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story_point_estimator_metrics

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giseldo commited on Sep 3, 2023

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b444daa

1 Parent(s): 8694ab2

ultima versao

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Files changed (48) hide show

app.py +58 -57
metricas_ALOY_MbR.csv +300 -0
metricas_ALOY_NEOSP_SVR.csv +300 -0
metricas_APSTUD_MbR.csv +300 -0
metricas_APSTUD_NEOSP_SVR.csv +300 -0
metricas_CLI_MbR.csv +300 -0
metricas_CLI_NEOSP_SVR.csv +300 -0
metricas_CLOV_MbR.csv +300 -0
metricas_CLOV_NEOSP_SVR.csv +300 -0
metricas_COMPASS_MbR.csv +300 -0
metricas_COMPASS_NEOSP_SVR.csv +300 -0
metricas_CONFCLOUD_MbR.csv +300 -0
metricas_CONFCLOUD_NEOSP_SVR.csv +300 -0
metricas_CONFSERVER_MbR.csv +300 -0
metricas_CONFSERVER_NEOSP_SVR.csv +300 -0
metricas_DAEMON_MbR.csv +300 -0
metricas_DAEMON_NEOSP_SVR.csv +300 -0
metricas_DM_MbR.csv +300 -0
metricas_DM_NEOSP_SVR.csv +300 -0
metricas_DNN_MbR.csv +300 -0
metricas_DNN_NEOSP_SVR.csv +300 -0
metricas_DURACLOUD_MbR.csv +300 -0
metricas_DURACLOUD_NEOSP_SVR.csv +300 -0
metricas_EVG_MbR.csv +300 -0
metricas_EVG_NEOSP_SVR.csv +300 -0
metricas_FAB_MbR.csv +300 -0
metricas_FAB_NEOSP_SVR.csv +300 -0
metricas_MDL_MbR.csv +300 -0
metricas_MDL_NEOSP_SVR.csv +300 -0
metricas_MESOS_MbR.csv +300 -0
metricas_MESOS_NEOSP_SVR.csv +300 -0
metricas_MULE_MbR.csv +300 -0
metricas_MULE_NEOSP_SVR.csv +300 -0
metricas_NEXUS_MbR.csv +300 -0
metricas_NEXUS_NEOSP_SVR.csv +300 -0
metricas_SERVER_MbR.csv +300 -0
metricas_SERVER_NEOSP_SVR.csv +300 -0
metricas_STL_MbR.csv +300 -0
metricas_STL_NEOSP_SVR.csv +300 -0
metricas_TIDOC_MbR.csv +300 -0
metricas_TIDOC_NEOSP_SVR.csv +300 -0
metricas_TIMOB_MbR.csv +300 -0
metricas_TIMOB_NEOSP_SVR.csv +300 -0
metricas_TISTUD_MbR.csv +300 -0
metricas_TISTUD_NEOSP_SVR.csv +300 -0
metricas_XD_MbR.csv +300 -0
metricas_XD_NEOSP_SVR.csv +300 -0
temp.ipynb +83 -0

app.py CHANGED Viewed

@@ -2,83 +2,84 @@ import gradio as gr
 import pandas as pd
 import matplotlib.pyplot as plt
 import numpy as np
-LIBRARIES = ["ALOY", "APSTUD", "CLI", "TIMOB", "XD"]
-def grafico(list_output_mean, list_output_neosp, nome_projeto, pip_choices):
-    list_results = [["MbR Regressor", np.mean(list_output_mean)], [
-        "NEOSP-SVR Regressor", np.mean(list_output_neosp)]]
-    fig, (ax1, ax2) = plt.subplots(1, 2)
     # ax1
-    if "MbR Regressor" in pip_choices:
-        df_list_output_mean = pd.DataFrame(list_output_mean, columns=["MAE"])
-        ax1.plot(df_list_output_mean.index,
-                 df_list_output_mean["MAE"],  label="MbR Regressor", color="red")
-        ax1.set
-    if "NEOSP-SVR Regressor" in pip_choices:
-        df_list_output_NEOSP = pd.DataFrame(list_output_neosp, columns=["MAE"])
-        ax1.plot(df_list_output_NEOSP.index,
-                 df_list_output_NEOSP["MAE"], label="NEOSP-SVR Regressor", color="blue")
     ax1.set_xlabel("Index Execução")
     ax1.set_ylabel("MAE")
     ax1.legend()
     # ax2
-    if "MbR Regressor" or "NEOSP-SVR Regressor" in pip_choices:
-        df = pd.DataFrame(list_results, columns=["Model", "MAE"])
-    if "NEOSP-SVR Regressor" and "NEOSP-SVR Regressor" in pip_choices:
-        ax2.bar(df["Model"], df["MAE"], color=["red", "blue"])
-    elif "MbR Regressor" in pip_choices:
-        ax2.bar(df["Model"].iloc[[0]], df["MAE"].iloc[[0]], color="red")
-    elif "NEOSP-SVR Regressor" in pip_choices:
-        ax2.bar(df["Model"].iloc[[1]], df["MAE"].iloc[[1]], color = "blue")
-    if "MbR Regressor" or "NEOSP-SVR Regressor" in pip_choices:
-        ax2.set_ylabel("MAE Médio")
-        ax2.set_xlabel("Modelos")
     # graficos geral
     fig.set_figwidth(15)
     fig.set_figheight(4)
     fig.suptitle("Projeto {}".format(nome_projeto))
-    return gr.update(value=plt, visible=True)
 def create_pip_plot(libraries, pip_choices):
-    if "ALOY" in libraries:
-        list_output_ALOY_mean = [3.152778, 3.375000, 1.423820, 1.052039, 1.297747, 1.224785, 2.250000, 2.375000, 1.540773, 1.847639, 1.491953, 1.052039, 0.983369, 1.669528, 1.665236, 1.412554, 1.375000, 1.078326, 1.556330, 1.625000, 1.860515, 1.491953, 1.160944, 1.675966, 1.987661, 2.369099, 1.431867, 1.944742, 2.329399, 1.925429]
-        list_output_ALOY_NEOSP = [3.191631, 3.417342, 1.202562, 0.867979, 1.225224, 1.028501, 2.165318, 2.291910, 1.141041, 1.785504, 1.086850, 0.875381, 0.714992, 1.604599, 1.833541, 0.860600, 1.393656, 1.152935, 1.364006, 1.647414, 1.527748, 1.236909, 1.403306, 1.655692, 1.770828, 1.937058, 0.861534, 1.341726, 1.904503, 1.449757]
-        return grafico(list_output_ALOY_mean, list_output_ALOY_NEOSP, "ALOY", pip_choices)
-    elif "APSTUD" in libraries:
-        list_output_APSTUD_mean = [5.405978260869565, 5.619565217391305, 4.4375, 4.580434782608696, 4.5, 3.5016304347826086, 1.945108695652174, 4.5, 6.836956521739131, 5.0, 3.1649456521739134, 3.309239130434783, 2.203804347826087, 3.007336956521739, 4.059782608695652, 3.296467391304348, 2.3084239130434785, 3.4937500000000004, 3.774456521739131, 3.7527173913043477, 5.465217391304348, 4.619565217391304, 4.6603260869565215, 3.0625, 2.0070652173913044, 3.059239130434783, 3.3274041937816334, 3.411279826464208,  3.7968185104844543, 8.73709327548807]
-        list_output_APSTUD_NEOSP = [5.41661475603331, 5.503547725525665, 4.415931210782633, 4.545322877373284, 4.536777472583356, 3.362346453641618, 1.9843639160064401, 4.470861996846005, 6.7482924452454744, 5.030760970371084, 3.4920408655032915, 3.246151689153077, 2.279240264502646, 3.0146941161291476, 4.098301193482748, 3.3288198557025104, 2.3172072884716948, 3.54395454745025, 3.7937206634843017, 3.7337097584332075, 5.521106648217923, 4.657538991789229, 4.655121901790425, 3.030783487143312, 2.0003910449758164, 3.029204865355089, 3.4122658576760707, 3.362791681092995, 3.7584358231873463, 8.847135170166245]
-        return grafico(list_output_APSTUD_mean, list_output_APSTUD_NEOSP, "APSTUD", pip_choices)
-    elif "CLI" in libraries:
-        list_output_CLI_mean = [3.073851590106007, 0.8678445229681978, 2.225088339222615, 2.574558303886926, 2.6738515901060067, 1.57773851590106, 1.4724381625441698, 2.221554770318021, 2.5, 1.2190812720848054, 1.6420494699646642, 1.871024734982332, 2.069611307420495, 1.5, 1.9703180212014133, 0.39081272084805657, 1.9996466431095405, 1.569257950530035, 1.4, 1.1144876325088338, 1.780565371024735, 0.9583038869257952, 1.63321554770318, 1.673317683881064, 2.0082159624413145, 1.9530516431924885, 2.335680751173709, 2.6815336463223787, 1.2699530516431925, 1.4428794992175273]
-        list_output_CLI_NEOSP = [3.1538037286288505, 0.937225588342782, 2.1037834307438303, 2.7185375907916134, 2.705821416930853, 1.5651596557303535, 1.1630692970019907, 2.373780602244225, 2.642528080865694, 0.8917870166563835, 1.9119725116172384, 1.895509058775452, 2.2941219868278147, 1.5548661959529118, 2.018983040645479, 0.3002212060779503, 1.8850529066288408, 1.417942660377745, 1.3788045174949335, 1.0137659071118208, 1.4936335189563361, 0.82267957042595,  1.1580797095299311, 1.0556058690485837, 1.7453689640857384, 1.5028556447190604, 2.098886003603931, 2.7192884860222506, 1.1056835708897894, 1.4314289365223634]
-        return grafico(list_output_CLI_mean, list_output_CLI_NEOSP, "CLI", pip_choices)
-    elif "TIMOB" in libraries:
-        list_output_TIMOB_mean = [3.1239187095524747, 3.1127719364782216, 2.558648911447154, 3.275111760244016, 2.7384507690073105, 2.8920827752045573, 3.2534940206252116, 2.50271533011636, 2.9008521214273033, 1.9765121927601954, 2.982737682165163,  2.2250455917240934, 2.531187967012572,  1.9724129722576376,2.572886238561722,  1.768976730007113, 1.9037841682755818, 1.9127182196931205, 2.2375632557666902, 2.007052128848694, 2.139313077939234, 1.9027192358500153, 1.9491901229549842, 2.4138766385529924, 2.830769230769231, 3.545076719845544, 2.7588862920434916, 2.4929051925617314, 2.0218412762930593, 1.7311899197236056]
-        list_output_TIMOB_NEOSP = [3.2116159862462017, 3.196289117071299, 2.601474470400067, 3.230862677831728, 2.7402567260480617, 2.8941668879031033, 3.175745376388647, 2.4568824875229156,2.7798433043457753, 1.9535065063757133, 2.9351616923433395, 2.1850743809068365, 2.5550886930385746, 1.9154545407712529, 2.535058252004109, 1.702317100676495, 1.8854684307156933, 1.8659555544639181, 2.2476178674129246, 1.9931473638829218,2.114301637093706, 1.8737288562148644, 1.9429539400920888, 2.438826335039037, 2.8242363751209285, 3.5705528249103615, 2.773252222649539, 2.473583571405169, 1.9530287330281475, 1.687719204969839]
-        return grafico(list_output_TIMOB_mean, list_output_TIMOB_NEOSP, "TIMOB", pip_choices)
-    elif "XD" in libraries:
-        list_output_XD_mean = [2.5098978288633456, 1.7606764928193497, 1.4100529100529098, 2.6373771730914592, 2.5485166288737724, 2.076861300075586, 2.671485260770975, 1.9914021164021165, 2.3930461073318217, 1.8410336356764927, 2.5883408919123205, 2.4966458805744516, 2.603505291005291, 2.162556689342404, 1.3380102040816326, 1.7609126984126984, 1.6026549508692367, 2.5393046107331823, 1.2452286470143614, 1.1508408919123203, 2.3851095993953133, 1.9365079365079363, 1.6403061224489799, 1.4609788359788356, 1.576436130007559, 1.5469576719576719, 1.618433484504913, 1.6909486016628874, 1.581396447467876, 1.61432350718065]
-        list_output_XD_NEOSP = [2.153805854606099, 1.3192041744638385, 1.0942568392224865, 2.2671338260999296, 2.2102113658193114, 1.442994939935334, 2.7211806574599327, 1.8784392297541839, 2.516598063436293, 1.8653002237732397, 2.658988020074318, 2.3855459818822085, 2.901597886872319, 2.035113280848767, 1.246124495922638, 1.7778479249011316, 1.4536318108060204, 2.661901532686688, 1.122781370408799, 1.1549609661487965, 2.3562297342031937, 1.5516294190980484, 1.4237175549652095, 1.5386608172757934, 1.4927757348680346, 1.5466779395447403, 1.543884232353307, 1.58210055276562, 1.3658819428699331, 1.3094895420260841]
-        return grafico(list_output_XD_mean, list_output_XD_NEOSP, "XD", pip_choices)
-    else:
-        return gr.update(visible=True)
 demo = gr.Blocks()
 with demo:
     with gr.Row():
         with gr.Column():
             gr.Markdown("## Conjunto de Dados")
-            libraries = gr.Dropdown(
-                choices=LIBRARIES, label="Projeto", value="ALOY")
         with gr.Column():
             gr.Markdown("## Gráficos")
-            pip = gr.CheckboxGroup(
-                choices=["MbR Regressor", "NEOSP-SVR Regressor"], label="Modelos Preditivos")
             # stars = gr.CheckboxGroup(choices=["Stars", "Week over Week"], label="")
             # issues = gr.CheckboxGroup(choices=["Issue", "Exclude org members", "week over week"], label="")
     with gr.Row():
@@ -86,11 +87,11 @@ with demo:
     with gr.Row():
         with gr.Column():
             pip_plot = gr.Plot(visible=False)
-            # star_plot = gr.Plot(visible=False)
             # issue_plot = gr.Plot(visible=False)
-    fetch.click(create_pip_plot, inputs=[libraries, pip], outputs=pip_plot)
-    # fetch.click(create_star_plot, inputs=[libraries, pip], outputs=star_plot)
     # fetch.click(create_issue_plot, inputs=[libraries, issues], outputs=issue_plot)
 demo.launch()

 import pandas as pd
 import matplotlib.pyplot as plt
 import numpy as np
+import csv
+from scipy.stats import wilcoxon
+LIBRARIES = ["ALOY", "APSTUD", "CLI", "CLOV", "COMPASS", "CONFCLOUD", "CONFSERVER", "DAEMON", "DM", "DNN", "DURACLOUD", "EVG", "FAB",
+             "MDL", "MESOS" ,"MULE", "NEXUS", "SERVER", "STL", "TIDOC", "TIMOB", "TISTUD", "XD"]
+def grafico(list_output_MbR, list_output_NEOSP, nome_projeto, pip_choices):
+    list_results = [["MbR Regressor", np.mean(list_output_MbR)], ["NEOSP-SVR Regressor", np.mean(list_output_NEOSP)]]
+    df = pd.DataFrame(list_results, columns=["Model", "MAE"])
+    df_list_output_MbR = pd.DataFrame(list_output_MbR, columns=["MAE"])
+    df_list_output_NEOSP = pd.DataFrame(list_output_NEOSP, columns=["MAE"])
+    fig, (ax1, ax2, ax3)= plt.subplots(1, 3)
     # ax1
     ax1.set_xlabel("Index Execução")
     ax1.set_ylabel("MAE")
     ax1.legend()
+    if "MbR Regressor" in pip_choices:
+        ax1.plot(df_list_output_MbR.index, df_list_output_MbR["MAE"],  label="MbR Regressor", color="red",  alpha=0.5)
+    if "NEOSP-SVR Regressor" in pip_choices:
+        ax1.plot(df_list_output_NEOSP.index, df_list_output_NEOSP["MAE"], label="NEOSP-SVR Regressor", color="blue",  alpha=0.5)
     # ax2
+    ax2.set_ylabel("MAE Médio")
+    ax2.set_xlabel("Modelos")
+    if "MbR Regressor" in pip_choices:
+        graf1 = ax2.bar(df["Model"].iloc[[0]], df["MAE"].iloc[[0]], color="red", alpha=0.5)
+        ax2.bar_label(graf1, fmt="%.01f", size=10, label_type="edge")
+    if "NEOSP-SVR Regressor" in pip_choices:
+        graf2 = ax2.bar(df["Model"].iloc[[1]], df["MAE"].iloc[[1]], color = "blue",  alpha=0.5)
+        ax2.bar_label(graf2, fmt="%.01f", size=10, label_type="edge")
+    ax3.set_xlabel("MAE")
+    ax3.set_ylabel("Frequência")
+    if "MbR Regressor" in pip_choices:
+        ax3.hist(df_list_output_MbR["MAE"], color="red",  alpha=0.5)
+    if "NEOSP-SVR Regressor" in pip_choices:
+        ax3.hist(df_list_output_NEOSP["MAE"], color="blue", alpha=0.5)
     # graficos geral
     fig.set_figwidth(15)
     fig.set_figheight(4)
     fig.suptitle("Projeto {}".format(nome_projeto))
+    # text
+    resultado = ""
+    if ("MbR Regressor" and "NEOSP-SVR Regressor") in pip_choices:
+        res = wilcoxon(list_output_MbR, list_output_NEOSP)
+        resultado = "MbR vs. NEOSP-SVR -> Wilcoxon -> Statistics: {} | valor-p: {}".format(res.statistic, res.pvalue)
+    return gr.update(value=plt, visible=True), gr.update(value=resultado, visible=True)
 def create_pip_plot(libraries, pip_choices):
+    nome_projeto = libraries
+    list_output_MbR = []
+    with open("metricas_{}_MbR.csv".format(nome_projeto), "r") as arquivo:
+        arquivo_csv = csv.reader(arquivo)
+        for i, linha in enumerate(arquivo_csv):
+            list_output_MbR.append(float(linha[0]))
+    list_output_NEOSP_SVR = []
+    with open("metricas_{}_NEOSP_SVR.csv".format(nome_projeto), "r") as arquivo:
+        arquivo_csv = csv.reader(arquivo)
+        for i, linha in enumerate(arquivo_csv):
+            list_output_NEOSP_SVR.append(float(linha[0]))
+    return grafico(list_output_MbR, list_output_NEOSP_SVR, nome_projeto, pip_choices)
 demo = gr.Blocks()
 with demo:
     with gr.Row():
         with gr.Column():
             gr.Markdown("## Conjunto de Dados")
+            libraries = gr.Dropdown(choices=LIBRARIES, label="Projeto", value="ALOY")
         with gr.Column():
             gr.Markdown("## Gráficos")
+            pip = gr.CheckboxGroup(choices=["MbR Regressor", "NEOSP-SVR Regressor"], label="Modelos Preditivos")
             # stars = gr.CheckboxGroup(choices=["Stars", "Week over Week"], label="")
             # issues = gr.CheckboxGroup(choices=["Issue", "Exclude org members", "week over week"], label="")
     with gr.Row():
     with gr.Row():
         with gr.Column():
             pip_plot = gr.Plot(visible=False)
+            star_plot = gr.Text(visible=False)
             # issue_plot = gr.Plot(visible=False)
+    fetch.click(create_pip_plot, inputs=[libraries, pip], outputs=[pip_plot, star_plot])
+    #fetch.click(create_star_plot, inputs=[libraries, pip], outputs=star_plot)
     # fetch.click(create_issue_plot, inputs=[libraries, issues], outputs=issue_plot)
 demo.launch()

metricas_ALOY_MbR.csv ADDED Viewed

	@@ -0,0 +1,300 @@

+2.2022222222222223
+1.8774961597542241
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temp.ipynb ADDED Viewed

	@@ -0,0 +1,83 @@

+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import csv\n",
+    "\n",
+    "list_output_ALOY_MbR = []\n",
+    "with open(\"metricas_ALOY_MbR.csv\", \"r\") as arquivo:\n",
+    "    arquivo_csv = csv.reader(arquivo)\n",
+    "    for i, linha in enumerate(arquivo_csv):\n",
+    "        list_output_ALOY_MbR.append(float(linha[0]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    " list_output_ALOY_NEOSP_SVR = []\n",
+    "with open(\"metricas_ALOY_NEOSP_SVR.csv\", \"r\") as arquivo:\n",
+    "    arquivo_csv = csv.reader(arquivo)\n",
+    "    for i, linha in enumerate(arquivo_csv):\n",
+    "        list_output_ALOY_NEOSP_SVR.append(float(linha[0]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.5313348545588383"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "np.mean(list_output_ALOY_NEOSP_SVR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.10.11"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}