Files
data-analyse/topdesk_changes.ipynb
2022-03-27 16:20:31 +02:00

224 lines
138 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import requests"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [],
"source": [
"URL = \"https://support.kembit.nl/tas/api\"\n",
"\n",
"USERNAME = \"api.brightlands@kembit.nl\"\n",
"APP_PASSWORD = \"26l4i-bmhek-5nt2d-wmalq-koedu\""
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [],
"source": [
"s = requests.Session()\n",
"s.auth = (USERNAME, APP_PASSWORD)"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [],
"source": [
"query = [\n",
" \"operatorGroup.name=='Expertteam - Networking'\",\n",
" \"status.name=='Afgerond'\",\n",
" \"creationDate=ge=2020-01-01T00:00:00Z\",\n",
" \"creationDate=le=2022-01-01T00:00:00Z\",\n",
" \"archived==false\"\n",
"]\n",
"\n",
"fields = [\n",
" \"timeSpent\",\n",
" \"category.name\",\n",
" \"subcategory.name\",\n",
" \"creationDate\"\n",
"]\n",
"\n",
"parameters = dict(\n",
" query = ';'.join(query),\n",
" fields = ','.join(fields),\n",
" pageSize = 5000\n",
")\n",
"\n",
"incomplete_result = True\n",
"results = []\n",
"page_number = 0\n",
"\n",
"while incomplete_result:\n",
" r = s.get(f\"{URL}/operatorChangeActivities\", params={**parameters, **dict(pageStart=page_number)})\n",
"\n",
" page_number += 1\n",
"\n",
" results.extend(r.json().get('results'))\n",
"\n",
" incomplete_result = r.status_code == 206"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [],
"source": [
"df = pd.json_normalize(results).dropna().convert_dtypes()\n",
"\n",
"df = df.loc[df['category.name'] == 'Netwerk']\n",
"\n",
"df.timeSpent = df.timeSpent / 3600 # twee keer delen door 60 om naar uren te zetten"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# data = (df\n",
"# .groupby(['category.name', 'subcategory.name'])\n",
"# .sum()\n",
"# )\n",
"\n",
"df.creationDate = pd.to_datetime(df.creationDate)\n",
"\n",
"plot = (df.groupby([pd.Grouper(key='creationDate', freq='BM'), 'subcategory.name'])\n",
" .sum()\n",
" .pivot_table(values='timeSpent', index='creationDate', columns=['subcategory.name'])\n",
" .plot(kind='line', figsize=(10,10))\n",
" )\n",
"\n",
"\n",
"\n",
"# fig, ax = plt.subplots()\n",
"\n",
"# bar1 = df[['category.name', 'timeSpent']].groupby('category.name').sum()\n",
"# ax.barh(bar1.index, bar1.values.flatten(), 0.6, label='a')\n",
"\n",
"\n",
"# ax.legend()\n",
"# fig.show()\n",
"\n",
"# data.plot(kind='barh', subplots=True, stacked=True, sort_columns=True)\n",
"\n",
"# "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# categories_rel = df.groupby(['category.name', 'subcategory.name']).size().index.tolist()\n",
"# categories = df['category.name'].dropna().unique().tolist()\n",
"# subcategories = df['subcategory.name'].dropna().unique().tolist()\n",
"\n",
"# categories = pd.Series(categories + subcategories).sort_values()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# import plotly.graph_objects as go\n",
"# from sklearn.preprocessing import LabelEncoder\n",
"\n",
"# cls = LabelEncoder()\n",
"# y = cls.fit_transform(categories)\n",
"\n",
"# relations = [cls.transform([a, b]).tolist() for a, b in categories_rel]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# lvl1 = df[['category.name', 'timeSpent']].groupby('category.name').sum()\n",
"# lvl2 = df[['subcategory.name', 'timeSpent']].groupby('subcategory.name').sum()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# source = [n[0] for n in relations]\n",
"# target = [n[1] for n in relations]\n",
"# value = lvl2['timeSpent'].to_list()\n",
"# label = cls.classes_\n",
"\n",
"# link = dict(source = source, target = target, value = value)\n",
"# node = dict(label=label,pad=50, thickness=10)\n",
"# data = go.Sankey(link = link, node=node)\n",
"\n",
"# fig = go.Figure(data)\n",
"# fig.show()"
]
}
],
"metadata": {
"interpreter": {
"hash": "575fec65d45321c352903a66d850f258e7db7eb07d7e800b3ab1ae68e5593d3c"
},
"kernelspec": {
"display_name": "Python 3.10.0 ('venv': venv)",
"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": "3.10.0"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}