diff --git a/notebooks/Finding interesting segments-Copy1.ipynb b/notebooks/Finding interesting segments-Copy1.ipynb
deleted file mode 100644
index b5c72dc..0000000
--- a/notebooks/Finding interesting segments-Copy1.ipynb
+++ /dev/null
@@ -1,1455 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {
- "pycharm": {
- "name": "#%% md\n"
- }
- },
- "source": [
- "# Figuring out most unusual segments\n",
- "First let's import the necessary libraries and load the dataset"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "pycharm": {
- "name": "#%%\n"
- }
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/var/folders/g1/s15bgzz12434wvvk2kcyf8tr0000gq/T/ipykernel_93333/3308931027.py:2: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display\n",
- " from IPython.core.display import display, HTML\n"
- ]
- },
- {
- "data": {
- "text/html": [
- ""
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# this makes the notebook expand to full width of the browser window\n",
- "from IPython.core.display import display, HTML\n",
- "display(HTML(\"\"))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "pycharm": {
- "name": "#%%\n"
- }
- },
- "outputs": [
- {
- "data": {
- "application/javascript": [
- "\n",
- "// turn off scrollable windows for too large output\n",
- "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
- " return false;\n",
- "}\n"
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "%%javascript\n",
- "\n",
- "// turn off scrollable windows for too large output\n",
- "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
- " return false;\n",
- "}"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "pycharm": {
- "name": "#%% md\n"
- }
- },
- "source": [
- "First you need to amend the `sys.path.append` commands below so the notebook can find them."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "pycharm": {
- "name": "#%%\n"
- }
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "/Users/alexander.polyakov/Desktop\n",
- "/Users/alexander.polyakov/Desktop/wise-pizza/data\n"
- ]
- }
- ],
- "source": [
- "%load_ext autoreload\n",
- "%autoreload 2\n",
- "\n",
- "\n",
- "import os, sys\n",
- "import datetime\n",
- "import random\n",
- "from typing import List\n",
- "import copy\n",
- "import gzip\n",
- "\n",
- "from sklearn.model_selection import train_test_split\n",
- "from sklearn.metrics import f1_score, accuracy_score\n",
- "import numpy as np\n",
- "import pandas as pd\n",
- "\n",
- "import warnings\n",
- "warnings.filterwarnings(\"ignore\")\n",
- "\n",
- "root_path = os.path.realpath('../..')\n",
- "print(root_path)\n",
- "\n",
- "# this assumes that all of the following files are checked in the same directory\n",
- "sys.path.append(os.path.join(root_path,\"wise-pizza\"))\n",
- "\n",
- "# create data-related directories\n",
- "data_dir = os.path.realpath(os.path.join(root_path, 'wise-pizza/data'))\n",
- "if not os.path.isdir(data_dir):\n",
- " os.mkdir(data_dir)\n",
- "print(data_dir)\n",
- "\n",
- "from wise_pizza import explain_levels, explain_changes_in_totals, explain_changes_in_average\n",
- "\n",
- "# False if you want nice interactive plots\n",
- "# True if you want static plots (Doesn't work on Windows yet)\n",
- "plot_is_static = True"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "import plotly.io as pio\n",
- "pio.renderers.default = 'notebook'"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "We use the dataset from file `synth_data.zip` but you can just change variable `df` to your data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "pycharm": {
- "name": "#%%\n"
- }
- },
- "outputs": [
- {
- "data": {
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