data_week_5
Yagna Praseeda Atmuri
2023-09-26
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library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.2 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ ggplot2 3.4.3 ✔ tibble 3.2.1
## ✔ lubridate 1.9.2 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(ggplot2)path= 'C:/Users/prase/OneDrive/Documents/signal_metrics.csv'data_frame = read.csv('C:/Users/prase/OneDrive/Documents/signal_metrics.csv',header=TRUE, sep = ",")1. A list of at least 3 columns (or values) in your data which are unclear until you read the documentation
Timestamp: The format of the timestamp (e.g., “51:30.7”) is not immediately clear, and we need to consult the documentation to understand its meaning.
NetworkType: The meaning of “4G,” “LTE,” and “5G” in the “NetworkType” column is unclear without referring to the documentation.
BB60C: The column “BB60C” is not immediately obvious, and we need the documentation to decipher its purpose.
Why do you think they chose to encode the data the way they did? What could have happened if you didn’t read the documentation?
The encoding choices for the “Timestamp” column might have been made for simplicity, but without documentation, it’s impossible to discern the exact time format or timezone used.
The “NetworkType” column uses shorthand to represent network types. Without the documentation, one might misunderstand the network types, potentially leading to incorrect network-related insights.
The “BB60C” column represents a device or equipment identifier, but its specific meaning and purpose are unclear. Not reading the documentation might result in misunderstandings about the significance of this identifier.
2. At least one element or your data that is unclear even after reading the documentation
The documentation might explain the purpose of these technical columns (BB60C, srsRAN, and BladeRFxA9), but it might not clarify how to interpret the specific values within them. For example, understanding the range or units of these values may still require further clarification.
3. Build a visualization which uses a column of data that is affected by the issue you brought up in bullet #2, above. In this visualization, find a way to highlight the issue, and explain what is unclear and why it might be unclear.
The visualization below highlights the BB60C issue.
x <- data_frame$BB60C
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## [7] -74.87395 -75.20550 -75.24133 -75.38481 -75.55510 -75.57373
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## [1927] -85.92530 -85.92824 -85.93058 -85.93116 -85.93122 -85.93223
## [1933] -85.93378 -85.93431 -85.93759 -85.93828 -85.93870 -85.94264
## [1939] -85.94471 -85.94655 -85.94691 -85.94789 -85.94933 -85.95192
## [1945] -85.95302 -85.95770 -85.95781 -85.95866 -85.96049 -85.96298
## [1951] -85.96407 -85.96435 -85.96621 -85.96857 -85.96867 -85.96908
## [1957] -85.97108 -85.97518 -85.97554 -85.98052 -85.98086 -85.98593
## [1963] -85.98734 -85.98852 -85.99070 -85.99093 -85.99588 -85.99672
## [1969] -85.99712 -85.99875 -86.00236 -86.00253 -86.00357 -86.00482
## [1975] -86.00504 -86.00737 -86.00909 -86.01094 -86.01203 -86.01345
## [1981] -86.01462 -86.01494 -86.02188 -86.02516 -86.03007 -86.03232
## [1987] -86.03478 -86.03532 -86.03609 -86.03709 -86.03784 -86.04202
## [1993] -86.04416 -86.04532 -86.04967 -86.05053 -86.05185 -86.05231
## [1999] -86.05462 -86.05584 -86.05738 -86.06002 -86.06262 -86.06431
## [2005] -86.06695 -86.06776 -86.06913 -86.06967 -86.07217 -86.07223
## [2011] -86.07568 -86.07685 -86.07742 -86.08044 -86.08299 -86.08309
## [2017] -86.08310 -86.08370 -86.08622 -86.08766 -86.08905 -86.09069
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## [11587] -99.90079 -99.90193 -99.91476 -99.91502 -99.92355 -99.93118
## [11593] -99.93928 -99.94290 -99.95196 -99.95317 -99.95896 -99.96090
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## [11605] -99.97636 -99.98084 -99.98143 -99.98536 -99.98633 -99.98944
## [11611] -99.99372 -99.99581 -99.99631 -99.99675 -99.99719 -99.99824
## [11617] -99.99913 -100.00689 -100.00692 -100.00892 -100.00896 -100.01182
## [11623] -100.01785 -100.01809 -100.02121 -100.02279 -100.02696 -100.02999
## [11629] -100.03513 -100.03820 -100.05187 -100.05251 -100.05260 -100.06689
## [11635] -100.06834 -100.06909 -100.06991 -100.07268 -100.07296 -100.07894
## [11641] -100.07902 -100.07975 -100.08230 -100.08342 -100.08380 -100.08868
## [11647] -100.09147 -100.09151 -100.09335 -100.09373 -100.09605 -100.10491
## [11653] -100.11013 -100.11125 -100.11134 -100.12100 -100.13230 -100.13407
## [11659] -100.13796 -100.13932 -100.15690 -100.15850 -100.16157 -100.16291
## [11665] -100.16440 -100.16575 -100.16599 -100.17003 -100.17009 -100.17453
## [11671] -100.17643 -100.17788 -100.17815 -100.17888 -100.18391 -100.18532
## [11677] -100.19027 -100.19168 -100.19258 -100.19835 -100.19845 -100.20330
## [11683] -100.20539 -100.20553 -100.20773 -100.20945 -100.21067 -100.21214
## [11689] -100.21507 -100.22044 -100.22157 -100.22298 -100.22546 -100.23072
## [11695] -100.23237 -100.23423 -100.23441 -100.23552 -100.23794 -100.24337
## [11701] -100.24590 -100.24626 -100.25252 -100.25460 -100.25739 -100.26203
## [11707] -100.26497 -100.26622 -100.27524 -100.27551 -100.28441 -100.28933
## [11713] -100.29167 -100.29352 -100.29429 -100.29522 -100.30673 -100.31596
## [11719] -100.31767 -100.32092 -100.32247 -100.33633 -100.33659 -100.33697
## [11725] -100.34030 -100.34250 -100.35116 -100.35241 -100.35945 -100.36177
## [11731] -100.36702 -100.36857 -100.37881 -100.37963 -100.38231 -100.38740
## [11737] -100.39384 -100.39737 -100.39832 -100.39896 -100.40982 -100.41131
## [11743] -100.41345 -100.41852 -100.42623 -100.43990 -100.44521 -100.44807
## [11749] -100.45247 -100.45689 -100.46661 -100.47179 -100.47785 -100.48090
## [11755] -100.48265 -100.48502 -100.48586 -100.49171 -100.49348 -100.49414
## [11761] -100.50902 -100.51733 -100.52076 -100.52241 -100.52558 -100.52593
## [11767] -100.52848 -100.52877 -100.53450 -100.53909 -100.54470 -100.54680
## [11773] -100.54737 -100.55210 -100.55449 -100.55579 -100.55617 -100.56687
## [11779] -100.57527 -100.58108 -100.58234 -100.58340 -100.58648 -100.58910
## [11785] -100.59068 -100.59595 -100.60195 -100.60251 -100.60409 -100.60630
## [11791] -100.61120 -100.61698 -100.61984 -100.61993 -100.62426 -100.62855
## [11797] -100.63265 -100.65691 -100.66940 -100.67197 -100.68065 -100.68892
## [11803] -100.68983 -100.69201 -100.69478 -100.70620 -100.70921 -100.71360
## [11809] -100.71432 -100.71880 -100.71923 -100.72539 -100.72597 -100.72614
## [11815] -100.73531 -100.75783 -100.76253 -100.76313 -100.76449 -100.77102
## [11821] -100.77190 -100.77803 -100.78268 -100.80697 -100.81241 -100.81976
## [11827] -100.82622 -100.82667 -100.83075 -100.83121 -100.83149 -100.83679
## [11833] -100.83867 -100.83942 -100.83951 -100.84081 -100.85084 -100.85567
## [11839] -100.86182 -100.86303 -100.87357 -100.87573 -100.88094 -100.88158
## [11845] -100.88200 -100.89159 -100.89229 -100.89764 -100.89924 -100.90070
## [11851] -100.90228 -100.90740 -100.90804 -100.91063 -100.91312 -100.91582
## [11857] -100.91690 -100.92829 -100.93010 -100.93275 -100.93564 -100.94357
## [11863] -100.94516 -100.94607 -100.94720 -100.95422 -100.95819 -100.95859
## [11869] -100.96064 -100.96292 -100.97810 -100.98722 -100.98975 -100.99096
## [11875] -100.99892 -101.00053 -101.00369 -101.00460 -101.01214 -101.01518
## [11881] -101.01896 -101.02109 -101.02128 -101.02851 -101.03307 -101.03640
## [11887] -101.04557 -101.04885 -101.06538 -101.06999 -101.08382 -101.08651
## [11893] -101.08735 -101.09375 -101.09705 -101.10138 -101.10535 -101.10837
## [11899] -101.12049 -101.12292 -101.13299 -101.13826 -101.15179 -101.16994
## [11905] -101.17316 -101.17402 -101.17749 -101.18300 -101.18394 -101.18634
## [11911] -101.18697 -101.18977 -101.19947 -101.20071 -101.20355 -101.20538
## [11917] -101.20712 -101.20738 -101.20906 -101.21048 -101.22732 -101.23152
## [11923] -101.24137 -101.24191 -101.28055 -101.28081 -101.28107 -101.28350
## [11929] -101.28836 -101.29266 -101.31140 -101.31157 -101.31500 -101.31739
## [11935] -101.33166 -101.33184 -101.33447 -101.34011 -101.34480 -101.34712
## [11941] -101.35365 -101.35422 -101.35581 -101.36746 -101.37891 -101.38098
## [11947] -101.38418 -101.39293 -101.39586 -101.40657 -101.41527 -101.41783
## [11953] -101.42140 -101.42222 -101.42377 -101.42703 -101.42709 -101.42848
## [11959] -101.43223 -101.43415 -101.43769 -101.43881 -101.44289 -101.44585
## [11965] -101.45791 -101.46753 -101.47038 -101.47536 -101.47910 -101.48009
## [11971] -101.48107 -101.48145 -101.48598 -101.48773 -101.48908 -101.49267
## [11977] -101.49429 -101.49989 -101.50457 -101.51268 -101.52949 -101.53766
## [11983] -101.54564 -101.54623 -101.55701 -101.55813 -101.55995 -101.56141
## [11989] -101.58017 -101.58995 -101.59400 -101.59936 -101.60255 -101.60829
## [11995] -101.61147 -101.61832 -101.62833 -101.63619 -101.64108 -101.64558
## [12001] -101.66487 -101.66695 -101.66930 -101.67445 -101.68034 -101.68255
## [12007] -101.68518 -101.69351 -101.70077 -101.70183 -101.70739 -101.70799
## [12013] -101.71088 -101.71981 -101.72324 -101.72412 -101.73269 -101.76055
## [12019] -101.76298 -101.76341 -101.76776 -101.77549 -101.77679 -101.78013
## [12025] -101.78438 -101.78751 -101.79017 -101.79058 -101.79109 -101.79462
## [12031] -101.79508 -101.79837 -101.80290 -101.80795 -101.81288 -101.81640
## [12037] -101.81728 -101.82058 -101.82688 -101.83094 -101.83200 -101.84199
## [12043] -101.84438 -101.84443 -101.84704 -101.84892 -101.85533 -101.85817
## [12049] -101.86541 -101.86762 -101.87235 -101.87803 -101.88323 -101.88587
## [12055] -101.88793 -101.89489 -101.89538 -101.89753 -101.89873 -101.90524
## [12061] -101.90637 -101.91858 -101.92727 -101.94250 -101.94667 -101.94979
## [12067] -101.95841 -101.96495 -101.97085 -101.97227 -101.97902 -101.98184
## [12073] -101.99966 -102.00146 -102.00251 -102.00468 -102.01358 -102.01576
## [12079] -102.03561 -102.03713 -102.03947 -102.04179 -102.04249 -102.05000
## [12085] -102.05323 -102.05324 -102.05650 -102.05695 -102.06255 -102.06573
## [12091] -102.07595 -102.08869 -102.09750 -102.10386 -102.10518 -102.11268
## [12097] -102.12247 -102.12724 -102.13754 -102.14639 -102.15053 -102.15170
## [12103] -102.16042 -102.16739 -102.17924 -102.18808 -102.19872 -102.19919
## [12109] -102.20044 -102.20302 -102.20934 -102.20939 -102.23270 -102.23479
## [12115] -102.24912 -102.26399 -102.26873 -102.27487 -102.27554 -102.27875
## [12121] -102.27889 -102.28502 -102.28767 -102.29515 -102.29939 -102.30086
## [12127] -102.31211 -102.31930 -102.32005 -102.33282 -102.33851 -102.34684
## [12133] -102.35056 -102.37738 -102.39955 -102.40696 -102.42591 -102.42730
## [12139] -102.43103 -102.46091 -102.46453 -102.47046 -102.49217 -102.49351
## [12145] -102.49465 -102.49868 -102.51356 -102.51980 -102.52338 -102.52461
## [12151] -102.52984 -102.53022 -102.54465 -102.55885 -102.57083 -102.57568
## [12157] -102.57636 -102.58376 -102.58516 -102.58726 -102.58909 -102.58983
## [12163] -102.59158 -102.59225 -102.59279 -102.59619 -102.60383 -102.61875
## [12169] -102.62233 -102.62390 -102.63001 -102.63271 -102.63460 -102.63522
## [12175] -102.64090 -102.64466 -102.65466 -102.66563 -102.66752 -102.67365
## [12181] -102.67899 -102.68299 -102.68748 -102.71681 -102.71707 -102.72436
## [12187] -102.72820 -102.73231 -102.73306 -102.73561 -102.74313 -102.74488
## [12193] -102.74900 -102.75177 -102.75396 -102.76061 -102.76239 -102.76972
## [12199] -102.77812 -102.77984 -102.78233 -102.80084 -102.80084 -102.80213
## [12205] -102.80925 -102.81197 -102.81252 -102.83017 -102.84003 -102.84250
## [12211] -102.84277 -102.84680 -102.85191 -102.86750 -102.86751 -102.88994
## [12217] -102.89052 -102.89315 -102.90746 -102.91779 -102.91816 -102.91881
## [12223] -102.92383 -102.92803 -102.92845 -102.96084 -102.96384 -102.96845
## [12229] -102.97160 -102.98781 -103.00022 -103.00580 -103.00768 -103.01196
## [12235] -103.01483 -103.02614 -103.02685 -103.04346 -103.04599 -103.05683
## [12241] -103.05833 -103.06586 -103.09580 -103.10111 -103.10502 -103.11028
## [12247] -103.11877 -103.11964 -103.12942 -103.13145 -103.14721 -103.15819
## [12253] -103.16405 -103.17107 -103.17357 -103.18773 -103.18923 -103.19985
## [12259] -103.20747 -103.21306 -103.21688 -103.23730 -103.23764 -103.23894
## [12265] -103.24524 -103.26247 -103.26547 -103.28797 -103.29126 -103.29206
## [12271] -103.29738 -103.30844 -103.31400 -103.32801 -103.34594 -103.37600
## [12277] -103.39208 -103.39418 -103.39983 -103.40584 -103.40769 -103.42244
## [12283] -103.42867 -103.45111 -103.45479 -103.46026 -103.47094 -103.49528
## [12289] -103.50861 -103.51043 -103.51352 -103.51776 -103.52019 -103.52780
## [12295] -103.54355 -103.55700 -103.56760 -103.57683 -103.59137 -103.59251
## [12301] -103.61362 -103.61433 -103.61688 -103.62109 -103.64894 -103.65622
## [12307] -103.66001 -103.66927 -103.67127 -103.68862 -103.69351 -103.70259
## [12313] -103.70612 -103.72510 -103.73684 -103.74155 -103.75170 -103.75353
## [12319] -103.78631 -103.80697 -103.80706 -103.80749 -103.82055 -103.82092
## [12325] -103.82793 -103.82819 -103.83389 -103.87614 -103.89910 -103.89949
## [12331] -103.89999 -103.90734 -103.92029 -103.92333 -103.92813 -103.93841
## [12337] -103.94089 -103.94221 -103.96021 -103.98559 -103.98898 -104.00505
## [12343] -104.02975 -104.03345 -104.05192 -104.05349 -104.07575 -104.08154
## [12349] -104.09102 -104.09742 -104.09932 -104.13287 -104.13416 -104.14058
## [12355] -104.14822 -104.18121 -104.19180 -104.19302 -104.19684 -104.21032
## [12361] -104.24867 -104.25065 -104.26716 -104.27467 -104.29417 -104.30034
## [12367] -104.31421 -104.31681 -104.33263 -104.33542 -104.33700 -104.34476
## [12373] -104.34850 -104.35200 -104.35824 -104.36767 -104.37313 -104.37633
## [12379] -104.39888 -104.43697 -104.46280 -104.46898 -104.47161 -104.47812
## [12385] -104.50016 -104.51193 -104.51308 -104.52111 -104.53561 -104.53983
## [12391] -104.54202 -104.56056 -104.57584 -104.59777 -104.60178 -104.60266
## [12397] -104.61506 -104.66264 -104.67048 -104.67950 -104.68064 -104.68927
## [12403] -104.69618 -104.69708 -104.70727 -104.71396 -104.71564 -104.73414
## [12409] -104.74156 -104.79276 -104.83869 -104.84628 -104.85596 -104.87403
## [12415] -104.87833 -104.89621 -104.89876 -104.89940 -104.90172 -104.90599
## [12421] -104.90670 -104.92201 -104.92926 -104.95114 -104.96558 -105.00714
## [12427] -105.08895 -105.09373 -105.09459 -105.11254 -105.12481 -105.12900
## [12433] -105.13604 -105.15107 -105.15505 -105.16465 -105.17109 -105.19843
## [12439] -105.20239 -105.20469 -105.24487 -105.27388 -105.27895 -105.29281
## [12445] -105.29886 -105.31766 -105.34796 -105.36477 -105.36479 -105.37486
## [12451] -105.40000 -105.40892 -105.40894 -105.41039 -105.42317 -105.42592
## [12457] -105.43268 -105.43646 -105.45532 -105.47375 -105.47891 -105.49096
## [12463] -105.49631 -105.49777 -105.50027 -105.50035 -105.50219 -105.57152
## [12469] -105.59094 -105.60666 -105.60978 -105.63656 -105.64117 -105.67679
## [12475] -105.68403 -105.71225 -105.72874 -105.75674 -105.76680 -105.77717
## [12481] -105.80425 -105.81983 -105.87517 -105.87837 -105.88092 -105.88856
## [12487] -105.92658 -105.94899 -105.97946 -105.98844 -105.98865 -105.99290
## [12493] -105.99876 -106.00592 -106.02988 -106.04304 -106.08259 -106.08530
## [12499] -106.08761 -106.08880 -106.09112 -106.09831 -106.10583 -106.14638
## [12505] -106.17198 -106.18983 -106.20649 -106.22697 -106.25320 -106.28858
## [12511] -106.31265 -106.31536 -106.32090 -106.32761 -106.36647 -106.37155
## [12517] -106.45002 -106.45974 -106.48080 -106.50392 -106.52353 -106.53985
## [12523] -106.54768 -106.54908 -106.59202 -106.59844 -106.61054 -106.61469
## [12529] -106.63478 -106.70706 -106.72458 -106.73683 -106.74847 -106.77505
## [12535] -106.79663 -106.80744 -106.81144 -106.81246 -106.81394 -106.82995
## [12541] -106.94572 -106.95827 -106.98045 -106.98587 -106.99291 -106.99859
## [12547] -107.16238 -107.19473 -107.19500 -107.19824 -107.29518 -107.35165
## [12553] -107.35392 -107.37011 -107.37614 -107.41043 -107.43767 -107.55081
## [12559] -107.55559 -107.58669 -107.59692 -107.64086 -107.75056 -107.75814
## [12565] -107.81257 -107.91664 -107.97551 -108.03741 -108.04136 -108.04518
## [12571] -108.08766 -108.13989 -108.21363 -108.23714 -108.32920 -108.32923
## [12577] -108.41968 -108.48066 -108.53221 -108.57643 -108.64735 -108.66336
## [12583] -108.80335 -108.82135 -108.82239 -108.83132 -108.83908 -108.90478
## [12589] -108.95830 -108.97984 -108.99764 -109.11784 -109.16153 -109.24158
## [12595] -109.38893 -109.40649 -109.42090 -109.50382 -109.53284 -109.55014
## [12601] -109.55900 -109.60192 -109.87340 -110.00125 -110.12311 -110.40344
## [12607] -110.48844 -110.73846 -110.82453 -110.95394 -111.02842 -111.06559
## [12613] -111.09315 -111.18802 -111.92472 -112.14518 -112.51374 -112.67853
## [12619] -112.71243 -114.61026 -115.66751barplot(x,
names.arg = 1:length(x), # Labels for the x-axis (data points)
xlab = 'Data Points', # X-axis label
ylab = 'BB60C Values', # Y-axis label
main = 'Visualization of BB60C Column (Unclear Data)', # Title
col = 'black', # Bar color
border = 'pink', # Bar border color
ylim = c(min(x), max(x)) # Set the Y-axis limits
)
grid()
Do you notice any significant risks? If so, what could you do to reduce negative consequences?
The significant risk here is misinterpretation or misuse of the data, which could lead to incorrect analysis or decisions based on this data. To reduce the negative consequences, it’s better to seek further clarification from the data provider or the experts who understands the dataset context.
further questions:
- Are there any specific thresholds or ranges for these technical parameters that are important for analysis?
- How do these technical parameters relate to the overall network performance or other aspects of the dataset?