{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"id":"Dashzl3dRwP7"},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from sklearn.model_selection import train_test_split\n","from sklearn.preprocessing import StandardScaler, OneHotEncoder\n","from sklearn.metrics import mean_squared_error\n","from xgboost import XGBRegressor\n","import shap\n","import joblib\n","from sklearn.model_selection import GridSearchCV\n","from sklearn.metrics import make_scorer\n","from sklearn.metrics import mean_squared_error\n","from sklearn.linear_model import LinearRegression"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"_Ufhf9j3TLTN"},"outputs":[],"source":["data = pd.read_csv('/content/Final_data.csv')"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":330},"executionInfo":{"elapsed":404,"status":"ok","timestamp":1732487515961,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"LklutNv6TYKJ","outputId":"de6bb539-8826-4884-9be4-ff1c9945dd8e"},"outputs":[{"data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"data"},"text/html":["\n","
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Unnamed: 0idfunded_amountloan_amountactivitysectorcountry_codecountryregioncurrencypartner_idposted_timedisbursed_timefunded_timeterm_in_monthslender_countborrower_gendersrepayment_intervaldatefunding_days
00653051300.0300.0Fruits & VegetablesFoodPKPakistanLahorePKR247.02014-01-01 06:12:39+00:002013-12-17 08:00:00+00:002014-01-02 10:06:32+00:0012.012femaleirregular2014-01-011
11653053575.0575.0RickshawTransportationPKPakistanLahorePKR247.02014-01-01 06:51:08+00:002013-12-17 08:00:00+00:002014-01-02 09:17:23+00:0011.014groupirregular2014-01-011
22653068150.0150.0TransportationTransportationINIndiaMaynaguriINR334.02014-01-01 09:58:07+00:002013-12-17 08:00:00+00:002014-01-01 16:01:36+00:0043.06femalebullet2014-01-010
33653063200.0200.0EmbroideryArtsPKPakistanLahorePKR247.02014-01-01 08:03:11+00:002013-12-24 08:00:00+00:002014-01-01 13:00:00+00:0011.08femaleirregular2014-01-010
44653084400.0400.0Milk SalesFoodPKPakistanAbdul HakeemPKR245.02014-01-01 11:53:19+00:002013-12-17 08:00:00+00:002014-01-01 19:18:51+00:0014.016femalemonthly2014-01-010
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\n"],"text/plain":[" Unnamed: 0 id funded_amount loan_amount activity \\\n","0 0 653051 300.0 300.0 Fruits & Vegetables \n","1 1 653053 575.0 575.0 Rickshaw \n","2 2 653068 150.0 150.0 Transportation \n","3 3 653063 200.0 200.0 Embroidery \n","4 4 653084 400.0 400.0 Milk Sales \n","\n"," sector country_code country region currency partner_id \\\n","0 Food PK Pakistan Lahore PKR 247.0 \n","1 Transportation PK Pakistan Lahore PKR 247.0 \n","2 Transportation IN India Maynaguri INR 334.0 \n","3 Arts PK Pakistan Lahore PKR 247.0 \n","4 Food PK Pakistan Abdul Hakeem PKR 245.0 \n","\n"," posted_time disbursed_time \\\n","0 2014-01-01 06:12:39+00:00 2013-12-17 08:00:00+00:00 \n","1 2014-01-01 06:51:08+00:00 2013-12-17 08:00:00+00:00 \n","2 2014-01-01 09:58:07+00:00 2013-12-17 08:00:00+00:00 \n","3 2014-01-01 08:03:11+00:00 2013-12-24 08:00:00+00:00 \n","4 2014-01-01 11:53:19+00:00 2013-12-17 08:00:00+00:00 \n","\n"," funded_time term_in_months lender_count borrower_genders \\\n","0 2014-01-02 10:06:32+00:00 12.0 12 female \n","1 2014-01-02 09:17:23+00:00 11.0 14 group \n","2 2014-01-01 16:01:36+00:00 43.0 6 female \n","3 2014-01-01 13:00:00+00:00 11.0 8 female \n","4 2014-01-01 19:18:51+00:00 14.0 16 female \n","\n"," repayment_interval date funding_days \n","0 irregular 2014-01-01 1 \n","1 irregular 2014-01-01 1 \n","2 bullet 2014-01-01 0 \n","3 irregular 2014-01-01 0 \n","4 monthly 2014-01-01 0 "]},"execution_count":3,"metadata":{},"output_type":"execute_result"}],"source":["data.head()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":267,"status":"ok","timestamp":1732487532301,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"ZvQ5VF7ITaKI","outputId":"043dfa68-ea42-4d9a-963a-58bc2651db51"},"outputs":[{"data":{"text/plain":["(574127, 20)"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["\n","data.shape"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":262,"status":"ok","timestamp":1732487555263,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"MQ_6OEseThDw","outputId":"38f39b70-ab83-4c17-9b0f-073c4da89ee0"},"outputs":[{"data":{"text/plain":["Index(['Unnamed: 0', 'id', 'funded_amount', 'loan_amount', 'activity',\n"," 'sector', 'country_code', 'country', 'region', 'currency', 'partner_id',\n"," 'posted_time', 'disbursed_time', 'funded_time', 'term_in_months',\n"," 'lender_count', 'borrower_genders', 'repayment_interval', 'date',\n"," 'funding_days'],\n"," dtype='object')"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["data.columns\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":270,"status":"ok","timestamp":1732487571088,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"_Ygr-qqgTkg3","outputId":"41864b46-2b95-4e5f-e951-81cbdff718a2"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 574127 entries, 0 to 574126\n","Data columns (total 6 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 sector 574127 non-null object \n"," 1 borrower_genders 574127 non-null object \n"," 2 loan_amount 574127 non-null float64\n"," 3 term_in_months 574127 non-null float64\n"," 4 country 574127 non-null object \n"," 5 lender_count 574127 non-null int64 \n","dtypes: float64(2), int64(1), object(3)\n","memory usage: 26.3+ MB\n"]}],"source":["selected_features = ['sector','borrower_genders','loan_amount','term_in_months','country','lender_count']\n","df = data[selected_features]\n","df.info()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":278,"status":"ok","timestamp":1732487588208,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"j8SU2QxwTpmy","outputId":"75cbe7cd-d148-430d-a91c-6cc7548161f2"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 574127 entries, 0 to 574126\n","Data columns (total 6 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 sector 574127 non-null object \n"," 1 borrower_genders 574127 non-null object \n"," 2 loan_amount 574127 non-null float64\n"," 3 term_in_months 574127 non-null float64\n"," 4 country 574127 non-null object \n"," 5 lender_count 574127 non-null int64 \n","dtypes: float64(2), int64(1), object(3)\n","memory usage: 26.3+ MB\n"]}],"source":["#small amount of rows missing genders. Could have imputed, but instead choose to just remove the tiny amount of rows that it was.\n","\n","df = df.dropna(subset=['borrower_genders'])\n","#df = df.dropna(subset=['partner_id'])\n","df.info()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":209},"executionInfo":{"elapsed":5050,"status":"ok","timestamp":1732487623299,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"uHXPZtX0Twox","outputId":"612e1628-1e59-455d-faf2-ba51fab8c5bb"},"outputs":[{"data":{"text/html":["
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count
borrower_genders
female377749
male103370
group93008
\n","

"],"text/plain":["borrower_genders\n","female 377749\n","male 103370\n","group 93008\n","Name: count, dtype: int64"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["def gender_group(row):\n"," if row['borrower_genders'] == 'male':\n"," return 'male'\n"," elif row['borrower_genders'] == 'female':\n"," return 'female'\n"," else:\n"," return 'group'\n","\n","# Apply the function and overwrite the 'borrower_genders' column\n","df['borrower_genders'] = df.apply(gender_group, axis=1)\n","df['borrower_genders'].value_counts()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":489},"executionInfo":{"elapsed":255,"status":"ok","timestamp":1732487636857,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"qCLPu-BlT1jh","outputId":"8876129a-3d72-4e62-c85d-7fda6f21f6a3"},"outputs":[{"data":{"text/html":["
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count
country
Philippines157532
Kenya61839
Cambodia33439
Pakistan24917
Peru21473
......
Benin2
Afghanistan2
Mauritania1
Cote D'Ivoire1
Bhutan1
\n","

82 rows × 1 columns

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"],"text/plain":["country\n","Philippines 157532\n","Kenya 61839\n","Cambodia 33439\n","Pakistan 24917\n","Peru 21473\n"," ... \n","Benin 2\n","Afghanistan 2\n","Mauritania 1\n","Cote D'Ivoire 1\n","Bhutan 1\n","Name: count, Length: 82, dtype: int64"]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["df['country'].value_counts()\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":248,"status":"ok","timestamp":1732487650939,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"aMRMVqL4T31q","outputId":"adf65f7c-6418-4d2d-ae64-7d34f40ac831"},"outputs":[{"data":{"text/html":["
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count
country
Philippines157532
Kenya61839
Cambodia33439
Pakistan24917
Peru21473
Uganda18093
Tajikistan17443
Colombia17262
El Salvador16505
Ecuador12867
Paraguay11518
India10868
Nicaragua9906
Vietnam9877
Nigeria9132
Bolivia7511
Palestine7097
Armenia6804
Guatemala6741
Samoa6662
Lebanon6384
Mali6122
Honduras5999
Togo5612
Kyrgyzstan5158
Sierra Leone4937
Mexico4793
Tanzania4789
Indonesia4523
Ghana4152
Zimbabwe3913
Jordan3802
Haiti3529
Liberia3512
Madagascar3356
Mozambique3103
The Democratic Republic of the Congo2940
Timor-Leste2446
Burkina Faso2402
Georgia2232
Yemen2146
Egypt1600
Myanmar (Burma)1559
Cameroon1529
Azerbaijan1498
Lao People's Democratic Republic1483
Costa Rica1421
Albania1414
Malawi1263
\n","

"],"text/plain":["country\n","Philippines 157532\n","Kenya 61839\n","Cambodia 33439\n","Pakistan 24917\n","Peru 21473\n","Uganda 18093\n","Tajikistan 17443\n","Colombia 17262\n","El Salvador 16505\n","Ecuador 12867\n","Paraguay 11518\n","India 10868\n","Nicaragua 9906\n","Vietnam 9877\n","Nigeria 9132\n","Bolivia 7511\n","Palestine 7097\n","Armenia 6804\n","Guatemala 6741\n","Samoa 6662\n","Lebanon 6384\n","Mali 6122\n","Honduras 5999\n","Togo 5612\n","Kyrgyzstan 5158\n","Sierra Leone 4937\n","Mexico 4793\n","Tanzania 4789\n","Indonesia 4523\n","Ghana 4152\n","Zimbabwe 3913\n","Jordan 3802\n","Haiti 3529\n","Liberia 3512\n","Madagascar 3356\n","Mozambique 3103\n","The Democratic Republic of the Congo 2940\n","Timor-Leste 2446\n","Burkina Faso 2402\n","Georgia 2232\n","Yemen 2146\n","Egypt 1600\n","Myanmar (Burma) 1559\n","Cameroon 1529\n","Azerbaijan 1498\n","Lao People's Democratic Republic 1483\n","Costa Rica 1421\n","Albania 1414\n","Malawi 1263\n","Name: count, dtype: int64"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["country_counts = df['country'].value_counts()\n","df = df[df['country'].isin(country_counts[country_counts >= 1000].index)]\n","df['country'].value_counts()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3070,"status":"ok","timestamp":1732487677552,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"IOViJtErT-u_","outputId":"d87977f3-be44-451f-98af-d96a1b9ba012"},"outputs":[{"name":"stdout","output_type":"stream","text":["Shape of processed features: (565103, 69)\n"]}],"source":["# Separate features and target\n","X = df.drop('loan_amount', axis=1)\n","y = df['loan_amount']\n","\n","# One-hot encode categorical variables\n","ohe = OneHotEncoder() # be careful - output is a sparse matrix\n","cat_features = ['sector','borrower_genders','country']\n","X_cat = pd.DataFrame(ohe.fit_transform(X[cat_features]).todense(), columns=ohe.get_feature_names_out(cat_features))\n","\n","# Scale numerical features\n","scaler = StandardScaler()\n","num_features = ['term_in_months','lender_count']\n","X_num = pd.DataFrame(scaler.fit_transform(X[num_features]), columns=num_features)\n","\n","# Combine encoded categorical and scaled numerical features\n","X_processed = pd.concat([X_num, X_cat], axis=1)\n","\n","print(\"Shape of processed features:\", X_processed.shape)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":239,"status":"ok","timestamp":1732487689626,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"mQSqgLGHUCSk","outputId":"c8671fb6-1e54-485b-fcf9-3070d282d873"},"outputs":[{"name":"stdout","output_type":"stream","text":["Unique values per categorical feature:\n","sector: 15\n","borrower_genders: 3\n","country: 49\n"]}],"source":["print(\"Unique values per categorical feature:\")\n","for feature in cat_features:\n"," print(f\"{feature}: {X[feature].nunique()}\")"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":253},"executionInfo":{"elapsed":8190,"status":"ok","timestamp":1732487713532,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"LIcFsBavUGLN","outputId":"bae2cb17-fec4-4ef2-b598-3bf47237ac9e"},"outputs":[{"data":{"text/html":["
XGBRegressor(base_score=None, booster=None, callbacks=None,\n","             colsample_bylevel=None, colsample_bynode=None,\n","             colsample_bytree=None, device=None, early_stopping_rounds=None,\n","             enable_categorical=False, eval_metric=None, feature_types=None,\n","             gamma=None, grow_policy=None, importance_type=None,\n","             interaction_constraints=None, learning_rate=None, max_bin=None,\n","             max_cat_threshold=None, max_cat_to_onehot=None,\n","             max_delta_step=None, max_depth=None, max_leaves=None,\n","             min_child_weight=None, missing=nan, monotone_constraints=None,\n","             multi_strategy=None, n_estimators=None, n_jobs=None,\n","             num_parallel_tree=None, random_state=42, ...)
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"],"text/plain":["XGBRegressor(base_score=None, booster=None, callbacks=None,\n"," colsample_bylevel=None, colsample_bynode=None,\n"," colsample_bytree=None, device=None, early_stopping_rounds=None,\n"," enable_categorical=False, eval_metric=None, feature_types=None,\n"," gamma=None, grow_policy=None, importance_type=None,\n"," interaction_constraints=None, learning_rate=None, max_bin=None,\n"," max_cat_threshold=None, max_cat_to_onehot=None,\n"," max_delta_step=None, max_depth=None, max_leaves=None,\n"," min_child_weight=None, missing=nan, monotone_constraints=None,\n"," multi_strategy=None, n_estimators=None, n_jobs=None,\n"," num_parallel_tree=None, random_state=42, ...)"]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["# Split the data\n","X_train, X_test, y_train, y_test = train_test_split(X_processed, y, test_size=0.2, random_state=42)\n","\n","# Train XGBoost model\n","model_xgb = XGBRegressor(random_state=42)\n","model_xgb.fit(X_train, y_train)\n"]},{"cell_type":"markdown","metadata":{"id":"XDTvYb7XUMDR"},"source":["In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.\n","On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1550,"status":"ok","timestamp":1732487750979,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"b7_KUHQPUPbX","outputId":"445aedf2-6525-42b7-ec14-5c45ef549680"},"outputs":[{"data":{"text/plain":["0.8838204515618022"]},"execution_count":14,"metadata":{},"output_type":"execute_result"}],"source":["model_xgb.score(X_train, y_train)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":514,"status":"ok","timestamp":1732487762543,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"GO-J_SfxUSm6","outputId":"a55fe960-62b2-4bd8-f2bd-4e841b15364c"},"outputs":[{"data":{"text/plain":["0.8059154261281543"]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["model_xgb.score(X_test, y_test)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"elapsed":2949,"status":"ok","timestamp":1732487776093,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"4u4zc6D_UVcl","outputId":"dfb69f3e-2803-4412-d4fc-54095affad7c"},"outputs":[{"data":{"text/html":["
LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"],"text/plain":["LinearRegression()"]},"execution_count":16,"metadata":{},"output_type":"execute_result"}],"source":["model_LinReg = LinearRegression()\n","model_LinReg.fit(X_train, y_train)\n"]},{"cell_type":"markdown","metadata":{"id":"M2Rvrd9bUZf3"},"source":["In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.\n","On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":271,"status":"ok","timestamp":1732487799677,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"},"user_tz":-60},"id":"T5g44sU_UcGs","outputId":"25f80d21-15e5-4a63-d6fc-3ef4a354ba72"},"outputs":[{"data":{"text/plain":["0.798759563459952"]},"execution_count":17,"metadata":{},"output_type":"execute_result"}],"source":["model_LinReg.score(X_test, y_test)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"DDCRgNoQUes-"},"outputs":[],"source":["#Best model is xgboost, so we continue with this for tuning parameters.\n","\n","scorer = make_scorer(mean_squared_error)\n","\n","xgb_param_grid = {\n"," 'n_estimators': [100, 200],\n"," 'learning_rate': [0.01, 0.1],\n"," 'max_depth': [3, 5],\n"," 'subsample': [0.7, 0.8],\n"," 'colsample_bytree': [0.7, 0.8]\n","}\n","\n","\n","grid_obj = GridSearchCV(model_xgb, xgb_param_grid, scoring=scorer)\n","\n","\n","grid_fit = grid_obj.fit(X_processed, y)"]},{"cell_type":"code","execution_count":21,"metadata":{"id":"Fja0BNl6Un64","executionInfo":{"status":"ok","timestamp":1732493285879,"user_tz":-60,"elapsed":905,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"}}},"outputs":[],"source":["# Get the estimator.\n","best_reg = grid_fit.best_estimator_\n"]},{"cell_type":"code","execution_count":22,"metadata":{"id":"nlvU5-xNUqxp","colab":{"base_uri":"https://localhost:8080/","height":253},"executionInfo":{"status":"ok","timestamp":1732493310277,"user_tz":-60,"elapsed":20712,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"}},"outputId":"d5a96c62-4546-4231-a46d-8c659003a72a"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["XGBRegressor(base_score=None, booster=None, callbacks=None,\n"," colsample_bylevel=None, colsample_bynode=None,\n"," colsample_bytree=0.7, device=None, early_stopping_rounds=None,\n"," enable_categorical=False, eval_metric=None, feature_types=None,\n"," gamma=None, grow_policy=None, importance_type=None,\n"," interaction_constraints=None, learning_rate=0.01, max_bin=None,\n"," max_cat_threshold=None, max_cat_to_onehot=None,\n"," max_delta_step=None, max_depth=3, max_leaves=None,\n"," min_child_weight=None, missing=nan, monotone_constraints=None,\n"," multi_strategy=None, n_estimators=100, n_jobs=None,\n"," num_parallel_tree=None, random_state=42, ...)"],"text/html":["
XGBRegressor(base_score=None, booster=None, callbacks=None,\n","             colsample_bylevel=None, colsample_bynode=None,\n","             colsample_bytree=0.7, device=None, early_stopping_rounds=None,\n","             enable_categorical=False, eval_metric=None, feature_types=None,\n","             gamma=None, grow_policy=None, importance_type=None,\n","             interaction_constraints=None, learning_rate=0.01, max_bin=None,\n","             max_cat_threshold=None, max_cat_to_onehot=None,\n","             max_delta_step=None, max_depth=3, max_leaves=None,\n","             min_child_weight=None, missing=nan, monotone_constraints=None,\n","             multi_strategy=None, n_estimators=100, n_jobs=None,\n","             num_parallel_tree=None, random_state=42, ...)
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"]},"metadata":{},"execution_count":22}],"source":["# Fit the new model.\n","best_reg.fit(X_train, y_train)"]},{"cell_type":"code","execution_count":23,"metadata":{"id":"VFIJ7Ts4Useu","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1732493445198,"user_tz":-60,"elapsed":539,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"}},"outputId":"6d7feb35-724a-43aa-c4fe-e6e17eeda8ee"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.4863470615940325"]},"metadata":{},"execution_count":23}],"source":["# Model performance on TEST data\n","best_reg.score(X_test, y_test)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"GyQgN-iNUubt"},"outputs":[],"source":["#Conclusion on tuning: The parameters we tuned for did not improve the model, which is probably due to the limited options we gave the gridsearch. In a setting with more ressources\n","#and actual better computation power we could have perhaps tuned for more types of options. Instead we keep using the already existing model.\n"]},{"cell_type":"code","execution_count":24,"metadata":{"id":"PCc-C56wUw0k","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1732493464270,"user_tz":-60,"elapsed":2862,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"}},"outputId":"f9295bea-7d43-4e59-fd79-bd9f9916d4b2"},"outputs":[{"output_type":"stream","name":"stdout","text":["Train RMSE XGBoost: 338.92\n","Test RMSE XGBoost: 450.41\n"]}],"source":["train_rmse_xgb = np.sqrt(mean_squared_error(y_train, model_xgb.predict(X_train)))\n","test_rmse_xgb = np.sqrt(mean_squared_error(y_test, model_xgb.predict(X_test)))\n","\n","print(f\"Train RMSE XGBoost: {train_rmse_xgb:.2f}\")\n","print(f\"Test RMSE XGBoost: {test_rmse_xgb:.2f}\")"]},{"cell_type":"code","execution_count":25,"metadata":{"id":"iEh7JmbTYudb","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1732493621025,"user_tz":-60,"elapsed":151850,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"}},"outputId":"573dfd8e-ed41-490f-c473-e225274410f2"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["# Create a SHAP explainer\n","explainer = shap.TreeExplainer(model_xgb)\n","shap_values = explainer.shap_values(X_test)\n","\n","# Plot feature importances\n","shap.summary_plot(shap_values, X_test, plot_type=\"bar\")\n","\n","# Plot SHAP values\n","shap.summary_plot(shap_values, X_test)\n","\n","# Plot dependence for the most important feature\n","most_important_feature = X_test.columns[np.argmax(np.abs(shap_values).mean(0))]\n","shap.dependence_plot(most_important_feature, shap_values, X_test)"]},{"cell_type":"code","execution_count":26,"metadata":{"id":"NDfjVcLhY2ZM","colab":{"base_uri":"https://localhost:8080/","height":194},"executionInfo":{"status":"ok","timestamp":1732493661673,"user_tz":-60,"elapsed":1027,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"}},"outputId":"1cd9f6ee-6138-4d92-92af-313b69cb5e96"},"outputs":[{"output_type":"display_data","data":{"text/plain":[""],"text/html":["
"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n","
\n","
\n"," Visualization omitted, Javascript library not loaded!
\n"," Have you run `initjs()` in this notebook? If this notebook was from another\n"," user you must also trust this notebook (File -> Trust notebook). If you are viewing\n"," this notebook on github the Javascript has been stripped for security. If you are using\n"," JupyterLab this error is because a JupyterLab extension has not yet been written.\n","
\n"," "]},"metadata":{},"execution_count":26}],"source":["shap.initjs()\n","shap.force_plot(explainer.expected_value, shap_values[1,:], X_test.iloc[1,:])"]},{"cell_type":"code","execution_count":27,"metadata":{"id":"LtxjmE0AY3TZ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1732493666577,"user_tz":-60,"elapsed":366,"user":{"displayName":"Monayam Hossain Moin","userId":"10221365783455858880"}},"outputId":"662470e8-0604-4bd1-8a26-889c0f676f44"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['ohe.joblib']"]},"metadata":{},"execution_count":27}],"source":["joblib.dump(model_xgb, 'model_xgb.joblib')\n","joblib.dump(scaler, 'scaler.joblib')\n","joblib.dump(ohe, 'ohe.joblib')"]}],"metadata":{"colab":{"provenance":[],"mount_file_id":"1awK76ljIzMJrS3rLaG-de_9j0t3-_hxF","authorship_tag":"ABX9TyOtM5br035SdATfD3vV+NmX"},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}