279 lines
127 KiB
Plaintext
279 lines
127 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Topdesk changes analyse\n",
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"\n",
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"Dit notebook bevat verschillende grafieken met betrekking tot de gespendeerde tijd aan changes"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"\n",
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"import topdesk\n",
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"\n",
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"FIGURES_DIRECTORY = \"../figures\""
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Ophalen gegevens"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"query = [\n",
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" \"operatorGroup.name=='Expertteam - Networking'\",\n",
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" \"status.name=='Afgerond'\",\n",
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" \"creationDate=ge=2020-01-01T00:00:00Z\",\n",
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" \"creationDate=le=2022-01-01T00:00:00Z\",\n",
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" \"archived==false\"\n",
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"]\n",
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"\n",
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"fields = [\n",
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" \"timeSpent\",\n",
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" \"category.name\",\n",
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" \"subcategory.name\",\n",
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" \"creationDate\"\n",
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"]\n",
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"\n",
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"results = topdesk.get_changeactivities(query, fields)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Data cleaning\n",
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"\n",
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"drop nan values, filter op alleen de 'netwerk' categorie en converteer de 'creationDate' kolom naar `DateTime`"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"df = (pd.json_normalize(results)\n",
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" .dropna()\n",
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" .convert_dtypes()\n",
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" )\n",
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"\n",
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"df = df.loc[df['category.name'] == 'Netwerk']\n",
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"\n",
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"df.creationDate = pd.to_datetime(df.creationDate)\n",
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"\n",
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"# df.timeSpent = df.timeSpent / 3600 # twee keer delen door 60 om naar uren te zetten"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Verloop gespendeerde tijd per categorie"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 576x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot = (\n",
|
|
" df\n",
|
|
" .groupby([pd.Grouper(key='creationDate', freq='M'), 'subcategory.name'])\n",
|
|
" .sum()\n",
|
|
" .transform(lambda x: (x - x.min()) / (x.max() - x.min()))\n",
|
|
" .pivot_table(values='timeSpent', columns='subcategory.name', index='creationDate')\n",
|
|
" .fillna(0)\n",
|
|
" .plot(kind='line', figsize=(8,4), xlabel='Aanmaak datum', ylabel='Gespendeerde tijd (genormaliseerd)')\n",
|
|
" )\n",
|
|
" \n",
|
|
"plot.grid(axis='y')\n",
|
|
"plot.legend(title='Change categorie', bbox_to_anchor=(1,1), loc=\"upper left\", frameon=False)\n",
|
|
"fig = plot.get_figure()\n",
|
|
"fig.tight_layout()\n",
|
|
"fig.savefig(f'{FIGURES_DIRECTORY}/changes_tijd_categorie_tijd.pdf')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Totale tijd besteed per categorie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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gMOBHkv6jgbFV0e/IElQtSd2V27/z9VwwIqZGRGtEtI4Y6RRlZoNLkST1JmBsRJwaEacCewJvBA7Cz6bq3UmWkHYj6+77PVlLan+yBGZmZr1QJEm9EXg5t78S2DQiVtSVW5aI3g08GxEdEfEsMIosUTlJmZn1UpHRfVcAd0u6Lu0fAfw8rdS7uGGRVdMCslF9P68rGxERT3f13MnMzDpXZHTfVyTdCIxLRSdHRHvaPqFhkVVQWtpkZF3ZpNz2NGBa/Xbab2l4gGZmFVOkJQUwjGzxw8vSj1DfHBEPNzIwW9PwoUNYUqEpgNra2lh6wvhmh2FmFVZkgtkzgc8DX0hFQ4GfNTIoMzMzKDZw4ijgPaQFDyPicWD9RgZlZmYGxZLUKxERZAsdkgZMmJmZNVyRJPULSZcAoyT9O/B/yab1MTMza6gio/u+JentwDJgR+DLETGz4ZGZmdmgV2Tuvm9ExOeBmZ2UmZmZNUyR7r63d1J2eF8HYmZmVq/LlpSkjwEfB7aRND93aH1e52SpZmZmvdFdd9/PgRuBrwGn58pfSHPSmZmZNVSXSSoinidbB2kigKQ3ks08MULSiIh4tH9CNDOzwarIwIkjgAuAzYEnga3JVpHdpbGhWb0VKztoOf2GZodR2Km7rWJSN/EurdAUT2bWHEUGTnwV2Bd4ICLeDLyNbJ0kMzOzhiqSpFZGxDPAWpLWiohZZKv1mpmZNVSRJPU3SSOA24ErJF1EmsdvoJJ0hqRFkuZLmidpnwLnnCPpkLQ9RdK6PdQ/S9JpfRWzmdlAVGSpjiOBFcBnyNaP2gA4p5FBNZOk/chW1x0bES9L2gRYp6fzIuLLud0pZDPFv9SQIM3MBomiy8evExGrIuJy4EcM7FnQNwOejoiXASLiaWALSdcASDpS0gpJ60gaJumhVD5N0jGSPkU2yGSWpFnp2GGS5kq6T9Ktuc/aWVKbpIfSeWZmllMkSf0SeDW335HKBqpbgC0lPSDpB5LeCtwLjEnHDwQWAnsB+wB350+OiO8AjwMTImKCpNFkif3oiPgX4P256jsB7wD2Bs6UNLQ+GEmTJbVLal++bFlffk8zs9IrkqTWjohXajtpu8fur6qKiOXAnsBk4ClgBnAi8KCkt5AllAuAg8gS1h09XHJf4PbaSsZ1P4S+ISJeTq21J4FNO4lnakS0RkTriJEj6w+bmQ1oRZ5JPSXpPRFxPWTdXcDTjQ2ruSKiA2gD2iQtAE4iGzhyOLCSbLmSacAQ4HP/xEe9nNvuoNh/DzOzQaNIS+pk4IuSHpX0KNlS8pMbG1bzSNpR0va5ojHAI2QtpinAXRHxFLAx2dIlCzu5zAusfm73e+AgSW9O19+oMZGbmQ08RdaTehDYNw1Dr3WHDWQjgO9KGgWsAv5ElpRfJOuOuz3Vmw/8n7Rqcb2pwE2SHk/PpSYD10hai6xbr7OZ5c3MrE7h7qVBkJwAiIg5wP5dHH5Drt5rWpMRMSm3/V3gu7n9G8km683XP6tuf9fXG7OZ2UDlZyAVMnzoEJZUaL67trY2lp4wvtlhmFmFFXkmZWZm1hQ9JilJ60r6T0k/SvvbS3p340MzM7PBrkhL6jKyodL7pf3HyGZGNzMza6giSWrbiPgm2e+DiIiXADU0KjMzM4olqVckDQcCQNK2vPZHqGZmZg1RZHTfmcBNZPPZXQGMAyY1MigzMzMo9mPemZLmks1BJ+DTaa45MzOzhuoxSUkamzafSO9bSdoAeCQiVjUsMjMzG/SKdPf9ABhLNg2QgF2BRcAGkj4WEbc0MD4zMxvEigyceBzYIy0XsSewB/AQ2fxz32xkcGZmNrgVaUntEBGLajsRsVjSThHxkOSR6P1pxcoOWk6/4XWdu7RC0ymZmdUUSVKLJF0MTE/7xwGLJb2B9NspMzOzRijS3TeJbLmKKen1UCpbCUxoTFhmZmYFklRErIiI8yPiqPT6VkS8FBGvDpblO7ojaZakd9SVTZF0o6QVkuZJWizph5LWktQiKSSdkqv/PUmT+j14M7OSKzLB7DhJMyU9IOmh2qs/gquIK4Hj68qOB74GPBgRY4DdgZ2B96bjTwKflrROP8VoZlZJRbr7fgJcABwA7JV7WeYq4F21hCOpBdgc+HOtQvo92e+A7VLRU8CtwEn9GqmZWcUUSVLPR8SNEfFkRDxTezU8soqIiGeB2cDhqeh44BekuQ4hW+4EeBuwIHfqN4DTJA3p7vqSJktql9S+fNmyPo3dzKzsiiSpWZLOk7SfpLG1V8Mjq5Z8l9/xaR9gW0nzgDuBG9Iy8gBExEPA3cAHurtwRExNv1FrHTFyZJ8HbmZWZkWGoO+T3ltzZQEc3PfhVNZ1wIUpea8bEXNSt1/tmVRX/ousu/A3jQ/RzKx6ikww62HmPYiI5ZJmAZeyuhVV5Lw/SFoMHAHc06j4zMyqqkhLCknvAnYBhtXKIuKcRgVVUVcC17LmSL+enAvc2/fhmJlVX5FZ0H8IrEv2w90fA8eQDRSwnIj4FbkViyNiKdlkvPX1XlMeEfdR7Nkgw4cOYYmnNzKzQaTIH8f9I+JDwHMRcTawH7BDY8MyMzMrlqRWpPeXJG1ONh3SZo0LyczMLFPkmdSvJY0CzgPmko3s+3EjgzIzM4Nio/u+kjavlvRrYFhEPN/YsMzMzIqP7tsfaKnVl0RE/LSBcZmZmRUa3fffwLbAPKAjFQfgJGVmZg1VpCXVCuwcEdFjTTMzsz5UZHTfQuD/NDoQMzOzel22pCT9D1m33vpky8XPBl6uHY+I9zQ+PDMzG8y66+77Vr9FYWZm1onuktRjwKYRcWe+UNIBwBMNjcrMzIzuk9S3gS90Uv58OnZEA+KxbqxY2UHL6Tf06pylnuvPzCqsu4ETm0bEgvrCVNbSsIjMzMyS7pLUqG6ODe/jOHpNUoekeZLukzQ3/eC4u/otkhb24vqTJH2vlzEtlbRJ2v5db841M7M1dZek2iX9e32hpH8D5jQupMJWRMSYiPgXsm7JrzU7oLyI6DZpmplZz7pLUlOAf5XUJun89PoN8BHg0/0SXXEjgedqO5I+J+keSfMlnV1fWdI2ku6VtJekvSXdlfZ/J2nHXNUt0/f/o6Qzc+efKGl2asldImlIJ5+xPL2PT9e4StIfJF0hSenYO1PZHEnfSXMjmplZ0uXAiYj4K7C/pAmsXqTvhoi4rV8i69lwSfPIVgveDDgYQNKhwPbA3mSLEF4v6SDg0XR8R2A6MCki7pM0EjgwIlZJOgT4L+Do9Bl7k333l4B7JN0AvAgcB4yLiJWSfgCcQPfTRO1BtrLx48CdwDhJ7cAlwEER8bCkTpedlzQZmAyw4cajGdnLm2RmVmVFZkGfBczqh1h6a0VEjAGQtB/wU0m7AoemV21J9hFkSetRYDRwHfC+iFicjm8AXC5pe7IfLw/NfcbMiHgmfcY1wAHAKmBPsqQF2fO5J3uIdXZE/CVdZx7ZwJPlwEMR8XCqcyUpGeVFxFRgKsBW22znqanMbFApNAt62UXEXWnAwmiy1tPXIuKSfB1JLWTD5x8lSza1JPUVYFZEHJXqtOUvXf9R6fqXR0Rnw/O78nJuu4MBct/NzBqtyNx9pSdpJ2AI8AxwM/BhSSPSsS0kvTFVfQU4CviQpA+ksg3IfrgMMKnu0m+XtJGk4cB7ybrqbgWOqV0zHd/6dYS9BNgmJUbIuhDNzCynyv9HX3smBVnr5qSI6ABukfQW4K7UHbccOJG0zEhEvCjp3cDMNLjhm2TdfV8C6n8pOxu4GngT8LOIaAdIdW+RtBawEvgE8Ehvgo+IFZI+Dtwk6UXgnl59ezOzQaCySSoi1hhRlzt2EXBRJ4d2Tcf/BuyVK98ht/2lVGcaMK2L688AZnRS3pLbHpHe28h1IUbEJ3OnzIqIndJov+8D7V18JTOzQamySWqA+HdJJwHrkA30uKS7ysOHDmGJpzkys0HESaqJIuJC4MJmx2FmVlYDYuCEmZkNTE5SZmZWWk5SZmZWWk5SZmZWWk5SZmZWWk5SZmZWWk5SZmZWWk5SZmZWWk5SZmZWWp5xokJWrOyg5fT6OXBhqadKMrMByi0pMzMrLScpMzMrrQGTpCSdIWmRpPmS5knaJ3dsbUlPSfp63Tltktpz+62S2rr5jBslvamubJqkxyS9Ie1vImlpXZ0pkv4uaYNc2bqSrpC0QNJCSb+tLdRoZmaZAZGkJO0HvBsYGxG7A4cAf85VeTvwAPD+tHZT3hslHV7gM4YDG0fEXzo53AF8uJvTJ5Itavi+XNmngb9GxG4RsSvwEbIFFM3MLBkQSQrYDHg6Il4GiIinI+Lx3PGJZIsgPgrsV3fuecAZBT5jPLnFC+t8G/iMpDUGokjaFhhBtpjixLqYa8vWExFLavGbmVlmoCSpW4AtJT0g6QeS3lo7IGkYWcvqf4AreW2iALgLeEXShB4+43Dgpi6OPQr8FvhgJ8eOB6YDdwA7Sto0lV8KfF7SXZK+Kmn7zi4sabKkdknty5ct6yFEM7OBZUAkqYhYDuwJTAaeAmZImpQOv5tsmfYVwNXAeyXVLz3/VdKy8d0YR5aIuvI14HOseU8nAtMj4tX0+e9PMc8DtiFryW0E3CPpLZ18t6kR0RoRrSNGjuwhRDOzgWXA/E4qIjrIuuPaJC0ATgKmkSWJA3KDGTYGDgZm5s69TdJXgX07u7akbYA/R8Qr3Xz+HyXNA47NnbcbsD0wMz0KWwd4GPheOmc5cA1wjaRXgXcC9/fum5uZDVwDoiUlace67rIxwCOSRgIHAltFREtEtACfYM0uP8haU//RxUd019WXdy5wWm5/InBW7bMjYnNgc0lbSxonacMU/zrAzsAjBT7DzGzQGBBJimxgwuWSFkuaT/YH/yzgKOC2ugEJ1wFH1IaM10TE/5J1FXbmMAokqYhYBMzNFR0PXFtX7dpUvi3wm9TquxdoJ+sONDOzZEB090XEHGD/Tg5dnl75us8Co9Pu+Lpje9ZfICWzzSJiaRefPalu/3257W06qf/Z3O5PO7ummZllBkSSaqTUCmttdhwAw4cOYYnn6TOzQWSgdPeZmdkA5CRlZmal5SRlZmal5SRlZmal5SRlZmal5SRlZmal5SRlZmal5SRlZmal5SRlZmal5SRlZmal5SRVIStWdjQ7BDOzfuUkZWZmpeUkZWZmpTUgk5Sk90oKSTv9E9eYJumYtP1jSTv3XYRmZlbEgExSZCvi/pbOV+DttYj4t4hY3BfXMjOz4gZckpI0AjgA+AjZCrhIGi/pdkk3SFoi6YeS1krHlku6UNIiSbdKGt3JNdsktabtiyW1p/pn5+oslXS2pLmSFtRacZJGSLoslc2XdHQqP1TSXan+L1PcZmaWM+CSFHAkcFNEPAA8I6m22u7ewClkS8tvC9RW0F0PaI+IXYDfAGf2cP0zIqIV2B14q6Tdc8eejoixwMXAaansP4HnI2K3iNgduE3SJsCXgENS/XYgv2LvP0ianJJi+/Jly4reAzOzAWEgJqmJwPS0PZ3VXX6zI+KhiOgAriRrbQG8CsxI2z/LlXflWElzgXuBXciSXs016X0O0JK2DwG+X6sQEc8B+6bz7pQ0DzgJ2LqzD4uIqRHRGhGtI0aO7CE0M7OBZUAtHy9pI+BgYDdJAQwBArghvefV7/dUjqQ3k7WQ9oqI5yRNA4blqryc3jvo/t4KmBkRffLMzMxsoBpoLaljgP+OiK0joiUitgQeBg4E9pb05vQs6jiygRWQ3YNj0vYHcuWdGQm8CDwvaVPg8AIxzQQ+UduRtCHwe2CcpO1S2XqSdij6Jc3MBouBlqQmAtfWlV2dyu8BvgfcT5a4avVeJEtgC8laYed0dfGIuI+sm+8PwM+BOwvE9FVgQ0kLJd0HTIiIp4BJwJWS5gN3Aa97uLyZ2UA1oLr7ImJCJ2XfSYngtIh4dxfnrTFoISIm5bbHd1ZeV78lt90OjE/by8meOdXXvw3Yq4uv0qnhQ4f0prqZWeUNtJaUmZkNIAOqJdWViGgD2ro45t8nmZmVlFtSZmZWWk5SZmZWWk5SZmZWWk5SZmZWWk5SZmZWWk5SZmZWWk5SZmZWWk5SZmZWWk5SZmZWWk5SFbJiZUezQzAz61dOUmZmVlpOUn1EUkta7iNfdpak0yRNk/SwpHmS5kraLx3fV9Ldqfx+SWc1JXgzs5IaFBPMlsTnIuIqSYcClwC7A5cDx0bEfZKGADs2NUIzs5Jxkup/twPbpe03Ak8AREQHsLhZQZmZlZG7+/rfEcCCtH0hsETStZI+KmlYfWVJkyW1S2pfvmxZvwZqZtZsTlJ9J3ooP0/SPGAy8BGAiDgHaAVuAT4A3LTGyRFTI6I1IlpHjBzZ50GbmZWZu/v6zjPAhnVlGwEPp+3PRcRV9SdFxIPAxZJ+BDwlaeOIeKaxoZqZVYNbUn0kIpYDT0g6GEDSRsBhwG+7OkfSuyQp7W4PdAB/a3CoZmaV4ZZU3/oQ8H1JF6T9syPiwdV5aA0fBC6U9BKwCjghDaAwMzOcpPpURCwGJnRSPqmL+sc3OiYzsypzd1+FDB86pNkhmJn1KycpMzMrLScpMzMrLScpMzMrLScpMzMrLScpMzMrLUV0NZuPlY2kF4AlzY6jFzYBnm52EAVVKVaoVrxVihWqFW+VYoXV8W4dEaOLnODfSVXLkohobXYQRUlqr0q8VYoVqhVvlWKFasVbpVjh9cXr7j4zMystJykzMystJ6lqmdrsAHqpSvFWKVaoVrxVihWqFW+VYoXXEa8HTpiZWWm5JWVmZqXlJGVmZqXlJFURkg6TtETSnySd3ux4eiJpqaQFkuZJam92PHmSLpX0pKSFubKNJM2U9Mf0Xr/KctN0Ee9Zkh5L93eepHc2M8YaSVtKmiVpsaRFkj6dykt3f7uJtaz3dpik2ZLuS/GencrfLOnu9LdhhqR1ShzrNEkP5+7tmB6v5WdS5SdpCPAA8HbgL8A9wMS0flUpSVoKtEZE6X5oKOkgYDnw04jYNZV9E3g2Ir6e/idgw4j4fDPjrOki3rOA5RHxrWbGVk/SZsBmETFX0vrAHOC9wCRKdn+7ifVYynlvBawXEcslDSVb9fvTwGeBayJiuqQfAvdFxMUljfVk4NcRcVXRa7klVQ17A3+KiIci4hVgOnBkk2OqrIi4HXi2rvhI4PK0fTnZH6tS6CLeUoqIJyJibtp+Abgf2IIS3t9uYi2lyCxPu0PTK4CDgdof/bLc265i7TUnqWrYAvhzbv8vlPgfUxLALZLmSJrc7GAK2DQinkjb/w/YtJnBFPRJSfNTd2DTu8/qSWoB9gDupuT3ty5WKOm9lTRE0jzgSWAm8CDwt4hYlaqU5m9DfawRUbu356Z7e6GkN/R0HScpa5QDImIscDjwidRlVQmR9YGXvR/8YmBbYAzwBHB+U6OpI2kEcDUwJSKW5Y+V7f52Emtp721EdETEGOBNZD0sOzU3oq7VxyppV+ALZDHvBWwE9Njl6yRVDY8BW+b235TKSisiHkvvTwLXkv2DKrO/pmcUtWcVTzY5nm5FxF/TH4FXgR9RovubnkFcDVwREdek4lLe385iLfO9rYmIvwGzgP2AUZJq87CW7m9DLtbDUhdrRMTLwGUUuLdOUtVwD7B9GsWzDnA8cH2TY+qSpPXSg2gkrQccCizs/qymux44KW2fBFzXxFh6VPuDnxxFSe5vemD+E+D+iLggd6h097erWEt8b0dLGpW2h5MNpLqfLAEck6qV5d52Fusfcv+jIrJnZz3eW4/uq4g0DPbbwBDg0og4t7kRdU3SNmStJ8hm2v95meKVdCUwnmzZgL8CZwK/An4BbAU8AhwbEaUYrNBFvOPJuqMCWAp8NPfMp2kkHQDcASwAXk3FXyR71lOq+9tNrBMp573dnWxgxBCyBsYvIuKc9O9tOln32b3Aiaml0jTdxHobMBoQMA84OTfAovNrOUmZmVlZubvPzMxKy0nKzMxKy0nKzMxKy0nKzMxKy0nKzMxKy0nKzMxKy0nKzMxK6/8DzytPnKA8VUEAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def normalize(s: pd.Series) -> pd.Series:\n",
|
|
" return (s / s.sum()) * 100\n",
|
|
"\n",
|
|
"plot = (\n",
|
|
" df[['subcategory.name', 'timeSpent']]\n",
|
|
" .groupby('subcategory.name')\n",
|
|
" .sum()\n",
|
|
" .apply(normalize)\n",
|
|
" .sort_values(by='timeSpent', ascending=True)\n",
|
|
" .plot(kind='barh', xlabel='Change categorie', legend=False)\n",
|
|
")\n",
|
|
"\n",
|
|
"plot.grid(axis='x')\n",
|
|
"fig = plot.get_figure()\n",
|
|
"fig.tight_layout()\n",
|
|
"fig.savefig(f'{FIGURES_DIRECTORY}/changes_tijd_categorie.pdf')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Gemiddelde tijd besteed per categorie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot = (\n",
|
|
" df[['subcategory.name', 'timeSpent']]\n",
|
|
" [df['subcategory.name'] != 'SAN / NAS']\n",
|
|
" .groupby('subcategory.name')\n",
|
|
" .mean()\n",
|
|
" .transform(lambda x: (x - x.min()) / (x.max() - x.min()))\n",
|
|
" .sort_values(by='timeSpent')\n",
|
|
" .plot(kind='barh', title='Gemiddelde bestede tijd per categorie (genormaliseerd)', legend=False)\n",
|
|
")\n",
|
|
"\n",
|
|
"plot.grid(axis='x')\n",
|
|
"fig = plot.get_figure()\n",
|
|
"fig.tight_layout()\n",
|
|
"fig.savefig(f'{FIGURES_DIRECTORY}/changes_tijd_gemiddeld_categorie.pdf')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Hoeveelheid changes per categorie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot = (\n",
|
|
" df['subcategory.name']\n",
|
|
" .value_counts(normalize=True)\n",
|
|
" .mul(100)\n",
|
|
" .sort_values()\n",
|
|
" .plot(kind='barh', title=\"Aantal changes per categorie (percentage)\")\n",
|
|
")\n",
|
|
"\n",
|
|
"plot.grid(axis='x')\n",
|
|
"fig = plot.get_figure()\n",
|
|
"fig.tight_layout()\n",
|
|
"fig.savefig(f'{FIGURES_DIRECTORY}/changes_aantal_categorie.pdf')"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|