Files
Gainsight/Scripts/Jupyter/cust_counts.ipynb
2023-04-17 17:06:12 -04:00

726 lines
267 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd \n",
"import numpy as np \n",
"import seaborn as sns \n",
"import matplotlib.pylab as plt \n",
"import sketch\n",
"#plt.style.use('ggplot')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"cust_id int64\n",
"name object\n",
"admins int64\n",
"courses int64\n",
"templates int64\n",
"docs int64\n",
"managers int64\n",
"presentations int64\n",
"scorm int64\n",
"videos int64\n",
"arr int64\n",
"dtype: object"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"counts = pd.read_csv(\"/Users/normrasmussen/Downloads/customer_counts.csv\")\n",
"type_dict = {'Customers Admin Count': int,\n",
" 'Customers Course Count':int,\n",
" 'Customers Custom Code File Count':int,\n",
" 'Customers Document Count':int,\n",
" 'Customers Manager Count':int,\n",
" 'Customers Scorm Count':int,\n",
" 'Customers Video Count':int,\n",
" 'Chris Bookings Arr':int\n",
" }\n",
"counts.fillna(0, inplace=True)\n",
"counts.replace(',','', regex=True, inplace=True)\n",
"counts = counts.astype(type_dict)\n",
"counts = counts.rename (columns=\n",
" {'Customers Customer ID': 'cust_id',\n",
" 'Customers Organization': 'name',\n",
" 'Customers Admin Count': 'admins',\n",
" 'Customers Course Count': 'courses',\n",
" 'Customers Custom Code File Count': 'templates',\n",
" 'Customers Document Count': 'docs',\n",
" 'Customers Manager Count': 'managers',\n",
" 'Customers Presentation Count': 'presentations',\n",
" 'Customers Scorm Count': 'scorm',\n",
" 'Customers Video Count': 'videos',\n",
" 'Chris Bookings Arr': 'arr'\n",
" },)\n",
"counts = counts.rename(name_dict)\n",
"counts.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 28,
"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>cust_id</th>\n",
" <th>name</th>\n",
" <th>admins</th>\n",
" <th>courses</th>\n",
" <th>templates</th>\n",
" <th>docs</th>\n",
" <th>managers</th>\n",
" <th>presentations</th>\n",
" <th>scorm</th>\n",
" <th>videos</th>\n",
" <th>arr</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>30988476</td>\n",
" <td>MarketScale</td>\n",
" <td>1034</td>\n",
" <td>3772</td>\n",
" <td>2269</td>\n",
" <td>937</td>\n",
" <td>167</td>\n",
" <td>77</td>\n",
" <td>990</td>\n",
" <td>1554</td>\n",
" <td>68000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>30867656</td>\n",
" <td>Compass RE</td>\n",
" <td>367</td>\n",
" <td>689</td>\n",
" <td>133</td>\n",
" <td>107</td>\n",
" <td>7</td>\n",
" <td>15</td>\n",
" <td>228</td>\n",
" <td>1934</td>\n",
" <td>40360</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>30867741</td>\n",
" <td>Soham Inc. (Zenoti)</td>\n",
" <td>143</td>\n",
" <td>487</td>\n",
" <td>137</td>\n",
" <td>132</td>\n",
" <td>893</td>\n",
" <td>17</td>\n",
" <td>3325</td>\n",
" <td>1299</td>\n",
" <td>120000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>33785207</td>\n",
" <td>Practo PTE Ltd.</td>\n",
" <td>135</td>\n",
" <td>269</td>\n",
" <td>10</td>\n",
" <td>215</td>\n",
" <td>18</td>\n",
" <td>11</td>\n",
" <td>0</td>\n",
" <td>22</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>30867654</td>\n",
" <td>SPS Commerce</td>\n",
" <td>107</td>\n",
" <td>372</td>\n",
" <td>67</td>\n",
" <td>1159</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>181</td>\n",
" <td>1222</td>\n",
" <td>51000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>30867653</td>\n",
" <td>Shipt</td>\n",
" <td>102</td>\n",
" <td>144</td>\n",
" <td>77</td>\n",
" <td>17</td>\n",
" <td>12</td>\n",
" <td>4</td>\n",
" <td>194</td>\n",
" <td>33</td>\n",
" <td>88564</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>30867691</td>\n",
" <td>MaRS Discovery District</td>\n",
" <td>100</td>\n",
" <td>165</td>\n",
" <td>2</td>\n",
" <td>252</td>\n",
" <td>30</td>\n",
" <td>95</td>\n",
" <td>2</td>\n",
" <td>556</td>\n",
" <td>13200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>30867591</td>\n",
" <td>EF Educational Foundation for Foreign Study</td>\n",
" <td>96</td>\n",
" <td>175</td>\n",
" <td>7</td>\n",
" <td>365</td>\n",
" <td>37</td>\n",
" <td>28</td>\n",
" <td>5</td>\n",
" <td>474</td>\n",
" <td>6000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>37790045</td>\n",
" <td>At World Properties LLC</td>\n",
" <td>84</td>\n",
" <td>188</td>\n",
" <td>101</td>\n",
" <td>329</td>\n",
" <td>62</td>\n",
" <td>3</td>\n",
" <td>200</td>\n",
" <td>985</td>\n",
" <td>87500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>30867718</td>\n",
" <td>BrandActive International Inc.</td>\n",
" <td>80</td>\n",
" <td>64</td>\n",
" <td>14</td>\n",
" <td>70</td>\n",
" <td>4</td>\n",
" <td>47</td>\n",
" <td>85</td>\n",
" <td>173</td>\n",
" <td>6720</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" cust_id name admins courses \n",
"0 30988476 MarketScale 1034 3772 \\\n",
"1 30867656 Compass RE 367 689 \n",
"2 30867741 Soham Inc. (Zenoti) 143 487 \n",
"3 33785207 Practo PTE Ltd. 135 269 \n",
"4 30867654 SPS Commerce 107 372 \n",
"5 30867653 Shipt 102 144 \n",
"6 30867691 MaRS Discovery District 100 165 \n",
"7 30867591 EF Educational Foundation for Foreign Study 96 175 \n",
"8 37790045 At World Properties LLC 84 188 \n",
"9 30867718 BrandActive International Inc. 80 64 \n",
"\n",
" templates docs managers presentations scorm videos arr \n",
"0 2269 937 167 77 990 1554 68000 \n",
"1 133 107 7 15 228 1934 40360 \n",
"2 137 132 893 17 3325 1299 120000 \n",
"3 10 215 18 11 0 22 0 \n",
"4 67 1159 5 2 181 1222 51000 \n",
"5 77 17 12 4 194 33 88564 \n",
"6 2 252 30 95 2 556 13200 \n",
"7 7 365 37 28 5 474 6000 \n",
"8 101 329 62 3 200 985 87500 \n",
"9 14 70 4 47 85 173 6720 "
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"counts.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='admins', ylabel='courses'>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Change the where range to none (comment out the line)\n",
"# Then change it to 100 admins & 525 courses (remove large outliers)\n",
"# Then finally leave it as the below numbers to see a smaller subset. \n",
"removed_outliers = counts.where((counts.admins <40) & (counts.courses <100), 0) \n",
"removed_outliers.plot(kind='scatter', x='admins', y='courses')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='admins', ylabel='managers'>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"removed_outliers = counts.where((counts.admins <50) & (counts.managers <50), 0) \n",
"removed_outliers.plot(kind='scatter', x='admins', y='managers')\n",
"#counts.plot(kind='scatter', x='admins', y='managers')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='admins', ylabel='arr'>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"zoomed = counts.where((counts.admins < 175) & (counts.arr <150000))\n",
"zoomed.plot(kind='scatter', x='admins', y='arr')"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1000x1000 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Correlation Matrix.\n",
"counts['name']=counts['name'].astype('category').cat.codes\n",
"corrs = counts.corr()\n",
"fig = plt.figure(figsize=(10,10))\n",
"plt.matshow(corrs, cmap='GnBu')\n",
"plt.xticks(range(len(corrs.columns)), corrs.columns, rotation='vertical')\n",
"plt.yticks(range(len(corrs.columns)), corrs.columns)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"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>cust_id</th>\n",
" <th>name</th>\n",
" <th>admins</th>\n",
" <th>courses</th>\n",
" <th>templates</th>\n",
" <th>docs</th>\n",
" <th>managers</th>\n",
" <th>presentations</th>\n",
" <th>scorm</th>\n",
" <th>videos</th>\n",
" <th>arr</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>cust_id</th>\n",
" <td>1.000000</td>\n",
" <td>-0.037373</td>\n",
" <td>-0.155565</td>\n",
" <td>-0.098770</td>\n",
" <td>-0.020938</td>\n",
" <td>-0.248475</td>\n",
" <td>-0.010410</td>\n",
" <td>-0.166005</td>\n",
" <td>-0.077380</td>\n",
" <td>-0.214906</td>\n",
" <td>0.153123</td>\n",
" </tr>\n",
" <tr>\n",
" <th>name</th>\n",
" <td>-0.037373</td>\n",
" <td>1.000000</td>\n",
" <td>-0.009680</td>\n",
" <td>-0.020280</td>\n",
" <td>0.011775</td>\n",
" <td>0.096073</td>\n",
" <td>0.044201</td>\n",
" <td>0.024524</td>\n",
" <td>-0.010181</td>\n",
" <td>0.029232</td>\n",
" <td>0.046236</td>\n",
" </tr>\n",
" <tr>\n",
" <th>admins</th>\n",
" <td>-0.155565</td>\n",
" <td>-0.009680</td>\n",
" <td>1.000000</td>\n",
" <td>0.829998</td>\n",
" <td>0.909168</td>\n",
" <td>0.344757</td>\n",
" <td>0.064145</td>\n",
" <td>0.112778</td>\n",
" <td>0.265628</td>\n",
" <td>0.430365</td>\n",
" <td>0.133515</td>\n",
" </tr>\n",
" <tr>\n",
" <th>courses</th>\n",
" <td>-0.098770</td>\n",
" <td>-0.020280</td>\n",
" <td>0.829998</td>\n",
" <td>1.000000</td>\n",
" <td>0.822771</td>\n",
" <td>0.340109</td>\n",
" <td>0.033327</td>\n",
" <td>0.148126</td>\n",
" <td>0.537166</td>\n",
" <td>0.365190</td>\n",
" <td>0.086769</td>\n",
" </tr>\n",
" <tr>\n",
" <th>templates</th>\n",
" <td>-0.020938</td>\n",
" <td>0.011775</td>\n",
" <td>0.909168</td>\n",
" <td>0.822771</td>\n",
" <td>1.000000</td>\n",
" <td>0.287408</td>\n",
" <td>0.027254</td>\n",
" <td>0.076901</td>\n",
" <td>0.239657</td>\n",
" <td>0.293813</td>\n",
" <td>0.130969</td>\n",
" </tr>\n",
" <tr>\n",
" <th>docs</th>\n",
" <td>-0.248475</td>\n",
" <td>0.096073</td>\n",
" <td>0.344757</td>\n",
" <td>0.340109</td>\n",
" <td>0.287408</td>\n",
" <td>1.000000</td>\n",
" <td>0.018266</td>\n",
" <td>0.383843</td>\n",
" <td>0.101804</td>\n",
" <td>0.520765</td>\n",
" <td>0.052116</td>\n",
" </tr>\n",
" <tr>\n",
" <th>managers</th>\n",
" <td>-0.010410</td>\n",
" <td>0.044201</td>\n",
" <td>0.064145</td>\n",
" <td>0.033327</td>\n",
" <td>0.027254</td>\n",
" <td>0.018266</td>\n",
" <td>1.000000</td>\n",
" <td>0.007146</td>\n",
" <td>0.089549</td>\n",
" <td>0.052916</td>\n",
" <td>0.035854</td>\n",
" </tr>\n",
" <tr>\n",
" <th>presentations</th>\n",
" <td>-0.166005</td>\n",
" <td>0.024524</td>\n",
" <td>0.112778</td>\n",
" <td>0.148126</td>\n",
" <td>0.076901</td>\n",
" <td>0.383843</td>\n",
" <td>0.007146</td>\n",
" <td>1.000000</td>\n",
" <td>0.036110</td>\n",
" <td>0.212874</td>\n",
" <td>-0.011688</td>\n",
" </tr>\n",
" <tr>\n",
" <th>scorm</th>\n",
" <td>-0.077380</td>\n",
" <td>-0.010181</td>\n",
" <td>0.265628</td>\n",
" <td>0.537166</td>\n",
" <td>0.239657</td>\n",
" <td>0.101804</td>\n",
" <td>0.089549</td>\n",
" <td>0.036110</td>\n",
" <td>1.000000</td>\n",
" <td>0.169186</td>\n",
" <td>0.084721</td>\n",
" </tr>\n",
" <tr>\n",
" <th>videos</th>\n",
" <td>-0.214906</td>\n",
" <td>0.029232</td>\n",
" <td>0.430365</td>\n",
" <td>0.365190</td>\n",
" <td>0.293813</td>\n",
" <td>0.520765</td>\n",
" <td>0.052916</td>\n",
" <td>0.212874</td>\n",
" <td>0.169186</td>\n",
" <td>1.000000</td>\n",
" <td>0.071154</td>\n",
" </tr>\n",
" <tr>\n",
" <th>arr</th>\n",
" <td>0.153123</td>\n",
" <td>0.046236</td>\n",
" <td>0.133515</td>\n",
" <td>0.086769</td>\n",
" <td>0.130969</td>\n",
" <td>0.052116</td>\n",
" <td>0.035854</td>\n",
" <td>-0.011688</td>\n",
" <td>0.084721</td>\n",
" <td>0.071154</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" cust_id name admins courses templates docs \n",
"cust_id 1.000000 -0.037373 -0.155565 -0.098770 -0.020938 -0.248475 \\\n",
"name -0.037373 1.000000 -0.009680 -0.020280 0.011775 0.096073 \n",
"admins -0.155565 -0.009680 1.000000 0.829998 0.909168 0.344757 \n",
"courses -0.098770 -0.020280 0.829998 1.000000 0.822771 0.340109 \n",
"templates -0.020938 0.011775 0.909168 0.822771 1.000000 0.287408 \n",
"docs -0.248475 0.096073 0.344757 0.340109 0.287408 1.000000 \n",
"managers -0.010410 0.044201 0.064145 0.033327 0.027254 0.018266 \n",
"presentations -0.166005 0.024524 0.112778 0.148126 0.076901 0.383843 \n",
"scorm -0.077380 -0.010181 0.265628 0.537166 0.239657 0.101804 \n",
"videos -0.214906 0.029232 0.430365 0.365190 0.293813 0.520765 \n",
"arr 0.153123 0.046236 0.133515 0.086769 0.130969 0.052116 \n",
"\n",
" managers presentations scorm videos arr \n",
"cust_id -0.010410 -0.166005 -0.077380 -0.214906 0.153123 \n",
"name 0.044201 0.024524 -0.010181 0.029232 0.046236 \n",
"admins 0.064145 0.112778 0.265628 0.430365 0.133515 \n",
"courses 0.033327 0.148126 0.537166 0.365190 0.086769 \n",
"templates 0.027254 0.076901 0.239657 0.293813 0.130969 \n",
"docs 0.018266 0.383843 0.101804 0.520765 0.052116 \n",
"managers 1.000000 0.007146 0.089549 0.052916 0.035854 \n",
"presentations 0.007146 1.000000 0.036110 0.212874 -0.011688 \n",
"scorm 0.089549 0.036110 1.000000 0.169186 0.084721 \n",
"videos 0.052916 0.212874 0.169186 1.000000 0.071154 \n",
"arr 0.035854 -0.011688 0.084721 0.071154 1.000000 "
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"counts.corr()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sn\n",
"\n",
"corr_matrix = counts.corr()\n",
"sn.heatmap(corr_matrix, annot=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "jupyter",
"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": "3.11.1"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}