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onderzoeksrapport/data-analyse/topdesk_changes.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Topdesk changes analyse\n",
"\n",
"Dit notebook bevat verschillende grafieken met betrekking tot de gespendeerde tijd aan changes"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"import topdesk\n",
"\n",
"FIGURES_DIRECTORY = \"../figures\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Ophalen gegevens"
]
},
{
"cell_type": "code",
"execution_count": 23,
"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",
" \"finalDate\"\n",
"]\n",
"\n",
"results = topdesk.get_changeactivities(query, fields)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data cleaning\n",
"\n",
"drop nan values, filter op alleen de 'netwerk' categorie en converteer de 'creationDate' kolom naar `DateTime`"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"df = (pd.json_normalize(results)\n",
" .dropna()\n",
" .convert_dtypes()\n",
" )\n",
"\n",
"df = df.loc[df['category.name'] == 'Netwerk']\n",
"\n",
"df.creationDate = pd.to_datetime(df.creationDate)\n",
"\n",
"df.finalDate = pd.to_datetime(df.finalDate)\n",
"\n",
"# df.timeSpent = df.timeSpent / 3600 # twee keer delen door 60 om naar uren te zetten"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Verloop gespendeerde tijd per categorie"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
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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": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Aanmaak datum', ylabel='Gespendeerde tijd (genormaliseerd)'>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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qGpw1tb0pUuIpLCSI3Ix4rSimlB/1NcX9e79FoZTyi4p6Z98bbxpldDdnzAie/HQ3Le2dRIQG+zo0pVQ3fU1x/8+fgSilrNdVRWyAI2hwruR+5KNdbCqvZe7YRF+HppTqxptSnxNF5EUR2Swiu9w3fwSnlPItdx3ugS4Sgy8vFFNKWc+bQiV/Bx4GOoAlwNPAM1YGpZSyRmVDKyEDKPPpKSU2nMzESL0OrZSfeJOgI40xHwBijNlrjLkbOMvasJRSVqhsaCVpAGU+u5szZgTrig/hZUM7pdQQeJOgW0UkCNghIjeJyAVAjMVxKaUs4KzDPfDpbbc5Y0ZwoK6V8toWH0allOqJNwn6ViAKuAWYC1wFXGNlUEopa1Q2tA14i5WnL65D6zS3UlbrN0EbYz43xjQYY0qNMdcZYy40xnzmj+CUUr41mDrcnqaMiiUyNJi1mqCVsly/zTJEZB7ONpNjPZ9vjMm1MC6llI8ZY4acoEODnQVL1utCMaUs500/6GeB24ECwGFtOEopq9Q2t9PeaYY0xQ3O/dCPfbRLC5YoZTFvEnSFMeZ1yyNRSlmqq0jJAOtwdzdnzAg6HIaCslrmZ2nBEqWs4k2C/pmIPA58ALS67zTGvGxZVEopnxtKmU9Ps8ckAM6FYpqglbKONwn6OmAKEMoXU9wG0AStAGhq66C+pYO0uIhAh6L6UOEaQQ91ijs5JpyxSVFasEQpi3mToOcbYyZbHokatv70/g5e21DGZ3eegsjgCmAo61UOocxnd3PHjODjnZUYY/TfXCmLeLMPeqWITLM8EjVsbd1fz4G61q4RmrInd5nP+EGU+exu9tgRVNS3Unqo2QeRKaV64k2CXghsEJFtIpIvIgUikm91YGr4KKluAmDnwYYAR6L64q4iNtgyn57muK9D6zS3Upbpc4pbnHNXXwf2+iccNdx0Ogylh5wJuuhgA4smJAc4ItWbyoZWkmOHtoLbbXJaLFFhwazbe4jzZqX75JhKqS/rM0EbY4yIPGiMmeGvgNTwsr+uhfZOZ+MEHUHbW2VDm0+uPwOEBAcxMyOBdcU1PjmeUupw3kxxrxOR+ZZHooal4irn6Dk4SNhZoQnazirqW4e8xcrTnLEJbNlXR3Nbp8+OqZT6gjcJ+hhglYgU6TVo1Z37+vPcMSN0BG1jxhiqGltJHuIWK0/ugiX5pTU+O6ZS6gvebLM6zfIo1LBVXN1EcJBw4qRkfv9uNXUt7cRFDH2VsPItd5lPX01xA8x2d7YqruGY8Uk+O65SysmbblZ7gQTgHNctwXWfV0QkWETWi8ibg45S2VZxdROjEyKYPDIOcC4UU/ZTUe+bIiWeEqPDGJ8crZ2tlLJIvwlaRG7F2TAj1XV7RkRuHsB73ApsGVx4yu6Kq5sYkxhFdmoMoAvF7KrCR3W4u5s9ZgTriw9hjPHpcZVS3l2D/hpwjDHmp8aYn+LcF32DNwcXkQzgLODxwYeo7KzElaAzR0QSFhykC8VsqrLBN3W4u5szNoGqxjaKXWsRlFK+402CFsBzmWan6z5v/Am4A21TeURqaO2gqrGNzMQoQoKDGJccrVPcNlXhwzKfnuZ0XYfWaW6lfM2bBP13YLWI3C0idwOfAU/09yIRORs4aIxZ28/zbhSRPBHJq6io8CZmZRPuFdxjEqMAyE6N0Slum6psaCU02DdlPj1NSoslOiyYDbofWimf82aR2P3A9UC163adMeZPXhz7OOBcEdkD/Ac4WUSe6eH4jxpj5hlj5qWkpAwkdhVgxd0S9ITUGIqrm2hp132xdlNZ30pStG/KfHoKDhJy0uPZWFrr0+MqpbwbQQNsAF4EXgWqRGRMfy8wxtxpjMkwxmQBlwMfGmO+Osg4lQ31NIJ2GNhd2RjIsFQPfFnms7uZGfFs3ldHW4deyVLKl7xZxX0zcAB4D3gTeMv1pzrKFVc3ERse0jVtmp2iK7ntqqLBt1XEPOVmJNDW4WD7gXpLjq/U0cqbQiW3ApONMVWDfRNjzApgxWBfr+ypuLqJzMSorn7A41OiEdEEbUeV9W1Mde1V97WZGQkA5JfWMj093pL3UOpo5M0UdwmgF5jUYdxbrNwiQoMZkxilW61sxuHwfZlPT5mJkYyICtWSn0r5mDcj6F3AChF5C2h13+laPKaOUg6HoeRQM6dMTfvS/dkpMbrVymbcZT6tmuIWEWZkJOhCMaV8zJsRdDHO689hQKzHTR3FDta30tbhINNjBA3OhWK7KhvpdGhlKbuodFcRs2gEDc6FYtsP1GtnK6V8qN8RtDHmHgARiTLGaLkgBRy+xcptQmoMbR0OSqqbyEqODkRoqhurynx6ys1IoNNh2LyvlrljEy17H6WOJt6s4j5WRDYDW13fzxSRhyyPTNlabwlaa3Lbj7uKWKrFI2iAjSU6za2Ur3gzxf0nnC0nqwCMMRuBEy2MSQ0DxdVNiEB6QuSX7u9K0LpQzDbcdbh9XebTU2pcBCPjInShmFI+5FWhEmNMSbe79ELTUa6kuonR8ZGEhXz5FIqLCCU1NlxH0DZiVZnP7nIz4snXhWJK+YxX26xEZBFgRCRURL6Pto886jn3QEf2+JjW5LaXivpWkmPCu/arW2VmZgK7KhupbW639H2UOlp4k6C/AXwbSAfKgFmu79VRrLjbHmhP2anOrVbaI9geKhtaLZ3edst1XYcuLNNRtFK+4M0q7krgSj/EooaJ5rZOKupb+0zQ9a0dHKxvJS0uws/Rqe4qLSzz6Sk3PQGAjaU1HJedbPn7KXWk6zdBi8hferi7Fsgzxrzm+5CU3ZUccq7g7r4H2s2zJrcm6MCrqG9l2ihrynx6io8KZWxSFPm6klspn/BmijsC57T2DtctF8gAviYif7IsMmVbxVU9b7Fy061W9uFwGKoa2vwyxQ3O/dC6klsp3/Cm1GcucJwxphNARB4GPgaOBwosjE3ZVG97oN1SYsOJjQjRBG0Dtc3tdDiM3xL0zIx43thYTkV9KykW7rtW6mjgzQh6BBDj8X00kOhK2K09v0QdyYqrm4gOCyYxuufKVCKiK7ltwl1FzF/JMrers1WNX95PqSOZNwn6d8AGEfm7iDwFrAfuE5Fo4H0rg1P2VNKtzWRPslNitFiJDVTWu8t8+idBT0+PI0jQxhlK+UC/CdoY8wSwCHgVeAU43hjzuDGm0Rhzu8XxKRvqa4uVW3ZqDBX1rbonNsC+GEFbV4fbU1RYCBNTY3UErZQP9JqgRSTL/bUxZp8x5jXXrdz1uIhIhh9iVDZijPE6QYMuFAs0f5T57M5dUUz3wSs1NH2NoO8TkZdE5GoRyRGRVBEZIyIni8i9wKfAVD/FqWyior6V1g4HY5K8S9DaGzqwKur9U+bTU25mAtWNbZQeavbbex7NWtq18vKRqtcEbYy5BPgJMBl4EOfK7deA/wdsA042xrznjyCVfbhXcPe2B9otY0QUYSFBeh06wNxVxKwu8+nJ3dlK63Jb791N+8m9511WFVUFOhRlgT6vQRtjNhtjfmyMWWyMmWyMmW2M+Yox5hljTIu/glT20d8WK7fgIGF8crROcQeYv8p8epoyMo6w4CC9Du0Hq3ZV0dbh4FvPrqXE9X9THTm86mallFtvbSZ7olutAi8Q+5HDQoKYOiqWjZqgLVdYVktWUhSdDsMNT+fR1NYR6JCUD2mCVgNSXN3EyLgIIkKD+31udmoMJYea9BpZADlH0P5Zwe0pNyOBwrI6HA5dKGYVh8OwqbyOkyal8NevzGH7gXq+/8JGXZx3BNEErQbEvQfaG9mpMRgDuyoaLY5K9cTfZT495WbE09Dawa5KnUGxyq7KRpraOpmeHs9Jk1L44RlTeLtgPw8u3xno0JSP9FrqU0Tm9PVCY8w634ej7K64uokTJqZ49dyurVYVDUwbbX2zBvVlNa4yn4EouTkzMwGAjSW1ZKfG+v39jwabyp2L8Ga4FuXdcMJ4tuyr5/fvbmfyyDiWTUsLZHjKB/oaQf/BdXsQWA08Cjzm+vpB60NTdtPS3smBut7bTHY3LjmaING90IFS2eDfKmKeJqTEEBUWrAvFLFRQWkt4SFBX9zgR4dcXziA3I57bntvAjgP1AY5QDVVf26yWGGOWAPuAOcaYecaYucBsoMxfASr7KD3k3Qput/CQYMYkRule6ADxd5lPT8FBwvT0ePLLdKuVVQrLa5k6Ko6Q4C9+jUeEBvPIVXOJCA3mhqfzqG3SSn7DmTfXoCcbY7q6VhljCtECJUclb/dAe9KV3IHj70YZ3c3MiGdzeR3tnY6AvP+RzOEwbCqrY3r64ZeORsVH8shVcyiraeamf6+jQ//+hy1vEnS+iDwuIotdt8eAfKsDU/ZTUu2sDOXtCBpgQmoMuyob9JdEAFS4RtApARhBg3Mld2uHg237darV1/ZWN1Hf2sGM9PgeH587NpFfnD+dj3dU8tt3tvo5OuUr3iTo64BNwK2u22bXfX0SkQgRWSMiG0Vkk4jcM7RQVaAVVzcRGRo8oG072SkxtHeartG38p/KhjbCgoOIi/Sm7bvvzexqPanT3L5W6Lp0kDO65wQNcNn8MVy7KIvHPt7Ny+tK/RWa8iFvulm1GGP+aIy5wHX7o5dVxFpxlgOdCcwCTheRhUOMVwWQu0nGQMpGatOMwKmod+6B9meZT0+ZiZGMiArVhWIWKCyrJSw4iElpfa+Q//FZUzl2fBI/fLmAjSU1/glO+Uxf3ayed/1ZICL53W4bRWS5iJzX2+uNk/u3cqjrpjvoh7GB7IF2m+Cx1Ur5V2VDK8kBuv4MzlXFMzIStDe0BQrLa5kyKpawkL7HWKHBQTx45RxSY8O58Z95HKzTCs3DSV//ure6/jwbOKfb7Vzg+8Bv+zq4iASLyAbgIPCeMWZ1D8+5UUTyRCSvoqJi4D+B8gtv20x2FxcRysi4CB1BB0Ag6nB3NzMjnu0H6mlu02pyvmKMobCsrs/pbU+J0WE8dvU86po7+MYza2nt0H+L4aKvbVb7XH/u7eW2Friyr4MbYzqNMbOADGCBiEzv4TmPurZwzUtJ8a4AhvK/qsY2mto6yUzsvwZ3d9mpMbrVKgAqG1oDtkDMLTcjgU6HYfM+HUX7Skl1M7XN7b0uEOvJ1FFx3H/pTNYV13DXK4VaDnSY6GuK+xPXn/UiUudxqxeROgBXku6XMaYGWA6c7oOYVQB428WqJ9mpMRRVNOovBT9yOAyVDW0kx/q/DrenXFeVq40lmqB9pdBVQaynLVZ9OWPGKG45OZsX1pbyj5V7LIhM+VpfI+jjXX/GGmPiPG6xxph+zwwRSRGRBNfXkcAyQNf7D1MlQ0jQE1JjaGjtYL9e//KbmuZ2Oh0m4FPcaXERpMWF60IxHyooqyUkSJg8cuAlVL+zdBLLpqVx71tbWLmz0oLolC/1u4pbRP7pzX09GAUsF5F84HOc16DfHHiIyg6Kq5wJOmPEIEbQKbqS298qA1ykxFNuRoJutfKhwrJaJqXFEh7Sf0e57oKChD9eNosJKdF861/rtIe0zXmzDzrH8xsRCQHm9vciY0y+MWa2MSbXGDPdGPPzwQZptV0VDZz3wCfsqdSuS70prm4iNTacyLCB/1LQrVb+VxHAMp/dzcyIZ1dlI7XNWnZyqJwLxGoHdP25u5jwEB67eh7GwA1P59HYqj2k7aqva9B3ikg9kOt5/Rk4ALzmtwj94O2CfWwsreUXb20OdCi2NZgV3G7JMWHER4baNkFvKq/tKvxwpAhko4zucl0FS460v+NAKK9t4VBTO9MzBp+gAcYmRfPAV2ZrD2mb6+sa9K+NMbHAfd2uPycZY+70Y4yWW1lURZDA+1sO8r/tutWrJyVDSNAiYtua3A6H4ev/XMvX/7mWTseR80sq0GU+PXUtFNPr0ENW4LpUMN0H7VtPmJjCd5dN4v8K97Nln5ZjtSNvKokdUcm4u5b2TtbuPcSVx4wlKymKe9/crMX9u2nt6GRfXcuAi5R4yk6JociGxUpW7aqi9FAzZTXNfHoELZqpaGgNaJlPTwlRYYxNiiJfV3IPWWFZLcFBwtRRvumvftn8MYjA+1sO+OR4yre8uQZ9RFtfXENrh4OTJqVw11nT2HmwgX+u2hvosGyl7FAzxgxuBbdbdmoMlQ1t1DS1+TCyoXs+r4S4iBASokJ5Lq8k0OH4TGV9W0DLfHbnXChWE+gwhr3C8lompsYQETrwtSA9SYkNZ1ZmgiZomzrqE/SqXc7p7QXjEzllaionTEzmj+9vp8p1DU957IFOGlqCBnstFKttauf/Cvdz/ux0zp+VznubDnCo0V4fIAYr0GU+u5uZEU95bUvX1LsaOPcCselDWCDWk2XT0sgvrWV/rW6DtBuvErSIHC8i17m+ThGRcdaG5T+riiqZkR5PXEQoIsJPz55GU1sn97+3PdCh2cZQ9kC72TFBv55fTluHg0vnZXLZ/EzaOh28sr4s0GH5REV94KuIecrt6mxVE9A4hrMDda1UNrT55Pqzp2VT0wCd5rYjb/ZB/wz4AeC+Fh0KPGNlUP7S1NbBhpIajp2Q3HXfxLRYrlo4ln+vKWZzeV0Ao7OP4uomwkOChvQLPz0hkojQIFsl6BfySpg6Ko6c0XFMHRXHzIx4ns8rOSJWtNqhDren6elxBAnaOGMIClyr4GcMcQV3d9mpMWQlRfHeZk3QduPNCPoCnM0xGgGMMeXAwEvY2FDenkO0dxqOnZD0pftvWzqJ+MhQfv7mpiPil/VQFbu6WAUFDf56ZlCQMD45xjZdrbbsqyO/tJZL52V0Xae9dH4mW/fXD/uiGg6Hoaox8GU+PUWFhTAxNVZH0ENQWFZLkOCzBWJuIsLSqWmsKqqiQfdE24o3CbrNOLOUARCRaGtD8p+VRVWEBAnzs0Z86f74qFC+d+pkPttVzf8V7g9QdPZRXN08pOltNztttXo+r4Sw4CDOn5Xedd85M0cTERo07BeLHWpqo9NhbDXFDc7tVvmltfqhd5AKy2qZkBJDVJjvV+Yvm5ZGW6eDj3Sbqa14k6CfF5FHgAQRuQF4H3jM2rD8Y9WuKmZlJvR4wl+xYAxTRsbyy7e20NJ+9LZnM8YMaQ+0p+zUGMpqmgPeerC1o5NX15exLCeNEdFfjDLjIkI5c8YoXt9QTlPb8B1JVDY4F7rZaZEYQG5mAtWNbZQeag50KMNSwRAriPVl7tgRJESF8r5Oc9uKN/ugfw+8CLwETAZ+aoz5q9WBWa2upZ2C0hoWdZvedgsOEn56zjTKapp57KNdlsZS39LO6l1Vlr7HYB1qaqehtWNIe6DdslNjMIaA74f+YMtBDjW1c+m8zMMeu2xeJg2tHbxdMHxnTuxURczTTNe1U19eQthf28KFD33KD17M56PtFUdsDYODdS0crG8lx6IEHRIcxMlTUvlw20E6jtC/w+HIq1Xcxpj3jDG3G2O+b4x5z+qg/OHz3dU4DF9aINbdognJnDF9JA+tKGJfrTWf+mub27ny8dVc9uhntiyUMZQ2k925V3IHOkE/93kJo+IjOD778H/7BeMSGZcczfOfD99p7q4qYjYbQU8ZGUdYcJDPrkMbY/jRKwUUltfxVsE+rn5yDQt++T53vpzPJzsqj6hE424xadUIGpyruWua2snbe8iy91AD01ct7u59oL9082eQVlhZVEVYSBCzxyT0+bwfnTmVTmP47f/5vlNmbXM7Vz+xmi376kiMDuMP726z3fU5XyborKRogoMkoNehy2ua+WhHBRfPzSC4h0VvIsIl8zJYs6eaXTZZ0DZQdh1Bh4UEMXVUrM9Kfr66oYwPtx7kB6dPIe+upTx61VxOnJTC6xvK+eoTq1nwqw/40SsFrNw5/JN1YVkdIjDNx1usPJ04KYWw4CCd5raRvmpxu/s+/xn4IZAOZODccvUnv0RnoVVFVcwbO6LfijyZiVHceMJ4Xt1Qztq91T57/7qWdq5+cg2b99Xx8JVz+f6pk1lXXMOKbfZapOHeA52ZGDnkY4WFBDE2MSqgCfrldaUYA5fMPXx62+3iOc7k/XxeqR8j852uMp8RgS/z2V1uRgKFZXU4hlj3/GB9C3e/vpk5YxK4dlEWEaHBnJozkj9fPpu1P1nG3746l+Oyk3l1fRlfeXw1C3/9AXe9WsCqoqphWXO9oKyWccnRxIRb928aHR7Couwk3ttywHYDhaOVN1Pc5xpjHjLG1Btj6owxDwPnWR2YlQ41trF5Xx3Hju/5+nN331oygZFxEdz9+uYh/2IBV3J+Yg2by2t58CtzWDotjUvmZZCZGMn972231X+O4qomkmPCfbZydEIAV3I7HIbn80o5dnxSn1XRUuMiWDI5lZfWlQ7LkVdlfRspseG2KfPpKTcjnobWDnYNobWrMYafvrqJ5vZOfnfxzMNmQiJCgzl9+kj+esVs1t61jIevnMMx45N4aW0ZVzz2Gcf86gN++lohq3cNn2Q91BaT3lo6NY29VU222W1xtPMmQTeKyJUiEiwiQSJyJa490cPV6t3OBVmLsr1L0FFhIfzwjCkUlNXy4rqhjarqW9q55sk1FJbV8sBX5nBqzkgAQoODuOXkiRSU1fKujaaYnG0mhz56dstOjWFPVWNAEt/q3dUUVzdx6fyMfp972fxMKupbWW6zGQ1vVDS0khxjnz3QnmZmJgBDqyj2dsF+3tm0n9uWTupa19CbyLBgzpgxige/Moe1P1nKg1+Zw4JxI3g+r4TLHv2MY3/9Afe8scnWvaorG1rZV9vC9NH+SdCArX4HHc28SdBfAS7F2Qf6AHCJ675ha2VRFVFhwV3lB71x3qzRzBmTwO/e2UZ9y+D+Mze0dnDNk2soKHUm59NcydntgtnpjE+O5v53t/tkpO4LQ+kD3ZPslBjaOw17XVPn/vRCXgmx4SGcnjOq3+cumZxCSmw4z31e7IfIfKuy3l5VxDw59/EGD3old3VjGz99rZDcjHhuOGFgFYejwkI4K3cUD105l7V3LeOvV8xmzpgR/HPVXm761zrbzpa4+2j7ugZ3T0bGR5CbEa9lP22izwQtIsHATcaY84wxycaYFGPM+caYPf4Jzxori6qYn5VIaLD3vUJEhJ+dk0NlQysPLN854Pd0J+eNpbX89YrZnD595GHPCQkO4talE9l2oJ63CvYN+D18rb3Twb5a3xQpcQtUTe66lnbeLtzHubNGExnWfyegkOAgLpqTwfJtFRysG15NBCobWm23gtstOEiYnh4/6IVid7++ibqWdn53cS4hA/j/2110eAjnzBzN366ayy8vmM7HOyr55dtbBn08K21ylRzOSbdugZinZVPT2FBSw8H64XXeH4n6PMONMZ3A8X6KxS8O1rew82BDr/uf+zIzM4GL52bw5Ce72T2Aa2gNrR1c++QaNpTU8NcrZnPGjN5HcOfkjmZSWgx/fH97wD/Rl9c04zD4ZA+024QAJeg3N+6jpd3R497n3lw6L4NOhxnyZQ1/6irzadMRNDj3Q28urxvwnuV3N+3n9Y3l3LRkIlNG+i5ZXTZ/DNcfN46/f7qH/6yx34xJQWktWUlRxEWE+uX9lk5Lwxj4cMtBv7yf6p03H0HXi8jrInKViFzovlkemUVWFTmvP3evv+2tO06bTFhwEL98a7NXz29s7eC6v69hfUkNf7l8Nmf2kZzBWbP6u8smsauikdc2lA8qRl/x5RYrt5jwEEbFR1Dk5wT9XF4Jk9NiyR1Ao4HxKTEsyErkhbxSWy3c64u7zKddr0GDcyV3a4eDbfvrvX5NbVM7d71ayJSRsXxz8QSfx/SjM6dw4qQUfuJaPGYnheW1lhUo6cmUkbFkjIjU5hk24E2CjgCqgJOBc1y3s60Mykqf7aoiNiKEnEEuuEiNi+DmUyby/paD/K+furXO5Pw564pr+NNlszgrt/9rnwCn5YwkZ3Qcf/5gR0ArI/miD3RPslP92zRj2/56NpbUcIlHYwxvXTo/k92VjazZ7bstdlaya5lPT7mDqCh271ubqWps4/eXzCQsxPdt7EOCg/jrFbPJTIzim8+u69peGGiHXKVR/bGC283dPOOTnZXDuuTtkcCbUp/X9XC73h/BWWFlURXHjEvqsUiFt647LouxSVHc++bmXhNoU1sH1z/1OXl7q/njZbM4Z+Zor48vInzv1EkUVzfx4trATa8WVzcRFhxEWmyET487IcW51cpfC+FeyCshNFi4YHZ6/0/u5swZI4kJDxk2DTS6qojZeIp7TGIUCVGhXq/kXrHtIC+uLeUbJ423dKFUfGQoT1wzn45OB//vH3m26OzkjwpiPTl1WhqtHQ4+3mG/6oZHE2/6QU8SkQ9EpND1fa6I3GV9aL5XVtPM3qqmQV1/9hQeEsxdZ01j58EGnvls72GPu5Pz53ucyfncASRntyWTU5mVmcBfP9hBa0dgmkuUVDeRkRg5pDaTPclOjaGprZN9flh81dbh4JX1ZSydmkbSIJJWVFgI584azdsF+6gb5Op9f+qqImbjEbSIMCM93qve0PUt7dz5cgHZqTHcfPJEy2MblxzNg1fOYWdFA9/5z4aA76YoLHMtELOwglhP5o9LJC4iRKuKBZg3c0WPAXcC7QDGmHzgciuDsspQrz97Wjo1lRMmJvPH97ZT3djWdX9zWydfeyqPNbudyfm8WQMftcEXo+jy2haeC1BdaF9vsXLz50ruD7ceoKqxbUCLw7q7bF4mLe0OXg/wmgBv2LXMZ3czMxLYfqC+385mv/6/rRyoa+G+i3P7rfrnKydMTOEnZ03l/S0H+P272/zynr0pLKslMzGShCj/rikIDQ5iyZRUPtx6cNgUczkSeZOgo4wxa7rdF/i5n0FYVVRFYnQYk9Nih3wsEeEnZ0+jsa2TP7j+Eze3dfK1f3zOZ7ur+MOlMwednN2Oz05mwbhEHvhwZ0BaXhZXDf8E/XxeKWlx4ZwwsfemKP3JzYhnyshYnh8G09wV9a2EhdizzKen3Ix4Oh2Gzft6H0Wv3FnJv1YX87XjxzF7zIhen2eFaxZlccWCMTy0oojXNpT59b09FZbX+qVASU+WTk2jqrGN9cXaPCNQvEnQlSIyATAAInIxEPhNugNkjGFVUSULxyf6bMp2UlosVy0cy7/XFLOu+BA3PJ3Hql1V/OGSmVwwu/9qVf0REb63bBIH61t7nEq3Um1TO3UtHZYk6KToMBKiQi1P0AfqWlix7SAXzckY0p5ZEeHSeZnkl9ayZZ+9+8RUNLSSEmPPMp+e3BXFNpb0nKAbWzv4wcv5ZCVF8d1lk/0YmZOIcM+5ORwzLpHbX8xnQ0mN32OobW5nb1WTXwqU9OSkySmEBouu5g4gb35rfRt4BJgiImXAd4BvWhmUFfZWNVFe29Jne8nBuG3pJOIjQ7nskVV8WlTJfRfP5MI5Q0/ObseMT+L47GQeXlFEox8XrRR3NcnwfYIWESamxli+1eqldaU4DEOa3na7YHY6YcFBAbvc4K3KhjZbb7FyS4uLIC0uvNeFYvf9dxsl1c387uKZXhWWsUJYSBAPf3UuaXHh3Ph0Hvtr/Vu4Y5MfK4j1JC4ilIXjnc0zVGB4s4p7lzFmKZACTDHGHO9NJTERyRSR5SKyWUQ2icitPoh30Fa59jYOdYFYd/FRofzg9Cl0Ogy/uyiXi+f6Ljm7fffUSVQ1tvHUyj0+P3ZvrNgD7cnqrVbGGF7IK2XBuESykqOHfLwR0WEsy0nj1Q1lAVu0542KevtWEesuNyOhx61Wn++p5h+r9nDNsWNZMC4xAJF9ITE6jMevnk9jawc3/jOv32vmvhSoFdyelk1LY1dFo2U93D/fU81DKwZemfFo4c0q7jQReQJ40RhTLyLTRORrXhy7A/ieMWYasBD4tohMG2K8g7ayqIrU2HDG++CXdXeXLxhD/t2ncYkPRmo9mTNmBCdPSeXRj3b5bSWxlSNocG61qm5s+9ICO1/6fM8hdlc2+mT07HbZvExqmtp5d5N9RxSVDfatw93dzIx4dlU2fqlRRUt7Jz94MZ/0hEjuOH1KAKP7wuSRsfz58tkUlNVyx0v5fitaU1BWR3pCJInRgZsROcXVPMOK1dz1Le3c9K91/O6dbX6fnRguvJnifgr4L+DeK7Qd5zR3n4wx+4wx61xf1wNbcPaU9jvn9ecqFk1IsuzanJV9WgG+u2wStc3tPPHxbkvfx624uonE6DDLfi6rF4o9n1dCdFgwZ844vOb5YB2fnUx6QqRPp7nrW9r50SsFvOSD/e6dDkO1zct8enI3q3E3gwD443vb2VXZyG8vyiXa4v9TA7F0Whp3nDaFNzaW8+AgavEPxqayWr9vr+ouPSGSnNFxllyH/t072zhQ59x1sGKblhXtiTcJOtkY8zzgADDGdAADmucRkSxgNrC6h8duFJE8EcmrqLCmtd/Ogw1UNrT6ZHtVoExPj+f0nJE8+cluapqsGXV6Kqlusmz0DNYm6IbWDt7K38c5M0f7rI81OMuwXjIvg092Vvqk0tT2A/Wc98Cn/Gt1MXf7oOWhu8zn8Jnidk7duhtnrC8+xGMf7+KKBZkcl+3btSK+8I2TxnPB7HR+/+523incb+l71be0s6uyMaDT225Lp6axtvgQVa4tfL6wdm81z6zey7WLshgdH8FyTdA98rYfdBJfrOJeCHhdo09EYoCXgO8YYw5bAmuMedQYM88YMy8lJcXbww7IF9ef7feffiBuWzaJhrYOHv1ol+XvZdUeaLfR8ZFEhgZbkqDf3FhOc3snl873/SWHS+ZlIgIvDHHE+2Z+Oec/+Cl1Le3ce14O9S0dPPnJ0GZHhsseaLeEqDDGJkWRX1JLa0cnd7yYT1pcBHeeOTXQofVIRPj1hTOYlZnAd5/fwOZy61b0u48dqAVinpa5mmd8sNU3SbStw8GdLxcwKi6C7582mZMmp/LpziraOuzZ7jOQvEnQ3wVeByaIyKfA08DN3hxcREJxJudnjTEvDzrKIVq5s4r0hEhLR4T+MHlkLOfkjubvn+7p+mVshY5OB2U1zYxJjLTsPYKChAmp0ZYsFHs+r4Ts1Bhmu7by+FJ6QiTHZyfzYl7JoAo4dHQ6+MWbm7npX+uZMjKWN28+gauOzeqaHaltGvwourLeVYd7GKzidnMuFKvhgQ93suNgA7+6YIbfujYNRkRoMI9eNZe4iFBueDrPsv+HBQFewe0pZ3Qco+MjfHYd+tGPith+oIF7z59OTHgISyan0NDaQd7e4VHv3p+8WcW9DjgJWAR8HchxVRPrkzgv9j4BbDHG3D/UQAfL4TB8trvK56u3A+XWpRNp7ejkbyuKLHuPfbUtdDqMpSNogOwU32+12nmwnnXFNVw6iMYY3rpsfibltS18snNgdYor6lu58vHVPP7Jbq4+diz/ufFYRsY765zfunQi9a0dPPHJ4GdH3MliuExxg3OhWHltCw+tKOLCOeksmZIa6JD6lRoXwWNXz6OqsZVvPrPWklX9hWW1pMWF2+LfUkRYOi2Nj3dUDrlg0q6KBv7y4U7Oyh3VtQDtuOxkQoOFFdusucQ5nPWaoLu1ljwXmAxMAs7xst3kccBVwMkissF1O9MnUQ/Alv111DS1D+vrz54mpMRwwewM/vnZXg5YVMva6hXcbtmpMZTVNPt0f/cLeaUEB4lPCsX0Ztm0NEZEhfL8ABaLrSs+xNl//ZiNpTXcf+lMfn7e9C91ZZo6Ko4zpo/k75/uGfQaA3ejDDvX4e7OvVAsMTqMn54dsE0eAzYjI57fXzKTz/cc4q5XCn2+sruwvM4W15/dlk5No7m9k08H+KHUkzGGO18uIDwkiJ+d88W/dXR4CMeMS9KFYj3oawTtbi35NZwj4Stdt8eBfrtZGWM+McaIMSbXGDPLdXvbF0EPhC/rb9vFradMpNNhLFtNavUeaDf3QrFdFY0+OV57p4OX1pVx8pRUS0ce4SHBnD87nXc37+93m5gxhn+u2sNlj6wiPCSYl795XK+FbL4YRQ/uWnRlg7PMZ6yNVj/3JzcjnoXjE7nv4ly/15seqrNzR3PLydm8sLaU1zf6rk57Y2sHRRUNtpjedjtmfCIx4SG8P4SiJS/klbJ6dzU/OnMqqd065C2enML2Aw2UHrJHm0+76DVBu1tLAqHANGPMRcaYi4Ac133DwqqiKsYnRzMq3rrrqf42JimKS+Zl8u81xZac0MXVTYQEieV/Z10ruSvqfXK85VsPUtnQymUW7Uf3dNn8TNo7DS+v632xWEt7J997YSM/eW0Tx2cn88ZNxzOtj20zU0bGceaMwY+ih0uZT08RocH858ZjWTzZ/lPbPbl16SRmpMfzq7e3+GwmaMu+OowhYDW4exIeEsxJk1N4f8vBQXX4qqhv5Zdvb2FBVmKP/z/d//46zf1l3iwSyzTGeNbePgCMsSgen+rodLB6dzULj6DRs9vNJ2cjCA986PtRdHF1ExkjIofUM9sbY5OiCQkSn63kfj6vlJTYcBZPtmY3gKcpI+OYmRHP83klPU5vFlc1ceFDK3llfRnfWTqRJ66ZT3xU/59rbz1lEo1tHTw+iP3uFfWtw2p6+0gQHCTcc14OB+pa+cuHO3xyTPcCsRkZ9knQAMumplFR39q1LW4g7n1zM81tnfzqwhk99kKYkBJNZmKkTnN3402C/kBE/isi14rItcBbwPvWhuUbheV1NLR2HDELxDyNTojkK8eM4YW1peyt8s0UsZvVe6DdQoODGJsU5ZMEfbC+heXbDnLhnPQhNcYYiMvmj2H7gYbDGiks33aQcx74hNJDTTx5zXy+s3SS1w1aJo+M5cwZo/j7p7s5NMAqa5UNbaQMoxXcR4o5Y0ZwydwMnvxkt0/O5cKyOpJjwkm12YetJZNTCQ4aePOM5dsO8vrGcr69JLtr1qw7EWHxJOd2KzuX0vU3b1Zx34SzWcZM1+1RY4xX26wCbWWRc0HDwvFHXoIG+NbiCYQECX/+wDef3N2s3gPtKTs1xie/1F5ZV0anw3DJXOunt93OmTmKyNDgrjaUDofhz+/v4PqnPmd0QiRv3Hz8oFYl33rKRJraO3ns44Gt6K5sGD51uI80PzhjChGhwdzzxqYhLxgrLKtlRnqc7S5VxEeFsiArcUDXoRtbO7jrlUKyU2P4xuLxfT53yZQUmts7WbNbt1u5eTXUMMa8bIy5zXV7xeqgfGVVURWT02KHTeGGgUqNi+CaRVm8ur7MZ9PEtc3t1DS1+zVB761qor1z8EUKjDE8l1fCvLEjev2EboXYiFDOnDGKNzbuY39tCzc8nccf39/O+bPSefmbixibNLi675PSYjlrxij+sXKP17XKOx2GqmFUh/tIkxwTzveWTeLjHZX8dwi12pvbOtlxsN5WC8Q8LZuWxvYDDV7P2v3xve2U1TTz6wtnEB7Sd1eyY8cnExYSxPKteh3azZtmGReKyA4RqRWROhGpFxF7N8XFWa3m8z3VR9Tq7Z58/cTxRIQG86f3t/vkeCV+WsHtlp0aQ4fDDGmafl3xIXZV+LYxhrcum59JQ2sHp/xhBf/bXsHPz8vh/kuH3iJxoKPoQ01tOMzwqSJ2JPrqwrFMGRnbdb11MLbsr8Nh7FGgpCfLpjn3LnszzV1QWsuTn+7mymPGMD+r/65kkWHBHDs+iRXb9Tq0mzcj6N8B5xpj4o0xccaYWGNMYCu4e2FDSQ0t7Y4jPkEnxYRz/XHjeDN/H6tdJU2HosRPe6DdslNigYHV5G5u62Rd8SH++dlefvhSPt95bgNRYcGcmTvKqjB7NT9rBJPTYokOD+G5ry/k6mOzfDI1OTEtlrNzR/OPlXu8qoE83Mp8HolCgoO459wcymqaeXiQLRTdjUPstAfaU2ZiFFNGxvaboDs6Hfzw5XySY8IH1JVs8eQUdlU0+nxdjRVaOzp5fWM5/1lT7NM65Z682TB5wBizxZJ3t9CqoipEYOG4IztBA3xryQRe31jOHS/l886tJw5p9Na1BzrJPwl6QqpzGri3BF3f0s7m8joKy+vYVFZLYXktOw824N7pMSIqlOnp8dx5xlTLO4r1RER4/uvHEhIsPu++dOsp2byZX86jH+/izjP6rk/tLlKi16AD65jxSZw/azR/+2gXF83NGPBljsKyWhKjwxgVH9H/kwNk6dQ0Hv5fEYca2xjRSyvMJz/dzabyOh6+cg7xkd7vyl0yOZV73tjMim0VXLPI962BfeFgXQvPrC7mX6uLuz4Y//jVQo4dn8RZuaM4LWekz1qEevMbJU9EngNeBbo+JgSytrY3VhZVkjM6zqutLcNdVFgIv70olyse+4w/vLuNu4ZQkam4uomEqFC/1UOOCgshPSGSnQcbqG5sY1N5LYVldRSW17K5vI7dlV98kk6LC2f66HhOnz6K6aPjmJ4ez6j4iIAvprHqHMtOjeXcmaN5euVebjxhPEl9jI6/GEHrKu5Au/PMqby3+QD3vrmZx6+ZP6DXFpTVMT09PuDndF+WTUvjgeU7XbsmDi+6U1LdxP3vbWfp1DROnz6wdq9ZydGMS45m+baDXLMoy0cR+8b64kM8tXIPb+Xvo9MYlkxO5dpFWSTHhPN2wT7ezC/nzpcLuOvVQhZNSOJsV7IeSgEebxJ0HNAEnOpxnwFsm6Bb2jtZX1zDtcdlBToUvzl2QhJfXTiGJz7dzRkzRjF37IhBHafkULPfrj+7TUiN4fWN5by64YtqTBkjIpk+Op6L5qSTkx5Pzui4w6oPHQ1uPnkib2ws59GPdvXZ5amrUYaOoAMuLS6CW5dO5Fdvb+XDrQc4eUqaV69rae9kx4F6lvhhH/9QzEiPJzU2nPe3HDgsQRtj+PGrhQSL8PPzcgb1QeOkSSn8e00xLe2dRIQObS3HULV2dPJ2wT6e+nQPG0triQ0P4epjs7j62LFkJX8xwp82Oo7vnTqJzfvqeCt/H2/m7+MHLxXw41cKOS47mbNzR3HqtJED/jDfb4J2VRMbVtbuPURbp4Njj9DtVb354RlTWb61gjte3Mhbt5wwqJO7pLqpz2pXVrh20VgSo0KZOso5Ks4ZHTfsyj5aJTs1xjmKXrWXG04c3+s15oqGVsKHWZnPI9m1i8bx3Ocl3PPGZhZNSPbq/+K2/fV0OIxtrz+7BQU5m2e8tr6M1o7OL63Ofm1DOR9tr+Cec3MYnTC4SoRLpqTy1Mo9rNpVxZIAVZj7Yhp7L5UNbYxPiebe83K4YE5Gr5fSRISc0fHkjI7n9tMmU1hWx5sF5byVv4/bX8znR8EFnDAxhbNmjGLptDSvpv77/d8sIpOAh4E0Y8x0EcnFuWjsFwP8mf1mVVEVwUHC/HH9rxw8ksSEh/DrC2dw9ZNr+PMHO/jBABZngHOrTumhpgFPSw3VyVPSvB5lHI1uPmUir28s55H/FfHjs3q+fFFZ79xiZeep0aNJWEgQ95w7na8+sZrHP97FTSdP7Pc1dmox2Z9lU9P41+piVhVVdZXpPNTYxs/f3MyszAS+unDsoI99zLhEIkKDWLH1oF8TtDGG9SU1PPXpHt4u+PI09vHZyV4XGwJnsp6REc+MjHh+ePoU8ktreatgH2/l7+PDrQcJCw7ixEnJnNXPwlZvPm4/BtyOs1gJxph8EfkXYNsEvbKoktyM+IAsGgq0EyelcNm8TB79aBdnTB/Z1S3IG/vrWmjvtL7NpBqYCSkxnDcrnX9+tpcbT5zQ40KwigYt82k3x09M5swZI3lg+U4umJNBej8jyk3ltcRHhpIxwv59A46dkERUWDDvbT7QlaB/+fYW6prb+fWFM4ZUJjgiNJjjJiSzfFsFdxtj+YfO1o5O3srfx1Mr95DfxzT2YIkIMzMTmJmZwJ1nTGFDSQ1v5e/j7YJ9vL+l7y1l3myzijLGrOl2n+/6A/pYQ2sHG0trj8jynt760VlTSY4J444X82nr8L4ASHGVf/dAK+/dfHI2bR0OHvlfz33AK+qdjTKUvbhnPH751uZ+n1tQVssMmy8Qc4sIDebEiSm8v+UAxhhW7qzkxbWl3HjieKaOGvolssWTUyiubvrSIlErvF2wj+N+8yHffX4jja0d3HteDqt+dAo/PWeaT5JzdyLC7DEjuOvsaXzyg5N56ZuL+ny+Nwm6UkQm4FwYhohcDOzr+yWB8/meajodhmPHJwc6lICJjwzlVxfMYOv+eh4YQEtKfxcpUd4bnxLD+bPTeWb1Xg7WH94HvLKhjZRYvW5vN+kJkdy0JJu3C/bzyY7eeym3dTjYtr+enHTbl5josmxaGgfqWsnbe4gfvVJAVlIUt5zS/1S+N9yj8uUWdrdqbuvkJ68WkhwTztPXL+C9207iqmOz/DbzGhQk/S7m9SZBfxvn9PYUESkDvgN8Y8jRWWRVURVhwUGDXsV8pDhlahoXzE7noeU72VzuXeG34uomgoPE1nswj2a3nDyR9k7D31Z8ubpYp8NQ3ahlPu3q/50wnrFJUfzs9cJeZ7S2H6invdP+C8Q8LZmSSpDAt59dx56qJn51wQyfrbrOTIwiOzXG0u5W//m8mKrGNu49fzonTkoZ0DVmf/GmWcYuY8xSIAWYYow53hiz1/rQBmdVURWzxyQMudTikeBn50wjISqM21/c6FWt6+LqJtITIv3WDUoNTFZyNOfPSufZ1Xs5WPfFKNpd5lOLlNhTRGgwPztnGkUVjTy1suc2ol0LxGzUA7o/idFhzMtK5GB9KxfPzWBRtm9nLZdMTmH1rmqa2nx/RbWtw8GjH+1iwbhEr8qQBoo3tbiTROQvwMfAChH5s4jY8gJvbVM7heW1R3x5T28lRIXxi/Nz2FRex6Mf9V/T2Z9drNTg3HJKNh0Ow8Me16LdVcR0BG1fJ09JY+nUVP78/g4O1B1+iaKwrJbYiBDG+qmCn69cOi+T8SnR/LiPPfqDtXhyKm2dDlbuHHoJ4+5eWV/KvtoWvr0k2+fH9iVvhkr/ASqAi4CLXV8/Z2VQg7V6dxXGwKIJR+/15+5Onz6Ks3JH8ef3d7D9QH2fz/VXH2g1eGOTorlwdjrPri7u+kWvdbiHh5+cPY12h+HXbx9eObmwrJac0fZrMdmfi+dm8OH3Fvda8nMo5mWNIDosmOU+nubudBgeXlHE9PQ4Tpxo71zhTYIeZYy51xiz23X7BWDLTasri6qICA1iZubwmSbyh3vOzSEmIoTbX8yn09Fzr9qG1g6qGtt0BD0M3HRydtcvGfgiQesUt72NTYrmGyeO59UN5V9qbNPe6WDL/vphdf3ZH8JDgjkuO5kV2yqG3GPb09sF+9hT1cS3F2fb/gORNwn6XRG5XESCXLdLgf9aHdhgfLarivlZif32HT3aJMeEc/e5OWwsqeGJT3qe6tYV3MPH2KRoLpqTzr/WFLO/tsVjiltXcdvdNxdnk54Qyc9e30SHa13IjgMNtHU4hkWBEn9bPDmVsppmn/W7N8bw4PKdTEiJ5rQc/xZkGgxvEvQNwL9wNspowznl/XW79YWubGhl6/56Fh5l5T29dU7uKJZNS+MP725nV8XhJ3uxJuhh5aYlE3E4DA+v2EllQxvhIUFHZWGe4SYyLJifnD2VrfvreeYz51rbwmFUQczfFrvqkvtqmvvDrQfZur+eby3OtuWq7e68WcUda4wJMsaEGmNCXF/H2q0v9GeuKaOjuUBJX0SEX54/nfCQIH7wUj6OblPdOoIeXsYkRXHRnAz+vaaEwrJaUmK1zOdwcVrOSE6YmMwf3ttOZUMrheW1RIcFM26ArSmPBqMTIpkyMpblW4e+H9oYwwPLd5KeEMm5s0b7IDrrebOK+zgRiXZ9/VURuV9Exlgf2sCsKqoiJjxEr+P0ITUugp+ek8Pnew7x9Ko9X3qsuLqJuIiQo6I955HippOzcRjDyqIqXSA2jIgId5+bQ0t7J797ZysFZbXkjI4fFiO6QFg8OZW8vdXUt7QP6Tif7apmfXEN3zhpPKHDZCupN1E+DDSJyEzge0AR8E9LoxqEVUVVLBiXqHt4+3HRnHQWT07ht+9s6yrtCa4tVsNsi8fRLjMxikvmOdv9aYIeXiakxHD98eN4Pq+UgtJand7uw+LJKbR3Gj4d4narh1bsJDkmnEvmZfooMut5k806jHMJ3XnAA8aYB4FYa8MamPKaZnZVNur0thdEhF9d4Cxm7znVrXugh6dvLc4mJEgYGa8Jeri5+eSJpMWF0+EwTB9GJT79be7YEcSGhwypqtjGkho+3lHJDSeMC3iP6YHwJkHXi8idwFXAWyISBNhmHtQYw09f20RYcBBLp9py95ftjE6I5MdnTWXVrir+/XkxDoehtLpZ90APQ5mJUfznxoXctMQ3NZCV/8SEh3D3OTmEhwTZuppVoIUGB3HCpKFtt3pw+U7iIkK4cghtMAPBmwR9Gc4V3NcbY/YDGcB9/b1IRJ4UkYMiUjjEGPv07Opi3t9ygDtOn2xJ95Ej1eXzMzkuO4lfv72V9SWHaOt0kDlCE/RwNC8rkZFaP31YOmPGKArvOU0/HPdj8aRU9te1sHV/38WWerL9QD3vbj7AtceNG3Y7HbxZxb0feAlwz6FVAq94ceyngNMHHZkXdhyo5943N3PipBSuP26clW91xBERfnNhLg5juPlf6wFdwa1UIAyXBUuBdNIQtls9vKKIqLBgrluU5eOorOfNKu4bgBdxdrQCSAde7e91xpiPgOqhBNeXlvZObv73emLCQ/j9Jbm6AnIQMhOj+MHpUyivdZaM1AStlLKjtLgIckbHsWKA262Kq5p4fWM5Vx4zxpJypFbztt3kcUAdgDFmB5BqZVDe+O07W9m6v57fXzKT1Fid3husqxaOZUFWImHBQYxOiAx0OEop1aMlk1NZW3yI2mbvt1v97aMigkX4fyeMtzAy63iToFuNMW3ub0QkBPBZYVQRuVFE8kQkr6LCu09Hy7cd5O+f7uHaRVksmRLwzwrDWlCQ8MhVc3n2hmMIC9GpNqWUPS2enEKnw/DJjkqvnn+groUX80q5eF4GaXHDcxDnzW/k/4nIj4BIEVkGvAC84asAjDGPGmPmGWPmpaSk9Pv8ivpWbn9hI5PTYvnhGVN8FcZRbUR0mK4iVUrZ2qzMBOIjQ72+Dv34x7voNIZvnDjB4sis402C/iHOFpMFwNeBt4G7rAyqNw6H4fsvbKS+pYO/XDF7WO1nU0opNXghwUGcOCmFFdsqDitV3N2hxjaeXV3MuTNHD+sCTN6s4nYYYx4zxlxijLnY9XW/U9wi8m9gFTBZREpF5GtDDfaplXv43/YK7jprKpNH2qpWilJKKYstnpRCZUMrm/f13afp7yv30NTWyTcXD9/RM/SRoEXkPBH5tsf3q0Vkl+t2SX8HNsZcYYwZ5WqykWGMeWIogW4ur+M3/7eVpVNT+eow22yulFJq6Lq2W23tfZq7obWDpz7dzanT0piUNrwHcn2NoO8AXvf4PhyYDywGvmFhTIdpbuvk1v+sJz4qlN9elKtde5RS6iiUHBPOzIz4Pq9DP/vZXupaOvj2kmw/RmaNvhJ0mDGmxOP7T4wxVcaYYsCvJbt++fZmdhxs4P5LZ5KkTQGUUuqotXhyKhtKajjU2HbYYy3tnTz28W5OmJjMzMwE/wfnY30l6BGe3xhjbvL4tv/l1j7y7qb9PPNZMTeeOJ4TJvrtbZVSStnQ4skpOAx8tOPwbbkv5JVQ2dDKtxYP/9Ez9J2gV7uqiH2JiHwdWGNdSF84UNfCD17KJ2d0HN8/dbI/3lIppZSN5WYkkBgdxoptX07Q7Z0O/va/XcwZk8DC8UfGttG+KoffBrwqIl8B1rnum4vzWvT5FseFw2H47vMbaGl38JcrZmsRDaWUUgQHCSdNSuF/253brdxlnl/fUE5ZTTP3np9zxKxT6jXrGWMOGmMWAfcCe1y3nxtjjjXGHLA6sMc+3sWnO6v42TnTmJASY/XbKaWUGiYWT06hurGN/LJawDmge2jFTqaMjGXJ5COnumS/vbeMMR8CH/ohli75pTXc999tnDF9JJfNz/TnWyullLK5EyemECTO7VazMhP476b9FFU08tcrZh8xo2fwrpKYXzW2dnDrfzaQEhvOry+ccUT9ZSullBq6EdFhzMpMYMW2gxhjeHDFTsYlR3PmjFGBDs2nbJeg73ljE3uqGvnjZbNIiBp+7cGUUkpZb8nkVPLLanllfRmFZXV886QJBB9hbYdtlaBrm9t5Pq+Uby2ewMLxSYEORymllE0tnpyKMfDjVwoZFR/B+bPTAx2Sz9kqQZcdamZmZgLfWTop0KEopZSysZzRcSTHhNPc3smNJ44/Inf62OonMsBfLp9FaLCtwlJKKWUzQUHCaTlppMaGc/n8MYEOxxLiRWMqv5kwLdcUbc4PdBhKKaWGgZb2TlraO4f1eiURWWuMmdfTY/1us/KnEcP4L1kppZR/RYQGExEaHOgwLKNzyUoppZQNaYJWSimlbEgTtFJKKWVDmqCVUkopG9IErZRSStmQJmillFLKhjRBK6WUUjakCVoppZSyIVtVEhORemDbEA4RD9QG4LX6en39UF+fDFQG8P319fq7I1CvP9rP/YnGmPgeHzHG2OYG5A3x9Y8G4rX6en29D14fsHNfX6+/OwL8ej33e3nsSJvifiNAr9XX6+uH+vqhCnT8R/Prh3Psdnj9UAU6fsteb7cp7jzTS9FwpY5keu6ro5We+72z2wj60UAHoFSA6LmvjlZ67vfCViNopZRSSjnZbQRteyJyvogYEZkS6FiGQkQa+nl8hYjYatpJRDJE5DUR2SEiRSLyZxHptUepiHxHRKL8GeORTM/9wNFzP7ACde5rgh64K4BPXH96TUSO3KalfiAiArwMvGqMmQhMAmKAX/bxsu8A+kvKd/TcDwA9920hIOe+3xN0f59e7UxEYoDjga8Bl7vuWywiH4nIWyKyTUT+JiJBrscaROQPIrIRODZwkffMFfubHt8/ICLXBjCkvpwMtBhj/g5gjOkEbgOuF5FoEfm9iBSKSL6I3CwitwCjgeUisjyAcX/JcD3/9dwPKD33AyiQ537IUIM/ypwHvGOM2S4iVSIy13X/AmAasBd4B7gQeBGIBlYbY74XkGiPLDnAWs87jDF1IlIM/D8gC5hljOkQkURjTLWIfBdYYowZShEE5aTnfuDouR9YATv3AzLFLSIxIvKBiKwTkQIROc91f5aIbBGRx0Rkk4i8KyKRgYixF1cA/3F9/R++mO5YY4zZ5fpk+2+cn7YAOoGX/BviUWkx8IgxpgPAGFMd2HD6NkzPfz337Wkxeu5bLWDnfqBG0C3ABa5PgcnAZyLyuuuxicAVxpgbROR54CLgmQDF2UVEEnFONc0QEQMEAwZ4y/WnJ/f3La5/PLvq4Msf0iICFYgXNgMXe94hInHAGGBPIAIagmF1/uu5H3B67gdIoM/9QC0SE+BXIpIPvA+kA2mux3YbYza4vl6Lc/rGDi4G/mmMGWuMyTLGZAK7gROABSIyznUN4jKciwmGg73ANBEJF5EE4JQAx9OXD4AoEbkauhZf/AF4Cvgv8HURCXE9luh6TT0Q6/9Q+zXczn899wNLz/3ACei5H6gEfSWQAsw1xswCDvDFJ9hWj+d1Yp/r5FcAr3S77yXX/Z8DDwBbcP7jdX+erbj+M7caY0qA54FC15/rAxpYH4xzw/4FwCUisgPYjvPT+I+Ax4FiIN+1MOMrrpc9Crxjp4UyLsPt/NdzP4D03A+ogJ77gfoLiAcOGmPaRWQJMDZAcXjNGLOkh/v+4vok+H1jzNk9PB7jl+AGLgcoAjDG3AHc0f0JxpjFfo6pX65fquf08vB3XTfP5/8V+KvVcQ3CsDr/9dwPPD33AyPQ575fE7T70yvwLPCGiBQAecBWf8ZxNBORbwC34NwnqfxIz//A0nM/cPTcHxy/lvoUkZnAY8aYBX57U6VsQs9/dbTSc39w/HYN2vXp9d/AXf56T6XsQs9/dbTSc3/wtFmGUkopZUOWjqBFJFNElovIZtfm81td9yeKyHviLPz+noiMcN1/pTjL1RWIyErXtIj7WKeLs6TaThH5oZVxKzVUPj73nxSRgyJSGKifRylv+erc7+04RxNLR9AiMgoYZYxZJyKxOPe2nQ9cC1QbY37jSrYjjDE/EJFFwBZjzCEROQO42xhzjGvf33ZgGVCKc3n7FcaYzZYFr9QQ+Orcdx3rRKABeNoYMz0QP49S3vLh7/0ej3M0/d63dARtjNlnjFnn+roe536xdJy1Tf/heto/cP7jYYxZaYw55Lr/MyDD9fUCYKerrFobznJr51kZu1JD4cNzH2PMR4CtSzgq5earc7+P4xw1/LlILAuYDawG0owx+1wP7eeLSjKevgb8n+vrdKDE47FSjrJ/KDV8DfHcV2rY8tW53+04Rw2/7IMWZ7uul4DvuGqwdj1mjDHirHHq+fwlOP+hjkepYUzPfXW08tW53/04lgduI5aPoEUkFOdf7rPGmJdddx9wXV9wX6846PH8XJzl684zxlS57i4DMj0Om+G6Tynb8tG5r9Sw46tzv5fjHDWsXsUtwBM4FwDc7/HQ68A1rq+vAV5zPX8M8DJwlTFmu8fzPwcmirMweRjOptmvo5RN+fDcV2pY8dW538dxjhpWr+I+HvgYKAAcrrt/hPM6wvM426XtBS41zibjj+NsMbbX9dwOY8w817HOBP6Es93Xk8aYX1oWuFJD5ONz/984+/4m42wu8DNjzBN++lGUGhBfnfu9HccY87Z/fpLA00IlSimllA0Fqt2kUkoppfqgCVoppZSyIU3QSimllA1pglZKKaVsSBO0UkopZUOaoJXyExE5X0SMiEwJdCw9EZE9IpI8gOdfKyIP9POcxa5mCEqpAdIErZT/XAF84vrzaLEY0ASt1CBoglbKD1z1hI/HWWv4cs/7ReQDEVnn6od7nuv+LBHZIiKPuXrhvisika7HVojIH0Ukz/Wc+SLysqvP7i88jv2qiKx1vf5Gj/sfdr12k4jc00OskSLyfyJyQw+PXSci20VkDXCcx/3niMhqEVkvIu+LSJqrwcE3gNtEZIOInCAiT4nIxR6va3D9uVhE/icir4nILhH5jTj7BK9x/b1MGMJfv1LDkiZopfzjPOAdVynDKhGZ67q/BbjAGDMHWAL8Qb7oKjAReNAYkwPU4Ky25NbmqjT2N5wlE78NTAeuFZEk13OuN8bMBeYBt3jc/2PXa3OBk1x1kN1igDeAfxtjHvP8AVz1k+/BmZiPB6Z5PPwJsNAYMxtnO9g7jDF7XPH90RgzyxjzcT9/RzNxJvSpwFXAJGPMApw1mm/u57VKHXE0QSvlH1fgTFy4/nRPcwvwKxHJB97H2UbV3YZvtzFmg+vrtUCWx/HctegLgE2u3rmtwC6+aCxzi4hsxNljNxNnwge4VETWAeuBHL6caF8D/m6MebqHn+EYYIUxpsLVl/05j8cygP+KSAFwu+u4A/W5x89RBLzr8TNmDeJ4Sg1rfmk3qdTRTEQSgZOBGa4We8GAEZHbgSuBFGCuMaZdRPYAEa6XtnocphOI9Pje/Zij2/McQIiILAaWAscaY5pEZAUQISLjgO8D840xh0TkKY/3A/gUOF1E/mUGVgf4r8D9xpjXXe99dy/P68A1MBCRICCsh5+p+8/lQH9XqaOQjqCVst7FwD+NMWONMVnGmExgN3ACEA8cdCXnJcBYH71nPHDIlZynAAtd98cBjUCtiKQBZ3R73U+BQ8CDPRxzNc4p8SRXG8BLur2fuwXsNR731wOxHt/vAdzT++cCoQP5oZQ6mmiCVsp6VwCvdLvvJdf9zwLzXFPDVwNbffSe7+AcSW8BfoNzmhtjzEacU9tbgX/hHDF3dysQKSK/87zTGLMP58h4let1Wzwevht4QUTWApUe978BXOBeJAY8hjPJbwSOxflhQSnVA+1mpZRSStmQjqCVUkopG9IErZRSStmQJmillFLKhjRBK6WUUjakCVoppZSyIU3QSimllA1pglZKKaVsSBO0UkopZUP/HwyHQ1jlX9zcAAAAAElFTkSuQmCC",
"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='finalDate', freq='M')])\n",
" .sum()\n",
" # .transform(lambda x: (x - x.min()) / (x.max() - x.min()))\n",
" .plot(kind='line', figsize=(8,4), xlabel='Aanmaak datum', ylabel='Gespendeerde tijd (genormaliseerd)')\n",
" )\n",
"\n",
"plot\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": 27,
"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": [
"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='', 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": 28,
"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', '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', legend=False, xlabel='')\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": 29,
"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')\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 (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": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}