From 392e67e7634fdddf48770f4bca6e4cc10044dc18 Mon Sep 17 00:00:00 2001 From: "sermet.pekin" Date: Wed, 31 Jul 2024 17:27:15 +0300 Subject: [PATCH] dotenv path problem --- .gitignore | 3 + Example_get_series_exp.ipynb | 419 +++++++++++++++--- evdspy/EVDSlocal/config/apikey_class.py | 28 +- evdspy/EVDSlocal/config/dotenv.py | 26 ++ .../get_series_indexes_utils.py | 30 +- pyproject.toml | 2 +- 6 files changed, 432 insertions(+), 76 deletions(-) create mode 100644 evdspy/EVDSlocal/config/dotenv.py diff --git a/.gitignore b/.gitignore index 67a8902..82c744b 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,9 @@ # Byte-compiled / optimized / DLL files __pycache__/ +*Chat*/ +*chat* + SCRAT*/ scra*.py *.ipynb diff --git a/Example_get_series_exp.ipynb b/Example_get_series_exp.ipynb index f0a6680..be4a756 100644 --- a/Example_get_series_exp.ipynb +++ b/Example_get_series_exp.ipynb @@ -5,7 +5,16 @@ "execution_count": 1, "id": "08f96479-49fa-4e27-a33b-81bf55d8ad5a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reading from [.env]\n", + "reading from [.env]\n" + ] + } + ], "source": [ "# !pip install python-dotenv \n", "from evdspy import get_series_exp" @@ -13,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "c0a19143-8a35-41b2-a860-b23e21c1e2aa", "metadata": {}, "outputs": [ @@ -22,18 +31,17 @@ "output_type": "stream", "text": [ " Checking ... TP.GSYIH02.GY.CF\n", - "\n", "\n" ] }, { "data": { "text/html": [ - "
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+       "
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        "
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       ],
       "text/plain": [
-       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -92,20 +100,19 @@
       "0  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
       "\n",
       "                                    APP_CHA_LINK_ENG  START_DATE    END_DATE  \n",
-      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x12a57fc40>)\n",
+      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x13c4e7ce0>)\n",
       "  Checking ...  TP.GSYIH02.GY.CF\n",
-      "\n",
       "\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "
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+       "
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-       "\u001b[3;38;5;199;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -164,7 +171,7 @@
       "0  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
       "\n",
       "                                    APP_CHA_LINK_ENG  START_DATE    END_DATE  \n",
-      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x12a57fd80>)\n",
+      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x13c4e7c40>)\n",
       "  Checking ...  TP_GSYIH01_GY_CF\n",
       "TP_GSYIH02_GY_CF\n",
       "TP_GSYIH03_GY_CF\n",
@@ -180,18 +187,17 @@
       "TP_GSYIH15_GY_CF\n",
       "TP_GSYIH16_GY_CF\n",
       "\n",
-      "\n",
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      "data": {
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-       "
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-       "\u001b[3;38;5;199;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -207,11 +213,11 @@
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-       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
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@@ -227,11 +233,11 @@
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-       "\u001b[3;38;5;199;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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@@ -247,11 +253,11 @@
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+       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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@@ -287,11 +293,11 @@
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-       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
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@@ -307,11 +313,11 @@
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+       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
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-       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
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@@ -347,11 +353,11 @@
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-       "
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-       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
      },
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@@ -367,11 +373,11 @@
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-       "
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+       "
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-       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
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@@ -387,11 +393,11 @@
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-       "
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-       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
      },
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@@ -407,11 +413,11 @@
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      "data": {
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-       "
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+       "
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        "
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-       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;38;5;199;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
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+       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
      },
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@@ -447,11 +453,11 @@
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-       "
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+       "
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+       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
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@@ -711,20 +717,19 @@
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       "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
       "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
-      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x12a5c13a0>)\n",
+      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x13c7304a0>)\n",
       "  Checking ...  bie_gsyhgycf\n",
-      "\n",
       "\n"
      ]
     },
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      "data": {
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-       "
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+       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
      },
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@@ -1045,7 +1050,7 @@
       "14  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
       "15  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
       "16  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
-      "17  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x12a5c0cc0>)\n"
+      "17  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x1047b5300>)\n"
      ]
     }
    ],
@@ -1078,7 +1083,7 @@
     "def fnc(item: Any):\n",
     "    print(f\"  Checking ...  {item}\")\n",
     "    time.sleep(2)\n",
-    "    df = get_series_exp(item, debug=False, cache=True)\n",
+    "    df = get_series_exp(item, debug=False, cache=False)\n",
     "    print(df)\n",
     "    return df \n",
     "\n",
@@ -1092,23 +1097,331 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "id": "5e3186f8-9920-4041-ba49-677ed49184bb",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "\"\\n    ! get_series_exp function returns instance of this class \\n    \\n    data     : pd.DataFrame  => contains data [ same as what get_series function returns ] \\n    metadata : pd.DataFrame  => contains metadata if available \\n    write    : Callable      => creates and Excel file with data and metadadata of two sheets \\n    to_excel : Callable      =>  same with write to meet pandas to_excel function \\n    \\n        Result(data=    TP_GSYIH01_GY_CF  TP_GSYIH02_GY_CF  TP_GSYIH03_GY_CF  TP_GSYIH04_GY_CF  \\\\\\n0       6.106739e+04      2.484849e+06      2.099761e+06      5.566121e+05   \\n1       1.022063e+05      2.748397e+06      2.373615e+06      1.106882e+06   \\n2       1.277332e+05      3.020707e+06      2.601849e+06      1.258192e+06   \\n3       1.277646e+05      3.155493e+06      2.686372e+06      1.171740e+06   \\n4       8.015448e+04      3.260544e+06      2.704172e+06      6.152476e+05   \\n..               ...               ...               ...               ...   \\n92      1.141463e+07      4.268805e+08      3.940705e+08      8.363157e+07   \\n93      1.639448e+07      4.260205e+08      3.895592e+08      9.403154e+07   \\n94      2.517321e+07      5.450164e+08      4.976900e+08      1.340035e+08   \\n95      2.208713e+07      5.595067e+08      5.099294e+08      1.386888e+08   \\n96      2.251595e+07      8.163326e+08      7.506112e+08      1.863063e+08   \\n\\n    TP_GSYIH05_GY_CF  TP_GSYIH06_GY_CF  TP_GSYIH07_GY_CF  TP_GSYIH08_GY_CF  \\\\\\n0       2.548026e+06      2.050418e+05      6.826649e+05      4.192956e+04   \\n1       2.811977e+06      2.274439e+05      7.417792e+05      4.270630e+04   \\n2       2.811540e+06      2.555880e+05      7.872546e+05      4.579670e+04   \\n3       3.024516e+06      3.033064e+05      8.912610e+05      4.923439e+04   \\n4       2.814495e+06      2.809577e+05      8.381537e+05      6.050674e+04   \\n..               ...               ...               ...               ...   \\n92      3.752743e+08      4.235482e+07      6.168964e+07      1.067667e+07   \\n93      4.039706e+08      4.714779e+07      6.261452e+07      1.088415e+07   \\n94      5.208236e+08      6.184329e+07      8.012384e+07      1.415563e+07   \\n95      5.260302e+08      6.522723e+07      8.694186e+07      1.397757e+07   \\n96      7.480911e+08      8.842872e+07      1.262525e+08      2.214702e+07   \\n\\n    TP_GSYIH09_GY_CF  TP_GSYIH10_GY_CF  TP_GSYIH11_GY_CF  TP_GSYIH14_GY_CF  \\\\\\n0       3.019369e+05      2.645360e+06      2.136746e+05      9.741161e+06   \\n1       3.204776e+05      2.955066e+06      2.066519e+05      1.126359e+07   \\n2       3.439947e+05      3.156229e+06      2.344814e+05      1.204152e+07   \\n3       3.689445e+05      3.479821e+06      2.203650e+05      1.279245e+07   \\n4       3.982261e+05      3.546288e+06      2.828418e+05      1.217742e+07   \\n..               ...               ...               ...               ...   \\n92      1.044011e+08      4.157530e+08      3.465333e+07      1.566730e+09   \\n93      1.217885e+08      4.595721e+08      3.547861e+07      1.677903e+09   \\n94      1.524647e+08      6.046323e+08      4.909999e+07      2.187336e+09   \\n95      1.587377e+08      5.852262e+08      4.889545e+07      2.205319e+09   \\n96      2.202426e+08      9.594455e+08      7.559247e+07      3.265355e+09   \\n\\n    TP_GSYIH15_GY_CF  TP_GSYIH16_GY_CF  TP_GSYIH17_GY_CF  TP_GSYIH18_GY_CF  \\\\\\n0       7.963676e+04      1.993898e+07      5.556330e+06      1.438265e+07   \\n1       8.152032e+04      2.508516e+07      6.373442e+06      1.871172e+07   \\n2       7.229579e+04      3.126156e+07      6.838204e+06      2.442336e+07   \\n3       5.963222e+04      3.122278e+07      7.227375e+06      2.399540e+07   \\n4       1.342008e+05      2.795945e+07      8.299806e+06      1.965965e+07   \\n..               ...               ...               ...               ...   \\n92     -8.786390e+07      2.664565e+09      1.008799e+09      1.655765e+09   \\n93     -5.181759e+07      3.269685e+09      1.119704e+09      2.149981e+09   \\n94     -5.788269e+07      4.666974e+09      1.452790e+09      3.214184e+09   \\n95     -1.155560e+08      5.327142e+09      1.584150e+09      3.742992e+09   \\n96     -1.645351e+08      4.679305e+09      1.238951e+09      3.440354e+09   \\n\\n    TP_GSYIH19_GY_CF  TP_GSYIH26_GY_CF    Tarih  \\n0       3.662041e+06      3.342182e+07  2000-Q1  \\n1       4.075028e+06      4.050529e+07  2000-Q2  \\n2       4.895470e+06      4.827084e+07  2000-Q3  \\n3       5.221395e+06      4.929625e+07  2000-Q4  \\n4       4.842235e+06      4.511330e+07  2001-Q1  \\n..               ...               ...      ...  \\n92      4.987156e+08      4.642146e+09  2023-Q1  \\n93      6.104028e+08      5.506173e+09  2023-Q2  \\n94      9.001857e+08      7.696613e+09  2023-Q3  \\n95      1.014470e+09      8.431375e+09  2023-Q4  \\n96      1.042124e+09      8.822248e+09  2024-Q1  \\n\\n[97 rows x 19 columns], metadata=          SERIE_CODE DATAGROUP_CODE  \\\\\\n0   TP.GSYIH01.GY.CF   bie_gsyhgycf   \\n1   TP.GSYIH02.GY.CF   bie_gsyhgycf   \\n2   TP.GSYIH03.GY.CF   bie_gsyhgycf   \\n3   TP.GSYIH04.GY.CF   bie_gsyhgycf   \\n4   TP.GSYIH05.GY.CF   bie_gsyhgycf   \\n5   TP.GSYIH06.GY.CF   bie_gsyhgycf   \\n6   TP.GSYIH07.GY.CF   bie_gsyhgycf   \\n7   TP.GSYIH08.GY.CF   bie_gsyhgycf   \\n8   TP.GSYIH09.GY.CF   bie_gsyhgycf   \\n9   TP.GSYIH10.GY.CF   bie_gsyhgycf   \\n10  TP.GSYIH11.GY.CF   bie_gsyhgycf   \\n11  TP.GSYIH14.GY.CF   bie_gsyhgycf   \\n12  TP.GSYIH15.GY.CF   bie_gsyhgycf   \\n13  TP.GSYIH16.GY.CF   bie_gsyhgycf   \\n14  TP.GSYIH17.GY.CF   bie_gsyhgycf   \\n15  TP.GSYIH18.GY.CF   bie_gsyhgycf   \\n16  TP.GSYIH19.GY.CF   bie_gsyhgycf   \\n17  TP.GSYIH26.GY.CF   bie_gsyhgycf   \\n\\n                                           SERIE_NAME  \\\\\\n0             Tarım, ormancılık ve balıkçılık(Bin TL)   \\n1                                      Sanayi(Bin TL)   \\n2                               İmalat sanayi(Bin TL)   \\n3                                      İnşaat(Bin TL)   \\n4                                   Hizmetler(Bin TL)   \\n5                           Bilgi ve iletişim(Bin TL)   \\n6              Finans ve sigorta faaliyetleri(Bin TL)   \\n7                    Gayrimenkul faaliyetleri(Bin TL)   \\n8   Mesleki, idari ve destek hizmet faaliyetleri(B...   \\n9   Kamu yönetimi, eğitim, insan sağlığı ve sosyal...   \\n10                  Diğer hizmet faaliyetleri(Bin TL)   \\n11                    Toplam işgücü ödemeleri(Bin TL)   \\n12             Üretim üzerindeki net vergiler(Bin TL)   \\n13            Brüt işletme artığı/karma gelir(Bin TL)   \\n14                     Sabit sermaye tüketimi(Bin TL)   \\n15             Net işletme artığı/karma gelir(Bin TL)   \\n16  Ürün üzerindeki vergiler eksi sübvansiyonlar(B...   \\n17  Gayrisafi Yurtiçi Hasıla (Alıcı fiyatlarıyla)(...   \\n\\n                                       SERIE_NAME_ENG FREQUENCY_STR  \\\\\\n0      Agriculture, forestry and fishing(Thousand TL)      ÜÇ AYLIK   \\n1                               Industry(Thousand TL)      ÜÇ AYLIK   \\n2                          Manufacturing(Thousand TL)      ÜÇ AYLIK   \\n3                           Construction(Thousand TL)      ÜÇ AYLIK   \\n4                               Services(Thousand TL)      ÜÇ AYLIK   \\n5          Information and communication(Thousand TL)      ÜÇ AYLIK   \\n6     Financial and insurance activities(Thousand TL)      ÜÇ AYLIK   \\n7                 Real estate activities(Thousand TL)      ÜÇ AYLIK   \\n8   Professional, administrative and support servi...      ÜÇ AYLIK   \\n9   Public administration, education, human health...      ÜÇ AYLIK   \\n10              Other service activities(Thousand TL)      ÜÇ AYLIK   \\n11       Total compensation of employees(Thousand TL)      ÜÇ AYLIK   \\n12               Net taxes on production(Thousand TL)      ÜÇ AYLIK   \\n13               Gross Operating surplus(Thousand TL)      ÜÇ AYLIK   \\n14          Consumption on fixed capital(Thousand TL)      ÜÇ AYLIK   \\n15                 Net operating surplus(Thousand TL)      ÜÇ AYLIK   \\n16      Taxes less subsidies on products(Thousand TL)      ÜÇ AYLIK   \\n17  Gross Domestic Product (Purchaser's Price)(Tho...      ÜÇ AYLIK   \\n\\n   DEFAULT_AGG_METHOD_STR DEFAULT_AGG_METHOD  \\\\\\n0               KÜMÜLATİF                sum   \\n1               KÜMÜLATİF                sum   \\n2               KÜMÜLATİF                sum   \\n3               KÜMÜLATİF                sum   \\n4               KÜMÜLATİF                sum   \\n5               KÜMÜLATİF                sum   \\n6               KÜMÜLATİF                sum   \\n7               KÜMÜLATİF                sum   \\n8               KÜMÜLATİF                sum   \\n9               KÜMÜLATİF                sum   \\n10              KÜMÜLATİF                sum   \\n11              KÜMÜLATİF                sum   \\n12              KÜMÜLATİF                sum   \\n13              KÜMÜLATİF                sum   \\n14              KÜMÜLATİF                sum   \\n15              KÜMÜLATİF                sum   \\n16              KÜMÜLATİF                sum   \\n17              KÜMÜLATİF                sum   \\n\\n                                    TAG                        TAG_ENG  \\\\\\n0   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n1   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n2   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n3   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n4   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n5   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n6   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n7   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n8   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n9   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n10  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n11  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n12  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n13  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n14  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n15  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n16  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n17  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n\\n   DATASOURCE DATASOURCE_ENG  \\\\\\n0        TÜİK       TURKSTAT   \\n1        TÜİK       TURKSTAT   \\n2        TÜİK       TURKSTAT   \\n3        TÜİK       TURKSTAT   \\n4        TÜİK       TURKSTAT   \\n5        TÜİK       TURKSTAT   \\n6        TÜİK       TURKSTAT   \\n7        TÜİK       TURKSTAT   \\n8        TÜİK       TURKSTAT   \\n9        TÜİK       TURKSTAT   \\n10       TÜİK       TURKSTAT   \\n11       TÜİK       TURKSTAT   \\n12       TÜİK       TURKSTAT   \\n13       TÜİK       TURKSTAT   \\n14       TÜİK       TURKSTAT   \\n15       TÜİK       TURKSTAT   \\n16       TÜİK       TURKSTAT   \\n17       TÜİK       TURKSTAT   \\n\\n                                        METADATA_LINK  \\\\\\n0   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n1   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n2   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n3   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n4   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n5   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n6   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n7   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n8   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n9   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n10  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n11  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n12  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n13  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n14  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n15  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n16  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n17  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n\\n                                    METADATA_LINK_ENG  \\\\\\n0   https://data.tuik.gov.tr/Search/Search?text=In...   \\n1   https://data.tuik.gov.tr/Search/Search?text=In...   \\n2   https://data.tuik.gov.tr/Search/Search?text=In...   \\n3   https://data.tuik.gov.tr/Search/Search?text=In...   \\n4   https://data.tuik.gov.tr/Search/Search?text=In...   \\n5   https://data.tuik.gov.tr/Search/Search?text=In...   \\n6   https://data.tuik.gov.tr/Search/Search?text=In...   \\n7   https://data.tuik.gov.tr/Search/Search?text=In...   \\n8   https://data.tuik.gov.tr/Search/Search?text=In...   \\n9   https://data.tuik.gov.tr/Search/Search?text=In...   \\n10  https://data.tuik.gov.tr/Search/Search?text=In...   \\n11  https://data.tuik.gov.tr/Search/Search?text=In...   \\n12  https://data.tuik.gov.tr/Search/Search?text=In...   \\n13  https://data.tuik.gov.tr/Search/Search?text=In...   \\n14  https://data.tuik.gov.tr/Search/Search?text=In...   \\n15  https://data.tuik.gov.tr/Search/Search?text=In...   \\n16  https://data.tuik.gov.tr/Search/Search?text=In...   \\n17  https://data.tuik.gov.tr/Search/Search?text=In...   \\n\\n                                         REV_POL_LINK  \\\\\\n0   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n1   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n2   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n3   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n4   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n5   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n6   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n7   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n8   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n9   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n10  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n11  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n12  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n13  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n14  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n15  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n16  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n17  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n\\n                                     REV_POL_LINK_ENG  \\\\\\n0   https://data.tuik.gov.tr/Search/Search?text=In...   \\n1   https://data.tuik.gov.tr/Search/Search?text=In...   \\n2   https://data.tuik.gov.tr/Search/Search?text=In...   \\n3   https://data.tuik.gov.tr/Search/Search?text=In...   \\n4   https://data.tuik.gov.tr/Search/Search?text=In...   \\n5   https://data.tuik.gov.tr/Search/Search?text=In...   \\n6   https://data.tuik.gov.tr/Search/Search?text=In...   \\n7   https://data.tuik.gov.tr/Search/Search?text=In...   \\n8   https://data.tuik.gov.tr/Search/Search?text=In...   \\n9   https://data.tuik.gov.tr/Search/Search?text=In...   \\n10  https://data.tuik.gov.tr/Search/Search?text=In...   \\n11  https://data.tuik.gov.tr/Search/Search?text=In...   \\n12  https://data.tuik.gov.tr/Search/Search?text=In...   \\n13  https://data.tuik.gov.tr/Search/Search?text=In...   \\n14  https://data.tuik.gov.tr/Search/Search?text=In...   \\n15  https://data.tuik.gov.tr/Search/Search?text=In...   \\n16  https://data.tuik.gov.tr/Search/Search?text=In...   \\n17  https://data.tuik.gov.tr/Search/Search?text=In...   \\n\\n                                         APP_CHA_LINK  \\\\\\n0   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n1   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n2   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n3   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n4   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n5   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n6   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n7   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n8   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n9   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n10  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n11  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n12  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n13  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n14  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n15  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n16  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n17  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n\\n                                     APP_CHA_LINK_ENG  START_DATE    END_DATE  \\n0   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n1   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n2   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n3   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n4   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n5   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n6   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n7   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n8   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n9   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n10  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n11  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n12  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n13  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n14  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n15  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n16  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n17  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x12a5c0cc0>)\""
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "    ! get_series_exp function returns instance of this class \n",
+      "    \n",
+      "    data     : pd.DataFrame  => contains data [ same as what get_series function returns ] \n",
+      "    metadata : pd.DataFrame  => contains metadata if available \n",
+      "    write    : Callable      => creates and Excel file with data and metadadata of two sheets \n",
+      "    to_excel : Callable      =>  same with write to meet pandas to_excel function \n",
+      "    \n",
+      "        Result(data=    TP_GSYIH01_GY_CF  TP_GSYIH02_GY_CF  TP_GSYIH03_GY_CF  TP_GSYIH04_GY_CF  \\\n",
+      "0       6.106739e+04      2.484849e+06      2.099761e+06      5.566121e+05   \n",
+      "1       1.022063e+05      2.748397e+06      2.373615e+06      1.106882e+06   \n",
+      "2       1.277332e+05      3.020707e+06      2.601849e+06      1.258192e+06   \n",
+      "3       1.277646e+05      3.155493e+06      2.686372e+06      1.171740e+06   \n",
+      "4       8.015448e+04      3.260544e+06      2.704172e+06      6.152476e+05   \n",
+      "..               ...               ...               ...               ...   \n",
+      "92      1.141463e+07      4.268805e+08      3.940705e+08      8.363157e+07   \n",
+      "93      1.639448e+07      4.260205e+08      3.895592e+08      9.403154e+07   \n",
+      "94      2.517321e+07      5.450164e+08      4.976900e+08      1.340035e+08   \n",
+      "95      2.208713e+07      5.595067e+08      5.099294e+08      1.386888e+08   \n",
+      "96      2.251595e+07      8.163326e+08      7.506112e+08      1.863063e+08   \n",
+      "\n",
+      "    TP_GSYIH05_GY_CF  TP_GSYIH06_GY_CF  TP_GSYIH07_GY_CF  TP_GSYIH08_GY_CF  \\\n",
+      "0       2.548026e+06      2.050418e+05      6.826649e+05      4.192956e+04   \n",
+      "1       2.811977e+06      2.274439e+05      7.417792e+05      4.270630e+04   \n",
+      "2       2.811540e+06      2.555880e+05      7.872546e+05      4.579670e+04   \n",
+      "3       3.024516e+06      3.033064e+05      8.912610e+05      4.923439e+04   \n",
+      "4       2.814495e+06      2.809577e+05      8.381537e+05      6.050674e+04   \n",
+      "..               ...               ...               ...               ...   \n",
+      "92      3.752743e+08      4.235482e+07      6.168964e+07      1.067667e+07   \n",
+      "93      4.039706e+08      4.714779e+07      6.261452e+07      1.088415e+07   \n",
+      "94      5.208236e+08      6.184329e+07      8.012384e+07      1.415563e+07   \n",
+      "95      5.260302e+08      6.522723e+07      8.694186e+07      1.397757e+07   \n",
+      "96      7.480911e+08      8.842872e+07      1.262525e+08      2.214702e+07   \n",
+      "\n",
+      "    TP_GSYIH09_GY_CF  TP_GSYIH10_GY_CF  TP_GSYIH11_GY_CF  TP_GSYIH14_GY_CF  \\\n",
+      "0       3.019369e+05      2.645360e+06      2.136746e+05      9.741161e+06   \n",
+      "1       3.204776e+05      2.955066e+06      2.066519e+05      1.126359e+07   \n",
+      "2       3.439947e+05      3.156229e+06      2.344814e+05      1.204152e+07   \n",
+      "3       3.689445e+05      3.479821e+06      2.203650e+05      1.279245e+07   \n",
+      "4       3.982261e+05      3.546288e+06      2.828418e+05      1.217742e+07   \n",
+      "..               ...               ...               ...               ...   \n",
+      "92      1.044011e+08      4.157530e+08      3.465333e+07      1.566730e+09   \n",
+      "93      1.217885e+08      4.595721e+08      3.547861e+07      1.677903e+09   \n",
+      "94      1.524647e+08      6.046323e+08      4.909999e+07      2.187336e+09   \n",
+      "95      1.587377e+08      5.852262e+08      4.889545e+07      2.205319e+09   \n",
+      "96      2.202426e+08      9.594455e+08      7.559247e+07      3.265355e+09   \n",
+      "\n",
+      "    TP_GSYIH15_GY_CF  TP_GSYIH16_GY_CF  TP_GSYIH17_GY_CF  TP_GSYIH18_GY_CF  \\\n",
+      "0       7.963676e+04      1.993898e+07      5.556330e+06      1.438265e+07   \n",
+      "1       8.152032e+04      2.508516e+07      6.373442e+06      1.871172e+07   \n",
+      "2       7.229579e+04      3.126156e+07      6.838204e+06      2.442336e+07   \n",
+      "3       5.963222e+04      3.122278e+07      7.227375e+06      2.399540e+07   \n",
+      "4       1.342008e+05      2.795945e+07      8.299806e+06      1.965965e+07   \n",
+      "..               ...               ...               ...               ...   \n",
+      "92     -8.786390e+07      2.664565e+09      1.008799e+09      1.655765e+09   \n",
+      "93     -5.181759e+07      3.269685e+09      1.119704e+09      2.149981e+09   \n",
+      "94     -5.788269e+07      4.666974e+09      1.452790e+09      3.214184e+09   \n",
+      "95     -1.155560e+08      5.327142e+09      1.584150e+09      3.742992e+09   \n",
+      "96     -1.645351e+08      4.679305e+09      1.238951e+09      3.440354e+09   \n",
+      "\n",
+      "    TP_GSYIH19_GY_CF  TP_GSYIH26_GY_CF    Tarih  \n",
+      "0       3.662041e+06      3.342182e+07  2000-Q1  \n",
+      "1       4.075028e+06      4.050529e+07  2000-Q2  \n",
+      "2       4.895470e+06      4.827084e+07  2000-Q3  \n",
+      "3       5.221395e+06      4.929625e+07  2000-Q4  \n",
+      "4       4.842235e+06      4.511330e+07  2001-Q1  \n",
+      "..               ...               ...      ...  \n",
+      "92      4.987156e+08      4.642146e+09  2023-Q1  \n",
+      "93      6.104028e+08      5.506173e+09  2023-Q2  \n",
+      "94      9.001857e+08      7.696613e+09  2023-Q3  \n",
+      "95      1.014470e+09      8.431375e+09  2023-Q4  \n",
+      "96      1.042124e+09      8.822248e+09  2024-Q1  \n",
+      "\n",
+      "[97 rows x 19 columns], metadata=          SERIE_CODE DATAGROUP_CODE  \\\n",
+      "0   TP.GSYIH01.GY.CF   bie_gsyhgycf   \n",
+      "1   TP.GSYIH02.GY.CF   bie_gsyhgycf   \n",
+      "2   TP.GSYIH03.GY.CF   bie_gsyhgycf   \n",
+      "3   TP.GSYIH04.GY.CF   bie_gsyhgycf   \n",
+      "4   TP.GSYIH05.GY.CF   bie_gsyhgycf   \n",
+      "5   TP.GSYIH06.GY.CF   bie_gsyhgycf   \n",
+      "6   TP.GSYIH07.GY.CF   bie_gsyhgycf   \n",
+      "7   TP.GSYIH08.GY.CF   bie_gsyhgycf   \n",
+      "8   TP.GSYIH09.GY.CF   bie_gsyhgycf   \n",
+      "9   TP.GSYIH10.GY.CF   bie_gsyhgycf   \n",
+      "10  TP.GSYIH11.GY.CF   bie_gsyhgycf   \n",
+      "11  TP.GSYIH14.GY.CF   bie_gsyhgycf   \n",
+      "12  TP.GSYIH15.GY.CF   bie_gsyhgycf   \n",
+      "13  TP.GSYIH16.GY.CF   bie_gsyhgycf   \n",
+      "14  TP.GSYIH17.GY.CF   bie_gsyhgycf   \n",
+      "15  TP.GSYIH18.GY.CF   bie_gsyhgycf   \n",
+      "16  TP.GSYIH19.GY.CF   bie_gsyhgycf   \n",
+      "17  TP.GSYIH26.GY.CF   bie_gsyhgycf   \n",
+      "\n",
+      "                                           SERIE_NAME  \\\n",
+      "0             Tarım, ormancılık ve balıkçılık(Bin TL)   \n",
+      "1                                      Sanayi(Bin TL)   \n",
+      "2                               İmalat sanayi(Bin TL)   \n",
+      "3                                      İnşaat(Bin TL)   \n",
+      "4                                   Hizmetler(Bin TL)   \n",
+      "5                           Bilgi ve iletişim(Bin TL)   \n",
+      "6              Finans ve sigorta faaliyetleri(Bin TL)   \n",
+      "7                    Gayrimenkul faaliyetleri(Bin TL)   \n",
+      "8   Mesleki, idari ve destek hizmet faaliyetleri(B...   \n",
+      "9   Kamu yönetimi, eğitim, insan sağlığı ve sosyal...   \n",
+      "10                  Diğer hizmet faaliyetleri(Bin TL)   \n",
+      "11                    Toplam işgücü ödemeleri(Bin TL)   \n",
+      "12             Üretim üzerindeki net vergiler(Bin TL)   \n",
+      "13            Brüt işletme artığı/karma gelir(Bin TL)   \n",
+      "14                     Sabit sermaye tüketimi(Bin TL)   \n",
+      "15             Net işletme artığı/karma gelir(Bin TL)   \n",
+      "16  Ürün üzerindeki vergiler eksi sübvansiyonlar(B...   \n",
+      "17  Gayrisafi Yurtiçi Hasıla (Alıcı fiyatlarıyla)(...   \n",
+      "\n",
+      "                                       SERIE_NAME_ENG FREQUENCY_STR  \\\n",
+      "0      Agriculture, forestry and fishing(Thousand TL)      ÜÇ AYLIK   \n",
+      "1                               Industry(Thousand TL)      ÜÇ AYLIK   \n",
+      "2                          Manufacturing(Thousand TL)      ÜÇ AYLIK   \n",
+      "3                           Construction(Thousand TL)      ÜÇ AYLIK   \n",
+      "4                               Services(Thousand TL)      ÜÇ AYLIK   \n",
+      "5          Information and communication(Thousand TL)      ÜÇ AYLIK   \n",
+      "6     Financial and insurance activities(Thousand TL)      ÜÇ AYLIK   \n",
+      "7                 Real estate activities(Thousand TL)      ÜÇ AYLIK   \n",
+      "8   Professional, administrative and support servi...      ÜÇ AYLIK   \n",
+      "9   Public administration, education, human health...      ÜÇ AYLIK   \n",
+      "10              Other service activities(Thousand TL)      ÜÇ AYLIK   \n",
+      "11       Total compensation of employees(Thousand TL)      ÜÇ AYLIK   \n",
+      "12               Net taxes on production(Thousand TL)      ÜÇ AYLIK   \n",
+      "13               Gross Operating surplus(Thousand TL)      ÜÇ AYLIK   \n",
+      "14          Consumption on fixed capital(Thousand TL)      ÜÇ AYLIK   \n",
+      "15                 Net operating surplus(Thousand TL)      ÜÇ AYLIK   \n",
+      "16      Taxes less subsidies on products(Thousand TL)      ÜÇ AYLIK   \n",
+      "17  Gross Domestic Product (Purchaser's Price)(Tho...      ÜÇ AYLIK   \n",
+      "\n",
+      "   DEFAULT_AGG_METHOD_STR DEFAULT_AGG_METHOD  \\\n",
+      "0               KÜMÜLATİF                sum   \n",
+      "1               KÜMÜLATİF                sum   \n",
+      "2               KÜMÜLATİF                sum   \n",
+      "3               KÜMÜLATİF                sum   \n",
+      "4               KÜMÜLATİF                sum   \n",
+      "5               KÜMÜLATİF                sum   \n",
+      "6               KÜMÜLATİF                sum   \n",
+      "7               KÜMÜLATİF                sum   \n",
+      "8               KÜMÜLATİF                sum   \n",
+      "9               KÜMÜLATİF                sum   \n",
+      "10              KÜMÜLATİF                sum   \n",
+      "11              KÜMÜLATİF                sum   \n",
+      "12              KÜMÜLATİF                sum   \n",
+      "13              KÜMÜLATİF                sum   \n",
+      "14              KÜMÜLATİF                sum   \n",
+      "15              KÜMÜLATİF                sum   \n",
+      "16              KÜMÜLATİF                sum   \n",
+      "17              KÜMÜLATİF                sum   \n",
+      "\n",
+      "                                    TAG                        TAG_ENG  \\\n",
+      "0   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "1   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "2   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "3   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "4   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "5   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "6   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "7   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "8   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "9   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "10  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "11  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "12  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "13  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "14  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "15  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "16  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "17  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \n",
+      "\n",
+      "   DATASOURCE DATASOURCE_ENG  \\\n",
+      "0        TÜİK       TURKSTAT   \n",
+      "1        TÜİK       TURKSTAT   \n",
+      "2        TÜİK       TURKSTAT   \n",
+      "3        TÜİK       TURKSTAT   \n",
+      "4        TÜİK       TURKSTAT   \n",
+      "5        TÜİK       TURKSTAT   \n",
+      "6        TÜİK       TURKSTAT   \n",
+      "7        TÜİK       TURKSTAT   \n",
+      "8        TÜİK       TURKSTAT   \n",
+      "9        TÜİK       TURKSTAT   \n",
+      "10       TÜİK       TURKSTAT   \n",
+      "11       TÜİK       TURKSTAT   \n",
+      "12       TÜİK       TURKSTAT   \n",
+      "13       TÜİK       TURKSTAT   \n",
+      "14       TÜİK       TURKSTAT   \n",
+      "15       TÜİK       TURKSTAT   \n",
+      "16       TÜİK       TURKSTAT   \n",
+      "17       TÜİK       TURKSTAT   \n",
+      "\n",
+      "                                        METADATA_LINK  \\\n",
+      "0   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "1   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "2   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "3   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "4   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "5   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "6   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "7   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "8   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "9   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "10  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "11  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "12  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "13  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "14  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "15  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "16  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "17  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "\n",
+      "                                    METADATA_LINK_ENG  \\\n",
+      "0   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "1   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "2   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "3   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "4   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "5   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "6   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "7   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "8   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "9   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "10  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "11  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "12  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "13  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "14  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "15  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "16  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "17  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "\n",
+      "                                         REV_POL_LINK  \\\n",
+      "0   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "1   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "2   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "3   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "4   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "5   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "6   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "7   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "8   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "9   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "10  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "11  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "12  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "13  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "14  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "15  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "16  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "17  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "\n",
+      "                                     REV_POL_LINK_ENG  \\\n",
+      "0   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "1   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "2   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "3   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "4   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "5   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "6   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "7   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "8   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "9   https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "10  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "11  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "12  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "13  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "14  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "15  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "16  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "17  https://data.tuik.gov.tr/Search/Search?text=In...   \n",
+      "\n",
+      "                                         APP_CHA_LINK  \\\n",
+      "0   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "1   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "2   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "3   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "4   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "5   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "6   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "7   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "8   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "9   https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "10  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "11  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "12  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "13  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "14  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "15  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "16  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "17  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
+      "\n",
+      "                                     APP_CHA_LINK_ENG  START_DATE    END_DATE  \n",
+      "0   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "1   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "2   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "3   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "4   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "5   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "6   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "7   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "8   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "9   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "10  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "11  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "12  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "13  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "14  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "15  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "16  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
+      "17  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x12a5c0cc0>)\n"
+     ]
     }
    ],
    "source": [
-    "str(result)"
+    "print(result)"
    ]
   },
   {
diff --git a/evdspy/EVDSlocal/config/apikey_class.py b/evdspy/EVDSlocal/config/apikey_class.py
index b5de302..cbff5b5 100644
--- a/evdspy/EVDSlocal/config/apikey_class.py
+++ b/evdspy/EVDSlocal/config/apikey_class.py
@@ -1,3 +1,4 @@
+from .dotenv import load_env
 from ..common.common_imports import *
 from dataclasses import dataclass
 from typing import Union
@@ -5,21 +6,26 @@
 import os
 import traceback
 
-try : 
-
-    from dotenv import load_dotenv
-    load_dotenv()
-except Exception:
-    
-    print("""[solution]
-          $ pip install python-dotenv 
-          """)
-    traceback.print_exc()
-    raise ModuleNotFoundError()
+# try :
+#
+#     from dotenv import load_dotenv
+#     load_dotenv()
+# except Exception:
+#
+#     print("""[solution]
+#           $ pip install python-dotenv
+#           """)
+#     traceback.print_exc()
+#     raise ModuleNotFoundError()
 from ..config.config import config
 
 from ..messages.error_classes import ApiKeyNotSetError
 
+"""
+    ========================== load_env ==========================
+"""
+load_env()
+
 
 
 
diff --git a/evdspy/EVDSlocal/config/dotenv.py b/evdspy/EVDSlocal/config/dotenv.py
new file mode 100644
index 0000000..fc1ebc6
--- /dev/null
+++ b/evdspy/EVDSlocal/config/dotenv.py
@@ -0,0 +1,26 @@
+import os
+import traceback
+
+# from dotenv import load_dotenv
+from pathlib import Path
+
+try:
+
+    from dotenv import load_dotenv
+
+
+    def load_env(verbose=True):
+        """Load environment variables from a .env file in the current directory."""
+        dotenv_path = Path(".") / '.env'
+        if verbose:
+            print(f"reading apikey from [{dotenv_path}]")
+        load_dotenv(dotenv_path)
+
+except Exception:
+
+    print("""[solution]
+          $ pip install python-dotenv 
+          """)
+    traceback.print_exc()
+
+    raise ModuleNotFoundError()
diff --git a/evdspy/EVDSlocal/index_requests/get_series_indexes_utils.py b/evdspy/EVDSlocal/index_requests/get_series_indexes_utils.py
index d566320..c83eeeb 100644
--- a/evdspy/EVDSlocal/index_requests/get_series_indexes_utils.py
+++ b/evdspy/EVDSlocal/index_requests/get_series_indexes_utils.py
@@ -4,17 +4,25 @@
 
 import traceback
 
-try : 
-
-    from dotenv import load_dotenv
-    load_dotenv()
-except Exception:
-    
-    print("""[solution]
-          $ pip install python-dotenv 
-          """)
-    traceback.print_exc()
-    raise ModuleNotFoundError()
+from evdspy.EVDSlocal.config.dotenv import load_env
+#
+# try :
+#
+#     from dotenv import load_dotenv
+#     load_dotenv()
+# except Exception:
+#
+#     print("""[solution]
+#           $ pip install python-dotenv
+#           """)
+#     traceback.print_exc()
+#     raise ModuleNotFoundError()
+
+
+"""
+    ========================== load_env ==========================
+"""
+load_env()
 
 
 def check_env(key_name: str, default_=None):
diff --git a/pyproject.toml b/pyproject.toml
index 5714f7a..f85a9b1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,7 @@
 
 [tool.poetry]
 name = "evdspy"
-version = "1.1.34"
+version = "1.1.35"
 description = "A versatile interface for the 'EDDS' (EVDS) API of the Central Bank of the Republic of Türkiye (https://evds2.tcmb.gov.tr/index.php?/evds/userDocs). This package allows users to easily access and manage economic data through a user-friendly menu function. It features a robust caching mechanism to enhance the efficiency of data requests by storing frequently accessed data for selected periods. Required API keys can be obtained by registering on the EVDS website."
 authors = ["Sermet Pekin "]
 license = "MIT"