",
+       "      <td>chauhankaranraj</td>\n",
+       "      <td>1639532708</td>\n",
+       "      <td>1639591055</td>\n",
+       "      <td>MichaelClifford</td>\n",
+       "      <td>1639591055</td>\n",
+       "      <td>MichaelClifford</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>{'MichaelClifford': 1}</td>\n",
+       "      <td>{}</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>[ad9668f096e1e5ebc5b123d1c6df4ea5ed98af5a]</td>\n",
+       "      <td>[notebooks/demo2/README.md]</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>124</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Use specific versions instead of latest for im...</td>\n",
+       "      <td>Closes #122</td>\n",
+       "      <td>S</td>\n",
+       "      <td>chauhankaranraj</td>\n",
+       "      <td>1639094750</td>\n",
+       "      <td>1639189607</td>\n",
+       "      <td>MichaelClifford</td>\n",
+       "      <td>1639189607</td>\n",
+       "      <td>MichaelClifford</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>{'MichaelClifford': 1}</td>\n",
+       "      <td>{'828089083': {'author': 'oindrillac', 'words_...</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>[c0666de738d99cf9a40e2867fc8f4e51a305d086]</td>\n",
+       "      <td>[Dockerfile, notebooks/demo2/inference.pipelin...</td>\n",
+       "      <td>1639094897</td>\n",
+       "      <td>1639094897</td>\n",
+       "      <td>123</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Finalize Demo 2 readme</td>\n",
+       "      <td>This PR adds Superset dashboard link to the Re...</td>\n",
+       "      <td>XS</td>\n",
+       "      <td>Shreyanand</td>\n",
+       "      <td>1638982645</td>\n",
+       "      <td>1639079020</td>\n",
+       "      <td>MichaelClifford</td>\n",
+       "      <td>1639079020</td>\n",
+       "      <td>MichaelClifford</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>{'MichaelClifford': 1}</td>\n",
+       "      <td>{'827649205': {'author': 'chauhankaranraj', 'w...</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>[ce265997ec1e5bf368d804f571e660edb261a77a]</td>\n",
+       "      <td>[notebooks/demo2/README.md]</td>\n",
+       "      <td>1639072873</td>\n",
+       "      <td>1639072873</td>\n",
+       "      <td>119</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               title  \\\n",
+       "0                  Add manifests for GPU image build   \n",
+       "1                              Updated documentation   \n",
+       "2                                      Update README   \n",
+       "3  Use specific versions instead of latest for im...   \n",
+       "4                             Finalize Demo 2 readme   \n",
+       "\n",
+       "                                                body size       created_by  \\\n",
+       "0  Signed-off-by: Francesco Murdaca <fmurdaca@red...   XL        pacospace   \n",
+       "1  closes #125 \\r\\ncloses #110 \\r\\n\\r\\nJupyterBoo...    M       oindrillac   \n",
+       "2  This PR \\r\\n- updates the README to mention th...   XS  chauhankaranraj   \n",
+       "3                                       Closes #122     S  chauhankaranraj   \n",
+       "4  This PR adds Superset dashboard link to the Re...   XS       Shreyanand   \n",
+       "\n",
+       "   created_at   closed_at        closed_by   merged_at        merged_by  \\\n",
+       "0  1644855027        None             None        None             None   \n",
+       "1  1639777200  1640024594       oindrillac  1640024593       oindrillac   \n",
+       "2  1639532708  1639591055  MichaelClifford  1639591055  MichaelClifford   \n",
+       "3  1639094750  1639189607  MichaelClifford  1639189607  MichaelClifford   \n",
+       "4  1638982645  1639079020  MichaelClifford  1639079020  MichaelClifford   \n",
+       "\n",
+       "  commits_number changed_files_number  \\\n",
+       "0              1                    9   \n",
+       "1              1                    5   \n",
+       "2              1                    1   \n",
+       "3              1                    3   \n",
+       "4              1                    1   \n",
+       "\n",
+       "                                interactions  \\\n",
+       "0                          {'pacospace': 22}   \n",
+       "1  {'oindrillac': 13, 'chauhankaranraj': 18}   \n",
+       "2                     {'MichaelClifford': 1}   \n",
+       "3                     {'MichaelClifford': 1}   \n",
+       "4                     {'MichaelClifford': 1}   \n",
+       "\n",
+       "                                             reviews labels  \\\n",
+       "0  {'881638114': {'author': 'erikerlandson', 'wor...     []   \n",
+       "1  {'835457435': {'author': 'aakankshaduggal', 'w...     []   \n",
+       "2                                                 {}     []   \n",
+       "3  {'828089083': {'author': 'oindrillac', 'words_...     []   \n",
+       "4  {'827649205': {'author': 'chauhankaranraj', 'w...     []   \n",
+       "\n",
+       "                                      commits  \\\n",
+       "0  [d2af49daf938560856f315e573cd9e54e92aa570]   \n",
+       "1  [523e26606333956764986a296149ca56edf56b40]   \n",
+       "2  [ad9668f096e1e5ebc5b123d1c6df4ea5ed98af5a]   \n",
+       "3  [c0666de738d99cf9a40e2867fc8f4e51a305d086]   \n",
+       "4  [ce265997ec1e5bf368d804f571e660edb261a77a]   \n",
+       "\n",
+       "                                       changed_files first_review_at  \\\n",
+       "0  [manifests/.sops.yaml, manifests/README.md, ma...      1644863765   \n",
+       "1  [README.md, _config.yml, _toc.yml, notebooks/d...      1639778743   \n",
+       "2                        [notebooks/demo2/README.md]            None   \n",
+       "3  [Dockerfile, notebooks/demo2/inference.pipelin...      1639094897   \n",
+       "4                        [notebooks/demo2/README.md]      1639072873   \n",
+       "\n",
+       "  first_approve_at   id  \n",
+       "0       1644863765  129  \n",
+       "1       1639793939  126  \n",
+       "2             None  124  \n",
+       "3       1639094897  123  \n",
+       "4       1639072873  119  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "prs_df = read_data_from_ceph(f\"{s3_path}/srcopsmetrics/bot_knowledge/{repo_slug}/PullRequest.json\")\n",
+    "prs_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4af03c8b-6f23-4385-a9c9-de497cb48ec1",
+   "metadata": {},
+   "source": [
+    "## Count-type Metrics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "b1344d6e-1f93-4124-b238-f4f6949358f4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "18"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num_open_issues = issues_df['closed_at'].isna().sum()\n",
+    "num_open_issues"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "22932f9d-0ddd-4ed6-8d77-ccbf6e879311",
+   "metadata": {},
+   "source": [
+    "### TODO: let thoth team know we need assignees information for issues"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a73b0a86-2e50-49c8-aeec-7757fe3a0300",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_open_issues_wout_assignees = issues_df[issues_df['closed_at'].isna()]\n",
+    "num_open_issues_wout_assignees"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "72ebf57c-ff5c-4a34-aead-a2626d3fe18a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num_open_prs = prs_df['closed_at'].isna().sum()\n",
+    "num_open_prs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "52bfe8d3-e176-4dec-a48b-7f9224445e5f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "6 7\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "1.1666666666666667"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num_open_prs_90d = len(prs_df[prs_df['created_at'] > (dt.datetime.now()-dt.timedelta(days=90)).timestamp()])\n",
+    "num_closed_prs_90d = len(prs_df[prs_df['closed_at'] > (dt.datetime.now()-dt.timedelta(days=90)).timestamp()])\n",
+    "print(num_open_prs_90d, num_closed_prs_90d)\n",
+    "\n",
+    "ratio = num_closed_prs_90d / num_open_prs_90d\n",
+    "ratio"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ae0daab4-f10a-410c-af94-a3f7ec7f3bd1",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "9ae10ba8-5264-4398-b54f-f9a63aa2450a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_GITHUB_ACCESS_TOKEN = os.getenv('GITHUB_ACCESS_TOKEN')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "9a2f0a9a-b2f8-4ea5-ab24-aed6bb408a6a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[Issue(title=\"KPI metric calculation notebooks\", number=19),\n",
+      " Issue(title=\"Automate metric collection and processing workflow\", number=18),\n",
+      " Issue(title=\"[WIP] Add GitHub data analysis notebook\", number=17),\n",
+      " Issue(title=\"Notebook to explore the issue/pr data for OSG repos\", number=16),\n",
+      " Issue(title=\"Automatic update of dependencies by Kebechet for the rhel:8 environment\", number=15),\n",
+      " Issue(title=\"Spike: Define OKR completion\", number=10),\n",
+      " Issue(title=\"[EPIC] Visualization\", number=7),\n",
+      " Issue(title=\"[EPIC] EDA of metrics\", number=6),\n",
+      " Issue(title=\"[EPIC] Metric collection\", number=5),\n",
+      " Issue(title=\"Spike: Define initial set of metrics\", number=3)]\n"
+     ]
+    }
+   ],
+   "source": [
+    "g = Github(_GITHUB_ACCESS_TOKEN)\n",
+    "repo = g.get_repo(\"open-services-group/metrics\")\n",
+    "issues = repo.get_issues(state=\"open\")\n",
+    "pprint(issues.get_page(0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "0cca5f89-bf82-4056-93f3-0f375c8e54e6",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "'NoneType' object has no attribute 'endswith'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_2131/3103816518.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mgh_repo\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mGithub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlogin_or_token\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_GITHUB_ACCESS_TOKEN\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_repo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrepository\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mprs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPullRequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgh_repo\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_previous_knowledge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mis_local\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m \u001b[0;31m# issues = Issue(gh_repo)#.load_previous_knowledge(is_local=False)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/srcopsmetrics/entities/interface.py\u001b[0m in \u001b[0;36mload_previous_knowledge\u001b[0;34m(self, is_local)\u001b[0m\n\u001b[1;32m    157\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mload_previous_knowledge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_local\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    158\u001b[0m         \u001b[0;34m\"\"\"Load previously collected repo knowledge. If a repo was not inspected before, create its directory.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 159\u001b[0;31m         \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mKnowledgeStorage\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mis_local\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mis_local\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfile_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    160\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    161\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/srcopsmetrics/entities/tools/storage.py\u001b[0m in \u001b[0;36mload_data\u001b[0;34m(self, file_path, as_json)\u001b[0m\n\u001b[1;32m    126\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_locally\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mas_json\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mas_json\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    127\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_local\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 128\u001b[0;31m             \u001b[0;32melse\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_remotely\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mas_json\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mas_json\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    129\u001b[0m         )\n\u001b[1;32m    130\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/srcopsmetrics/entities/tools/storage.py\u001b[0m in \u001b[0;36mload_remotely\u001b[0;34m(self, file_path, as_json)\u001b[0m\n\u001b[1;32m    151\u001b[0m         \u001b[0mceph_filename\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrelpath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"./\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    152\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 153\u001b[0;31m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_ceph_store\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mretrieve_document\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mceph_filename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    154\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mas_json\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    155\u001b[0m                 \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_data_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/srcopsmetrics/entities/tools/storage.py\u001b[0m in \u001b[0;36mget_ceph_store\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     79\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_ceph_store\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mCephStore\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     80\u001b[0m         \u001b[0;34m\"\"\"Establish a connection to the CEPH.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 81\u001b[0;31m         s3 = CephStore(\n\u001b[0m\u001b[1;32m     82\u001b[0m             \u001b[0mkey_id\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_KEY_ID\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecret_key\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_SECRET_KEY\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprefix\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_PREFIX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhost\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_HOST\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbucket\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_BUCKET\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     83\u001b[0m         )\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/thoth/storages/ceph.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, prefix, host, key_id, secret_key, bucket, region)\u001b[0m\n\u001b[1;32m     55\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprefix\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mprefix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 57\u001b[0;31m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprefix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mendswith\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     58\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprefix\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;34m\"/\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'endswith'"
+     ]
+    }
+   ],
+   "source": [
+    "repository = \"os-climate/aicoe-osc-demo\"\n",
+    "\n",
+    "gh_repo = Github(login_or_token=_GITHUB_ACCESS_TOKEN, timeout=50).get_repo(repository)\n",
+    "prs = PullRequest(gh_repo).load_previous_knowledge(is_local=False)\n",
+    "# issues = Issue(gh_repo)#.load_previous_knowledge(is_local=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "421f85e5-8ae0-4200-8afa-0ef50a4a0922",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "metrics = Metrics(repository=\"os-climate/aicoe-osc-demo\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "611ecdc4-2d0c-4059-b41d-8872819c6d40",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ValueError",
+     "evalue": "Length mismatch: Expected axis has 0 elements, new values have 3 elements",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_2045/2715422034.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0missue_metrics\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmetrics\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocess_issues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0missue_metrics\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/srcopsmetrics/metrics.py\u001b[0m in \u001b[0;36mprocess_issues\u001b[0;34m(self, remove_outliers)\u001b[0m\n\u001b[1;32m     74\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     75\u001b[0m         \u001b[0maggregated\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 76\u001b[0;31m         \u001b[0maggregated\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"issue_id\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"date\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"ttci\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     77\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     78\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mremove_outliers\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__setattr__\u001b[0;34m(self, name, value)\u001b[0m\n\u001b[1;32m   5498\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5499\u001b[0m             \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5500\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5501\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5502\u001b[0m             \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/pandas/_libs/properties.pyx\u001b[0m in \u001b[0;36mpandas._libs.properties.AxisProperty.__set__\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_set_axis\u001b[0;34m(self, axis, labels)\u001b[0m\n\u001b[1;32m    764\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_set_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    765\u001b[0m         \u001b[0mlabels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mensure_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 766\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_mgr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    767\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_clear_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    768\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/pandas/core/internals/managers.py\u001b[0m in \u001b[0;36mset_axis\u001b[0;34m(self, axis, new_labels)\u001b[0m\n\u001b[1;32m    214\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mset_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    215\u001b[0m         \u001b[0;31m# Caller is responsible for ensuring we have an Index object.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 216\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_set_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    217\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    218\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/pandas/core/internals/base.py\u001b[0m in \u001b[0;36m_validate_set_axis\u001b[0;34m(self, axis, new_labels)\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mnew_len\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mold_len\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 57\u001b[0;31m             raise ValueError(\n\u001b[0m\u001b[1;32m     58\u001b[0m                 \u001b[0;34mf\"Length mismatch: Expected axis has {old_len} elements, new \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m                 \u001b[0;34mf\"values have {new_len} elements\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mValueError\u001b[0m: Length mismatch: Expected axis has 0 elements, new values have 3 elements"
+     ]
+    }
+   ],
+   "source": [
+    "issue_metrics = metrics.process_issues()\n",
+    "issue_metrics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "7c76728f-d174-4c3e-b405-10dfdbc8a8a7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "ename": "ValueError",
+     "evalue": "Length mismatch: Expected axis has 0 elements, new values have 9 elements",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_2045/334568982.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpr_metrics\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmetrics\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocess_pull_requests\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mpr_metrics\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/srcopsmetrics/metrics.py\u001b[0m in \u001b[0;36mprocess_pull_requests\u001b[0;34m(self, remove_outliers)\u001b[0m\n\u001b[1;32m    118\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    119\u001b[0m         \u001b[0maggregated\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 120\u001b[0;31m         \u001b[0maggregated\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"pr_id\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"date\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"author\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"size\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"labels\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"reviewers\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"ttm\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"ttfr\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"tta\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    121\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    122\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mremove_outliers\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__setattr__\u001b[0;34m(self, name, value)\u001b[0m\n\u001b[1;32m   5498\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5499\u001b[0m             \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5500\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5501\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5502\u001b[0m             \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/pandas/_libs/properties.pyx\u001b[0m in \u001b[0;36mpandas._libs.properties.AxisProperty.__set__\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_set_axis\u001b[0;34m(self, axis, labels)\u001b[0m\n\u001b[1;32m    764\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_set_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    765\u001b[0m         \u001b[0mlabels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mensure_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 766\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_mgr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    767\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_clear_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    768\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/pandas/core/internals/managers.py\u001b[0m in \u001b[0;36mset_axis\u001b[0;34m(self, axis, new_labels)\u001b[0m\n\u001b[1;32m    214\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mset_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    215\u001b[0m         \u001b[0;31m# Caller is responsible for ensuring we have an Index object.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 216\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_set_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    217\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    218\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/app-root/lib64/python3.8/site-packages/pandas/core/internals/base.py\u001b[0m in \u001b[0;36m_validate_set_axis\u001b[0;34m(self, axis, new_labels)\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mnew_len\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mold_len\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 57\u001b[0;31m             raise ValueError(\n\u001b[0m\u001b[1;32m     58\u001b[0m                 \u001b[0;34mf\"Length mismatch: Expected axis has {old_len} elements, new \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m                 \u001b[0;34mf\"values have {new_len} elements\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mValueError\u001b[0m: Length mismatch: Expected axis has 0 elements, new values have 9 elements"
+     ]
+    }
+   ],
+   "source": [
+    "pr_metrics = metrics.process_pull_requests()\n",
+    "pr_metrics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e538ef47-d1de-499d-a3d3-4bd633fcf2cc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# define repos for which we want to calculate metrics\n",
+    "REPOS = [\"os-climate/aicoe-osc-demo\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d5d3c043-2fb1-4e77-afaa-6fe3e37a5cab",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## CEPH Bucket variables\n",
+    "## Create a .env file on your local with the correct configs,\n",
+    "s3_endpoint_url = os.getenv(\"S3_ENDPOINT\")\n",
+    "s3_access_key = os.getenv(\"S3_ACCESS_KEY\")\n",
+    "s3_secret_key = os.getenv(\"S3_SECRET_KEY\")\n",
+    "s3_bucket = os.getenv(\"S3_BUCKET\")\n",
+    "s3_path = os.getenv(\"S3_PROJECT_KEY\", \"open-services-group/metrics/github\")\n",
+    "s3_input_data_path = \"raw_data\"\n",
+    "REMOTE = os.getenv(\"REMOTE\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5929f11b-546e-4c5e-9c2d-7c5425e2092f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "761427b0-8540-47ba-abe9-007ca990be80",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e72cb0fd-6529-441f-a72a-9f78b550165c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From 086febf918f5270f43072cb8bbd9244481353aea Mon Sep 17 00:00:00 2001
From: 1000700000 user <shanand@redhat.com>
Date: Thu, 10 Mar 2022 21:23:55 +0000
Subject: [PATCH 2/2] Add contributors table and pipfile

Co-authored-by: Hema Veeradhi <hveeradh@redhat.com>
Co-authored-by: Karanraj Chauhan <kachau@redhat.com>
---
 .pre-commit-config.yaml       |    6 +-
 Pipfile                       |    8 +
 Pipfile.lock                  | 1712 ++++++++++++++++++++++++++++++---
 notebooks/Repo_Analysis.ipynb | 1633 +++++++++++++++----------------
 notebooks/repo-metrics.ipynb  |   42 +-
 5 files changed, 2370 insertions(+), 1031 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 34aaf6c..8e29fc1 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,11 +1,11 @@
 ---
 repos:
-  - repo: git://github.com/Lucas-C/pre-commit-hooks
+  - repo: https://github.com/Lucas-C/pre-commit-hooks
     rev: v1.1.13
     hooks:
       - id: remove-tabs
 
-  - repo: git://github.com/pre-commit/pre-commit-hooks
+  - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v4.1.0
     hooks:
       - id: trailing-whitespace
@@ -21,7 +21,7 @@ repos:
       - id: check-ast
       - id: debug-statements
 
-  - repo: git://github.com/pycqa/pydocstyle.git
+  - repo: https://github.com/pycqa/pydocstyle.git
     rev: 6.1.1
     hooks:
       - id: pydocstyle
diff --git a/Pipfile b/Pipfile
index 5649d09..edb216d 100644
--- a/Pipfile
+++ b/Pipfile
@@ -10,6 +10,14 @@ Sphinx = "*"
 
 [packages]
 awscli = "*"
+trino = "*"
+pydriller = "*"
+python-dotenv = "*"
+boto3 = "*"
+pandas = "*"
+pyarrow = "*"
+srcopsmetrics = "*"
+matplotlib = "*"
 
 [requires]
 python_version = "3.8"
diff --git a/Pipfile.lock b/Pipfile.lock
index 16db2e8..5117a13 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "caa1733f2ecf58c83331095362d7c9b089fc77039032e2c8e80e9a7b242bcdd0"
+            "sha256": "7114afaf186f971ce84a8d3a46ae1ae0ce46f461d57eddb59adb37784f9dd551"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -16,21 +16,276 @@
         ]
     },
     "default": {
+        "aiohttp": {
+            "hashes": [
+                "sha256:01d7bdb774a9acc838e6b8f1d114f45303841b89b95984cbb7d80ea41172a9e3",
+                "sha256:03a6d5349c9ee8f79ab3ff3694d6ce1cfc3ced1c9d36200cb8f08ba06bd3b782",
+                "sha256:04d48b8ce6ab3cf2097b1855e1505181bdd05586ca275f2505514a6e274e8e75",
+                "sha256:0770e2806a30e744b4e21c9d73b7bee18a1cfa3c47991ee2e5a65b887c49d5cf",
+                "sha256:07b05cd3305e8a73112103c834e91cd27ce5b4bd07850c4b4dbd1877d3f45be7",
+                "sha256:086f92daf51a032d062ec5f58af5ca6a44d082c35299c96376a41cbb33034675",
+                "sha256:099ebd2c37ac74cce10a3527d2b49af80243e2a4fa39e7bce41617fbc35fa3c1",
+                "sha256:0c7ebbbde809ff4e970824b2b6cb7e4222be6b95a296e46c03cf050878fc1785",
+                "sha256:102e487eeb82afac440581e5d7f8f44560b36cf0bdd11abc51a46c1cd88914d4",
+                "sha256:11691cf4dc5b94236ccc609b70fec991234e7ef8d4c02dd0c9668d1e486f5abf",
+                "sha256:11a67c0d562e07067c4e86bffc1553f2cf5b664d6111c894671b2b8712f3aba5",
+                "sha256:12de6add4038df8f72fac606dff775791a60f113a725c960f2bab01d8b8e6b15",
+                "sha256:13487abd2f761d4be7c8ff9080de2671e53fff69711d46de703c310c4c9317ca",
+                "sha256:15b09b06dae900777833fe7fc4b4aa426556ce95847a3e8d7548e2d19e34edb8",
+                "sha256:1c182cb873bc91b411e184dab7a2b664d4fea2743df0e4d57402f7f3fa644bac",
+                "sha256:1ed0b6477896559f17b9eaeb6d38e07f7f9ffe40b9f0f9627ae8b9926ae260a8",
+                "sha256:28d490af82bc6b7ce53ff31337a18a10498303fe66f701ab65ef27e143c3b0ef",
+                "sha256:2e5d962cf7e1d426aa0e528a7e198658cdc8aa4fe87f781d039ad75dcd52c516",
+                "sha256:2ed076098b171573161eb146afcb9129b5ff63308960aeca4b676d9d3c35e700",
+                "sha256:2f2f69dca064926e79997f45b2f34e202b320fd3782f17a91941f7eb85502ee2",
+                "sha256:31560d268ff62143e92423ef183680b9829b1b482c011713ae941997921eebc8",
+                "sha256:31d1e1c0dbf19ebccbfd62eff461518dcb1e307b195e93bba60c965a4dcf1ba0",
+                "sha256:37951ad2f4a6df6506750a23f7cbabad24c73c65f23f72e95897bb2cecbae676",
+                "sha256:3af642b43ce56c24d063325dd2cf20ee012d2b9ba4c3c008755a301aaea720ad",
+                "sha256:44db35a9e15d6fe5c40d74952e803b1d96e964f683b5a78c3cc64eb177878155",
+                "sha256:473d93d4450880fe278696549f2e7aed8cd23708c3c1997981464475f32137db",
+                "sha256:477c3ea0ba410b2b56b7efb072c36fa91b1e6fc331761798fa3f28bb224830dd",
+                "sha256:4a4a4e30bf1edcad13fb0804300557aedd07a92cabc74382fdd0ba6ca2661091",
+                "sha256:4aed991a28ea3ce320dc8ce655875e1e00a11bdd29fe9444dd4f88c30d558602",
+                "sha256:51467000f3647d519272392f484126aa716f747859794ac9924a7aafa86cd411",
+                "sha256:55c3d1072704d27401c92339144d199d9de7b52627f724a949fc7d5fc56d8b93",
+                "sha256:589c72667a5febd36f1315aa6e5f56dd4aa4862df295cb51c769d16142ddd7cd",
+                "sha256:5bfde62d1d2641a1f5173b8c8c2d96ceb4854f54a44c23102e2ccc7e02f003ec",
+                "sha256:5c23b1ad869653bc818e972b7a3a79852d0e494e9ab7e1a701a3decc49c20d51",
+                "sha256:61bfc23df345d8c9716d03717c2ed5e27374e0fe6f659ea64edcd27b4b044cf7",
+                "sha256:6ae828d3a003f03ae31915c31fa684b9890ea44c9c989056fea96e3d12a9fa17",
+                "sha256:6c7cefb4b0640703eb1069835c02486669312bf2f12b48a748e0a7756d0de33d",
+                "sha256:6d69f36d445c45cda7b3b26afef2fc34ef5ac0cdc75584a87ef307ee3c8c6d00",
+                "sha256:6f0d5f33feb5f69ddd57a4a4bd3d56c719a141080b445cbf18f238973c5c9923",
+                "sha256:6f8b01295e26c68b3a1b90efb7a89029110d3a4139270b24fda961893216c440",
+                "sha256:713ac174a629d39b7c6a3aa757b337599798da4c1157114a314e4e391cd28e32",
+                "sha256:718626a174e7e467f0558954f94af117b7d4695d48eb980146016afa4b580b2e",
+                "sha256:7187a76598bdb895af0adbd2fb7474d7f6025d170bc0a1130242da817ce9e7d1",
+                "sha256:71927042ed6365a09a98a6377501af5c9f0a4d38083652bcd2281a06a5976724",
+                "sha256:7d08744e9bae2ca9c382581f7dce1273fe3c9bae94ff572c3626e8da5b193c6a",
+                "sha256:7dadf3c307b31e0e61689cbf9e06be7a867c563d5a63ce9dca578f956609abf8",
+                "sha256:81e3d8c34c623ca4e36c46524a3530e99c0bc95ed068fd6e9b55cb721d408fb2",
+                "sha256:844a9b460871ee0a0b0b68a64890dae9c415e513db0f4a7e3cab41a0f2fedf33",
+                "sha256:8b7ef7cbd4fec9a1e811a5de813311ed4f7ac7d93e0fda233c9b3e1428f7dd7b",
+                "sha256:97ef77eb6b044134c0b3a96e16abcb05ecce892965a2124c566af0fd60f717e2",
+                "sha256:99b5eeae8e019e7aad8af8bb314fb908dd2e028b3cdaad87ec05095394cce632",
+                "sha256:a25fa703a527158aaf10dafd956f7d42ac6d30ec80e9a70846253dd13e2f067b",
+                "sha256:a2f635ce61a89c5732537a7896b6319a8fcfa23ba09bec36e1b1ac0ab31270d2",
+                "sha256:a79004bb58748f31ae1cbe9fa891054baaa46fb106c2dc7af9f8e3304dc30316",
+                "sha256:a996d01ca39b8dfe77440f3cd600825d05841088fd6bc0144cc6c2ec14cc5f74",
+                "sha256:b0e20cddbd676ab8a64c774fefa0ad787cc506afd844de95da56060348021e96",
+                "sha256:b6613280ccedf24354406caf785db748bebbddcf31408b20c0b48cb86af76866",
+                "sha256:b9d00268fcb9f66fbcc7cd9fe423741d90c75ee029a1d15c09b22d23253c0a44",
+                "sha256:bb01ba6b0d3f6c68b89fce7305080145d4877ad3acaed424bae4d4ee75faa950",
+                "sha256:c2aef4703f1f2ddc6df17519885dbfa3514929149d3ff900b73f45998f2532fa",
+                "sha256:c34dc4958b232ef6188c4318cb7b2c2d80521c9a56c52449f8f93ab7bc2a8a1c",
+                "sha256:c3630c3ef435c0a7c549ba170a0633a56e92629aeed0e707fec832dee313fb7a",
+                "sha256:c3d6a4d0619e09dcd61021debf7059955c2004fa29f48788a3dfaf9c9901a7cd",
+                "sha256:d15367ce87c8e9e09b0f989bfd72dc641bcd04ba091c68cd305312d00962addd",
+                "sha256:d2f9b69293c33aaa53d923032fe227feac867f81682f002ce33ffae978f0a9a9",
+                "sha256:e999f2d0e12eea01caeecb17b653f3713d758f6dcc770417cf29ef08d3931421",
+                "sha256:ea302f34477fda3f85560a06d9ebdc7fa41e82420e892fc50b577e35fc6a50b2",
+                "sha256:eaba923151d9deea315be1f3e2b31cc39a6d1d2f682f942905951f4e40200922",
+                "sha256:ef9612483cb35171d51d9173647eed5d0069eaa2ee812793a75373447d487aa4",
+                "sha256:f5315a2eb0239185af1bddb1abf472d877fede3cc8d143c6cddad37678293237",
+                "sha256:fa0ffcace9b3aa34d205d8130f7873fcfefcb6a4dd3dd705b0dab69af6712642",
+                "sha256:fc5471e1a54de15ef71c1bc6ebe80d4dc681ea600e68bfd1cbce40427f0b7578"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==3.8.1"
+        },
+        "aiosignal": {
+            "hashes": [
+                "sha256:26e62109036cd181df6e6ad646f91f0dcfd05fe16d0cb924138ff2ab75d64e3a",
+                "sha256:78ed67db6c7b7ced4f98e495e572106d5c432a93e1ddd1bf475e1dc05f5b7df2"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.2.0"
+        },
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@@ -40,6 +295,51 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
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@@ -49,6 +349,135 @@
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@@ -57,6 +486,540 @@
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@@ -75,6 +1038,85 @@
             ],
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         },
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@@ -83,6 +1125,45 @@
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@@ -118,21 +1199,106 @@
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+            "version": "==2021.5"
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+        "tzlocal": {
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         "urllib3": {
             "hashes": [
                 "sha256:000ca7f471a233c2251c6c7023ee85305721bfdf18621ebff4fd17a8653427ed",
@@ -149,6 +1456,176 @@
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+            "markers": "python_version >= '3.6'",
+            "version": "==1.7.2"
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     "develop": {
@@ -176,58 +1653,58 @@
         },
         "charset-normalizer": {
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             "markers": "python_version >= '3'",
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@@ -264,11 +1741,11 @@
         },
         "importlib-metadata": {
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-            "markers": "python_version < '3.10'",
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         "jinja2": {
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-                "sha256:e0f138900af21926a02425cf736db95be9f4af72ba1bb21453432a07f6082134",
-                "sha256:e9936f0b261d4df76ad22f8fee3ae83b60d7c3e871292cd42f40b81b70afae85",
-                "sha256:f0567c4dc99f264f49fe27da5f735f414c4e7e7dd850cfd8e69f0862d7c74ea9",
-                "sha256:f5653a225f31e113b152e56f154ccbe59eeb1c7487b39b9d9f9cdb58e6c79dc5",
-                "sha256:f826e31d18b516f653fe296d967d700fddad5901ae07c622bb3705955e1faa94",
-                "sha256:f8ba0e8349a38d3001fae7eadded3f6606f0da5d748ee53cc1dab1d6527b9509",
-                "sha256:f9081981fe268bd86831e5c75f7de206ef275defcb82bc70740ae6dc507aee51",
-                "sha256:fa130dd50c57d53368c9d59395cb5526eda596d3ffe36666cd81a44d56e48872"
+                "sha256:023af8c54fe63530545f70dd2a2a7eed18d07a9a77b94e8bf1e2ff7f252db9a3",
+                "sha256:09c86c9643cceb1d87ca08cdc30160d1b7ab49a8a21564868921959bd16441b8",
+                "sha256:142119fb14a1ef6d758912b25c4e803c3ff66920635c44078666fe7cc3f8f759",
+                "sha256:1d1fb9b2eec3c9714dd936860850300b51dbaa37404209c8d4cb66547884b7ed",
+                "sha256:204730fd5fe2fe3b1e9ccadb2bd18ba8712b111dcabce185af0b3b5285a7c989",
+                "sha256:24c3be29abb6b34052fd26fc7a8e0a49b1ee9d282e3665e8ad09a0a68faee5b3",
+                "sha256:290b02bab3c9e216da57c1d11d2ba73a9f73a614bbdcc027d299a60cdfabb11a",
+                "sha256:3028252424c72b2602a323f70fbf50aa80a5d3aa616ea6add4ba21ae9cc9da4c",
+                "sha256:30c653fde75a6e5eb814d2a0a89378f83d1d3f502ab710904ee585c38888816c",
+                "sha256:3cace1837bc84e63b3fd2dfce37f08f8c18aeb81ef5cf6bb9b51f625cb4e6cd8",
+                "sha256:4056f752015dfa9828dce3140dbadd543b555afb3252507348c493def166d454",
+                "sha256:454ffc1cbb75227d15667c09f164a0099159da0c1f3d2636aa648f12675491ad",
+                "sha256:598b65d74615c021423bd45c2bc5e9b59539c875a9bdb7e5f2a6b92dfcfc268d",
+                "sha256:599941da468f2cf22bf90a84f6e2a65524e87be2fce844f96f2dd9a6c9d1e635",
+                "sha256:5ddea4c352a488b5e1069069f2f501006b1a4362cb906bee9a193ef1245a7a61",
+                "sha256:62c0285e91414f5c8f621a17b69fc0088394ccdaa961ef469e833dbff64bd5ea",
+                "sha256:679cbb78914ab212c49c67ba2c7396dc599a8479de51b9a87b174700abd9ea49",
+                "sha256:6e104c0c2b4cd765b4e83909cde7ec61a1e313f8a75775897db321450e928cce",
+                "sha256:736895a020e31b428b3382a7887bfea96102c529530299f426bf2e636aacec9e",
+                "sha256:75bb36f134883fdbe13d8e63b8675f5f12b80bb6627f7714c7d6c5becf22719f",
+                "sha256:7d2f5d97fcbd004c03df8d8fe2b973fe2b14e7bfeb2cfa012eaa8759ce9a762f",
+                "sha256:80beaf63ddfbc64a0452b841d8036ca0611e049650e20afcb882f5d3c266d65f",
+                "sha256:84ad5e29bf8bab3ad70fd707d3c05524862bddc54dc040982b0dbcff36481de7",
+                "sha256:8da5924cb1f9064589767b0f3fc39d03e3d0fb5aa29e0cb21d43106519bd624a",
+                "sha256:961eb86e5be7d0973789f30ebcf6caab60b844203f4396ece27310295a6082c7",
+                "sha256:96de1932237abe0a13ba68b63e94113678c379dca45afa040a17b6e1ad7ed076",
+                "sha256:a0a0abef2ca47b33fb615b491ce31b055ef2430de52c5b3fb19a4042dbc5cadb",
+                "sha256:b2a5a856019d2833c56a3dcac1b80fe795c95f401818ea963594b345929dffa7",
+                "sha256:b8811d48078d1cf2a6863dafb896e68406c5f513048451cd2ded0473133473c7",
+                "sha256:c532d5ab79be0199fa2658e24a02fce8542df196e60665dd322409a03db6a52c",
+                "sha256:d3b64c65328cb4cd252c94f83e66e3d7acf8891e60ebf588d7b493a55a1dbf26",
+                "sha256:d4e702eea4a2903441f2735799d217f4ac1b55f7d8ad96ab7d4e25417cb0827c",
+                "sha256:d5653619b3eb5cbd35bfba3c12d575db2a74d15e0e1c08bf1db788069d410ce8",
+                "sha256:d66624f04de4af8bbf1c7f21cc06649c1c69a7f84109179add573ce35e46d448",
+                "sha256:e67ec74fada3841b8c5f4c4f197bea916025cb9aa3fe5abf7d52b655d042f956",
+                "sha256:e6f7f3f41faffaea6596da86ecc2389672fa949bd035251eab26dc6697451d05",
+                "sha256:f02cf7221d5cd915d7fa58ab64f7ee6dd0f6cddbb48683debf5d04ae9b1c2cc1",
+                "sha256:f0eddfcabd6936558ec020130f932d479930581171368fd728efcfb6ef0dd357",
+                "sha256:fabbe18087c3d33c5824cb145ffca52eccd053061df1d79d4b66dafa5ad2a5ea",
+                "sha256:fc3150f85e2dbcf99e65238c842d1cfe69d3e7649b19864c1cc043213d9cd730"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2.0.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==2.1.0"
         },
         "mccabe": {
             "hashes": [
@@ -491,7 +1939,7 @@
                 "sha256:9f50f446828eb9d45b267433fd3e9da8d801f614129124863f9c51ebceafb87d",
                 "sha256:b47250dd24f92b7dd6a0a8fc5244da14608f3ca90a5efcd37a3b1642fac9a375"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_version < '3.10'",
             "version": "==3.7.0"
         }
     }
diff --git a/notebooks/Repo_Analysis.ipynb b/notebooks/Repo_Analysis.ipynb
index 737a39a..8f06c84 100644
--- a/notebooks/Repo_Analysis.ipynb
+++ b/notebooks/Repo_Analysis.ipynb
@@ -37,6 +37,8 @@
     "import warnings\n",
     "import trino\n",
     "from s3_communication import S3Communication\n",
+    "from github import Github\n",
+    "import pandas as pd\n",
     "\n",
     "warnings.filterwarnings(\"ignore\")\n",
     "load_dotenv(find_dotenv())"
@@ -52,63 +54,43 @@
     "## Create a .env file on your local with the correct configs\n",
     "REPO = os.getenv(\"REPO\")\n",
     "ORG = os.getenv(\"ORG\")\n",
+    "SIG = os.getenv(\"SIG\")\n",
     "GITHUB_ACCESS_TOKEN = os.getenv(\"GITHUB_ACCESS_TOKEN\")\n",
     "s3_endpoint_url = os.getenv(\"S3_ENDPOINT\")\n",
     "aws_access_key_id = os.getenv(\"S3_ACCESS_KEY\")\n",
     "aws_secret_access_key = os.getenv(\"S3_SECRET_KEY\")\n",
-    "s3_bucket = os.getenv(\"S3_BUCKET\")"
+    "s3_bucket = os.getenv(\"S3_BUCKET\")\n",
+    "repo_slug = f\"{ORG}/{REPO}\""
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "f85e435f-ac52-46a7-bc89-911d44c59d97",
+   "id": "479ac8ce-ee25-4266-91c7-09e5b018bac9",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# init s3 connector\n",
-    "s3c = S3Communication(\n",
-    "    s3_endpoint_url, aws_access_key_id, aws_secret_access_key, s3_bucket\n",
-    ")"
+    "# Note: The GitHub access token needs to be exported before importing the srcopmetrics package (current bug)\n",
+    "from srcopsmetrics.entities.issue import Issue  # noqa: E402\n",
+    "from srcopsmetrics.entities.pull_request import PullRequest  # noqa: E402"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "11d4c8ee-b5bb-4917-9721-2f3eaa5983b4",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'os-climate/aicoe-osc-demo'"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "repo_slug = f\"{ORG}/{REPO}\"\n",
-    "repo_slug"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "3621064e-c067-4cb8-ac6a-f998275cf78f",
+   "id": "f85e435f-ac52-46a7-bc89-911d44c59d97",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Note: The GitHub access token needs to be exported before importing the srcopmetrics package (current bug)\n",
-    "from srcopsmetrics.entities.issue import Issue  # noqa: E402\n",
-    "from srcopsmetrics.entities.pull_request import PullRequest  # noqa: E402"
+    "# init s3 connector\n",
+    "s3c = S3Communication(\n",
+    "    s3_endpoint_url, aws_access_key_id, aws_secret_access_key, s3_bucket\n",
+    ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "c0050913-d122-4020-a1ce-2ef83a56fdee",
    "metadata": {},
    "outputs": [
@@ -117,7 +99,7 @@
      "output_type": "stream",
      "text": [
       "INFO:srcopsmetrics.github_knowledge:Overall repositories found: 1\n",
-      "INFO:srcopsmetrics.bot_knowledge:######################## Analysing os-climate/aicoe-osc-demo ########################\n",
+      "INFO:srcopsmetrics.bot_knowledge:######################## Analysing open-services-group/metrics ########################\n",
       "\n",
       "INFO:srcopsmetrics.bot_knowledge:########################\n",
       "INFO:srcopsmetrics.bot_knowledge:Detected entities:\n",
@@ -126,79 +108,49 @@
       "INFO:srcopsmetrics.bot_knowledge:Issue inspection\n",
       "INFO:srcopsmetrics.entities.tools.storage:Loading knowledge locally\n",
       "INFO:srcopsmetrics.entities.tools.storage:Data from file %s loaded\n",
-      "INFO:srcopsmetrics.entities.interface:Found previous Issue knowledge for os-climate/aicoe-osc-demo with 77 records\n",
+      "INFO:srcopsmetrics.entities.interface:Found previous Issue knowledge for open-services-group/metrics with 7 records\n",
       "INFO:srcopsmetrics.iterator:-------------Issue Analysis-------------\n",
-      "100%|████████████████████| 133/133 [00:17<00:00,  7.55it/s, RATE remaining=4914]\n",
-      "INFO:srcopsmetrics.entities.interface:Nothing to store.\n",
-      "INFO:srcopsmetrics.entities.interface:\n",
-      "\n",
+      "100%|██████████████████████| 24/24 [00:09<00:00,  2.57it/s, RATE remaining=4878]\n",
+      "INFO:srcopsmetrics.entities.interface:Knowledge file Issue.json\n",
+      "INFO:srcopsmetrics.entities.interface:new 11 entities\n",
+      "INFO:srcopsmetrics.entities.interface:(overall 18 entities)\n",
+      "INFO:srcopsmetrics.entities.interface:Saved locally at /opt/app-root/src/metrics/notebooks/srcopsmetrics/bot_knowledge/open-services-group/metrics/Issue.json\n",
       "INFO:srcopsmetrics.bot_knowledge:\n",
       "\n",
       "INFO:srcopsmetrics.bot_knowledge:PullRequest inspection\n",
       "INFO:srcopsmetrics.entities.tools.storage:Loading knowledge locally\n",
       "INFO:srcopsmetrics.entities.tools.storage:Data from file %s loaded\n",
-      "INFO:srcopsmetrics.entities.interface:Found previous PullRequest knowledge for os-climate/aicoe-osc-demo with 56 records\n",
+      "INFO:srcopsmetrics.entities.interface:No previous knowledge of type PullRequest found\n",
       "INFO:srcopsmetrics.iterator:-------------PullRequest Analysis-------------\n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #133                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #130                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #129                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #126                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #124                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #123                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #119                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #117                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #116                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #114                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #112                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #108                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #107                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #104                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #103                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #101                     \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #98                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #89                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #86                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #85                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #83                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #82                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #81                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #77                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #76                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #75                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #74                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #73                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #71                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #70                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #67                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #66                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #65                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #64                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #63                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #62                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #55                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #53                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #50                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #47                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #46                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #42                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #41                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #37                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #36                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #35                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #34                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #33                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #31                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #30                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #27                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #21                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #16                      \n",
+      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #20                      \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 1/10       \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 2/10       \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 3/10       \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 4/10       \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 5/10       \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 6/10       \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 7/10       \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 8/10       \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 9/10       \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 10/10      \n",
+      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #17                      \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 1/4        \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 2/4        \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 3/4        \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 4/4        \n",
       "INFO:srcopsmetrics.entities.pull_request:Extracting PR #15                      \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #2                       \n",
-      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #1                       \n",
-      "100%|██████████████████████| 56/56 [00:04<00:00, 12.69it/s, RATE remaining=4911]\n",
-      "INFO:srcopsmetrics.entities.interface:Nothing to store.\n",
-      "INFO:srcopsmetrics.entities.interface:\n",
-      "\n",
+      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #14                      \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 1/4        \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 2/4        \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 3/4        \n",
+      "INFO:srcopsmetrics.entities.pull_request:      -analysing review no. 4/4        \n",
+      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #12                      \n",
+      "INFO:srcopsmetrics.entities.pull_request:Extracting PR #11                      \n",
+      "100%|████████████████████████| 6/6 [00:09<00:00,  1.58s/it, RATE remaining=4827]\n",
+      "INFO:srcopsmetrics.entities.interface:Knowledge file PullRequest.json\n",
+      "INFO:srcopsmetrics.entities.interface:new 6 entities\n",
+      "INFO:srcopsmetrics.entities.interface:(overall 6 entities)\n",
+      "INFO:srcopsmetrics.entities.interface:Saved locally at /opt/app-root/src/metrics/notebooks/srcopsmetrics/bot_knowledge/open-services-group/metrics/PullRequest.json\n",
       "INFO:srcopsmetrics.bot_knowledge:\n",
       "\n"
      ]
@@ -221,180 +173,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "9f01d6a8-5925-466a-a01f-ae47a334f975",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>title</th>\n",
-       "      <th>body</th>\n",
-       "      <th>created_by</th>\n",
-       "      <th>created_at</th>\n",
-       "      <th>closed_by</th>\n",
-       "      <th>closed_at</th>\n",
-       "      <th>labels</th>\n",
-       "      <th>interactions</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>132</th>\n",
-       "      <td>Rerun NLP demo on the new cluster</td>\n",
-       "      <td>The new dev cluster with a bigger GPU is up ([...</td>\n",
-       "      <td>Shreyanand</td>\n",
-       "      <td>2022-02-24 16:12:24</td>\n",
-       "      <td>None</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>{}</td>\n",
-       "      <td>{}</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>131</th>\n",
-       "      <td>Use physical-landing bucket for NLP demo</td>\n",
-       "      <td>As an effort to decouple data owned by Trino, ...</td>\n",
-       "      <td>Shreyanand</td>\n",
-       "      <td>2022-02-24 15:57:35</td>\n",
-       "      <td>None</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>{'enhancement': {'color': 'a2eeef', 'labeled_a...</td>\n",
-       "      <td>{}</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>128</th>\n",
-       "      <td>Prepare GPU image for training teacher network...</td>\n",
-       "      <td>**Is your feature request related to a problem...</td>\n",
-       "      <td>pacospace</td>\n",
-       "      <td>2022-02-10 16:16:08</td>\n",
-       "      <td>erikerlandson</td>\n",
-       "      <td>2022-02-17 16:09:37</td>\n",
-       "      <td>{'enhancement': {'color': 'a2eeef', 'labeled_a...</td>\n",
-       "      <td>{'pacospace': 8}</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>127</th>\n",
-       "      <td>Value Error related to S3 in demo2 notebook</td>\n",
-       "      <td>Value Error related to S3 at Import in when ru...</td>\n",
-       "      <td>andraNew</td>\n",
-       "      <td>2022-01-07 16:17:07</td>\n",
-       "      <td>andraNew</td>\n",
-       "      <td>2022-01-13 11:27:54</td>\n",
-       "      <td>{'bug': {'color': 'd73a4a', 'labeled_at': 1641...</td>\n",
-       "      <td>{'andraNew': 123, 'erikerlandson': 90, 'chauha...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>125</th>\n",
-       "      <td>Create Jupyterbook</td>\n",
-       "      <td>Add _toc.yaml and _config.yml for the repo and...</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-17 13:09:41</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-20 13:23:13</td>\n",
-       "      <td>{}</td>\n",
-       "      <td>{}</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                 title  \\\n",
-       "id                                                       \n",
-       "132                  Rerun NLP demo on the new cluster   \n",
-       "131           Use physical-landing bucket for NLP demo   \n",
-       "128  Prepare GPU image for training teacher network...   \n",
-       "127        Value Error related to S3 in demo2 notebook   \n",
-       "125                                 Create Jupyterbook   \n",
-       "\n",
-       "                                                  body  created_by  \\\n",
-       "id                                                                   \n",
-       "132  The new dev cluster with a bigger GPU is up ([...  Shreyanand   \n",
-       "131  As an effort to decouple data owned by Trino, ...  Shreyanand   \n",
-       "128  **Is your feature request related to a problem...   pacospace   \n",
-       "127  Value Error related to S3 at Import in when ru...    andraNew   \n",
-       "125  Add _toc.yaml and _config.yml for the repo and...  oindrillac   \n",
-       "\n",
-       "             created_at      closed_by           closed_at  \\\n",
-       "id                                                           \n",
-       "132 2022-02-24 16:12:24           None                 NaT   \n",
-       "131 2022-02-24 15:57:35           None                 NaT   \n",
-       "128 2022-02-10 16:16:08  erikerlandson 2022-02-17 16:09:37   \n",
-       "127 2022-01-07 16:17:07       andraNew 2022-01-13 11:27:54   \n",
-       "125 2021-12-17 13:09:41     oindrillac 2021-12-20 13:23:13   \n",
-       "\n",
-       "                                                labels  \\\n",
-       "id                                                       \n",
-       "132                                                 {}   \n",
-       "131  {'enhancement': {'color': 'a2eeef', 'labeled_a...   \n",
-       "128  {'enhancement': {'color': 'a2eeef', 'labeled_a...   \n",
-       "127  {'bug': {'color': 'd73a4a', 'labeled_at': 1641...   \n",
-       "125                                                 {}   \n",
-       "\n",
-       "                                          interactions  \n",
-       "id                                                      \n",
-       "132                                                 {}  \n",
-       "131                                                 {}  \n",
-       "128                                   {'pacospace': 8}  \n",
-       "127  {'andraNew': 123, 'erikerlandson': 90, 'chauha...  \n",
-       "125                                                 {}  "
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "issue = Issue(repo_slug)\n",
-    "issue_df = issue.load_previous_knowledge(is_local=True)\n",
-    "issue_df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "ecc6718e-9b65-4246-a89d-5ea1caf52f47",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "issue_df = issue_df.reset_index()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "74f8831a-fc80-4fb7-b20d-d3ef158c308a",
-   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -431,61 +212,61 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>132</td>\n",
-       "      <td>Rerun NLP demo on the new cluster</td>\n",
-       "      <td>The new dev cluster with a bigger GPU is up ([...</td>\n",
-       "      <td>Shreyanand</td>\n",
-       "      <td>2022-02-24 16:12:24</td>\n",
-       "      <td>None</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>{}</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Collect metrics for all sub-projects in the OS...</td>\n",
+       "      <td>Collect GitHub data using the MI tool i.e issu...</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>1970-01-20 00:55:37.949</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>1970-01-20 00:58:32.352</td>\n",
        "      <td>{}</td>\n",
+       "      <td>{'oindrillac': 128, 'hemajv': 170, 'MichaelCli...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>131</td>\n",
-       "      <td>Use physical-landing bucket for NLP demo</td>\n",
-       "      <td>As an effort to decouple data owned by Trino, ...</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Spike: Define OKR completion</td>\n",
+       "      <td>This issue is created to discuss different app...</td>\n",
        "      <td>Shreyanand</td>\n",
-       "      <td>2022-02-24 15:57:35</td>\n",
+       "      <td>1970-01-20 00:44:17.165</td>\n",
        "      <td>None</td>\n",
        "      <td>NaT</td>\n",
-       "      <td>{'enhancement': {'color': 'a2eeef', 'labeled_a...</td>\n",
        "      <td>{}</td>\n",
+       "      <td>{'MichaelClifford': 33, 'Shreyanand': 104, 'he...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>128</td>\n",
-       "      <td>Prepare GPU image for training teacher network...</td>\n",
-       "      <td>**Is your feature request related to a problem...</td>\n",
-       "      <td>pacospace</td>\n",
-       "      <td>2022-02-10 16:16:08</td>\n",
-       "      <td>erikerlandson</td>\n",
-       "      <td>2022-02-17 16:09:37</td>\n",
-       "      <td>{'enhancement': {'color': 'a2eeef', 'labeled_a...</td>\n",
-       "      <td>{'pacospace': 8}</td>\n",
+       "      <td>9</td>\n",
+       "      <td>Project workflow diagram</td>\n",
+       "      <td>Create an architecture diagram describing the ...</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>1970-01-20 00:44:16.319</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>1970-01-20 00:55:56.040</td>\n",
+       "      <td>{}</td>\n",
+       "      <td>{'oindrillac': 30, 'hemajv': 39, 'MichaelCliff...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>127</td>\n",
-       "      <td>Value Error related to S3 in demo2 notebook</td>\n",
-       "      <td>Value Error related to S3 at Import in when ru...</td>\n",
-       "      <td>andraNew</td>\n",
-       "      <td>2022-01-07 16:17:07</td>\n",
-       "      <td>andraNew</td>\n",
-       "      <td>2022-01-13 11:27:54</td>\n",
-       "      <td>{'bug': {'color': 'd73a4a', 'labeled_at': 1641...</td>\n",
-       "      <td>{'andraNew': 123, 'erikerlandson': 90, 'chauha...</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Update Readme</td>\n",
+       "      <td>Update the Readme to reflect project goals, re...</td>\n",
+       "      <td>Shreyanand</td>\n",
+       "      <td>1970-01-20 00:44:14.140</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>1970-01-20 00:55:55.068</td>\n",
+       "      <td>{}</td>\n",
+       "      <td>{}</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>125</td>\n",
-       "      <td>Create Jupyterbook</td>\n",
-       "      <td>Add _toc.yaml and _config.yml for the repo and...</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-17 13:09:41</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-20 13:23:13</td>\n",
+       "      <td>7</td>\n",
+       "      <td>[EPIC] Visualization</td>\n",
+       "      <td>Create dashboards/reports to visualize metrics...</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>1970-01-20 00:38:36.285</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaT</td>\n",
        "      <td>{}</td>\n",
        "      <td>{}</td>\n",
        "    </tr>\n",
@@ -494,54 +275,50 @@
        "</div>"
       ],
       "text/plain": [
-       "    id                                              title  \\\n",
-       "0  132                  Rerun NLP demo on the new cluster   \n",
-       "1  131           Use physical-landing bucket for NLP demo   \n",
-       "2  128  Prepare GPU image for training teacher network...   \n",
-       "3  127        Value Error related to S3 in demo2 notebook   \n",
-       "4  125                                 Create Jupyterbook   \n",
+       "   id                                              title  \\\n",
+       "0  13  Collect metrics for all sub-projects in the OS...   \n",
+       "1  10                       Spike: Define OKR completion   \n",
+       "2   9                           Project workflow diagram   \n",
+       "3   8                                      Update Readme   \n",
+       "4   7                               [EPIC] Visualization   \n",
        "\n",
        "                                                body  created_by  \\\n",
-       "0  The new dev cluster with a bigger GPU is up ([...  Shreyanand   \n",
-       "1  As an effort to decouple data owned by Trino, ...  Shreyanand   \n",
-       "2  **Is your feature request related to a problem...   pacospace   \n",
-       "3  Value Error related to S3 at Import in when ru...    andraNew   \n",
-       "4  Add _toc.yaml and _config.yml for the repo and...  oindrillac   \n",
-       "\n",
-       "           created_at      closed_by           closed_at  \\\n",
-       "0 2022-02-24 16:12:24           None                 NaT   \n",
-       "1 2022-02-24 15:57:35           None                 NaT   \n",
-       "2 2022-02-10 16:16:08  erikerlandson 2022-02-17 16:09:37   \n",
-       "3 2022-01-07 16:17:07       andraNew 2022-01-13 11:27:54   \n",
-       "4 2021-12-17 13:09:41     oindrillac 2021-12-20 13:23:13   \n",
+       "0  Collect GitHub data using the MI tool i.e issu...      hemajv   \n",
+       "1  This issue is created to discuss different app...  Shreyanand   \n",
+       "2  Create an architecture diagram describing the ...      hemajv   \n",
+       "3  Update the Readme to reflect project goals, re...  Shreyanand   \n",
+       "4  Create dashboards/reports to visualize metrics...      hemajv   \n",
        "\n",
-       "                                              labels  \\\n",
-       "0                                                 {}   \n",
-       "1  {'enhancement': {'color': 'a2eeef', 'labeled_a...   \n",
-       "2  {'enhancement': {'color': 'a2eeef', 'labeled_a...   \n",
-       "3  {'bug': {'color': 'd73a4a', 'labeled_at': 1641...   \n",
-       "4                                                 {}   \n",
+       "               created_at closed_by               closed_at labels  \\\n",
+       "0 1970-01-20 00:55:37.949    hemajv 1970-01-20 00:58:32.352     {}   \n",
+       "1 1970-01-20 00:44:17.165      None                     NaT     {}   \n",
+       "2 1970-01-20 00:44:16.319    hemajv 1970-01-20 00:55:56.040     {}   \n",
+       "3 1970-01-20 00:44:14.140   sesheta 1970-01-20 00:55:55.068     {}   \n",
+       "4 1970-01-20 00:38:36.285      None                     NaT     {}   \n",
        "\n",
        "                                        interactions  \n",
-       "0                                                 {}  \n",
-       "1                                                 {}  \n",
-       "2                                   {'pacospace': 8}  \n",
-       "3  {'andraNew': 123, 'erikerlandson': 90, 'chauha...  \n",
+       "0  {'oindrillac': 128, 'hemajv': 170, 'MichaelCli...  \n",
+       "1  {'MichaelClifford': 33, 'Shreyanand': 104, 'he...  \n",
+       "2  {'oindrillac': 30, 'hemajv': 39, 'MichaelCliff...  \n",
+       "3                                                 {}  \n",
        "4                                                 {}  "
       ]
      },
-     "execution_count": 9,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
+    "issue = Issue(repo_slug)\n",
+    "issue_df = issue.load_previous_knowledge(is_local=True)\n",
+    "issue_df = issue_df.reset_index()\n",
     "issue_df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 7,
    "id": "1d6ee917-2aae-4838-ba43-89c9c5957886",
    "metadata": {},
    "outputs": [
@@ -580,99 +357,99 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>132</td>\n",
-       "      <td>Rerun NLP demo on the new cluster</td>\n",
-       "      <td>The new dev cluster with a bigger GPU is up ([...</td>\n",
-       "      <td>Shreyanand</td>\n",
-       "      <td>2022-02-24 16:12:24</td>\n",
-       "      <td>None</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>os-climate</td>\n",
-       "      <td>aicoe-osc-demo</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Collect metrics for all sub-projects in the OS...</td>\n",
+       "      <td>Collect GitHub data using the MI tool i.e issu...</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>1970-01-20 00:55:37.949</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>1970-01-20 00:58:32.352</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>131</td>\n",
-       "      <td>Use physical-landing bucket for NLP demo</td>\n",
-       "      <td>As an effort to decouple data owned by Trino, ...</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Spike: Define OKR completion</td>\n",
+       "      <td>This issue is created to discuss different app...</td>\n",
        "      <td>Shreyanand</td>\n",
-       "      <td>2022-02-24 15:57:35</td>\n",
+       "      <td>1970-01-20 00:44:17.165</td>\n",
        "      <td>None</td>\n",
        "      <td>NaT</td>\n",
-       "      <td>os-climate</td>\n",
-       "      <td>aicoe-osc-demo</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>128</td>\n",
-       "      <td>Prepare GPU image for training teacher network...</td>\n",
-       "      <td>**Is your feature request related to a problem...</td>\n",
-       "      <td>pacospace</td>\n",
-       "      <td>2022-02-10 16:16:08</td>\n",
-       "      <td>erikerlandson</td>\n",
-       "      <td>2022-02-17 16:09:37</td>\n",
-       "      <td>os-climate</td>\n",
-       "      <td>aicoe-osc-demo</td>\n",
+       "      <td>9</td>\n",
+       "      <td>Project workflow diagram</td>\n",
+       "      <td>Create an architecture diagram describing the ...</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>1970-01-20 00:44:16.319</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>1970-01-20 00:55:56.040</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>127</td>\n",
-       "      <td>Value Error related to S3 in demo2 notebook</td>\n",
-       "      <td>Value Error related to S3 at Import in when ru...</td>\n",
-       "      <td>andraNew</td>\n",
-       "      <td>2022-01-07 16:17:07</td>\n",
-       "      <td>andraNew</td>\n",
-       "      <td>2022-01-13 11:27:54</td>\n",
-       "      <td>os-climate</td>\n",
-       "      <td>aicoe-osc-demo</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Update Readme</td>\n",
+       "      <td>Update the Readme to reflect project goals, re...</td>\n",
+       "      <td>Shreyanand</td>\n",
+       "      <td>1970-01-20 00:44:14.140</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>1970-01-20 00:55:55.068</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>125</td>\n",
-       "      <td>Create Jupyterbook</td>\n",
-       "      <td>Add _toc.yaml and _config.yml for the repo and...</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-17 13:09:41</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-20 13:23:13</td>\n",
-       "      <td>os-climate</td>\n",
-       "      <td>aicoe-osc-demo</td>\n",
+       "      <td>7</td>\n",
+       "      <td>[EPIC] Visualization</td>\n",
+       "      <td>Create dashboards/reports to visualize metrics...</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>1970-01-20 00:38:36.285</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "    id                                              title  \\\n",
-       "0  132                  Rerun NLP demo on the new cluster   \n",
-       "1  131           Use physical-landing bucket for NLP demo   \n",
-       "2  128  Prepare GPU image for training teacher network...   \n",
-       "3  127        Value Error related to S3 in demo2 notebook   \n",
-       "4  125                                 Create Jupyterbook   \n",
+       "   id                                              title  \\\n",
+       "0  13  Collect metrics for all sub-projects in the OS...   \n",
+       "1  10                       Spike: Define OKR completion   \n",
+       "2   9                           Project workflow diagram   \n",
+       "3   8                                      Update Readme   \n",
+       "4   7                               [EPIC] Visualization   \n",
        "\n",
        "                                                body  created_by  \\\n",
-       "0  The new dev cluster with a bigger GPU is up ([...  Shreyanand   \n",
-       "1  As an effort to decouple data owned by Trino, ...  Shreyanand   \n",
-       "2  **Is your feature request related to a problem...   pacospace   \n",
-       "3  Value Error related to S3 at Import in when ru...    andraNew   \n",
-       "4  Add _toc.yaml and _config.yml for the repo and...  oindrillac   \n",
+       "0  Collect GitHub data using the MI tool i.e issu...      hemajv   \n",
+       "1  This issue is created to discuss different app...  Shreyanand   \n",
+       "2  Create an architecture diagram describing the ...      hemajv   \n",
+       "3  Update the Readme to reflect project goals, re...  Shreyanand   \n",
+       "4  Create dashboards/reports to visualize metrics...      hemajv   \n",
        "\n",
-       "           created_at      closed_by           closed_at         org  \\\n",
-       "0 2022-02-24 16:12:24           None                 NaT  os-climate   \n",
-       "1 2022-02-24 15:57:35           None                 NaT  os-climate   \n",
-       "2 2022-02-10 16:16:08  erikerlandson 2022-02-17 16:09:37  os-climate   \n",
-       "3 2022-01-07 16:17:07       andraNew 2022-01-13 11:27:54  os-climate   \n",
-       "4 2021-12-17 13:09:41     oindrillac 2021-12-20 13:23:13  os-climate   \n",
+       "               created_at closed_by               closed_at  \\\n",
+       "0 1970-01-20 00:55:37.949    hemajv 1970-01-20 00:58:32.352   \n",
+       "1 1970-01-20 00:44:17.165      None                     NaT   \n",
+       "2 1970-01-20 00:44:16.319    hemajv 1970-01-20 00:55:56.040   \n",
+       "3 1970-01-20 00:44:14.140   sesheta 1970-01-20 00:55:55.068   \n",
+       "4 1970-01-20 00:38:36.285      None                     NaT   \n",
        "\n",
-       "             repo  \n",
-       "0  aicoe-osc-demo  \n",
-       "1  aicoe-osc-demo  \n",
-       "2  aicoe-osc-demo  \n",
-       "3  aicoe-osc-demo  \n",
-       "4  aicoe-osc-demo  "
+       "                   org     repo  \n",
+       "0  open-services-group  metrics  \n",
+       "1  open-services-group  metrics  \n",
+       "2  open-services-group  metrics  \n",
+       "3  open-services-group  metrics  \n",
+       "4  open-services-group  metrics  "
       ]
      },
-     "execution_count": 10,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -689,27 +466,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "id": "bd536b2f-a47d-4ec7-af84-60401245861c",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'ResponseMetadata': {'RequestId': 'tx000000000000000054328-0062212460-bd9943-ocs-storagecluster-cephobjectstore',\n",
+       "{'ResponseMetadata': {'RequestId': 'tx00000000000000007b9c8-00622a6baa-bd9943-ocs-storagecluster-cephobjectstore',\n",
        "  'HostId': '',\n",
        "  'HTTPStatusCode': 200,\n",
        "  'HTTPHeaders': {'content-length': '0',\n",
-       "   'etag': '\"425a237e4e4a645d4b9a5e369ed2cb22\"',\n",
+       "   'etag': '\"244ad606c3438da06a0739d6dfa728f7\"',\n",
        "   'accept-ranges': 'bytes',\n",
-       "   'x-amz-request-id': 'tx000000000000000054328-0062212460-bd9943-ocs-storagecluster-cephobjectstore',\n",
-       "   'date': 'Thu, 03 Mar 2022 20:26:08 GMT',\n",
+       "   'x-amz-request-id': 'tx00000000000000007b9c8-00622a6baa-bd9943-ocs-storagecluster-cephobjectstore',\n",
+       "   'date': 'Thu, 10 Mar 2022 21:20:42 GMT',\n",
        "   'set-cookie': 'bbdcd938787a45e68f8d240a4e2dadcf=9245b3fe660230b2beaa13e1023f5083; path=/; HttpOnly'},\n",
        "  'RetryAttempts': 0},\n",
-       " 'ETag': '\"425a237e4e4a645d4b9a5e369ed2cb22\"'}"
+       " 'ETag': '\"244ad606c3438da06a0739d6dfa728f7\"'}"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -735,7 +512,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 9,
    "id": "4047933a-e7fa-4424-aa9a-98efc072202a",
    "metadata": {},
    "outputs": [
@@ -760,6 +537,7 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>id</th>\n",
        "      <th>title</th>\n",
        "      <th>body</th>\n",
        "      <th>size</th>\n",
@@ -779,131 +557,115 @@
        "      <th>first_review_at</th>\n",
        "      <th>first_approve_at</th>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>133</th>\n",
-       "      <td>[WIP] Add move data util nb and update config</td>\n",
-       "      <td># Related issues\\r\\n#131 #132 \\r\\n\\r\\nThis PR ...</td>\n",
-       "      <td>L</td>\n",
-       "      <td>Shreyanand</td>\n",
-       "      <td>2022-02-28 21:18:36</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>None</td>\n",
+       "      <th>0</th>\n",
+       "      <td>20</td>\n",
+       "      <td>Add repo analysis notebook</td>\n",
+       "      <td>Adding a repo analysis template notebook\\r\\n\\r...</td>\n",
+       "      <td>XXL</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>2022-02-25 19:37:55</td>\n",
+       "      <td>2022-03-07 20:00:21</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>2022-03-07 20:00:21</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>{'review-notebook-app[bot]': 29, 'MichaelCliff...</td>\n",
+       "      <td>{'899535619': {'author': 'MichaelClifford', 'w...</td>\n",
+       "      <td>[lgtm, size/XXL, approved]</td>\n",
+       "      <td>[df21207d6580e3977af41cfde8cefc347e1d3085]</td>\n",
+       "      <td>[notebooks/Repo_Analysis.ipynb, notebooks/s3_c...</td>\n",
+       "      <td>2022-03-03 21:28:32</td>\n",
        "      <td>NaT</td>\n",
-       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>17</td>\n",
+       "      <td>Add GitHub data analysis notebook</td>\n",
+       "      <td>Resolves #16</td>\n",
+       "      <td>XXL</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>2022-02-17 19:17:47</td>\n",
+       "      <td>2022-02-25 16:46:44</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>2022-02-25 16:46:43</td>\n",
+       "      <td>sesheta</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
-       "      <td>{'review-notebook-app[bot]': 29}</td>\n",
-       "      <td>{}</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[fcd345815e73d8c8d570a8c32a2a34e3e6bf7447]</td>\n",
-       "      <td>[notebooks/demo2/config.py, notebooks/move_dat...</td>\n",
-       "      <td>NaT</td>\n",
+       "      <td>{'suppathak': 139, 'hemajv': 168, 'review-note...</td>\n",
+       "      <td>{'892912080': {'author': 'Shreyanand', 'words_...</td>\n",
+       "      <td>[lgtm, size/XXL, approved]</td>\n",
+       "      <td>[1655de6634ab9f2676844929f3ef8bf7f60384ef]</td>\n",
+       "      <td>[.pre-commit-config.yaml, docs/conf.py, notebo...</td>\n",
+       "      <td>2022-02-24 19:40:11</td>\n",
        "      <td>NaT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>130</th>\n",
-       "      <td>Fix gpu manifests builds</td>\n",
-       "      <td>Signed-off-by: Francesco Murdaca &lt;fmurdaca@red...</td>\n",
-       "      <td>XS</td>\n",
-       "      <td>pacospace</td>\n",
-       "      <td>2022-02-22 09:31:00</td>\n",
+       "      <th>2</th>\n",
+       "      <td>15</td>\n",
+       "      <td>Automatic update of dependencies by Kebechet f...</td>\n",
+       "      <td>Kebechet has updated the dependencies to the l...</td>\n",
+       "      <td>S</td>\n",
+       "      <td>khebhut[bot]</td>\n",
+       "      <td>2022-02-15 20:28:05</td>\n",
        "      <td>NaT</td>\n",
        "      <td>None</td>\n",
        "      <td>NaT</td>\n",
        "      <td>None</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
+       "      <td>{'sesheta': 202, 'khebhut[bot]': 12}</td>\n",
        "      <td>{}</td>\n",
-       "      <td>{}</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[d87b0a45185451072c2fef554024a273ed8985a3]</td>\n",
-       "      <td>[manifests/nm-gpu-training-manifests.yaml]</td>\n",
+       "      <td>[size/S, needs-ok-to-test, bot]</td>\n",
+       "      <td>[d4b232ee026e1f46d6c430d3a447ff3531afea84]</td>\n",
+       "      <td>[Pipfile.lock]</td>\n",
        "      <td>NaT</td>\n",
        "      <td>NaT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>129</th>\n",
-       "      <td>Add manifests for GPU image build</td>\n",
-       "      <td>Signed-off-by: Francesco Murdaca &lt;fmurdaca@red...</td>\n",
-       "      <td>XL</td>\n",
-       "      <td>pacospace</td>\n",
-       "      <td>2022-02-14 11:10:27</td>\n",
-       "      <td>2022-02-17 16:09:37</td>\n",
-       "      <td>erikerlandson</td>\n",
-       "      <td>2022-02-17 16:09:37</td>\n",
-       "      <td>erikerlandson</td>\n",
-       "      <td>1</td>\n",
-       "      <td>9</td>\n",
-       "      <td>{'pacospace': 22}</td>\n",
-       "      <td>{'881638114': {'author': 'erikerlandson', 'wor...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[17709f8aac5533bbaa20c311a937c89384644b14]</td>\n",
-       "      <td>[manifests/.sops.yaml, manifests/README.md, ma...</td>\n",
-       "      <td>2022-02-14 13:36:05</td>\n",
-       "      <td>2022-02-14 13:36:05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>126</th>\n",
-       "      <td>Updated documentation</td>\n",
-       "      <td>closes #125 \\r\\ncloses #110 \\r\\n\\r\\nJupyterBoo...</td>\n",
+       "      <th>3</th>\n",
+       "      <td>14</td>\n",
+       "      <td>Update README</td>\n",
+       "      <td>Resolves #8</td>\n",
        "      <td>M</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-17 16:40:00</td>\n",
-       "      <td>2021-12-20 13:23:14</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-20 13:23:13</td>\n",
-       "      <td>oindrillac</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>2022-02-15 17:00:53</td>\n",
+       "      <td>2022-02-15 19:57:48</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>2022-02-15 19:57:48</td>\n",
+       "      <td>sesheta</td>\n",
        "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>{'oindrillac': 13, 'chauhankaranraj': 18}</td>\n",
-       "      <td>{'835457435': {'author': 'aakankshaduggal', 'w...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[523e26606333956764986a296149ca56edf56b40]</td>\n",
-       "      <td>[README.md, _config.yml, _toc.yml, notebooks/d...</td>\n",
-       "      <td>2021-12-17 17:05:43</td>\n",
-       "      <td>2021-12-17 21:18:59</td>\n",
+       "      <td>2</td>\n",
+       "      <td>{'sesheta': 65}</td>\n",
+       "      <td>{'883344363': {'author': 'oindrillac', 'words_...</td>\n",
+       "      <td>[lgtm, size/M, approved]</td>\n",
+       "      <td>[09a63cf6c1b8d058d14c3ca831be672232c4b91e]</td>\n",
+       "      <td>[README.md, docs/imgs/project_architecture.jpeg]</td>\n",
+       "      <td>2022-02-15 17:07:29</td>\n",
+       "      <td>2022-02-15 19:56:42</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>124</th>\n",
-       "      <td>Update README</td>\n",
-       "      <td>This PR \\r\\n- updates the README to mention th...</td>\n",
-       "      <td>XS</td>\n",
-       "      <td>chauhankaranraj</td>\n",
-       "      <td>2021-12-14 20:45:08</td>\n",
-       "      <td>2021-12-15 12:57:35</td>\n",
-       "      <td>MichaelClifford</td>\n",
-       "      <td>2021-12-15 12:57:35</td>\n",
-       "      <td>MichaelClifford</td>\n",
+       "      <th>4</th>\n",
+       "      <td>12</td>\n",
+       "      <td>Update OWNERS</td>\n",
+       "      <td>cc @Shreyanand</td>\n",
+       "      <td>S</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>2022-02-09 18:07:46</td>\n",
+       "      <td>2022-02-14 15:59:37</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>2022-02-14 15:59:37</td>\n",
+       "      <td>sesheta</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>{'MichaelClifford': 1}</td>\n",
+       "      <td>{'MichaelClifford': 11, 'sesheta': 65, 'harsha...</td>\n",
        "      <td>{}</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[ad9668f096e1e5ebc5b123d1c6df4ea5ed98af5a]</td>\n",
-       "      <td>[notebooks/demo2/README.md]</td>\n",
+       "      <td>[size/S, approved]</td>\n",
+       "      <td>[6dff26159faa30e67808db422db9131fb67888e6]</td>\n",
+       "      <td>[OWNERS]</td>\n",
        "      <td>NaT</td>\n",
        "      <td>NaT</td>\n",
        "    </tr>\n",
@@ -912,80 +674,78 @@
        "</div>"
       ],
       "text/plain": [
-       "                                             title  \\\n",
-       "id                                                   \n",
-       "133  [WIP] Add move data util nb and update config   \n",
-       "130                       Fix gpu manifests builds   \n",
-       "129              Add manifests for GPU image build   \n",
-       "126                          Updated documentation   \n",
-       "124                                  Update README   \n",
+       "   id                                              title  \\\n",
+       "0  20                         Add repo analysis notebook   \n",
+       "1  17                  Add GitHub data analysis notebook   \n",
+       "2  15  Automatic update of dependencies by Kebechet f...   \n",
+       "3  14                                      Update README   \n",
+       "4  12                                      Update OWNERS   \n",
        "\n",
-       "                                                  body size       created_by  \\\n",
-       "id                                                                             \n",
-       "133  # Related issues\\r\\n#131 #132 \\r\\n\\r\\nThis PR ...    L       Shreyanand   \n",
-       "130  Signed-off-by: Francesco Murdaca <fmurdaca@red...   XS        pacospace   \n",
-       "129  Signed-off-by: Francesco Murdaca <fmurdaca@red...   XL        pacospace   \n",
-       "126  closes #125 \\r\\ncloses #110 \\r\\n\\r\\nJupyterBoo...    M       oindrillac   \n",
-       "124  This PR \\r\\n- updates the README to mention th...   XS  chauhankaranraj   \n",
+       "                                                body size    created_by  \\\n",
+       "0  Adding a repo analysis template notebook\\r\\n\\r...  XXL        hemajv   \n",
+       "1                                      Resolves #16   XXL        hemajv   \n",
+       "2  Kebechet has updated the dependencies to the l...    S  khebhut[bot]   \n",
+       "3                                       Resolves #8     M        hemajv   \n",
+       "4                                    cc @Shreyanand     S        hemajv   \n",
        "\n",
-       "             created_at           closed_at        closed_by  \\\n",
-       "id                                                             \n",
-       "133 2022-02-28 21:18:36                 NaT             None   \n",
-       "130 2022-02-22 09:31:00                 NaT             None   \n",
-       "129 2022-02-14 11:10:27 2022-02-17 16:09:37    erikerlandson   \n",
-       "126 2021-12-17 16:40:00 2021-12-20 13:23:14       oindrillac   \n",
-       "124 2021-12-14 20:45:08 2021-12-15 12:57:35  MichaelClifford   \n",
+       "           created_at           closed_at closed_by           merged_at  \\\n",
+       "0 2022-02-25 19:37:55 2022-03-07 20:00:21   sesheta 2022-03-07 20:00:21   \n",
+       "1 2022-02-17 19:17:47 2022-02-25 16:46:44   sesheta 2022-02-25 16:46:43   \n",
+       "2 2022-02-15 20:28:05                 NaT      None                 NaT   \n",
+       "3 2022-02-15 17:00:53 2022-02-15 19:57:48   sesheta 2022-02-15 19:57:48   \n",
+       "4 2022-02-09 18:07:46 2022-02-14 15:59:37   sesheta 2022-02-14 15:59:37   \n",
        "\n",
-       "              merged_at        merged_by  commits_number  \\\n",
-       "id                                                         \n",
-       "133                 NaT             None               1   \n",
-       "130                 NaT             None               1   \n",
-       "129 2022-02-17 16:09:37    erikerlandson               1   \n",
-       "126 2021-12-20 13:23:13       oindrillac               1   \n",
-       "124 2021-12-15 12:57:35  MichaelClifford               1   \n",
+       "  merged_by  commits_number  changed_files_number  \\\n",
+       "0   sesheta               1                     2   \n",
+       "1   sesheta               1                     3   \n",
+       "2      None               1                     1   \n",
+       "3   sesheta               1                     2   \n",
+       "4   sesheta               1                     1   \n",
        "\n",
-       "     changed_files_number                               interactions  \\\n",
-       "id                                                                     \n",
-       "133                     3           {'review-notebook-app[bot]': 29}   \n",
-       "130                     1                                         {}   \n",
-       "129                     9                          {'pacospace': 22}   \n",
-       "126                     5  {'oindrillac': 13, 'chauhankaranraj': 18}   \n",
-       "124                     1                     {'MichaelClifford': 1}   \n",
+       "                                        interactions  \\\n",
+       "0  {'review-notebook-app[bot]': 29, 'MichaelCliff...   \n",
+       "1  {'suppathak': 139, 'hemajv': 168, 'review-note...   \n",
+       "2               {'sesheta': 202, 'khebhut[bot]': 12}   \n",
+       "3                                    {'sesheta': 65}   \n",
+       "4  {'MichaelClifford': 11, 'sesheta': 65, 'harsha...   \n",
        "\n",
-       "                                               reviews labels  \\\n",
-       "id                                                              \n",
-       "133                                                 {}     []   \n",
-       "130                                                 {}     []   \n",
-       "129  {'881638114': {'author': 'erikerlandson', 'wor...     []   \n",
-       "126  {'835457435': {'author': 'aakankshaduggal', 'w...     []   \n",
-       "124                                                 {}     []   \n",
+       "                                             reviews  \\\n",
+       "0  {'899535619': {'author': 'MichaelClifford', 'w...   \n",
+       "1  {'892912080': {'author': 'Shreyanand', 'words_...   \n",
+       "2                                                 {}   \n",
+       "3  {'883344363': {'author': 'oindrillac', 'words_...   \n",
+       "4                                                 {}   \n",
        "\n",
-       "                                        commits  \\\n",
-       "id                                                \n",
-       "133  [fcd345815e73d8c8d570a8c32a2a34e3e6bf7447]   \n",
-       "130  [d87b0a45185451072c2fef554024a273ed8985a3]   \n",
-       "129  [17709f8aac5533bbaa20c311a937c89384644b14]   \n",
-       "126  [523e26606333956764986a296149ca56edf56b40]   \n",
-       "124  [ad9668f096e1e5ebc5b123d1c6df4ea5ed98af5a]   \n",
+       "                            labels  \\\n",
+       "0       [lgtm, size/XXL, approved]   \n",
+       "1       [lgtm, size/XXL, approved]   \n",
+       "2  [size/S, needs-ok-to-test, bot]   \n",
+       "3         [lgtm, size/M, approved]   \n",
+       "4               [size/S, approved]   \n",
        "\n",
-       "                                         changed_files     first_review_at  \\\n",
-       "id                                                                           \n",
-       "133  [notebooks/demo2/config.py, notebooks/move_dat...                 NaT   \n",
-       "130         [manifests/nm-gpu-training-manifests.yaml]                 NaT   \n",
-       "129  [manifests/.sops.yaml, manifests/README.md, ma... 2022-02-14 13:36:05   \n",
-       "126  [README.md, _config.yml, _toc.yml, notebooks/d... 2021-12-17 17:05:43   \n",
-       "124                        [notebooks/demo2/README.md]                 NaT   \n",
+       "                                      commits  \\\n",
+       "0  [df21207d6580e3977af41cfde8cefc347e1d3085]   \n",
+       "1  [1655de6634ab9f2676844929f3ef8bf7f60384ef]   \n",
+       "2  [d4b232ee026e1f46d6c430d3a447ff3531afea84]   \n",
+       "3  [09a63cf6c1b8d058d14c3ca831be672232c4b91e]   \n",
+       "4  [6dff26159faa30e67808db422db9131fb67888e6]   \n",
+       "\n",
+       "                                       changed_files     first_review_at  \\\n",
+       "0  [notebooks/Repo_Analysis.ipynb, notebooks/s3_c... 2022-03-03 21:28:32   \n",
+       "1  [.pre-commit-config.yaml, docs/conf.py, notebo... 2022-02-24 19:40:11   \n",
+       "2                                     [Pipfile.lock]                 NaT   \n",
+       "3   [README.md, docs/imgs/project_architecture.jpeg] 2022-02-15 17:07:29   \n",
+       "4                                           [OWNERS]                 NaT   \n",
        "\n",
-       "       first_approve_at  \n",
-       "id                       \n",
-       "133                 NaT  \n",
-       "130                 NaT  \n",
-       "129 2022-02-14 13:36:05  \n",
-       "126 2021-12-17 21:18:59  \n",
-       "124                 NaT  "
+       "     first_approve_at  \n",
+       "0                 NaT  \n",
+       "1                 NaT  \n",
+       "2                 NaT  \n",
+       "3 2022-02-15 19:56:42  \n",
+       "4                 NaT  "
       ]
      },
-     "execution_count": 12,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -993,23 +753,14 @@
    "source": [
     "pr = PullRequest(repo_slug)\n",
     "pr_df = pr.load_previous_knowledge(is_local=True)\n",
+    "pr_df = pr_df.reset_index()\n",
     "pr_df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "id": "2f1967c8-d176-4082-9f03-846727d8b987",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "pr_df = pr_df.reset_index()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "e50476e0-8334-4619-843a-e4d23bb8f125",
+   "execution_count": 10,
+   "id": "42644233-e829-4931-9740-31c77b265a2b",
    "metadata": {},
    "outputs": [
     {
@@ -1045,208 +796,337 @@
        "      <th>merged_by</th>\n",
        "      <th>commits_number</th>\n",
        "      <th>changed_files_number</th>\n",
-       "      <th>interactions</th>\n",
-       "      <th>reviews</th>\n",
-       "      <th>labels</th>\n",
-       "      <th>commits</th>\n",
-       "      <th>changed_files</th>\n",
        "      <th>first_review_at</th>\n",
        "      <th>first_approve_at</th>\n",
+       "      <th>org</th>\n",
+       "      <th>repo</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>133</td>\n",
-       "      <td>[WIP] Add move data util nb and update config</td>\n",
-       "      <td># Related issues\\r\\n#131 #132 \\r\\n\\r\\nThis PR ...</td>\n",
-       "      <td>L</td>\n",
-       "      <td>Shreyanand</td>\n",
-       "      <td>2022-02-28 21:18:36</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>None</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Add repo analysis notebook</td>\n",
+       "      <td>Adding a repo analysis template notebook\\r\\n\\r...</td>\n",
+       "      <td>XXL</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>2022-02-25 19:37:55</td>\n",
+       "      <td>2022-03-07 20:00:21</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>2022-03-07 20:00:21</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2022-03-03 21:28:32</td>\n",
        "      <td>NaT</td>\n",
-       "      <td>None</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>17</td>\n",
+       "      <td>Add GitHub data analysis notebook</td>\n",
+       "      <td>Resolves #16</td>\n",
+       "      <td>XXL</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>2022-02-17 19:17:47</td>\n",
+       "      <td>2022-02-25 16:46:44</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>2022-02-25 16:46:43</td>\n",
+       "      <td>sesheta</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
-       "      <td>{'review-notebook-app[bot]': 29}</td>\n",
-       "      <td>{}</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[fcd345815e73d8c8d570a8c32a2a34e3e6bf7447]</td>\n",
-       "      <td>[notebooks/demo2/config.py, notebooks/move_dat...</td>\n",
-       "      <td>NaT</td>\n",
+       "      <td>2022-02-24 19:40:11</td>\n",
        "      <td>NaT</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>130</td>\n",
-       "      <td>Fix gpu manifests builds</td>\n",
-       "      <td>Signed-off-by: Francesco Murdaca &lt;fmurdaca@red...</td>\n",
-       "      <td>XS</td>\n",
-       "      <td>pacospace</td>\n",
-       "      <td>2022-02-22 09:31:00</td>\n",
+       "      <th>2</th>\n",
+       "      <td>15</td>\n",
+       "      <td>Automatic update of dependencies by Kebechet f...</td>\n",
+       "      <td>Kebechet has updated the dependencies to the l...</td>\n",
+       "      <td>S</td>\n",
+       "      <td>khebhut[bot]</td>\n",
+       "      <td>2022-02-15 20:28:05</td>\n",
        "      <td>NaT</td>\n",
        "      <td>None</td>\n",
        "      <td>NaT</td>\n",
        "      <td>None</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>{}</td>\n",
-       "      <td>{}</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[d87b0a45185451072c2fef554024a273ed8985a3]</td>\n",
-       "      <td>[manifests/nm-gpu-training-manifests.yaml]</td>\n",
        "      <td>NaT</td>\n",
        "      <td>NaT</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>129</td>\n",
-       "      <td>Add manifests for GPU image build</td>\n",
-       "      <td>Signed-off-by: Francesco Murdaca &lt;fmurdaca@red...</td>\n",
-       "      <td>XL</td>\n",
-       "      <td>pacospace</td>\n",
-       "      <td>2022-02-14 11:10:27</td>\n",
-       "      <td>2022-02-17 16:09:37</td>\n",
-       "      <td>erikerlandson</td>\n",
-       "      <td>2022-02-17 16:09:37</td>\n",
-       "      <td>erikerlandson</td>\n",
-       "      <td>1</td>\n",
-       "      <td>9</td>\n",
-       "      <td>{'pacospace': 22}</td>\n",
-       "      <td>{'881638114': {'author': 'erikerlandson', 'wor...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[17709f8aac5533bbaa20c311a937c89384644b14]</td>\n",
-       "      <td>[manifests/.sops.yaml, manifests/README.md, ma...</td>\n",
-       "      <td>2022-02-14 13:36:05</td>\n",
-       "      <td>2022-02-14 13:36:05</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>126</td>\n",
-       "      <td>Updated documentation</td>\n",
-       "      <td>closes #125 \\r\\ncloses #110 \\r\\n\\r\\nJupyterBoo...</td>\n",
+       "      <td>14</td>\n",
+       "      <td>Update README</td>\n",
+       "      <td>Resolves #8</td>\n",
        "      <td>M</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-17 16:40:00</td>\n",
-       "      <td>2021-12-20 13:23:14</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-20 13:23:13</td>\n",
-       "      <td>oindrillac</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>2022-02-15 17:00:53</td>\n",
+       "      <td>2022-02-15 19:57:48</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>2022-02-15 19:57:48</td>\n",
+       "      <td>sesheta</td>\n",
        "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>{'oindrillac': 13, 'chauhankaranraj': 18}</td>\n",
-       "      <td>{'835457435': {'author': 'aakankshaduggal', 'w...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[523e26606333956764986a296149ca56edf56b40]</td>\n",
-       "      <td>[README.md, _config.yml, _toc.yml, notebooks/d...</td>\n",
-       "      <td>2021-12-17 17:05:43</td>\n",
-       "      <td>2021-12-17 21:18:59</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2022-02-15 17:07:29</td>\n",
+       "      <td>2022-02-15 19:56:42</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>124</td>\n",
-       "      <td>Update README</td>\n",
-       "      <td>This PR \\r\\n- updates the README to mention th...</td>\n",
-       "      <td>XS</td>\n",
-       "      <td>chauhankaranraj</td>\n",
-       "      <td>2021-12-14 20:45:08</td>\n",
-       "      <td>2021-12-15 12:57:35</td>\n",
-       "      <td>MichaelClifford</td>\n",
-       "      <td>2021-12-15 12:57:35</td>\n",
-       "      <td>MichaelClifford</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Update OWNERS</td>\n",
+       "      <td>cc @Shreyanand</td>\n",
+       "      <td>S</td>\n",
+       "      <td>hemajv</td>\n",
+       "      <td>2022-02-09 18:07:46</td>\n",
+       "      <td>2022-02-14 15:59:37</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>2022-02-14 15:59:37</td>\n",
+       "      <td>sesheta</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>{'MichaelClifford': 1}</td>\n",
-       "      <td>{}</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[ad9668f096e1e5ebc5b123d1c6df4ea5ed98af5a]</td>\n",
-       "      <td>[notebooks/demo2/README.md]</td>\n",
        "      <td>NaT</td>\n",
        "      <td>NaT</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "    id                                          title  \\\n",
-       "0  133  [WIP] Add move data util nb and update config   \n",
-       "1  130                       Fix gpu manifests builds   \n",
-       "2  129              Add manifests for GPU image build   \n",
-       "3  126                          Updated documentation   \n",
-       "4  124                                  Update README   \n",
+       "   id                                              title  \\\n",
+       "0  20                         Add repo analysis notebook   \n",
+       "1  17                  Add GitHub data analysis notebook   \n",
+       "2  15  Automatic update of dependencies by Kebechet f...   \n",
+       "3  14                                      Update README   \n",
+       "4  12                                      Update OWNERS   \n",
        "\n",
-       "                                                body size       created_by  \\\n",
-       "0  # Related issues\\r\\n#131 #132 \\r\\n\\r\\nThis PR ...    L       Shreyanand   \n",
-       "1  Signed-off-by: Francesco Murdaca <fmurdaca@red...   XS        pacospace   \n",
-       "2  Signed-off-by: Francesco Murdaca <fmurdaca@red...   XL        pacospace   \n",
-       "3  closes #125 \\r\\ncloses #110 \\r\\n\\r\\nJupyterBoo...    M       oindrillac   \n",
-       "4  This PR \\r\\n- updates the README to mention th...   XS  chauhankaranraj   \n",
+       "                                                body size    created_by  \\\n",
+       "0  Adding a repo analysis template notebook\\r\\n\\r...  XXL        hemajv   \n",
+       "1                                      Resolves #16   XXL        hemajv   \n",
+       "2  Kebechet has updated the dependencies to the l...    S  khebhut[bot]   \n",
+       "3                                       Resolves #8     M        hemajv   \n",
+       "4                                    cc @Shreyanand     S        hemajv   \n",
        "\n",
-       "           created_at           closed_at        closed_by  \\\n",
-       "0 2022-02-28 21:18:36                 NaT             None   \n",
-       "1 2022-02-22 09:31:00                 NaT             None   \n",
-       "2 2022-02-14 11:10:27 2022-02-17 16:09:37    erikerlandson   \n",
-       "3 2021-12-17 16:40:00 2021-12-20 13:23:14       oindrillac   \n",
-       "4 2021-12-14 20:45:08 2021-12-15 12:57:35  MichaelClifford   \n",
+       "           created_at           closed_at closed_by           merged_at  \\\n",
+       "0 2022-02-25 19:37:55 2022-03-07 20:00:21   sesheta 2022-03-07 20:00:21   \n",
+       "1 2022-02-17 19:17:47 2022-02-25 16:46:44   sesheta 2022-02-25 16:46:43   \n",
+       "2 2022-02-15 20:28:05                 NaT      None                 NaT   \n",
+       "3 2022-02-15 17:00:53 2022-02-15 19:57:48   sesheta 2022-02-15 19:57:48   \n",
+       "4 2022-02-09 18:07:46 2022-02-14 15:59:37   sesheta 2022-02-14 15:59:37   \n",
        "\n",
-       "            merged_at        merged_by  commits_number  changed_files_number  \\\n",
-       "0                 NaT             None               1                     3   \n",
-       "1                 NaT             None               1                     1   \n",
-       "2 2022-02-17 16:09:37    erikerlandson               1                     9   \n",
-       "3 2021-12-20 13:23:13       oindrillac               1                     5   \n",
-       "4 2021-12-15 12:57:35  MichaelClifford               1                     1   \n",
+       "  merged_by  commits_number  changed_files_number     first_review_at  \\\n",
+       "0   sesheta               1                     2 2022-03-03 21:28:32   \n",
+       "1   sesheta               1                     3 2022-02-24 19:40:11   \n",
+       "2      None               1                     1                 NaT   \n",
+       "3   sesheta               1                     2 2022-02-15 17:07:29   \n",
+       "4   sesheta               1                     1                 NaT   \n",
        "\n",
-       "                                interactions  \\\n",
-       "0           {'review-notebook-app[bot]': 29}   \n",
-       "1                                         {}   \n",
-       "2                          {'pacospace': 22}   \n",
-       "3  {'oindrillac': 13, 'chauhankaranraj': 18}   \n",
-       "4                     {'MichaelClifford': 1}   \n",
-       "\n",
-       "                                             reviews labels  \\\n",
-       "0                                                 {}     []   \n",
-       "1                                                 {}     []   \n",
-       "2  {'881638114': {'author': 'erikerlandson', 'wor...     []   \n",
-       "3  {'835457435': {'author': 'aakankshaduggal', 'w...     []   \n",
-       "4                                                 {}     []   \n",
-       "\n",
-       "                                      commits  \\\n",
-       "0  [fcd345815e73d8c8d570a8c32a2a34e3e6bf7447]   \n",
-       "1  [d87b0a45185451072c2fef554024a273ed8985a3]   \n",
-       "2  [17709f8aac5533bbaa20c311a937c89384644b14]   \n",
-       "3  [523e26606333956764986a296149ca56edf56b40]   \n",
-       "4  [ad9668f096e1e5ebc5b123d1c6df4ea5ed98af5a]   \n",
-       "\n",
-       "                                       changed_files     first_review_at  \\\n",
-       "0  [notebooks/demo2/config.py, notebooks/move_dat...                 NaT   \n",
-       "1         [manifests/nm-gpu-training-manifests.yaml]                 NaT   \n",
-       "2  [manifests/.sops.yaml, manifests/README.md, ma... 2022-02-14 13:36:05   \n",
-       "3  [README.md, _config.yml, _toc.yml, notebooks/d... 2021-12-17 17:05:43   \n",
-       "4                        [notebooks/demo2/README.md]                 NaT   \n",
-       "\n",
-       "     first_approve_at  \n",
-       "0                 NaT  \n",
-       "1                 NaT  \n",
-       "2 2022-02-14 13:36:05  \n",
-       "3 2021-12-17 21:18:59  \n",
-       "4                 NaT  "
+       "     first_approve_at                  org     repo  \n",
+       "0                 NaT  open-services-group  metrics  \n",
+       "1                 NaT  open-services-group  metrics  \n",
+       "2                 NaT  open-services-group  metrics  \n",
+       "3 2022-02-15 19:56:42  open-services-group  metrics  \n",
+       "4                 NaT  open-services-group  metrics  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "pr_df.head()"
+    "# Retain only relevant columns\n",
+    "pr_cols_to_drop = [\"interactions\", \"reviews\", \"labels\", \"commits\", \"changed_files\"]\n",
+    "prs_df = pr_df.drop(columns=pr_cols_to_drop)\n",
+    "prs_df[\"org\"] = ORG\n",
+    "prs_df[\"repo\"] = REPO\n",
+    "\n",
+    "prs_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "a01c05e1-c0be-4268-8361-803f9e7b4e5e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'ResponseMetadata': {'RequestId': 'tx00000000000000007b9ca-00622a6bb0-bd9943-ocs-storagecluster-cephobjectstore',\n",
+       "  'HostId': '',\n",
+       "  'HTTPStatusCode': 200,\n",
+       "  'HTTPHeaders': {'content-length': '0',\n",
+       "   'etag': '\"1e6c5d3678f53bdeae71754ba0b8e7c4\"',\n",
+       "   'accept-ranges': 'bytes',\n",
+       "   'x-amz-request-id': 'tx00000000000000007b9ca-00622a6bb0-bd9943-ocs-storagecluster-cephobjectstore',\n",
+       "   'date': 'Thu, 10 Mar 2022 21:20:48 GMT',\n",
+       "   'set-cookie': 'bbdcd938787a45e68f8d240a4e2dadcf=9245b3fe660230b2beaa13e1023f5083; path=/; HttpOnly'},\n",
+       "  'RetryAttempts': 0},\n",
+       " 'ETag': '\"1e6c5d3678f53bdeae71754ba0b8e7c4\"'}"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Upload the processed df to s3 as a parquet file\n",
+    "s3c.upload_df_to_s3(\n",
+    "    df=prs_df,\n",
+    "    s3_prefix=\"open-services-group/metrics/github/prs\",\n",
+    "    s3_key=f\"{ORG}-{REPO}.parquet\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f6479da9-c2d9-45f2-92b6-056da6849999",
+   "metadata": {},
+   "source": [
+    "## Contributors metrics\n",
+    "Next, lets fetch the events for the repository. This table will be used to find information about contributors, their affiliations and the events they generate in the repository. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "011ea2c6-ca7c-4de9-8ec7-2312bb7bddb0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# To do\n",
+    "# In the current version we can only get data for the last 90 days or 300 events\n",
+    "# limited by the guithub API\n",
+    "# Add a loop for getting older data\n",
+    "# Probably, get all events for a month and then loop to the next month"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "0c144f9f-3b39-401a-87d0-dad8cf870e82",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Get internal members of OSG group\n",
+    "gth_obj = Github(GITHUB_ACCESS_TOKEN)\n",
+    "osg = gth_obj.get_organization(\"open-services-group\")\n",
+    "internal = [m.login for m in osg.get_members()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "fd755ef5-6d88-4ccf-989f-c38c8e9c8351",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "repo = gth_obj.get_repo(repo_slug)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "42644233-e829-4931-9740-31c77b265a2b",
+   "id": "2e8df34d-0adb-400f-8580-3b6f4e7272ff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Define events we are interested in\n",
+    "issue_event_types = [\"IssueCommentEvent\", \"IssuesEvent\"]\n",
+    "\n",
+    "pr_event_types = [\n",
+    "    \"PullRequestEvent\",\n",
+    "    \"PullRequestReviewEvent\",\n",
+    "    \"PullRequestReviewCommentEvent\",\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "05658807-465c-43df-8b60-8876a4fbe5f9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Create the events data frame\n",
+    "rows = []\n",
+    "for e in repo.get_events():\n",
+    "    if e.type in issue_event_types or e.type in pr_event_types:\n",
+    "        event_id = e.id\n",
+    "        created_at = e.created_at\n",
+    "        event_contributor_id = e.actor.id\n",
+    "        event_contributor = e.actor.login\n",
+    "        event_type = e.type\n",
+    "        event_action = e.payload[\"action\"]\n",
+    "        if event_type in issue_event_types:\n",
+    "            issue_or_pr_id = e.payload[\"issue\"][\"number\"]\n",
+    "        else:\n",
+    "            issue_or_pr_id = e.payload[\"pull_request\"][\"number\"]\n",
+    "        rows.append(\n",
+    "            [\n",
+    "                event_id,\n",
+    "                created_at,\n",
+    "                event_contributor_id,\n",
+    "                event_contributor,\n",
+    "                event_type,\n",
+    "                event_action,\n",
+    "                issue_or_pr_id,\n",
+    "            ]\n",
+    "        )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "d9fe57dc-034d-474d-b7ed-673258a03e4d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Add column names for events data frame\n",
+    "column_name = [\n",
+    "    \"id\",\n",
+    "    \"created_at\",\n",
+    "    \"contributor_id\",\n",
+    "    \"contributor_name\",\n",
+    "    \"type\",\n",
+    "    \"action\",\n",
+    "    \"issue_or_pr_id\",\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "61251e84-349c-4be8-83b4-2b4bfef8571a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Add other required colums\n",
+    "events_df = pd.DataFrame(data=rows, columns=column_name)\n",
+    "events_df[\"org\"] = ORG\n",
+    "events_df[\"repo\"] = REPO\n",
+    "events_df[\"sig\"] = SIG\n",
+    "events_df[\"internal_contributor\"] = events_df[\"contributor_name\"].apply(\n",
+    "    lambda x: x in internal\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "8e7ca7a1-cda5-4f59-887b-2b3d4cd7100f",
    "metadata": {},
    "outputs": [
     {
@@ -1271,198 +1151,148 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>id</th>\n",
-       "      <th>title</th>\n",
-       "      <th>body</th>\n",
-       "      <th>size</th>\n",
-       "      <th>created_by</th>\n",
        "      <th>created_at</th>\n",
-       "      <th>closed_at</th>\n",
-       "      <th>closed_by</th>\n",
-       "      <th>merged_at</th>\n",
-       "      <th>merged_by</th>\n",
-       "      <th>commits_number</th>\n",
-       "      <th>changed_files_number</th>\n",
-       "      <th>first_review_at</th>\n",
-       "      <th>first_approve_at</th>\n",
+       "      <th>contributor_id</th>\n",
+       "      <th>contributor_name</th>\n",
+       "      <th>type</th>\n",
+       "      <th>action</th>\n",
+       "      <th>issue_or_pr_id</th>\n",
        "      <th>org</th>\n",
        "      <th>repo</th>\n",
+       "      <th>sig</th>\n",
+       "      <th>internal_contributor</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>133</td>\n",
-       "      <td>[WIP] Add move data util nb and update config</td>\n",
-       "      <td># Related issues\\r\\n#131 #132 \\r\\n\\r\\nThis PR ...</td>\n",
-       "      <td>L</td>\n",
-       "      <td>Shreyanand</td>\n",
-       "      <td>2022-02-28 21:18:36</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>None</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>os-climate</td>\n",
-       "      <td>aicoe-osc-demo</td>\n",
+       "      <td>20675625842</td>\n",
+       "      <td>2022-03-10 08:59:40</td>\n",
+       "      <td>33906690</td>\n",
+       "      <td>sesheta</td>\n",
+       "      <td>IssueCommentEvent</td>\n",
+       "      <td>created</td>\n",
+       "      <td>24</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
+       "      <td>sig-data-science</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>130</td>\n",
-       "      <td>Fix gpu manifests builds</td>\n",
-       "      <td>Signed-off-by: Francesco Murdaca &lt;fmurdaca@red...</td>\n",
-       "      <td>XS</td>\n",
-       "      <td>pacospace</td>\n",
-       "      <td>2022-02-22 09:31:00</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>None</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>os-climate</td>\n",
-       "      <td>aicoe-osc-demo</td>\n",
+       "      <td>20675625438</td>\n",
+       "      <td>2022-03-10 08:59:39</td>\n",
+       "      <td>89909507</td>\n",
+       "      <td>schwesig</td>\n",
+       "      <td>IssueCommentEvent</td>\n",
+       "      <td>created</td>\n",
+       "      <td>24</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
+       "      <td>sig-data-science</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>129</td>\n",
-       "      <td>Add manifests for GPU image build</td>\n",
-       "      <td>Signed-off-by: Francesco Murdaca &lt;fmurdaca@red...</td>\n",
-       "      <td>XL</td>\n",
-       "      <td>pacospace</td>\n",
-       "      <td>2022-02-14 11:10:27</td>\n",
-       "      <td>2022-02-17 16:09:37</td>\n",
-       "      <td>erikerlandson</td>\n",
-       "      <td>2022-02-17 16:09:37</td>\n",
-       "      <td>erikerlandson</td>\n",
-       "      <td>1</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2022-02-14 13:36:05</td>\n",
-       "      <td>2022-02-14 13:36:05</td>\n",
-       "      <td>os-climate</td>\n",
-       "      <td>aicoe-osc-demo</td>\n",
+       "      <td>20655246647</td>\n",
+       "      <td>2022-03-09 09:48:47</td>\n",
+       "      <td>89909507</td>\n",
+       "      <td>schwesig</td>\n",
+       "      <td>IssueCommentEvent</td>\n",
+       "      <td>created</td>\n",
+       "      <td>24</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
+       "      <td>sig-data-science</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>126</td>\n",
-       "      <td>Updated documentation</td>\n",
-       "      <td>closes #125 \\r\\ncloses #110 \\r\\n\\r\\nJupyterBoo...</td>\n",
-       "      <td>M</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-17 16:40:00</td>\n",
-       "      <td>2021-12-20 13:23:14</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>2021-12-20 13:23:13</td>\n",
-       "      <td>oindrillac</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2021-12-17 17:05:43</td>\n",
-       "      <td>2021-12-17 21:18:59</td>\n",
-       "      <td>os-climate</td>\n",
-       "      <td>aicoe-osc-demo</td>\n",
+       "      <td>20644931142</td>\n",
+       "      <td>2022-03-08 20:05:32</td>\n",
+       "      <td>8916126</td>\n",
+       "      <td>Shreyanand</td>\n",
+       "      <td>IssuesEvent</td>\n",
+       "      <td>opened</td>\n",
+       "      <td>24</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
+       "      <td>sig-data-science</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>124</td>\n",
-       "      <td>Update README</td>\n",
-       "      <td>This PR \\r\\n- updates the README to mention th...</td>\n",
-       "      <td>XS</td>\n",
-       "      <td>chauhankaranraj</td>\n",
-       "      <td>2021-12-14 20:45:08</td>\n",
-       "      <td>2021-12-15 12:57:35</td>\n",
-       "      <td>MichaelClifford</td>\n",
-       "      <td>2021-12-15 12:57:35</td>\n",
-       "      <td>MichaelClifford</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>os-climate</td>\n",
-       "      <td>aicoe-osc-demo</td>\n",
+       "      <td>20644735935</td>\n",
+       "      <td>2022-03-08 19:52:51</td>\n",
+       "      <td>8916126</td>\n",
+       "      <td>Shreyanand</td>\n",
+       "      <td>IssueCommentEvent</td>\n",
+       "      <td>created</td>\n",
+       "      <td>23</td>\n",
+       "      <td>open-services-group</td>\n",
+       "      <td>metrics</td>\n",
+       "      <td>sig-data-science</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "    id                                          title  \\\n",
-       "0  133  [WIP] Add move data util nb and update config   \n",
-       "1  130                       Fix gpu manifests builds   \n",
-       "2  129              Add manifests for GPU image build   \n",
-       "3  126                          Updated documentation   \n",
-       "4  124                                  Update README   \n",
-       "\n",
-       "                                                body size       created_by  \\\n",
-       "0  # Related issues\\r\\n#131 #132 \\r\\n\\r\\nThis PR ...    L       Shreyanand   \n",
-       "1  Signed-off-by: Francesco Murdaca <fmurdaca@red...   XS        pacospace   \n",
-       "2  Signed-off-by: Francesco Murdaca <fmurdaca@red...   XL        pacospace   \n",
-       "3  closes #125 \\r\\ncloses #110 \\r\\n\\r\\nJupyterBoo...    M       oindrillac   \n",
-       "4  This PR \\r\\n- updates the README to mention th...   XS  chauhankaranraj   \n",
-       "\n",
-       "           created_at           closed_at        closed_by  \\\n",
-       "0 2022-02-28 21:18:36                 NaT             None   \n",
-       "1 2022-02-22 09:31:00                 NaT             None   \n",
-       "2 2022-02-14 11:10:27 2022-02-17 16:09:37    erikerlandson   \n",
-       "3 2021-12-17 16:40:00 2021-12-20 13:23:14       oindrillac   \n",
-       "4 2021-12-14 20:45:08 2021-12-15 12:57:35  MichaelClifford   \n",
+       "            id          created_at  contributor_id contributor_name  \\\n",
+       "0  20675625842 2022-03-10 08:59:40        33906690          sesheta   \n",
+       "1  20675625438 2022-03-10 08:59:39        89909507         schwesig   \n",
+       "2  20655246647 2022-03-09 09:48:47        89909507         schwesig   \n",
+       "3  20644931142 2022-03-08 20:05:32         8916126       Shreyanand   \n",
+       "4  20644735935 2022-03-08 19:52:51         8916126       Shreyanand   \n",
        "\n",
-       "            merged_at        merged_by  commits_number  changed_files_number  \\\n",
-       "0                 NaT             None               1                     3   \n",
-       "1                 NaT             None               1                     1   \n",
-       "2 2022-02-17 16:09:37    erikerlandson               1                     9   \n",
-       "3 2021-12-20 13:23:13       oindrillac               1                     5   \n",
-       "4 2021-12-15 12:57:35  MichaelClifford               1                     1   \n",
+       "                type   action  issue_or_pr_id                  org     repo  \\\n",
+       "0  IssueCommentEvent  created              24  open-services-group  metrics   \n",
+       "1  IssueCommentEvent  created              24  open-services-group  metrics   \n",
+       "2  IssueCommentEvent  created              24  open-services-group  metrics   \n",
+       "3        IssuesEvent   opened              24  open-services-group  metrics   \n",
+       "4  IssueCommentEvent  created              23  open-services-group  metrics   \n",
        "\n",
-       "      first_review_at    first_approve_at         org            repo  \n",
-       "0                 NaT                 NaT  os-climate  aicoe-osc-demo  \n",
-       "1                 NaT                 NaT  os-climate  aicoe-osc-demo  \n",
-       "2 2022-02-14 13:36:05 2022-02-14 13:36:05  os-climate  aicoe-osc-demo  \n",
-       "3 2021-12-17 17:05:43 2021-12-17 21:18:59  os-climate  aicoe-osc-demo  \n",
-       "4                 NaT                 NaT  os-climate  aicoe-osc-demo  "
+       "                sig  internal_contributor  \n",
+       "0  sig-data-science                  True  \n",
+       "1  sig-data-science                  True  \n",
+       "2  sig-data-science                  True  \n",
+       "3  sig-data-science                  True  \n",
+       "4  sig-data-science                  True  "
       ]
      },
-     "execution_count": 15,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# Retain only relevant columns\n",
-    "pr_cols_to_drop = [\"interactions\", \"reviews\", \"labels\", \"commits\", \"changed_files\"]\n",
-    "prs_df = pr_df.drop(columns=pr_cols_to_drop)\n",
-    "prs_df[\"org\"] = ORG\n",
-    "prs_df[\"repo\"] = REPO\n",
-    "\n",
-    "prs_df.head()"
+    "events_df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "a01c05e1-c0be-4268-8361-803f9e7b4e5e",
+   "execution_count": 20,
+   "id": "d4f3cb10-4b46-47e3-9b82-80f167df19b1",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'ResponseMetadata': {'RequestId': 'tx00000000000000005432a-0062212461-bd9943-ocs-storagecluster-cephobjectstore',\n",
+       "{'ResponseMetadata': {'RequestId': 'tx00000000000000007b9cd-00622a6bbc-bd9943-ocs-storagecluster-cephobjectstore',\n",
        "  'HostId': '',\n",
        "  'HTTPStatusCode': 200,\n",
        "  'HTTPHeaders': {'content-length': '0',\n",
-       "   'etag': '\"4d0e3cb60d8d34b61b1ca93739e55d21\"',\n",
+       "   'etag': '\"10646f6fde420f0c153e8c7bfad8ab66\"',\n",
        "   'accept-ranges': 'bytes',\n",
-       "   'x-amz-request-id': 'tx00000000000000005432a-0062212461-bd9943-ocs-storagecluster-cephobjectstore',\n",
-       "   'date': 'Thu, 03 Mar 2022 20:26:09 GMT',\n",
+       "   'x-amz-request-id': 'tx00000000000000007b9cd-00622a6bbc-bd9943-ocs-storagecluster-cephobjectstore',\n",
+       "   'date': 'Thu, 10 Mar 2022 21:21:00 GMT',\n",
        "   'set-cookie': 'bbdcd938787a45e68f8d240a4e2dadcf=9245b3fe660230b2beaa13e1023f5083; path=/; HttpOnly'},\n",
        "  'RetryAttempts': 0},\n",
-       " 'ETag': '\"4d0e3cb60d8d34b61b1ca93739e55d21\"'}"
+       " 'ETag': '\"10646f6fde420f0c153e8c7bfad8ab66\"'}"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1470,8 +1300,8 @@
    "source": [
     "# Upload the processed df to s3 as a parquet file\n",
     "s3c.upload_df_to_s3(\n",
-    "    df=prs_df,\n",
-    "    s3_prefix=\"open-services-group/metrics/github/prs\",\n",
+    "    df=events_df,\n",
+    "    s3_prefix=\"open-services-group/metrics/github/events\",\n",
     "    s3_key=f\"{ORG}-{REPO}.parquet\",\n",
     ")"
    ]
@@ -1488,7 +1318,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 21,
    "id": "29c3612d-ebad-4949-9754-ed2ec58686d8",
    "metadata": {},
    "outputs": [],
@@ -1520,7 +1350,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 22,
    "id": "44de78f7-ec68-4c5c-b7fe-d60f5d264a9d",
    "metadata": {},
    "outputs": [],
@@ -1540,7 +1370,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 23,
    "id": "211c81ec-23f0-4561-bbcd-1ff86e2ca63d",
    "metadata": {},
    "outputs": [
@@ -1550,7 +1380,7 @@
        "['data_science_general']"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1563,7 +1393,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 24,
    "id": "30f7a597-0c0a-43d2-9341-4cbe25e7f148",
    "metadata": {},
    "outputs": [
@@ -1573,7 +1403,7 @@
        "[[True]]"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1598,7 +1428,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 25,
    "id": "3c8ae575-a428-461a-a149-a0242470311c",
    "metadata": {},
    "outputs": [
@@ -1608,7 +1438,7 @@
        "[[True]]"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1631,6 +1461,41 @@
     "cur.fetchall()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "8abb1984-9d31-40a9-93ef-15a02c2ffaa8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[[True]]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Create the PR table with data populated from parquet file\n",
+    "events_schema = generate_table_schema_pairs(events_df)\n",
+    "\n",
+    "tabledef = \"\"\"create table if not exists data_science_general.default.events(\n",
+    "{schema}\n",
+    ") with (\n",
+    "    format = 'parquet',\n",
+    "    external_location = 's3a://{s3_bucket}/open-services-group/metrics/github/events'\n",
+    ")\"\"\".format(\n",
+    "    schema=events_schema,\n",
+    "    s3_bucket=os.environ[\"S3_BUCKET\"],\n",
+    ")\n",
+    "\n",
+    "cur.execute(tabledef)\n",
+    "cur.fetchall()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "a9335f53-9755-48b9-a33c-d0d662739755",
diff --git a/notebooks/repo-metrics.ipynb b/notebooks/repo-metrics.ipynb
index cc3889a..78dfa4a 100644
--- a/notebooks/repo-metrics.ipynb
+++ b/notebooks/repo-metrics.ipynb
@@ -25,7 +25,6 @@
     "from pprint import pprint\n",
     "\n",
     "from srcopsmetrics.metrics import Metrics\n",
-    "from srcopsmetrics.entities.issue import Issue\n",
     "from srcopsmetrics.entities.pull_request import PullRequest\n",
     "\n",
     "from dotenv import find_dotenv, load_dotenv"
@@ -78,7 +77,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "s3 = boto3.resource(\"s3\",endpoint_url=s3_endpoint_url,aws_access_key_id=s3_access_key,aws_secret_access_key=s3_secret_key)"
+    "s3 = boto3.resource(\n",
+    "    \"s3\",\n",
+    "    endpoint_url=s3_endpoint_url,\n",
+    "    aws_access_key_id=s3_access_key,\n",
+    "    aws_secret_access_key=s3_secret_key,\n",
+    ")"
    ]
   },
   {
@@ -95,7 +99,9 @@
     "    file = content.get()[\"Body\"].read().decode(\"utf-8\")\n",
     "    data = json.loads(file)\n",
     "    separated_list = data.splitlines()\n",
-    "    data_dict = { str(i): json.loads(separated_list[i]) for i in range(0, len(separated_list) ) }\n",
+    "    data_dict = {\n",
+    "        str(i): json.loads(separated_list[i]) for i in range(0, len(separated_list))\n",
+    "    }\n",
     "    df = pd.DataFrame(data_dict).T\n",
     "    return df"
    ]
@@ -253,7 +259,9 @@
     }
    ],
    "source": [
-    "issues_df = read_data_from_ceph(f\"{s3_path}/srcopsmetrics/bot_knowledge/{repo_slug}/Issue.json\")\n",
+    "issues_df = read_data_from_ceph(\n",
+    "    f\"{s3_path}/srcopsmetrics/bot_knowledge/{repo_slug}/Issue.json\"\n",
+    ")\n",
     "issues_df.head()"
    ]
   },
@@ -498,7 +506,9 @@
     }
    ],
    "source": [
-    "prs_df = read_data_from_ceph(f\"{s3_path}/srcopsmetrics/bot_knowledge/{repo_slug}/PullRequest.json\")\n",
+    "prs_df = read_data_from_ceph(\n",
+    "    f\"{s3_path}/srcopsmetrics/bot_knowledge/{repo_slug}/PullRequest.json\"\n",
+    ")\n",
     "prs_df.head()"
    ]
   },
@@ -528,7 +538,7 @@
     }
    ],
    "source": [
-    "num_open_issues = issues_df['closed_at'].isna().sum()\n",
+    "num_open_issues = issues_df[\"closed_at\"].isna().sum()\n",
     "num_open_issues"
    ]
   },
@@ -547,7 +557,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "num_open_issues_wout_assignees = issues_df[issues_df['closed_at'].isna()]\n",
+    "num_open_issues_wout_assignees = issues_df[issues_df[\"closed_at\"].isna()]\n",
     "num_open_issues_wout_assignees"
    ]
   },
@@ -569,7 +579,7 @@
     }
    ],
    "source": [
-    "num_open_prs = prs_df['closed_at'].isna().sum()\n",
+    "num_open_prs = prs_df[\"closed_at\"].isna().sum()\n",
     "num_open_prs"
    ]
   },
@@ -598,8 +608,16 @@
     }
    ],
    "source": [
-    "num_open_prs_90d = len(prs_df[prs_df['created_at'] > (dt.datetime.now()-dt.timedelta(days=90)).timestamp()])\n",
-    "num_closed_prs_90d = len(prs_df[prs_df['closed_at'] > (dt.datetime.now()-dt.timedelta(days=90)).timestamp()])\n",
+    "num_open_prs_90d = len(\n",
+    "    prs_df[\n",
+    "        prs_df[\"created_at\"] > (dt.datetime.now() - dt.timedelta(days=90)).timestamp()\n",
+    "    ]\n",
+    ")\n",
+    "num_closed_prs_90d = len(\n",
+    "    prs_df[\n",
+    "        prs_df[\"closed_at\"] > (dt.datetime.now() - dt.timedelta(days=90)).timestamp()\n",
+    "    ]\n",
+    ")\n",
     "print(num_open_prs_90d, num_closed_prs_90d)\n",
     "\n",
     "ratio = num_closed_prs_90d / num_open_prs_90d\n",
@@ -621,7 +639,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "_GITHUB_ACCESS_TOKEN = os.getenv('GITHUB_ACCESS_TOKEN')"
+    "_GITHUB_ACCESS_TOKEN = os.getenv(\"GITHUB_ACCESS_TOKEN\")"
    ]
   },
   {
@@ -813,7 +831,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },