Provide the Rcodes in the R-script file under the sub-heading Module 1, and the statistical outputs under the sub-heading "Module 1" in the Word file (Step 1 of the instructions below). In general, your statistical outputs should be titled and labeled so that they can stand on their own (and can be understood by anyone who looks at them for the first time).

For R/Python Script project:

1. For this project, create 2 documents. Mark this week's entry under a subheading "Week 1" within each document.
   1. "R Script.R" - contains the R scripts associated with this work
   2. "R Outputs.pdf" - contains the outputs or the results
2. Import the file into R using read.csv( ) function
3. Prepare data.frame for analysis. Arrange variables (rename, drop, or keep variables), clean data (gsub or conditional assignments with ifelse() ), and apply appropriate data structure (i.e. integer, numerical, character, factors, etc.)
4. Prepare & export at least several frequency tables, cross-tabulations, and several histograms (preferably clean and with color, with appropriate titles and axis labels, etc.). You may want to look into table( ), ftable( ), gmodles::CrossTable, hist( ), ggplot2, and plotly, among others. Question: How do you show and compare the results across multiple classes?

Submit a report that examines parts 3 and 4 and your Rscript. The report should document

• the variables of interest,
• the data cleaning you performed,
• the steps in your initial analysis
• the results
• charts, tables and graphs created

include references if any

DATA

1	LungCap	Age	Height	Smoke	Gender	Caesarean
2	6.475	6	62.1	no	male	no
3	10.125	18	74.7	yes	female	no
4	9.55	16	69.7	no	female	yes
5	11.125	14	71	no	male	no
6	4.8	5	56.9	no	male	no
7	6.225	11	58.7	no	female	no
8	4.95	8	63.3	no	male	yes
9	7.325	11	70.4	no	male	no
10	8.875	15	70.5	no	male	no
11	6.8	11	59.2	no	male	no
12	11.5	19	76.4	no	male	yes
13	10.925	17	71.7	no	male	no
14	6.525	12	57.5	no	male	no
15	6	10	61.1	no	female	no
16	7.825	10	61.2	no	male	no
17	9.525	13	63.5	no	male	yes
18	7.875	15	59.2	no	male	no
19	5.05	8	56.1	no	male	no
20	7.025	11	61.2	yes	female	no
21	9.525	14	70.6	no	female	no
22	3.975	6	57.3	no	male	no
23	5.325	8	59.7	no	female	no
24	10.025	16	72.4	no	male	no

25	8.725	11	68	no	male	yes
26	9.375	11	65.7	no	female	no
27	8.35	12	61.3	no	male	yes
28	6.75	12	60.7	no	female	no
29	9.025	9	65.6	no	male	no
30	1.125	4	48.7	no	female	no
31	10.475	18	72	yes	female	no
32	4.65	4	53.7	no	female	no
33	7.725	13	64.7	no	male	no
34	10.6	13	69.3	no	male	no
35	11.025	13	65.6	no	male	yes
36	8.65	12	67.8	no	male	no
37	8.825	10	65.5	no	male	no
38	4.2	6	52.7	no	male	no
39	8.775	9	63.6	no	male	no
40	6.325	11	64.6	no	female	no
41	11.325	17	77.7	no	male	no
42	8.225	14	65.4	no	female	no
43	10.725	17	72.5	no	female	yes
44	5.875	8	58.9	no	female	no
45	7.275	12	67.7	no	male	no
46	1.575	6	49.3	no	male	no
47	6.7	11	62.6	no	female	no
48	7.65	11	61.7	no	male	yes
49	8	12	64.7	no	female	no
50	12.95	17	74.9	no	male	no
51	7.35	7	61.6	no	male	no
52	9.625	15	66.4	no	male	no
53	12.425	15	74.1	no	male	no
54	7.4	11	65.3	no	male	no
55	4.875	10	61.4	no	male	no
56	12.225	18	79.6	no	male	no
57	4.25	6	52.9	no	male	no
58	8.2	13	65.6	no	male	no
59	11.4	19	79.1	no	male	no
60	4.625	9	56.8	no	female	no
61	7.825	12	65.4	no	male	yes
62	6.7	12	57.9	no	female	no
63	9.2	14	68.2	no	male	no
64	6.95	9	61.4	no	female	no
65	6.85	13	58.7	no	female	no
66	8.45	13	65.1	no	male	no
67	7.35	13	67.5	yes	female	no
68	5.375	11	59.3	yes	female	no
69	7.375	11	63	no	female	no
70	8.6	11	64.4	no	female	no
71	7.9	12	68	no	male	no
72	8.5	14	61.4	no	female	yes
73	9.7	11	72.4	no	male	no
74	5.125	11	51.5	no	female	yes
75	7.825	13	71	no	female	no
76	6.25	13	61.8	no	female	no
77	4.975	12	62.6	yes	female	yes
78	7.5	14	66.6	no	male	no
79	5.875	9	59	no	female	no
80	10.05	17	70.4	no	female	no
81	10.8	11	69.8	no	male	no
82	7.35	12	63	no	female	no
83	11.9	16	69.3	no	male	no
84	12.05	17	72.2	no	male	no
85	11.575	19	78.2	no	female	no
86	6.2	14	61.1	no	female	no
87	6.125	12	63.3	no	female	yes
88	13.875	19	78.4	no	male	yes
89	7.75	11	63.5	no	female	no
90	7.475	15	63	yes	female	no
91	11.575	19	75.5	no	male	no
92	6.95	9	63.9	no	male	yes
93	9.2	14	69.4	no	male	no
94	9.75	13	72.8	yes	male	no
95	9.65	14	65.2	no	female	no
96	11.75	19	78	yes	female	yes
97	10.825	18	75.7	no	female	no
98	7.55	16	71.1	yes	male	no
99	6.95	7	64.7	no	male	no
100	10.675	16	74.9	no	male	no
101	6.1	10	57	no	male	no
102	8.025	13	66.2	yes	male	no
103	9.225	14	66.9	no	male	no
104	3.45	13	58.5	no	female	yes
105	10.725	16	75.6	no	female	no
106	7.95	16	67.3	no	female	no
107	3.425	5	51.7	no	female	no
108	10.875	16	75.5	no	male	no
109	8.625	12	64.8	no	male	no
110	6.45	7	63.2	no	male	no

85	11.575	19	78.2	no	female	no
86	6.2	14	61.1	no	female	no
87	6.125	12	63.3	no	female	yes
88	13.875	19	78.4	no	male	yes
89	7.75	11	63.5	no	female	no
90	7.475	15	63	yes	female	no
91	11.575	19	75.5	no	male	no
92	6.95	9	63.9	no	male	yes
93	9.2	14	69.4	no	male	no
94	9.75	13	72.8	yes	male	no
95	9.65	14	65.2	no	female	no
96	11.75	19	78	yes	female	yes
97	10.825	18	75.7	no	female	no
98	7.55	16	71.1	yes	male	no
99	6.95	7	64.7	no	male	no
100	10.675	16	74.9	no	male	no
101	6.1	10	57	no	male	no
102	8.025	13	66.2	yes	male	no
103	9.225	14	66.9	no	male	no
104	3.45	13	58.5	no	female	yes
105	10.725	16	75.6	no	female	no
106	7.95	16	67.3	no	female	no
107	3.425	5	51.7	no	female	no
108	10.875	16	75.5	no	male	no
109	8.625	12	64.8	no	male	no
110	6.45	7	63.2	no	male	no
111	3.1	7	52.1	no	male	no
112	10.425	15	70.6	no	male	no
113	12.15	18	76.3	no	female	no
114	1.85	8	49.8	no	female	no
115	5.875	3	55.9	no	male	no
116	9.125	15	73.4	no	male	no
117	8.975	15	67.5	no	female	yes
118	3.75	7	50.3	no	female	no
119	10.275	18	71	no	male	no
120	6.675	8	54.9	no	female	no
121	11.775	17	76.9	yes	male	no
122	8.55	16	67.9	no	male	no
123	6.45	12	61	yes	male	yes
124	13.2	17	78.6	no	male	yes
125	11.55	16	75.7	no	male	no
126	12.95	19	79.6	no	male	yes
127	7.825	12	67.5	no	female	yes
128	10.55	17	71.8	no	male	yes
129	11.7	19	76.2	no	female	yes
130	3.65	12	56.6	no	male	yes
131	6.65	12	60	yes	female	yes
132	10.425	15	67.2	no	male	no
133	12.925	17	75.7	no	female	no
134	7.45	13	61.1	no	male	no
135	8.6	12	60.1	no	female	no
136	10.65	16	74.4	no	male	no
137	4.725	13	65.5	no	female	no
138	7.55	15	69.3	no	female	no
139	10.175	15	71.4	no	female	no
140	6.45	14	61.4	no	male	no
141	9.475	13	67.4	no	male	no
142	4.975	6	58.4	no	male	no
143	9.9	18	70.9	no	female	no
144	10.2	18	68.6	no	female	no
145	12.4	18	81.8	no	male	no
146	6.85	9	65.7	no	female	yes
147	11.825	17	73.9	no	female	no
148	8.625	14	66.8	no	female	yes
149	11.35	14	70.5	no	male	no
150	8.225	14	64	no	female	no
151	0.507	3	51.6	no	female	yes
152	5.075	11	61.2	no	male	no
153	6.45	8	62.7	no	male	no
154	6.725	9	56.1	no	male	no
155	4.525	8	55.5	no	female	no
156	9.275	16	67.2	no	female	no
157	2.85	7	51.4	no	female	no
158	9.35	11	71.2	yes	male	no
159	5.55	5	55.8	no	female	yes
160	10.35	16	73.5	no	male	yes

161	6.625	11	62.4	no	male	yes
162	9.725	16	68.6	no	female	yes
163	4.9	10	56.8	no	female	no
164	10.475	12	69.7	no	male	no
165	10.85	19	70.9	no	male	no
166	5.15	7	58.4	no	female	no
167	4.425	8	56.6	no	male	no
168	7.55	13	66.1	no	male	no
169	8.35	17	66.2	no	male	no
170	6.05	9	62.1	no	male	no
171	4.325	8	54.8	no	female	yes
172	8.85	15	68.9	no	male	no
173	4.325	6	56.6	no	male	no
174	8.775	14	67.7	no	female	no
175	6.45	10	66.5	yes	female	no
176	9.175	17	72.5	no	female	no
177	9.45	15	65.1	yes	male	no
178	6.7	10	65.4	no	male	no
179	10.95	16	74.3	no	female	no
180	9.85	17	72.4	yes	female	yes
181	9.825	17	65.5	no	female	yes
182	8.5	13	62.9	no	male	no
183	11.875	17	78.9	no	male	yes
184	10.475	15	72.3	no	female	no
185	9.925	16	75.4	no	male	no
186	8.5	18	68.2	no	female	no
187	7.2	10	64.3	no	male	yes
188	8.375	16	67.3	no	female	no
189	5.5	8	58.5	no	male	no
190	7.925	14	65.3	no	female	yes
191	2.875	4	55.4	no	male	no
192	10.35	17	71.8	no	male	no
193	9.325	15	67.6	no	female	no
194	7.45	10	61.5	no	female	no
195	8.625	13	60.6	no	female	no
196	11.225	16	72.8	no	male	no
197	12.125	17	73.3	no	male	yes
198	13.025	19	75.5	no	male	no
199	7.85	11	66	no	male	yes
200	2.55	8	49.9	no	female	no
201	7.575	12	66.4	no	female	no
202	9.55	13	68.6	no	male	no
203	12.225	16	76.2	no	female	no
204	11.625	15	74	no	male	no
205	10	18	73.5	no	female	no
206	3.9	8	55.5	no	female	no
207	5.85	5	55.1	no	male	no
208	5.025	10	60.1	no	female	no
209	5.95	8	58.6	no	female	no
210	9.475	13	66.1	no	male	no
211	6.4	7	60.4	no	male	no
212	8.225	11	63.6	no	male	no
213	10.775	15	75.2	no	male	no
214	6.15	10	62	no	male	no
215	9.4	15	66.4	no	female	no
216	7.25	8	59.9	no	male	no
217	5.85	7	58.8	no	male	no
218	4.125	10	55.5	no	female	yes
219	10.925	18	77.6	no	male	no
220	7.35	15	61.9	yes	female	yes

221	10.475	19	76	no	male	no
222	6.575	14	59.7	yes	female	yes
223	1.175	3	51.9	no	male	no
224	2.95	6	47.8	no	male	yes
225	9	12	62	no	female	no
226	8.1	14	61.6	no	female	no
227	7.275	8	64.7	no	male	yes
228	11.075	15	69.9	no	male	no
229	3.1	5	47.4	no	female	no
230	4.7	3	52.7	no	male	no
231	5.85	11	60.5	no	female	no
232	7.925	11	65.1	no	male	no
233	7.3	13	61.5	no	female	no
234	9.275	18	67.6	no	female	no

235	11.125	19	71.5	no	male	no
236	8.625	15	68.4	no	female	yes
237	9.825	18	70.8	no	male	no
238	5.725	8	58.3	no	female	yes
239	7.925	11	67.1	yes	male	no
240	9.475	17	64.8	yes	female	no
241	10.9	14	71.3	no	female	yes
242	9.675	12	70.9	no	male	no
243	9.95	14	71.6	no	female	no
244	6.575	8	59.8	no	female	no
245	8.6	12	61.6	no	male	yes
246	9.5	11	63.4	no	male	no
247	3.825	6	55.1	no	female	no
248	8	9	66.4	no	male	no
249	7.475	11	60.7	no	male	yes
250	10.7	18	74.2	yes	male	no
251	10.125	18	71	no	female	no
252	11.225	19	74.8	no	female	no
253	7.275	9	63.7	no	male	no
254	12.5	18	80.3	no	male	no
255	7.625	9	60	no	female	no
256	5.3	7	57.3	no	male	yes
257	5.6	8	58.5	no	female	no
258	11.05	18	72.6	yes	female	no
259	8.025	11	65.5	no	male	yes
260	9.95	12	68.2	no	female	no
261	7.4	11	63.3	yes	female	no
262	8.85	14	65.1	no	female	no
263	11.875	14	71.2	no	male	no
264	4.85	5	53.5	no	male	no
265	5.175	12	56.6	no	female	yes
266	10.175	19	69.2	no	male	yes
267	5.225	9	53.7	no	female	no
268	8.975	17	70.9	no	male	yes
269	7.35	10	61	no	female	no
270	7.975	9	61.9	no	male	no
271	8.775	9	59.2	no	female	no
272	6.1	10	57.4	no	female	no
273	8.8	14	70.5	no	female	no
274	8.7	14	73.1	no	male	yes
275	6.975	12	58.8	no	male	no
276	9.375	17	69.7	no	male	no
277	7.4	10	59.7	no	male	yes
278	8.8	12	65.9	no	female	no
279	6.7	13	66	no	male	yes
280	7.25	11	64.1	no	male	no
281	9.725	12	71.4	no	male	no
282	8.5	17	72.5	yes	male	no
283	10.975	14	71.2	no	male	no
284	9.7	15	64.8	no	female	no
285	4.775	8	55.7	no	female	no
286	10.325	13	69.3	no	male	no
287	6.2	11	66.9	no	female	yes
288	8	10	63.4	no	male	no
289	3.025	6	47.4	no	female	no
290	6.125	10	64.7	no	male	no
291	9.55	18	70.8	yes	female	no
292	7.05	6	56.7	no	male	no
293	10.45	18	72.9	yes	male	yes
294	5.475	3	52.9	no	male	no
295	11.4	15	74.6	no	male	no
296	7.15	13	63.4	no	female	no
297	12.2	19	72.2	no	female	no
298	6.725	11	59.4	no	female	no
299	8.725	13	66.6	no	female	yes
300	2.625	5	49	no	male	no
301	7.4	8	62.1	no	male	no
302	8.2	18	69	yes	female	yes
303	6.85	13	63.3	no	male	yes

304	6.55	10	59.7	no	male	no
305	10.525	18	71.9	no	female	no
306	6.625	12	59.8	no	female	no
307	6.55	9	58.7	no	female	no
308	8.475	15	69.3	yes	male	no
309	10.925	14	69.4	no	female	no
310	6.075	8	58.4	no	female	no
311	8.35	19	68.2	no	female	no
312	2.475	7	55.6	no	female	no
313	9.675	13	71.2	no	male	no
314	8.775	14	67.5	no	female	no
315	13.1	19	76.6	no	male	no
316	6.5	9	59.2	no	male	no

317	7.3	12	67.5	no	male	no
318	3.9	10	58	yes	female	no
319	1.025	3	47	no	female	no
320	6.775	13	63.9	no	male	no
321	10.975	16	79.3	no	male	yes
322	7.625	13	68	no	male	no
323	7.225	10	59.1	no	male	no
324	8.9	15	64.9	no	female	no
325	9.15	11	62.1	no	male	no
326	5.2	11	60.9	no	female	no
327	11.075	19	70.4	no	female	no
328	8.325	15	69	no	male	no
329	3.625	11	53.8	no	male	no
330	9.625	19	73.9	no	female	no
331	4.5	8	60	no	female	no
332	4.15	7	53.3	no	female	yes
333	6	10	59.4	no	female	no
334	10.05	13	67.4	no	male	no
335	10.75	14	70.4	no	male	no
336	7.375	14	69.1	no	female	yes
337	5.25	9	55.5	no	male	yes
338	8.875	11	66.9	no	male	yes
339	10.9	13	71.5	no	male	yes
340	9.8	15	73.5	no	male	yes
341	10.25	18	72.5	no	female	no
342	7.425	15	62.6	no	female	no
343	6.325	13	59.9	yes	male	yes
344	5.55	9	58.7	no	male	no
345	1.625	8	46.6	no	female	no
346	5.05	7	54.3	no	male	no
347	10.1	17	74.2	no	female	no
348	4.725	11	59.2	no	female	yes
349	5.025	12	55	no	female	no
350	3.425	9	51	no	male	no
351	8.475	14	62.2	no	female	yes
352	5.65	8	53.7	no	female	yes
353	11.675	16	72.7	no	male	no
354	10.6	17	74.4	no	male	no
355	4.725	9	59.3	no	female	no
356	7.575	12	61.5	no	female	no
357	7.75	19	69.2	no	female	yes
358	11.7	17	71.8	no	male	no
359	8.325	15	63.3	no	male	no
360	6.65	12	58.9	yes	female	yes
361	3.675	7	56.3	no	male	no
362	3.975	8	56.8	no	female	no
363	10.05	15	70.2	no	male	no
364	10.2	18	73.5	yes	female	yes
365	7.275	11	60.1	no	female	no
366	6.05	10	58.3	no	female	no
367	6.225	9	63.5	no	male	no
368	9.3	11	64.4	no	female	no
369	8.975	16	69.1	no	female	yes
370	8.65	16	74.3	yes	female	no
371	11.65	18	73.3	no	male	no
372	11.075	16	68.7	no	female	yes
373	7.7	10	62.1	no	male	no
374	6.925	13	62.4	no	female	yes
375	10.725	16	77.4	no	female	no
376	14.375	18	80.8	no	male	no
377	6.175	9	63.9	no	female	yes
378	7.825	13	62	no	female	no
379	8.625	11	70.2	no	male	yes
380	4.9	5	60.4	no	male	no
381	4.2	6	56.1	no	male	no
382	5.85	12	62.6	no	male	no
383	7.375	9	59.9	no	female	no
384	8.775	15	64.7	yes	female	no
385	8	13	69.4	no	female	no
386	11.075	16	68.8	no	male	no
387	10.6	18	70	no	female	yes
388	5.15	11	59.3	no	male	no
389	6.475	13	66.3	yes	female	no
390	5.375	7	56.6	no	male	no

391	3.4	4	55.6	no	male	no
392	6.525	13	61.4	no	female	no
393	11.325	16	71.2	no	female	no
394	11.65	17	73.9	no	male	no
395	6.725	10	60.2	no	female	no
396	7.775	11	65	no	male	no
397	5.7	7	56.8	no	male	no
398	6.825	11	61.9	no	female	yes
399	10.5	16	70.1	no	female	no
400	8.725	13	69	no	male	yes
401	4.475	8	53.9	no	female	no
402	2	3	51	no	female	no
403	5.325	12	60.7	no	male	no
404	8.425	15	69.1	no	female	yes
405	1.9	8	48.1	no	male	yes
406	3.225	4	52.8	no	female	no
407	8.775	13	68.1	no	female	no
408	2.65	7	52.8	no	female	no
409	12.15	15	74	no	male	no
410	10.1	15	74.5	no	male	no
411	11.5	18	69.9	no	female	no
412	5.65	7	57.4	no	female	no
413	8.675	13	68.8	yes	female	no
414	9.275	18	70.1	no	female	no
415	11	19	75.8	no	female	yes
416	8.125	10	66.8	no	male	no
417	3.175	6	56.2	no	female	no
418	7.45	13	63.6	no	female	no
419	9.1	14	68.4	yes	male	no
420	9.875	15	71.6	yes	male	no
421	2.25	5	57.2	no	female	yes
422	9.025	12	64.9	no	female	no
423	11.225	17	76.8	no	male	no
424	5.95	8	59.4	no	male	no
425	7.8	12	73.3	yes	female	yes
426	8.55	12	68.5	no	male	no
427	5.875	12	61.5	no	male	no
428	5.425	7	61.1	no	female	yes
429	12.275	19	75.9	no	male	yes
430	11.225	17	75.8	yes	male	no
431	9.45	16	68	no	female	no
432	7.025	6	62.9	no	female	no
433	5.5	12	61.8	no	male	no
434	3.9	6	56.3	no	female	no
435	5.05	6	59.3	no	male	no
436	10.45	14	69.9	yes	male	no
437	11.3	15	73.7	no	male	no
438	2.875	7	48.2	no	male	no
439	8.425	14	67.7	no	female	no
440	10.5	16	68.9	no	male	no
441	9.925	11	62.6	no	male	no
442	5.25	9	57.7	no	male	no
443	9.75	19	71.5	no	female	yes
444	9.8	17	71.1	yes	female	no
445	8.3	15	68.2	no	female	no
446	7.7	13	67.7	no	female	no
447	6.15	5	55.1	no	male	no
448	6.3	11	59	no	female	no
449	9.85	11	69.7	no	female	yes
450	4.325	10	57.8	no	female	no
451	7.925	13	63.1	no	female	yes
452	4.35	10	58.5	no	female	no
453	4.425	9	57.1	no	male	yes
454	13.075	15	79.8	no	female	no
455	10.45	13	75.3	no	male	no
456	11.525	17	73.1	no	male	no
457	1.925	5	48	no	male	no
458	6.825	14	62.6	no	female	no
459	6.575	10	63.2	yes	male	yes
460	7.975	13	67	no	male	no
461	7.7	8	63	no	male	yes
462	8.6	17	68.1	no	female	no

463	9.975	13	64.1	no	male	no
464	7.125	10	60.2	no	male	no
465	9.6	10	67.5	no	male	no
466	10.7	16	70.2	no	male	no
467	3.175	5	52	no	male	no
468	9.1	15	67.4	no	male	no
469	10.275	11	72.2	yes	male	no
470	7	12	66.1	no	male	no
471	10.4	19	74	no	male	no
472	7.85	10	65.4	no	male	yes
473	12.625	18	74	no	male	no
474	10.65	13	68.3	no	male	no
475	11.025	15	73.5	yes	male	yes
476	9.05	16	68.1	yes	female	no
477	8.075	17	69.8	yes	female	no
478	9.675	14	67.4	no	male	no
479	6.95	9	63.4	no	male	no
480	8.425	16	70.5	yes	male	no
481	9.525	16	73.6	no	female	yes
482	5.675	16	63.4	no	female	yes
483	10.375	16	72.9	no	female	no
484	8.975	12	66.2	no	male	no
485	9.675	16	68.6	yes	male	no
486	6.3	7	55.6	no	male	no
487	11.6	18	70	no	female	no
488	2.375	4	51.7	no	female	yes
489	10.1	19	68.6	no	female	no
490	6.075	11	65.8	no	female	no
491	6.725	15	63.3	no	male	yes
492	4.25	8	56	no	female	yes
493	12.9	15	75.2	no	male	no
494	2.875	5	47.7	no	female	no
495	5.375	6	53.8	no	male	no
496	14.675	19	76.5	no	male	no
497	9	14	66.6	no	female	no
498	8.35	14	64.2	no	male	yes
499	2.725	7	50.7	no	female	yes
500	8.125	15	65.6	no	female	no

501	7.9	13	64.1	no	male	no
502	6.1