└── Sub Plot Demo.ipynb


/Sub Plot Demo.ipynb:
--------------------------------------------------------------------------------
  1 | {
  2 |  "cells": [
  3 |   {
  4 |    "cell_type": "code",
  5 |    "execution_count": 4,
  6 |    "metadata": {},
  7 |    "outputs": [],
  8 |    "source": [
  9 |     "import pandas as pd\n",
 10 |     "import matplotlib.pyplot as plt\n",
 11 |     "import seaborn as sns"
 12 |    ]
 13 |   },
 14 |   {
 15 |    "cell_type": "code",
 16 |    "execution_count": 2,
 17 |    "metadata": {},
 18 |    "outputs": [
 19 |     {
 20 |      "data": {
 21 |       "text/html": [
 22 |        "<div>\n",
 23 |        "<style scoped>\n",
 24 |        "    .dataframe tbody tr th:only-of-type {\n",
 25 |        "        vertical-align: middle;\n",
 26 |        "    }\n",
 27 |        "\n",
 28 |        "    .dataframe tbody tr th {\n",
 29 |        "        vertical-align: top;\n",
 30 |        "    }\n",
 31 |        "\n",
 32 |        "    .dataframe thead th {\n",
 33 |        "        text-align: right;\n",
 34 |        "    }\n",
 35 |        "</style>\n",
 36 |        "<table border=\"1\" class=\"dataframe\">\n",
 37 |        "  <thead>\n",
 38 |        "    <tr style=\"text-align: right;\">\n",
 39 |        "      <th></th>\n",
 40 |        "      <th>customerID</th>\n",
 41 |        "      <th>gender</th>\n",
 42 |        "      <th>SeniorCitizen</th>\n",
 43 |        "      <th>Partner</th>\n",
 44 |        "      <th>Dependents</th>\n",
 45 |        "      <th>tenure</th>\n",
 46 |        "      <th>PhoneService</th>\n",
 47 |        "      <th>MultipleLines</th>\n",
 48 |        "      <th>InternetService</th>\n",
 49 |        "      <th>OnlineSecurity</th>\n",
 50 |        "      <th>...</th>\n",
 51 |        "      <th>DeviceProtection</th>\n",
 52 |        "      <th>TechSupport</th>\n",
 53 |        "      <th>StreamingTV</th>\n",
 54 |        "      <th>StreamingMovies</th>\n",
 55 |        "      <th>Contract</th>\n",
 56 |        "      <th>PaperlessBilling</th>\n",
 57 |        "      <th>PaymentMethod</th>\n",
 58 |        "      <th>MonthlyCharges</th>\n",
 59 |        "      <th>TotalCharges</th>\n",
 60 |        "      <th>Churn</th>\n",
 61 |        "    </tr>\n",
 62 |        "  </thead>\n",
 63 |        "  <tbody>\n",
 64 |        "    <tr>\n",
 65 |        "      <th>0</th>\n",
 66 |        "      <td>7590-VHVEG</td>\n",
 67 |        "      <td>Female</td>\n",
 68 |        "      <td>0</td>\n",
 69 |        "      <td>Yes</td>\n",
 70 |        "      <td>No</td>\n",
 71 |        "      <td>1</td>\n",
 72 |        "      <td>No</td>\n",
 73 |        "      <td>No phone service</td>\n",
 74 |        "      <td>DSL</td>\n",
 75 |        "      <td>No</td>\n",
 76 |        "      <td>...</td>\n",
 77 |        "      <td>No</td>\n",
 78 |        "      <td>No</td>\n",
 79 |        "      <td>No</td>\n",
 80 |        "      <td>No</td>\n",
 81 |        "      <td>Month-to-month</td>\n",
 82 |        "      <td>Yes</td>\n",
 83 |        "      <td>Electronic check</td>\n",
 84 |        "      <td>29.85</td>\n",
 85 |        "      <td>29.85</td>\n",
 86 |        "      <td>No</td>\n",
 87 |        "    </tr>\n",
 88 |        "    <tr>\n",
 89 |        "      <th>1</th>\n",
 90 |        "      <td>5575-GNVDE</td>\n",
 91 |        "      <td>Male</td>\n",
 92 |        "      <td>0</td>\n",
 93 |        "      <td>No</td>\n",
 94 |        "      <td>No</td>\n",
 95 |        "      <td>34</td>\n",
 96 |        "      <td>Yes</td>\n",
 97 |        "      <td>No</td>\n",
 98 |        "      <td>DSL</td>\n",
 99 |        "      <td>Yes</td>\n",
100 |        "      <td>...</td>\n",
101 |        "      <td>Yes</td>\n",
102 |        "      <td>No</td>\n",
103 |        "      <td>No</td>\n",
104 |        "      <td>No</td>\n",
105 |        "      <td>One year</td>\n",
106 |        "      <td>No</td>\n",
107 |        "      <td>Mailed check</td>\n",
108 |        "      <td>56.95</td>\n",
109 |        "      <td>1889.5</td>\n",
110 |        "      <td>No</td>\n",
111 |        "    </tr>\n",
112 |        "    <tr>\n",
113 |        "      <th>2</th>\n",
114 |        "      <td>3668-QPYBK</td>\n",
115 |        "      <td>Male</td>\n",
116 |        "      <td>0</td>\n",
117 |        "      <td>No</td>\n",
118 |        "      <td>No</td>\n",
119 |        "      <td>2</td>\n",
120 |        "      <td>Yes</td>\n",
121 |        "      <td>No</td>\n",
122 |        "      <td>DSL</td>\n",
123 |        "      <td>Yes</td>\n",
124 |        "      <td>...</td>\n",
125 |        "      <td>No</td>\n",
126 |        "      <td>No</td>\n",
127 |        "      <td>No</td>\n",
128 |        "      <td>No</td>\n",
129 |        "      <td>Month-to-month</td>\n",
130 |        "      <td>Yes</td>\n",
131 |        "      <td>Mailed check</td>\n",
132 |        "      <td>53.85</td>\n",
133 |        "      <td>108.15</td>\n",
134 |        "      <td>Yes</td>\n",
135 |        "    </tr>\n",
136 |        "    <tr>\n",
137 |        "      <th>3</th>\n",
138 |        "      <td>7795-CFOCW</td>\n",
139 |        "      <td>Male</td>\n",
140 |        "      <td>0</td>\n",
141 |        "      <td>No</td>\n",
142 |        "      <td>No</td>\n",
143 |        "      <td>45</td>\n",
144 |        "      <td>No</td>\n",
145 |        "      <td>No phone service</td>\n",
146 |        "      <td>DSL</td>\n",
147 |        "      <td>Yes</td>\n",
148 |        "      <td>...</td>\n",
149 |        "      <td>Yes</td>\n",
150 |        "      <td>Yes</td>\n",
151 |        "      <td>No</td>\n",
152 |        "      <td>No</td>\n",
153 |        "      <td>One year</td>\n",
154 |        "      <td>No</td>\n",
155 |        "      <td>Bank transfer (automatic)</td>\n",
156 |        "      <td>42.30</td>\n",
157 |        "      <td>1840.75</td>\n",
158 |        "      <td>No</td>\n",
159 |        "    </tr>\n",
160 |        "    <tr>\n",
161 |        "      <th>4</th>\n",
162 |        "      <td>9237-HQITU</td>\n",
163 |        "      <td>Female</td>\n",
164 |        "      <td>0</td>\n",
165 |        "      <td>No</td>\n",
166 |        "      <td>No</td>\n",
167 |        "      <td>2</td>\n",
168 |        "      <td>Yes</td>\n",
169 |        "      <td>No</td>\n",
170 |        "      <td>Fiber optic</td>\n",
171 |        "      <td>No</td>\n",
172 |        "      <td>...</td>\n",
173 |        "      <td>No</td>\n",
174 |        "      <td>No</td>\n",
175 |        "      <td>No</td>\n",
176 |        "      <td>No</td>\n",
177 |        "      <td>Month-to-month</td>\n",
178 |        "      <td>Yes</td>\n",
179 |        "      <td>Electronic check</td>\n",
180 |        "      <td>70.70</td>\n",
181 |        "      <td>151.65</td>\n",
182 |        "      <td>Yes</td>\n",
183 |        "    </tr>\n",
184 |        "  </tbody>\n",
185 |        "</table>\n",
186 |        "<p>5 rows × 21 columns</p>\n",
187 |        "</div>"
188 |       ],
189 |       "text/plain": [
190 |        "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
191 |        "0  7590-VHVEG  Female              0     Yes         No       1           No   \n",
192 |        "1  5575-GNVDE    Male              0      No         No      34          Yes   \n",
193 |        "2  3668-QPYBK    Male              0      No         No       2          Yes   \n",
194 |        "3  7795-CFOCW    Male              0      No         No      45           No   \n",
195 |        "4  9237-HQITU  Female              0      No         No       2          Yes   \n",
196 |        "\n",
197 |        "      MultipleLines InternetService OnlineSecurity  ... DeviceProtection  \\\n",
198 |        "0  No phone service             DSL             No  ...               No   \n",
199 |        "1                No             DSL            Yes  ...              Yes   \n",
200 |        "2                No             DSL            Yes  ...               No   \n",
201 |        "3  No phone service             DSL            Yes  ...              Yes   \n",
202 |        "4                No     Fiber optic             No  ...               No   \n",
203 |        "\n",
204 |        "  TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling  \\\n",
205 |        "0          No          No              No  Month-to-month              Yes   \n",
206 |        "1          No          No              No        One year               No   \n",
207 |        "2          No          No              No  Month-to-month              Yes   \n",
208 |        "3         Yes          No              No        One year               No   \n",
209 |        "4          No          No              No  Month-to-month              Yes   \n",
210 |        "\n",
211 |        "               PaymentMethod MonthlyCharges  TotalCharges Churn  \n",
212 |        "0           Electronic check          29.85         29.85    No  \n",
213 |        "1               Mailed check          56.95        1889.5    No  \n",
214 |        "2               Mailed check          53.85        108.15   Yes  \n",
215 |        "3  Bank transfer (automatic)          42.30       1840.75    No  \n",
216 |        "4           Electronic check          70.70        151.65   Yes  \n",
217 |        "\n",
218 |        "[5 rows x 21 columns]"
219 |       ]
220 |      },
221 |      "execution_count": 2,
222 |      "metadata": {},
223 |      "output_type": "execute_result"
224 |     }
225 |    ],
226 |    "source": [
227 |     "df = pd.read_csv(\"telco_churn.csv\")\n",
228 |     "df.head()"
229 |    ]
230 |   },
231 |   {
232 |    "cell_type": "code",
233 |    "execution_count": 9,
234 |    "metadata": {},
235 |    "outputs": [
236 |     {
237 |      "data": {
238 |       "text/plain": [
239 |        "<matplotlib.axes._subplots.AxesSubplot at 0xc5c8fe6348>"
240 |       ]
241 |      },
242 |      "execution_count": 9,
243 |      "metadata": {},
244 |      "output_type": "execute_result"
245 |     },
246 |     {
247 |      "data": {
248 |       "image/png": 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\n",
249 |       "text/plain": [
250 |        "<Figure size 720x360 with 2 Axes>"
251 |       ]
252 |      },
253 |      "metadata": {
254 |       "needs_background": "light"
255 |      },
256 |      "output_type": "display_data"
257 |     }
258 |    ],
259 |    "source": [
260 |     "# Sub plot\n",
261 |     "\n",
262 |     "# plt.subplot(#Total number of rows, total number of columns, plot number)\n",
263 |     "plt.figure(figsize = (10,5))\n",
264 |     "plt.subplot(1,2,1)\n",
265 |     "sns.countplot('Partner', hue = 'Churn', data = df)\n",
266 |     "\n",
267 |     "plt.subplot(1,2,2)\n",
268 |     "sns.countplot('Dependents', hue = 'Churn', data = df)"
269 |    ]
270 |   },
271 |   {
272 |    "cell_type": "code",
273 |    "execution_count": 10,
274 |    "metadata": {},
275 |    "outputs": [
276 |     {
277 |      "data": {
278 |       "text/plain": [
279 |        "Index(['customerID', 'gender', 'SeniorCitizen', 'Partner', 'Dependents',\n",
280 |        "       'tenure', 'PhoneService', 'MultipleLines', 'InternetService',\n",
281 |        "       'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport',\n",
282 |        "       'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling',\n",
283 |        "       'PaymentMethod', 'MonthlyCharges', 'TotalCharges', 'Churn'],\n",
284 |        "      dtype='object')"
285 |       ]
286 |      },
287 |      "execution_count": 10,
288 |      "metadata": {},
289 |      "output_type": "execute_result"
290 |     }
291 |    ],
292 |    "source": [
293 |     "df.columns"
294 |    ]
295 |   },
296 |   {
297 |    "cell_type": "code",
298 |    "execution_count": 11,
299 |    "metadata": {},
300 |    "outputs": [],
301 |    "source": [
302 |     "feature = ['gender', 'SeniorCitizen', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines', 'InternetService',\n",
303 |     "       'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport',\n",
304 |     "       'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling',\n",
305 |     "       'PaymentMethod']"
306 |    ]
307 |   },
308 |   {
309 |    "cell_type": "code",
310 |    "execution_count": 13,
311 |    "metadata": {},
312 |    "outputs": [
313 |     {
314 |      "data": {
315 |       "text/plain": [
316 |        "[(0, 'gender'),\n",
317 |        " (1, 'SeniorCitizen'),\n",
318 |        " (2, 'Partner'),\n",
319 |        " (3, 'Dependents'),\n",
320 |        " (4, 'PhoneService'),\n",
321 |        " (5, 'MultipleLines'),\n",
322 |        " (6, 'InternetService'),\n",
323 |        " (7, 'OnlineSecurity'),\n",
324 |        " (8, 'OnlineBackup'),\n",
325 |        " (9, 'DeviceProtection'),\n",
326 |        " (10, 'TechSupport'),\n",
327 |        " (11, 'StreamingTV'),\n",
328 |        " (12, 'StreamingMovies'),\n",
329 |        " (13, 'Contract'),\n",
330 |        " (14, 'PaperlessBilling'),\n",
331 |        " (15, 'PaymentMethod')]"
332 |       ]
333 |      },
334 |      "execution_count": 13,
335 |      "metadata": {},
336 |      "output_type": "execute_result"
337 |     }
338 |    ],
339 |    "source": [
340 |     "list(enumerate(feature))"
341 |    ]
342 |   },
343 |   {
344 |    "cell_type": "code",
345 |    "execution_count": 17,
346 |    "metadata": {},
347 |    "outputs": [
348 |     {
349 |      "data": {
350 |       "image/png": 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\n",
351 |       "text/plain": [
352 |        "<Figure size 1080x2160 with 16 Axes>"
353 |       ]
354 |      },
355 |      "metadata": {
356 |       "needs_background": "light"
357 |      },
358 |      "output_type": "display_data"
359 |     }
360 |    ],
361 |    "source": [
362 |     "plt.figure(figsize = (15, 30))\n",
363 |     "for i in enumerate(feature):\n",
364 |     "    plt.subplot(6, 3,i[0]+1)\n",
365 |     "    sns.countplot(i[1], hue = 'Churn', data = df)\n",
366 |     "    plt.xticks(rotation = 45)"
367 |    ]
368 |   },
369 |   {
370 |    "cell_type": "code",
371 |    "execution_count": null,
372 |    "metadata": {},
373 |    "outputs": [],
374 |    "source": []
375 |   }
376 |  ],
377 |  "metadata": {
378 |   "kernelspec": {
379 |    "display_name": "Python 3",
380 |    "language": "python",
381 |    "name": "python3"
382 |   },
383 |   "language_info": {
384 |    "codemirror_mode": {
385 |     "name": "ipython",
386 |     "version": 3
387 |    },
388 |    "file_extension": ".py",
389 |    "mimetype": "text/x-python",
390 |    "name": "python",
391 |    "nbconvert_exporter": "python",
392 |    "pygments_lexer": "ipython3",
393 |    "version": "3.7.4"
394 |   }
395 |  },
396 |  "nbformat": 4,
397 |  "nbformat_minor": 2
398 | }
399 | 


--------------------------------------------------------------------------------