1

my_static_methods.py

@@ -133,7 +133,6 @@ def GetClassifier(lstDfOriginal, nHystorySteps) :
     time_elapsed = time.time() - start2
     y_pred = classifierObject.predict(x_train_vect)
     df_train[f"predict_{fieldY}"] = y_pred
-    print(f"{time_elapsed=}")
     return (classifierObject, df_train, time_elapsed)
 
 #

pages/2_TECT_IDXYZ.py

@@ -30,7 +30,7 @@ dictTestFilesIdXyz = {f.upper().replace("ID_XYZ/",""): f.upper() for f in lstRep
 @st.cache_data
 def GetListOf_XYZV_ToTrainClassifier(repo):
     lstRepoZipFiles = ["TrainData_1504_AB_gaziev.zip","TestData_1504_AB_gaziev.zip","TestData3_2204_noAB_gaziev.zip"]
-    dictTrainThreeDataframes = my_stm.load_dataframes_from_hf(REPO, lstRepoZipFiles)
+    dictTrainThreeDataframes = my_stm.load_dataframes_from_hf(repo, lstRepoZipFiles)
     lstDfOriginal = [my_stm.df_process_v_column(df) for df in dictTrainThreeDataframes.values()]
     return lstDfOriginal
 
@@ -75,7 +75,7 @@ with st.container():
     cols1 = st.columns([1,12], vertical_alignment="center")
     strBanner = "🔮 проверка предсказаний по пакетам ID_XYZ. \n 📜 формат CSV. \n 🧊 названия столбцов ID;X;Y;Z. \n 📐 размер пакетов одинаковый."
     cols1[0].popover("❓", help=strBanner).markdown(DescriptionMarkdown())
-    cols1[1].info(strBanner)
+    cols1[1].info("🔮 проверка предсказаний V по пакетам ID;X;Y;Z")
 
 #col1, col2 = st.columns([2,5])
 col1, col2 = st.columns([4,2])
@@ -139,14 +139,15 @@ if selectedFile is not None:
         pack_size = list(set(dgID.apply(len)))[0]
         lstDfOriginal = GetListOf_XYZV_ToTrainClassifier(REPO)
         #classifier_object, df_train_with_predict, time_elapsed = my_stm.GetClassifier(lstDfOriginal, pack_size-1)
-        classifier_object = GetCachedClassifier(lstDfOriginal, pack_size-1)
+        classifier_object = GetCachedClassifier(lstDfOriginal, pack_size-1) # сделал закэшированную версию
         col2.popover(type(classifier_object).__name__).write(type(classifier_object))
         # прогноз на обучающей выборке
         #columns_xyzv = [c for c in df_train_with_predict.columns if "Vis" in c] + [c for c in df_train_with_predict.columns if c[0] in "XYZ"]
         #col2.dataframe(df_train_with_predict[columns_xyzv], height=650)
         # расчет пакетов
         xyz = ["X","Y","Z"]
-        df_packs_reshaped = dgID.apply(lambda df: pd.Series(df[xyz].values[::-1].reshape(1,-1)[0])).reset_index()
+        df_packs_reshaped = dgID.apply(lambda df: pd.Series(df[xyz].values[::-1].reshape(1,-1)[0])).reset_index() # правильный порядок
+        #df_packs_reshaped = dgID.apply(lambda df: pd.Series(df[xyz].values.reshape(1,-1)[0])).reset_index() # тестовый порядок xyz наоборот
         x_test_vect = df_packs_reshaped.iloc[:,1:]
         df_packs_reshaped["Прогноз_V"] = classifier_object.predict(x_test_vect.values)
         col2.dataframe(df_packs_reshaped[["ID","Прогноз_V"]], height=620)

static/test.ipynb

@@ -2,12 +2,12 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
     "#@title IMPORT\n",
-    "import io,os,re,sys,math,time,uuid,ctypes,pickle,psutil,random,shutil,string,urllib,decimal,datetime,itertools,traceback,collections\n",
+    "import io,os,re,sys,math,time,uuid,ctypes,pickle,psutil,random,shutil,string,urllib,decimal,datetime,itertools,traceback,collections,platform\n",
     "import matplotlib.pyplot as plt, seaborn as sns, plotly.express as px\n",
     "import numpy as np, pandas as pd\n",
     "\n",
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -25,7 +25,7 @@
      "text": [
       "<>:1: SyntaxWarning: invalid escape sequence '\\M'\n",
       "<>:1: SyntaxWarning: invalid escape sequence '\\M'\n",
-      "C:\\Users\\f64\\AppData\\Local\\Temp\\ipykernel_36416\\1255343956.py:1: SyntaxWarning: invalid escape sequence '\\M'\n",
+      "C:\\Users\\f64\\AppData\\Local\\Temp\\ipykernel_34940\\1255343956.py:1: SyntaxWarning: invalid escape sequence '\\M'\n",
       "  path1 = \"N:\\Makarov\\Development\\Python\\Jupiter Notebooks\\Gaziev CSV\\TestData_1504_AB_soloV_gaziev.zip\"\n"
      ]
     },
@@ -228,7 +228,7 @@
        "[12010 rows x 10 columns]"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -249,7 +249,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -270,7 +270,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -437,7 +437,7 @@
        "18  AAA011113    21  392  -205"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -456,7 +456,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -470,9 +470,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "C:\\Users\\f64\\AppData\\Local\\Temp\\ipykernel_36416\\1846308829.py:2: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
+      "C:\\Users\\f64\\AppData\\Local\\Temp\\ipykernel_34940\\1846308829.py:2: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
       "  print(f\"{set(dgID.apply(len))=}\")\n",
-      "C:\\Users\\f64\\AppData\\Local\\Temp\\ipykernel_36416\\1846308829.py:4: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
+      "C:\\Users\\f64\\AppData\\Local\\Temp\\ipykernel_34940\\1846308829.py:4: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
       "  dgID.apply(len).reset_index()\n"
      ]
     },
@@ -630,7 +630,7 @@
        "19  DDD011113  7"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -644,15 +644,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[['-221' '575' '438' '-102' '601' '258' '-220' '561' '-13' '113' '567'\n",
-      "  '-242' '221' '581' '-249' '222' '598' '-85' '-300' '554' '-130']]\n",
       "[['-300' '554' '-130' '222' '598' '-85' '221' '581' '-249' '113' '567'\n",
       "  '-242' '-220' '561' '-13' '-102' '601' '258' '-221' '575' '438']]\n"
      ]
@@ -749,7 +747,7 @@
        "119  BBB011117  -300  554  -130"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -768,15 +766,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "C:\\Users\\f64\\AppData\\Local\\Temp\\ipykernel_36416\\1960408511.py:2: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
-      "  dgID.apply(lambda df: pd.Series(df[xyz].values[::-1].reshape(1,-1)[0])).reset_index().iloc[:,1:]\n"
+      "C:\\Users\\f64\\AppData\\Local\\Temp\\ipykernel_34940\\1487317556.py:1: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
+      "  df_packs_reshaped = dgID.apply(lambda df: pd.Series(df[xyz].values[::-1].reshape(1,-1)[0])).reset_index() # правильный порядок\n"
      ]
     },
     {
@@ -800,6 +798,7 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>ID</th>\n",
        "      <th>0</th>\n",
        "      <th>1</th>\n",
        "      <th>2</th>\n",
@@ -809,7 +808,6 @@
        "      <th>6</th>\n",
        "      <th>7</th>\n",
        "      <th>8</th>\n",
-       "      <th>9</th>\n",
        "      <th>...</th>\n",
        "      <th>11</th>\n",
        "      <th>12</th>\n",
@@ -826,6 +824,7 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
+       "      <td>AAA011111</td>\n",
        "      <td>-200</td>\n",
        "      <td>732</td>\n",
        "      <td>257</td>\n",
@@ -835,7 +834,6 @@
        "      <td>-22</td>\n",
        "      <td>714</td>\n",
        "      <td>277</td>\n",
-       "      <td>-202</td>\n",
        "      <td>...</td>\n",
        "      <td>382</td>\n",
        "      <td>-221</td>\n",
@@ -850,6 +848,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
+       "      <td>AAA011112</td>\n",
        "      <td>202</td>\n",
        "      <td>486</td>\n",
        "      <td>-547</td>\n",
@@ -859,7 +858,6 @@
        "      <td>-222</td>\n",
        "      <td>525</td>\n",
        "      <td>-178</td>\n",
-       "      <td>-102</td>\n",
        "      <td>...</td>\n",
        "      <td>22</td>\n",
        "      <td>-2</td>\n",
@@ -874,6 +872,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
+       "      <td>AAA011113</td>\n",
        "      <td>-302</td>\n",
        "      <td>336</td>\n",
        "      <td>-443</td>\n",
@@ -883,7 +882,6 @@
        "      <td>-201</td>\n",
        "      <td>336</td>\n",
        "      <td>-206</td>\n",
-       "      <td>121</td>\n",
        "      <td>...</td>\n",
        "      <td>-175</td>\n",
        "      <td>-201</td>\n",
@@ -898,6 +896,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
+       "      <td>AAA011114</td>\n",
        "      <td>401</td>\n",
        "      <td>681</td>\n",
        "      <td>768</td>\n",
@@ -907,7 +906,6 @@
        "      <td>220</td>\n",
        "      <td>712</td>\n",
        "      <td>694</td>\n",
-       "      <td>401</td>\n",
        "      <td>...</td>\n",
        "      <td>544</td>\n",
        "      <td>-202</td>\n",
@@ -922,6 +920,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
+       "      <td>AAA011115</td>\n",
        "      <td>-222</td>\n",
        "      <td>525</td>\n",
        "      <td>-178</td>\n",
@@ -931,7 +930,6 @@
        "      <td>-2</td>\n",
        "      <td>557</td>\n",
        "      <td>58</td>\n",
-       "      <td>200</td>\n",
        "      <td>...</td>\n",
        "      <td>50</td>\n",
        "      <td>201</td>\n",
@@ -946,6 +944,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
+       "      <td>AAA011116</td>\n",
        "      <td>21</td>\n",
        "      <td>405</td>\n",
        "      <td>-173</td>\n",
@@ -955,7 +954,6 @@
        "      <td>-200</td>\n",
        "      <td>377</td>\n",
        "      <td>-150</td>\n",
-       "      <td>-110</td>\n",
        "      <td>...</td>\n",
        "      <td>-91</td>\n",
        "      <td>-12</td>\n",
@@ -970,6 +968,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
+       "      <td>AAA011117</td>\n",
        "      <td>-102</td>\n",
        "      <td>616</td>\n",
        "      <td>22</td>\n",
@@ -979,7 +978,6 @@
        "      <td>200</td>\n",
        "      <td>572</td>\n",
        "      <td>50</td>\n",
-       "      <td>201</td>\n",
        "      <td>...</td>\n",
        "      <td>-36</td>\n",
        "      <td>-202</td>\n",
@@ -994,6 +992,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
+       "      <td>AAA011118</td>\n",
        "      <td>-302</td>\n",
        "      <td>279</td>\n",
        "      <td>-2298</td>\n",
@@ -1003,7 +1002,6 @@
        "      <td>-220</td>\n",
        "      <td>409</td>\n",
        "      <td>-362</td>\n",
-       "      <td>-12</td>\n",
        "      <td>...</td>\n",
        "      <td>-393</td>\n",
        "      <td>512</td>\n",
@@ -1018,6 +1016,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
+       "      <td>BBB011111</td>\n",
        "      <td>-114</td>\n",
        "      <td>277</td>\n",
        "      <td>-97</td>\n",
@@ -1027,7 +1026,6 @@
        "      <td>-220</td>\n",
        "      <td>284</td>\n",
        "      <td>-602</td>\n",
-       "      <td>-122</td>\n",
        "      <td>...</td>\n",
        "      <td>-860</td>\n",
        "      <td>222</td>\n",
@@ -1042,6 +1040,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
+       "      <td>BBB011112</td>\n",
        "      <td>-210</td>\n",
        "      <td>529</td>\n",
        "      <td>-943</td>\n",
@@ -1051,7 +1050,6 @@
        "      <td>-221</td>\n",
        "      <td>577</td>\n",
        "      <td>-859</td>\n",
-       "      <td>-211</td>\n",
        "      <td>...</td>\n",
        "      <td>-752</td>\n",
        "      <td>-122</td>\n",
@@ -1066,6 +1064,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
+       "      <td>BBB011113</td>\n",
        "      <td>-200</td>\n",
        "      <td>320</td>\n",
        "      <td>82</td>\n",
@@ -1075,7 +1074,6 @@
        "      <td>22</td>\n",
        "      <td>336</td>\n",
        "      <td>-26</td>\n",
-       "      <td>122</td>\n",
        "      <td>...</td>\n",
        "      <td>-106</td>\n",
        "      <td>-302</td>\n",
@@ -1090,6 +1088,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
+       "      <td>BBB011114</td>\n",
        "      <td>-201</td>\n",
        "      <td>612</td>\n",
        "      <td>63</td>\n",
@@ -1099,7 +1098,6 @@
        "      <td>-103</td>\n",
        "      <td>620</td>\n",
        "      <td>261</td>\n",
-       "      <td>22</td>\n",
        "      <td>...</td>\n",
        "      <td>250</td>\n",
        "      <td>402</td>\n",
@@ -1114,6 +1112,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
+       "      <td>BBB011115</td>\n",
        "      <td>102</td>\n",
        "      <td>578</td>\n",
        "      <td>-830</td>\n",
@@ -1123,7 +1122,6 @@
        "      <td>-211</td>\n",
        "      <td>579</td>\n",
        "      <td>-752</td>\n",
-       "      <td>-122</td>\n",
        "      <td>...</td>\n",
        "      <td>-592</td>\n",
        "      <td>-21</td>\n",
@@ -1138,6 +1136,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
+       "      <td>BBB011116</td>\n",
        "      <td>-2</td>\n",
        "      <td>550</td>\n",
        "      <td>736</td>\n",
@@ -1147,7 +1146,6 @@
        "      <td>-112</td>\n",
        "      <td>527</td>\n",
        "      <td>840</td>\n",
-       "      <td>320</td>\n",
        "      <td>...</td>\n",
        "      <td>906</td>\n",
        "      <td>-221</td>\n",
@@ -1162,6 +1160,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
+       "      <td>BBB011117</td>\n",
        "      <td>-300</td>\n",
        "      <td>554</td>\n",
        "      <td>-130</td>\n",
@@ -1171,7 +1170,6 @@
        "      <td>221</td>\n",
        "      <td>581</td>\n",
        "      <td>-249</td>\n",
-       "      <td>113</td>\n",
        "      <td>...</td>\n",
        "      <td>-242</td>\n",
        "      <td>-220</td>\n",
@@ -1186,6 +1184,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
+       "      <td>CCC011111</td>\n",
        "      <td>-322</td>\n",
        "      <td>381</td>\n",
        "      <td>-1133</td>\n",
@@ -1195,7 +1194,6 @@
        "      <td>223</td>\n",
        "      <td>370</td>\n",
        "      <td>-1289</td>\n",
-       "      <td>-520</td>\n",
        "      <td>...</td>\n",
        "      <td>-1204</td>\n",
        "      <td>-320</td>\n",
@@ -1210,6 +1208,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
+       "      <td>CCC011112</td>\n",
        "      <td>-202</td>\n",
        "      <td>316</td>\n",
        "      <td>-1791</td>\n",
@@ -1219,7 +1218,6 @@
        "      <td>-22</td>\n",
        "      <td>421</td>\n",
        "      <td>-1718</td>\n",
-       "      <td>-511</td>\n",
        "      <td>...</td>\n",
        "      <td>-1547</td>\n",
        "      <td>201</td>\n",
@@ -1234,6 +1232,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
+       "      <td>DDD011111</td>\n",
        "      <td>-203</td>\n",
        "      <td>438</td>\n",
        "      <td>-86</td>\n",
@@ -1243,7 +1242,6 @@
        "      <td>-422</td>\n",
        "      <td>453</td>\n",
        "      <td>745</td>\n",
-       "      <td>-222</td>\n",
        "      <td>...</td>\n",
        "      <td>921</td>\n",
        "      <td>211</td>\n",
@@ -1258,6 +1256,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
+       "      <td>DDD011112</td>\n",
        "      <td>724</td>\n",
        "      <td>526</td>\n",
        "      <td>-5020</td>\n",
@@ -1267,7 +1266,6 @@
        "      <td>-532</td>\n",
        "      <td>352</td>\n",
        "      <td>-6875</td>\n",
-       "      <td>-453</td>\n",
        "      <td>...</td>\n",
        "      <td>-6739</td>\n",
        "      <td>260</td>\n",
@@ -1282,6 +1280,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
+       "      <td>DDD011113</td>\n",
        "      <td>400</td>\n",
        "      <td>503</td>\n",
        "      <td>905</td>\n",
@@ -1291,7 +1290,6 @@
        "      <td>-121</td>\n",
        "      <td>489</td>\n",
        "      <td>299</td>\n",
-       "      <td>320</td>\n",
        "      <td>...</td>\n",
        "      <td>283</td>\n",
        "      <td>-123</td>\n",
@@ -1306,85 +1304,117 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>20 rows × 21 columns</p>\n",
+       "<p>20 rows × 22 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "      0    1      2     3    4      5     6    7      8     9   ...     11  \\\n",
-       "0   -200  732    257   211  746    312   -22  714    277  -202  ...    382   \n",
-       "1    202  486   -547  -320  452   -505  -222  525   -178  -102  ...     22   \n",
-       "2   -302  336   -443  -202  343   -257  -201  336   -206   121  ...   -175   \n",
-       "3    401  681    768  -212  705    660   220  712    694   401  ...    544   \n",
-       "4   -222  525   -178  -102  616     22    -2  557     58   200  ...     50   \n",
-       "5     21  405   -173  -111  427   -180  -200  377   -150  -110  ...    -91   \n",
-       "6   -102  616     22    -2  557     58   200  572     50   201  ...    -36   \n",
-       "7   -302  279  -2298  -502  282  -1456  -220  409   -362   -12  ...   -393   \n",
-       "8   -114  277    -97     2  247   -329  -220  284   -602  -122  ...   -860   \n",
-       "9   -210  529   -943   102  578   -830  -221  577   -859  -211  ...   -752   \n",
-       "10  -200  320     82   121  289     58    22  336    -26   122  ...   -106   \n",
-       "11  -201  612     63  -212  604    201  -103  620    261    22  ...    250   \n",
-       "12   102  578   -830  -221  577   -859  -211  579   -752  -122  ...   -592   \n",
-       "13    -2  550    736   220  531    814  -112  527    840   320  ...    906   \n",
-       "14  -300  554   -130   222  598    -85   221  581   -249   113  ...   -242   \n",
-       "15  -322  381  -1133   222  413  -1103   223  370  -1289  -520  ...  -1204   \n",
-       "16  -202  316  -1791  -232  333  -1659   -22  421  -1718  -511  ...  -1547   \n",
-       "17  -203  438    -86  -521  436    327  -422  453    745  -222  ...    921   \n",
-       "18   724  526  -5020  -412  345  -7138  -532  352  -6875  -453  ...  -6739   \n",
-       "19   400  503    905   502  490    564  -121  489    299   320  ...    283   \n",
+       "           ID     0    1      2     3    4      5     6    7      8  ...  \\\n",
+       "0   AAA011111  -200  732    257   211  746    312   -22  714    277  ...   \n",
+       "1   AAA011112   202  486   -547  -320  452   -505  -222  525   -178  ...   \n",
+       "2   AAA011113  -302  336   -443  -202  343   -257  -201  336   -206  ...   \n",
+       "3   AAA011114   401  681    768  -212  705    660   220  712    694  ...   \n",
+       "4   AAA011115  -222  525   -178  -102  616     22    -2  557     58  ...   \n",
+       "5   AAA011116    21  405   -173  -111  427   -180  -200  377   -150  ...   \n",
+       "6   AAA011117  -102  616     22    -2  557     58   200  572     50  ...   \n",
+       "7   AAA011118  -302  279  -2298  -502  282  -1456  -220  409   -362  ...   \n",
+       "8   BBB011111  -114  277    -97     2  247   -329  -220  284   -602  ...   \n",
+       "9   BBB011112  -210  529   -943   102  578   -830  -221  577   -859  ...   \n",
+       "10  BBB011113  -200  320     82   121  289     58    22  336    -26  ...   \n",
+       "11  BBB011114  -201  612     63  -212  604    201  -103  620    261  ...   \n",
+       "12  BBB011115   102  578   -830  -221  577   -859  -211  579   -752  ...   \n",
+       "13  BBB011116    -2  550    736   220  531    814  -112  527    840  ...   \n",
+       "14  BBB011117  -300  554   -130   222  598    -85   221  581   -249  ...   \n",
+       "15  CCC011111  -322  381  -1133   222  413  -1103   223  370  -1289  ...   \n",
+       "16  CCC011112  -202  316  -1791  -232  333  -1659   -22  421  -1718  ...   \n",
+       "17  DDD011111  -203  438    -86  -521  436    327  -422  453    745  ...   \n",
+       "18  DDD011112   724  526  -5020  -412  345  -7138  -532  352  -6875  ...   \n",
+       "19  DDD011113   400  503    905   502  490    564  -121  489    299  ...   \n",
        "\n",
-       "      12   13     14    15   16     17    18   19     20  \n",
-       "0   -221  703    505   200  711    556   111  702    536  \n",
-       "1     -2  557     58   200  572     50   201  584    -36  \n",
-       "2   -201  357   -235    21  392   -205  -222  412   -343  \n",
-       "3   -202  644    372   202  625    446   222  643    403  \n",
-       "4    201  584    -36  -202  585     -4     0  645    109  \n",
-       "5    -12  316    -98  -200  356   -136   211  335   -157  \n",
-       "6   -202  585     -4     0  645    109     0  600    157  \n",
-       "7    512  411   -487  -212  460   -595  -122  433   -670  \n",
-       "8    222  271  -1227   420  253  -1668  -212  303  -1919  \n",
-       "9   -122  636   -592   -21  602   -558  -200  573   -505  \n",
-       "10  -302  422   -158  -202  415   -143    12  416   -340  \n",
-       "11   402  616    161  -212  559     20  -210  547    161  \n",
-       "12   -21  602   -558  -200  573   -505   222  587   -400  \n",
-       "13  -221  562   1013  -231  563   1342   212  546   1557  \n",
-       "14  -220  561    -13  -102  601    258  -221  575    438  \n",
-       "15  -320  452   -732  -220  465   -473    11  425   -396  \n",
-       "16   201  481  -1213  -220  433  -1375   222  404  -1306  \n",
-       "17   211  483    813   401  492    535   220  436    318  \n",
-       "18   260  301  -6366  -623  318  -5477  -512  357  -3812  \n",
-       "19  -123  478    234    22  516    433  -220  487    741  \n",
+       "       11    12   13     14    15   16     17    18   19     20  \n",
+       "0     382  -221  703    505   200  711    556   111  702    536  \n",
+       "1      22    -2  557     58   200  572     50   201  584    -36  \n",
+       "2    -175  -201  357   -235    21  392   -205  -222  412   -343  \n",
+       "3     544  -202  644    372   202  625    446   222  643    403  \n",
+       "4      50   201  584    -36  -202  585     -4     0  645    109  \n",
+       "5     -91   -12  316    -98  -200  356   -136   211  335   -157  \n",
+       "6     -36  -202  585     -4     0  645    109     0  600    157  \n",
+       "7    -393   512  411   -487  -212  460   -595  -122  433   -670  \n",
+       "8    -860   222  271  -1227   420  253  -1668  -212  303  -1919  \n",
+       "9    -752  -122  636   -592   -21  602   -558  -200  573   -505  \n",
+       "10   -106  -302  422   -158  -202  415   -143    12  416   -340  \n",
+       "11    250   402  616    161  -212  559     20  -210  547    161  \n",
+       "12   -592   -21  602   -558  -200  573   -505   222  587   -400  \n",
+       "13    906  -221  562   1013  -231  563   1342   212  546   1557  \n",
+       "14   -242  -220  561    -13  -102  601    258  -221  575    438  \n",
+       "15  -1204  -320  452   -732  -220  465   -473    11  425   -396  \n",
+       "16  -1547   201  481  -1213  -220  433  -1375   222  404  -1306  \n",
+       "17    921   211  483    813   401  492    535   220  436    318  \n",
+       "18  -6739   260  301  -6366  -623  318  -5477  -512  357  -3812  \n",
+       "19    283  -123  478    234    22  516    433  -220  487    741  \n",
        "\n",
-       "[20 rows x 21 columns]"
+       "[20 rows x 22 columns]"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "#dgID.apply(lambda df: df[xyz].values.reshape(1,21)).reset_index()\n",
-    "dgID.apply(lambda df: pd.Series(df[xyz].values[::-1].reshape(1,-1)[0])).reset_index().iloc[:,1:]"
+    "df_packs_reshaped = dgID.apply(lambda df: pd.Series(df[xyz].values[::-1].reshape(1,-1)[0])).reset_index() # правильный порядок\n",
+    "df_packs_reshaped #.iloc[:,1:]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'n:\\\\Makarov\\\\Development\\\\HuggingFaceSpacesGit\\\\streamlit\\\\static'"
+       "{'os.getcwd': 'n:\\\\Makarov\\\\Development\\\\HuggingFaceSpacesGit\\\\streamlit\\\\static',\n",
+       " 'cpu_count': 6,\n",
+       " 'os.listdir': ['test.ipynb', 'text.txt'],\n",
+       " 'platform': 'Windows-10-10.0.19044-SP0',\n",
+       " 'release': '10',\n",
+       " 'node': 'f64-w10',\n",
+       " 'processor': 'Intel64 Family 6 Model 158 Stepping 10, GenuineIntel',\n",
+       " 'machine': 'AMD64',\n",
+       " 'system': 'Windows',\n",
+       " 'version': '10.0.19044',\n",
+       " 'python_version': '3.12.4',\n",
+       " 'python_implementation': 'CPython',\n",
+       " 'uname': uname_result(system='Windows', node='f64-w10', release='10', version='10.0.19044', machine='AMD64'),\n",
+       " 'libc_ver': ('', ''),\n",
+       " 'architecture': ('64bit', 'WindowsPE')}"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "os.getcwd()"
+    "dirParams = {\n",
+    "    \"os.getcwd\": os.getcwd(),\n",
+    "    \"cpu_count\": os.cpu_count(),\n",
+    "    #\"environ\": os.environ,\n",
+    "    \"os.listdir\": os.listdir(),\n",
+    "    \"platform\": platform.platform(),\n",
+    "    \"release\": platform.release(),\n",
+    "    \"node\": platform.node(),\n",
+    "    \"processor\": platform.processor(),\n",
+    "    \"machine\": platform.machine(),\n",
+    "    \"system\": platform.system(),\n",
+    "    \"version\": platform.version(),\n",
+    "    \"python_version\": platform.python_version(),\n",
+    "    \"python_implementation\": platform.python_implementation(),\n",
+    "    \"uname\": platform.uname(),\n",
+    "    \"libc_ver\": platform.libc_ver(),\n",
+    "    \"architecture\": platform.architecture(),\n",
+    "}\n",
+    "dirParams"
    ]
   }
  ],