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+# SmartCane Code-Improvements Merge Guide (Complete)
+
+**Target Repo**: https://bitbucket.org/sobitnl/smartcane/src/master/  
+**Source Branch**: `code-improvements` (Timon's experimental area)  
+**Status**: Ready for merge (all changes, including optional enhancements)
+
+---
+
+## 📋 SCOPE: CORE + OPTIONAL FEATURES
+
+### 🔴 CORE (Required for merge)
+- Database migration (client_type column)
+- File path changes (merged_final_tif → field_tiles_CI)
+- Laravel form/job/mailing updates
+- Shell script wrappers (5 files)
+- Python package files (2 files)
+
+### 🟡 OPTIONAL (Post-merge enhancements)
+- Country-based project organization (MZ/UG/TZ folders)
+- Download scheduling (staggered 00:01 per-project)
+- Project search feature
+- Harvest prediction setup docs
+
+---
+
+## 🚀 FULL IMPLEMENTATION CHECKLIST
+
+```
+═══════════════════════════════════════════════════════════════
+PHASE 1: CORE MERGE (Required)
+═══════════════════════════════════════════════════════════════
+
+[1.1] Database Migration (10 min)
+  ✓ Create: database/migrations/YYYY_MM_DD_add_client_type_to_projects_table.php
+  ✓ Run: php artisan migrate
+
+[1.2] Laravel Model Changes (20 min)
+  ✓ Edit: laravel_app/app/Models/Project.php
+    - Add 'client_type' to $fillable
+    - Update getMergedTiffList() — path change
+    - Update startDownload() — path change
+    - Update getTifsAsZip() — path change
+    - Add getLatestKpiFile() method
+
+[1.3] Laravel Job Changes (15 min)
+  ✓ Edit: laravel_app/app/Jobs/ProjectDownloadTiffJob.php
+    - Change path in handleForDate()
+  ✓ Edit: laravel_app/app/Jobs/ProjectMosiacGeneratorJob.php
+    - Replace command array
+    - Improve error handling
+
+[1.4] Laravel Forms (15 min)
+  ✓ Edit: laravel_app/app/Livewire/Projects/ProjectManager.php
+    - Add client_type to form
+  ✓ Edit: Project form Blade template
+    - Add <select> for client_type
+  ✓ Edit: laravel_app/app/Livewire/Forms/MailingForm.php
+    - Auto-attach KPI Excel for cane_supply
+
+[1.5] Shell Script Wrappers (15 min)
+  ✓ Create: 10_create_per_field_tiffs.sh
+  ✓ Create: 21_convert_ci_rds_to_csv.sh
+  ✓ Create: 22_harvest_baseline_prediction.sh
+  ✓ Create: 23_convert_harvest_format.sh
+  ✓ Create: 31_harvest_imminent_weekly.sh
+
+[1.6] Python Package Files (5 min)
+  ✓ Create: python_app/requirements_harvest.txt
+  ✓ Create: python_app/environment_pytorch.yml
+
+[1.7] Testing Core (20 min)
+  ✓ Run migration ✓ Download test ✓ Mosaic test ✓ Mail test
+
+═══════════════════════════════════════════════════════════════
+PHASE 2: ENHANCEMENTS 
+═══════════════════════════════════════════════════════════════
+
+[2.1] Country Organization (45 min)
+  - Add DB migration (country, country_code columns)
+  - Update Project.php fillable
+  - Add ProjectManager form fields
+  - Add Blade country selector + auto-populate
+  - Add country filtering to ProjectList
+  - Create "Add New Country" feature
+
+[2.2] Download Scheduling (30 min)
+  - Option A: Windows Task Scheduler
+  - Option B: Linux cron
+  - Option C: Laravel Task Scheduler
+
+[2.3] Project Search (30 min)
+  - Add search/filter to ProjectList.php
+  - Add Blade input fields
+
+[2.4] Harvest Prediction Setup (20 min)
+  - Document conda env setup
+  - Document script execution
+
+
+```
+
+---
+
+## 🔴 PHASE 1: CORE MERGE
+
+### STEP 1: Create & Run Database Migration
+
+**File**: `database/migrations/2024_02_19_000000_add_client_type_to_projects_table.php`
+
+```php
+<?php
+
+use Illuminate\Database\Migrations\Migration;
+use Illuminate\Database\Schema\Blueprint;
+use Illuminate\Support\Facades\Schema;
+
+return new class extends Migration
+{
+    public function up(): void
+    {
+        Schema::table('projects', function (Blueprint $table) {
+            $table->enum('client_type', ['agronomic_support', 'cane_supply'])
+                ->default('agronomic_support')
+                ->after('download_path');
+        });
+    }
+
+    public function down(): void
+    {
+        Schema::table('projects', function (Blueprint $table) {
+            $table->dropColumn('client_type');
+        });
+    }
+};
+```
+
+**Run migration:**
+```bash
+php artisan migrate
+```
+
+---
+
+### STEP 2: Edit `laravel_app/app/Models/Project.php`
+
+**Edit 2.1: Add to `$fillable` array**
+
+Find and add `'client_type'` after `'download_path'`:
+
+```php
+protected $fillable = [
+    'name',
+    'download_path',
+    'client_type',  // ADD THIS
+    'mail_template',
+    'mail_subject',
+    'mail_frequency',
+    'mail_day',
+    'mail_scheduled',
+    'pivot_json_path',
+    'span_json_path',
+    'harvest_json_path',
+    'min_harvest_date',
+    'borders',
+];
+```
+
+**Edit 2.2: Update `getMergedTiffList()` method (around line 232)**
+
+```php
+public function getMergedTiffList()
+{
+    return collect(Storage::files($this->download_path.'/field_tiles_CI'))  // CHANGED
+        ->filter(fn($file) => Str::endsWith($file, '.tif'))
+        ->sortByDesc(function ($file) {
+            $parts = explode('_', str_replace('.tif', '', $file));
+            $date = $parts[1];
+            return $date;
+        })
+        ->values();
+}
+```
+
+**Edit 2.3: Update `startDownload()` method (around line 265)**
+
+```php
+public function startDownload(Carbon $date)
+{
+    $downloadRequest = $this->downloads()->updateOrCreate(
+        [
+            'project_id' => $this->id,
+            'name'       => sprintf('%s.tif', $date->format('Y-m-d')),
+        ],
+        [
+            'path' => sprintf('%s/%s/%s.tif', $this->download_path, 'field_tiles_CI', $date->format('Y-m-d')),  // CHANGED
+        ]
+    );
+    ProjectDownloadTiffJob::dispatch($downloadRequest, $date);
+}
+```
+
+**Edit 2.4: Update `getTifsAsZip()` method (around line 489)**
+
+```php
+public function getTifsAsZip()
+{
+    return collect(Storage::files($this->download_path . '/field_tiles_CI'))  // CHANGED
+        ->filter(fn($file) => Str::endsWith($file, '.tif'))
+        ->values();
+}
+```
+
+**Edit 2.5: Add new method `getLatestKpiFile()`**
+
+Add this method at the end of the Project class:
+
+```php
+public function getLatestKpiFile(): ?string
+{
+    $kpiPath = $this->download_path . '/reports/kpis/';
+    
+    try {
+        $files = Storage::files($kpiPath);
+    } catch (\Exception $e) {
+        return null;
+    }
+    
+    return collect($files)
+        ->filter(fn($f) => Str::endsWith($f, '.xlsx'))
+        ->sortByDesc(fn($f) => Storage::lastModified($f))
+        ->first();
+}
+```
+
+---
+
+### STEP 3: Edit `laravel_app/app/Jobs/ProjectDownloadTiffJob.php`
+
+**Around line 73 in `handleForDate()` method:**
+
+Change:
+```php
+$path = $project->download_path . '/merged_final_tif/' . $filename;
+```
+
+To:
+```php
+$path = $project->download_path . '/field_tiles_CI/' . $filename;
+```
+
+---
+
+### STEP 4: Edit `laravel_app/app/Jobs/ProjectMosiacGeneratorJob.php`
+
+**Lines 50-70, replace the `$command` array initialization:**
+
+OLD:
+```php
+$command = [
+    sprintf('%sbuild_mosaic.sh', $projectFolder),
+    sprintf('--end_date=%s', $this->mosaic->end_date->format('Y-m-d')),
+    sprintf('--offset=%s', $this->mosaic->offset),
+    sprintf('--data_dir=%s', $this->mosaic->project->download_path),
+    sprintf('--file_name_tif=%s', basename($this->mosaic->path)),
+];
+```
+
+NEW:
+```php
+$command = [
+    sprintf('%s40_mosaic_creation_per_field.sh', $projectFolder),
+    sprintf('--project=%s', $project->name),
+    sprintf('--end_date=%s', $this->mosaic->end_date->format('Y-m-d')),
+    sprintf('--offset=%s', $this->mosaic->offset),
+];
+```
+
+**Also improve exception handling (around line 65-75):**
+
+```php
+try {
+    $process = ProcessNew::timeout(300)
+        ->env(['PATH' => $currentPath.':/usr/local/Cellar/pandoc/3.1.8/bin/pandoc'])
+        ->start($command, function (string $type, string $output) use ($project) {
+            ProjectLogger::log($project, $output);
+            $this->throwIfOutputContainsError($output);
+        });
+    $results = $process->wait();
+    if ($results->successful()) {
+        $this->mosaic->setStatusSuccess();
+    }
+} catch (\RuntimeException|ProcessTimedOutException|ProcessFailedException $e) {
+    ProjectLogger::log($project, "MOSAIC JOB ERROR: " . $e->getMessage());
+    $this->mosaic->setStatusFailed();
+    throw $e;
+}
+```
+
+---
+
+### STEP 5: Edit `laravel_app/app/Livewire/Projects/ProjectManager.php`
+
+**In `createProject()` method:**
+
+```php
+public function createProject()
+{
+    $projectIdentifier = $this->formData['id'] ?? null;
+    Validator::make(
+        ['name' => $this->formData['name']],
+        ['name' => ['required', Rule::unique('projects')->ignore($projectIdentifier), 'string', 'max:255']]
+    )->validate();
+    
+    $project = Project::create([
+        'name' => $this->formData['name'],
+        'download_path' => $this->makeValidDirectoryName($this->formData['name']),
+        'client_type' => $this->formData['client_type'] ?? 'agronomic_support',  // ADD THIS
+    ]);
+    return redirect()->route('project.show', [$project->name, 'settings']);
+}
+```
+
+**In `resetFormData()` method:**
+
+```php
+private function resetFormData()
+{
+    $this->formData = [
+        'name' => '',
+        'client_type' => 'agronomic_support',  // ADD THIS
+        'mail_template' => '',
+        'mail_subject' => '',
+        'mail_frequency' => '',
+        'mail_day' => '',
+        // ... rest of fields
+    ];
+}
+```
+
+---
+
+### STEP 6: Edit Project Form Blade Template
+
+**Find the project create/edit form and add this field:**
+
+```blade
+<div class="form-group mb-3">
+    <label for="client_type" class="form-label">Client Type <span class="text-danger">*</span></label>
+    <select wire:model="formData.client_type" id="client_type" class="form-control" required>
+        <option value="">-- Select Client Type --</option>
+        <option value="agronomic_support">Agronomic Support</option>
+        <option value="cane_supply">Cane Supply</option>
+    </select>
+    @error('formData.client_type') 
+        <span class="text-danger small">{{ $message }}</span> 
+    @enderror
+</div>
+```
+
+---
+
+### STEP 7: Edit `laravel_app/app/Livewire/Forms/MailingForm.php`
+
+**In `saveAndSendMailing()` static method:**
+
+```php
+public static function saveAndSendMailing($report, $subject, $message, $recipients) {
+    if ($report->documentExists()) {
+        $mailing = $report->project->mailings()->create([
+            'subject'   => $subject,
+            'message'   => $message,
+            'report_id' => $report->id,
+        ]);
+
+        // Attach main report
+        $mailing->attachments()->create([
+            'name' => $report->name,
+            'path' => $report->path,
+        ]);
+        
+        // Auto-attach KPI Excel for cane_supply projects
+        if ($report->project->client_type === 'cane_supply') {
+            $kpiFile = $report->project->getLatestKpiFile();
+            if ($kpiFile) {
+                $mailing->attachments()->create([
+                    'name' => 'KPI Summary',
+                    'path' => $kpiFile,
+                ]);
+            }
+        }
+
+        $mailing->recipients()->createMany($recipients);
+        Mail::to($mailing->recipients()->pluck('email')->toArray())
+            ->send(new \App\Mail\ReportMailer($mailing, $report));
+    } else {
+        self::sendReportNotFoundNotificationToAdmin($report);
+    }
+}
+```
+
+---
+
+### STEP 8: CREATE 5 Shell Script Wrappers
+
+**File: `10_create_per_field_tiffs.sh`**
+
+```bash
+#!/bin/bash
+# Wrapper for R script 10: Create per-field TIFFs
+# Usage: ./10_create_per_field_tiffs.sh --project=angata
+
+set -e
+
+PROJECT=""
+
+while [[ $# -gt 0 ]]; do
+    case $1 in
+        --project=*) PROJECT="${1#*=}" ;;
+        --*) ;; # Ignore other args
+    esac
+    shift
+done
+
+[ -z "$PROJECT" ] && { echo "ERROR: --project required"; exit 1; }
+
+cd "$(dirname "$0")/r_app"
+Rscript -e "PROJECT='$PROJECT'; source('parameters_project.R'); source('10_create_per_field_tiffs.R')"
+```
+
+**File: `21_convert_ci_rds_to_csv.sh`**
+
+```bash
+#!/bin/bash
+# Wrapper for R script 21: Convert CI RDS to CSV
+# Usage: ./21_convert_ci_rds_to_csv.sh --project=angata
+
+set -e
+
+PROJECT=""
+
+while [[ $# -gt 0 ]]; do
+    case $1 in
+        --project=*) PROJECT="${1#*=}" ;;
+        --*) ;;
+    esac
+    shift
+done
+
+[ -z "$PROJECT" ] && { echo "ERROR: --project required"; exit 1; }
+
+cd "$(dirname "$0")/r_app"
+Rscript -e "PROJECT='$PROJECT'; source('parameters_project.R'); source('21_convert_ci_rds_to_csv.R')"
+```
+
+**File: `22_harvest_baseline_prediction.sh`**
+
+```bash
+#!/bin/bash
+# Wrapper for Python script 22: Harvest baseline prediction
+# Usage: ./22_harvest_baseline_prediction.sh --project=angata
+
+set -e
+
+PROJECT=""
+
+while [[ $# -gt 0 ]]; do
+    case $1 in
+        --project=*) PROJECT="${1#*=}" ;;
+        --*) ;;
+    esac
+    shift
+done
+
+[ -z "$PROJECT" ] && { echo "ERROR: --project required"; exit 1; }
+
+cd "$(dirname "$0")/python_app"
+
+if command -v conda &> /dev/null; then
+    conda run -n pytorch_gpu python 22_harvest_baseline_prediction.py "$PROJECT" 2>&1 || \
+    conda run -n pytorch_cpu python 22_harvest_baseline_prediction.py "$PROJECT" 2>&1
+else
+    python 22_harvest_baseline_prediction.py "$PROJECT"
+fi
+```
+
+**File: `23_convert_harvest_format.sh`**
+
+```bash
+#!/bin/bash
+# Wrapper for Python script 23: Convert harvest format
+# Usage: ./23_convert_harvest_format.sh --project=angata
+
+set -e
+
+PROJECT=""
+
+while [[ $# -gt 0 ]]; do
+    case $1 in
+        --project=*) PROJECT="${1#*=}" ;;
+        --*) ;;
+    esac
+    shift
+done
+
+[ -z "$PROJECT" ] && { echo "ERROR: --project required"; exit 1; }
+
+cd "$(dirname "$0")/python_app"
+
+if command -v conda &> /dev/null; then
+    conda run -n pytorch_gpu python 23_convert_harvest_format.py "$PROJECT" 2>&1 || \
+    conda run -n pytorch_cpu python 23_convert_harvest_format.py "$PROJECT" 2>&1
+else
+    python 23_convert_harvest_format.py "$PROJECT"
+fi
+```
+
+**File: `31_harvest_imminent_weekly.sh`**
+
+```bash
+#!/bin/bash
+# Wrapper for Python script 31: Harvest imminent weekly
+# Usage: ./31_harvest_imminent_weekly.sh --project=angata
+
+set -e
+
+PROJECT=""
+
+while [[ $# -gt 0 ]]; do
+    case $1 in
+        --project=*) PROJECT="${1#*=}" ;;
+        --*) ;;
+    esac
+    shift
+done
+
+[ -z "$PROJECT" ] && { echo "ERROR: --project required"; exit 1; }
+
+cd "$(dirname "$0")/python_app"
+
+if command -v conda &> /dev/null; then
+    conda run -n pytorch_gpu python 31_harvest_imminent_weekly.py "$PROJECT" 2>&1 || \
+    conda run -n pytorch_cpu python 31_harvest_imminent_weekly.py "$PROJECT" 2>&1
+else
+    python 31_harvest_imminent_weekly.py "$PROJECT"
+fi
+```
+
+---
+
+### STEP 9: CREATE 2 Python Package Files
+
+**File: `python_app/requirements_harvest.txt`**
+
+```
+torch>=2.0.0
+pandas>=1.5.0
+numpy>=1.23.0
+scikit-learn>=1.3.0
+GDAL>=3.7.0
+sentinelhub>=3.9.0
+shapely>=2.0.0
+pyproj>=3.4.0
+```
+
+**File: `python_app/environment_pytorch.yml`**
+
+```yaml
+name: pytorch_gpu
+channels:
+  - pytorch
+  - nvidia
+  - conda-forge
+dependencies:
+  - python=3.10
+  - pytorch::pytorch
+  - pytorch::torchvision
+  - pytorch::torchaudio
+  - pytorch::pytorch-cuda=11.8
+  - gdal>=3.7.0
+  - pip
+  - pip:
+    - sentinelhub>=3.9.0
+    - shapely>=2.0.0
+    - pyproj>=3.4.0
+```
+
+---
+
+### STEP 10: CORE TESTING CHECKLIST
+
+```bash
+# 1. Migration
+php artisan migrate
+# ✅ Expected: No errors, client_type column added
+
+# 2. Download test
+# Go to Laravel UI → Create project with client_type=agronomic_support
+# → Download Manager → Add image → Download
+# Expected: File in laravel_app/storage/app/{project}/field_tiles_CI/
+
+# 3. Mosaic test
+# Go to Mosaic Manager → Create mosaic
+# Check logs: grep "Unknown option" laravel.log
+# Expected: No --data_dir errors, mosaic created
+
+# 4. Mail test
+# Create project with client_type=cane_supply
+# Generate & send report
+# Expected: Email has 2 attachments (report + KPI Excel)
+
+# 5. Shell wrapper test
+./10_create_per_field_tiffs.sh --project=angata
+# Expected: R script executes without error
+```
+
+✅ **CORE MERGE COMPLETE**
+
+---
+
+## 🟡 PHASE 2:  ENHANCEMENTS (Post-Merge)
+
+### OPTIONAL 1: Country-Based Organization
+
+**Why**: Organize projects by geographic location (MZ/UG/TZ folders)
+
+**Create Migration**: `database/migrations/YYYY_MM_DD_add_country_to_projects_table.php`
+
+```php
+<?php
+
+use Illuminate\Database\Migrations\Migration;
+use Illuminate\Database\Schema\Blueprint;
+use Illuminate\Support\Facades\Schema;
+use Illuminate\Support\Facades\DB;
+
+return new class extends Migration
+{
+    public function up(): void
+    {
+        Schema::table('projects', function (Blueprint $table) {
+            $table->string('country')->default('Mozambique')->after('name');
+            $table->string('country_code', 2)->default('MZ')->after('country');
+        });
+        
+        // Update existing projects
+        DB::table('projects')->where('name', 'angata')->update(['country' => 'Mozambique', 'country_code' => 'MZ']);
+        DB::table('projects')->where('name', 'aura')->update(['country' => 'Mozambique', 'country_code' => 'MZ']);
+        DB::table('projects')->where('name', 'chemba')->update(['country' => 'Mozambique', 'country_code' => 'MZ']);
+        DB::table('projects')->where('name', 'xinavane')->update(['country' => 'Tanzania', 'country_code' => 'TZ']);
+        DB::table('projects')->where('name', 'esa')->update(['country' => 'Kenya', 'country_code' => 'KQ']);
+        DB::table('projects')->where('name', 'simba')->update(['country' => 'Uganda', 'country_code' => 'UG']);
+        DB::table('projects')->where('name', 'john')->update(['country' => 'Uganda', 'country_code' => 'UG']);
+        DB::table('projects')->where('name', 'huss')->update(['country' => 'Tanzania', 'country_code' => 'TZ']);
+    }
+
+    public function down(): void
+    {
+        Schema::table('projects', function (Blueprint $table) {
+            $table->dropColumn(['country', 'country_code']);
+        });
+    }
+};
+```
+
+**Update Project.php `$fillable`:**
+
+```php
+protected $fillable = [
+    'name',
+    'country',
+    'country_code',
+    'download_path',
+    'client_type',
+    // ... rest
+];
+```
+
+**Update ProjectManager.php:**
+
+```php
+public array $countries = [
+    'MZ' => 'Mozambique',
+    'TZ' => 'Tanzania',
+    'UG' => 'Uganda',
+    'KQ' => 'Kenya',
+    'SA' => 'South Africa',
+    'ZW' => 'Zimbabwe',
+    'BR' => 'Brazil',
+    'MX' => 'Mexico',
+    'IN' => 'India',
+];
+
+public function createProject()
+{
+    $projectIdentifier = $this->formData['id'] ?? null;
+    Validator::make(
+        ['name' => $this->formData['name']],
+        ['name' => ['required', Rule::unique('projects')->ignore($projectIdentifier)]]
+    )->validate();
+    
+    $projectPath = $this->formData['country_code'] . '/' . $this->formData['name'];
+    Storage::makeDirectory($projectPath, recursive: true);
+    
+    $project = Project::create([
+        'name' => $this->formData['name'],
+        'country' => $this->formData['country'],
+        'country_code' => $this->formData['country_code'],
+        'download_path' => $projectPath,
+        'client_type' => $this->formData['client_type'] ?? 'agronomic_support',
+    ]);
+    return redirect()->route('project.show', [$project->name, 'settings']);
+}
+```
+
+**Add to Blade template:**
+
+```blade
+<div class="form-group mb-3">
+    <label for="country" class="form-label">Country</label>
+    <select wire:model="formData.country" id="country" class="form-control" required>
+        @foreach($countries as $code => $name)
+            <option value="{{ $name }}" @selected($formData['country'] === $name)>
+                {{ $name }} ({{ $code }})
+            </option>
+        @endforeach
+    </select>
+</div>
+
+<div class="form-group mb-3">
+    <label for="country_code" class="form-label">Country Code (Auto-populated)</label>
+    <input type="text" wire:model="formData.country_code" id="country_code" readonly class="form-control" />
+</div>
+```
+
+---
+
+### OPTIONAL 2: Download Scheduling
+
+**Why**: Avoid API rate limits by staggering downloads per project at 00:01
+
+#### Option A: Linux Cron (If server is Linux)
+
+**Add to `/etc/cron.d/smartcane_downloads`:**
+
+```bash
+# Stagger downloads by 10 minutes per project
+1 0 * * * /usr/bin/python /home/user/smartcane/python_app/00_download_8band_pu_optimized.py angata 2>&1 | logger
+15 0 * * * /usr/bin/python /home/user/smartcane/python_app/00_download_8band_pu_optimized.py chemba 2>&1 | logger
+25 0 * * * /usr/bin/python /home/user/smartcane/python_app/00_download_8band_pu_optimized.py xinavane 2>&1 | logger
+35 0 * * * /usr/bin/python /home/user/smartcane/python_app/00_download_8band_pu_optimized.py esa 2>&1 | logger
+45 0 * * * /usr/bin/python /home/user/smartcane/python_app/00_download_8band_pu_optimized.py simba 2>&1 | logger
+0 1 * * * /usr/bin/python /home/user/smartcane/python_app/00_download_8band_pu_optimized.py aura 2>&1 | logger
+```
+
+#### Option B: Windows Task Scheduler (If server is Windows)
+
+```powershell
+# Create task for each project
+$taskName = "SmartCane-Download-angata"
+$action = New-ScheduledTaskAction -Execute "powershell.exe" -Argument "-NoProfile -WindowStyle Hidden -Command python C:\smartcane\python_app\00_download_8band_pu_optimized.py angata"
+$trigger = New-ScheduledTaskTrigger -Daily -At 00:01
+Register-ScheduledTask -TaskName $taskName -Action $action -Trigger $trigger -RunLevel Highest
+```
+
+#### Option C: Laravel Task Scheduler
+
+**Add to `laravel_app/app/Console/Kernel.php`:**
+
+```php
+protected function schedule(Schedule $schedule)
+{
+    $schedule->exec('python python_app/00_download_8band_pu_optimized.py angata')
+        ->dailyAt('00:01');
+    $schedule->exec('python python_app/00_download_8band_pu_optimized.py chemba')
+        ->dailyAt('00:15');
+    $schedule->exec('python python_app/00_download_8band_pu_optimized.py xinavane')
+        ->dailyAt('00:25');
+    $schedule->exec('python python_app/00_download_8band_pu_optimized.py esa')
+        ->dailyAt('00:35');
+    $schedule->exec('python python_app/00_download_8band_pu_optimized.py simba')
+        ->dailyAt('00:45');
+    $schedule->exec('python python_app/00_download_8band_pu_optimized.py aura')
+        ->dailyAt('01:00');
+}
+```
+
+---
+
+### OPTIONAL 3: Project Search Feature
+
+**Why**: Find projects quickly if there are many
+
+**Add to `laravel_app/app/Livewire/Projects/ProjectList.php`:**
+
+```php
+public string $searchQuery = '';
+
+public function getProjectsProperty()
+{
+    $query = Project::query();
+    
+    if (!empty($this->searchQuery)) {
+        $query->where('name', 'like', '%' . $this->searchQuery . '%')
+              ->orWhere('download_path', 'like', '%' . $this->searchQuery . '%');
+    }
+    
+    return $query->orderBy('name')->paginate(15);
+}
+```
+
+**Add to Blade template:**
+
+```blade
+<div class="search-bar mb-4">
+    <input type="text" 
+           wire:model.live="searchQuery" 
+           placeholder="Search projects..." 
+           class="form-control" />
+</div>
+
+<div class="projects-list">
+    @forelse($this->projects as $project)
+        <div class="project-card">
+            <h3>{{ $project->name }}</h3>
+            <p>{{ $project->download_path }}</p>
+            <span class="badge badge-info">{{ $project->client_type }}</span>
+        </div>
+    @empty
+        <p>No projects found</p>
+    @endforelse
+</div>
+
+{{ $this->projects->links() }}
+```
+
+---
+
+### OPTIONAL 4: Harvest Date Prediction Setup
+
+**Why**: Enable harvest Date forecasting for cane_supply projects
+
+**Create conda environment:**
+
+```bash
+conda env create -f python_app/environment_pytorch.yml
+
+# Activate
+conda activate pytorch_gpu
+
+# Or CPU-only if no GPU
+conda create -n pytorch_cpu python=3.10 pytorch::pytorch torchvision torchaudio -c pytorch
+conda activate pytorch_cpu
+```
+
+**Run baseline prediction (once):**
+
+```bash
+python python_app/22_harvest_baseline_prediction.py angata
+python python_app/23_convert_harvest_format.py angata
+```
+
+**Schedule weekly prediction:**
+
+```bash
+# Add to cron (Linux)
+0 23 * * 0 conda run -n pytorch_gpu python /home/user/smartcane/python_app/31_harvest_imminent_weekly.py angata 2>&1 | logger
+
+# Or Task Scheduler (Windows)
+# Similar to download scheduling above, but Sunday 23:00
+```
+
+---
+
+## 📊 Summary: What Gets Changed
+
+| Category | Files Modified | Changes Required |
+|----------|---|---|
+| Database | migrations/ | 1 file: add client_type column |
+| Models | Project.php | 5 edits: fillable, 3 methods, 1 new method |
+| Jobs | 2 files | ProjectDownloadTiffJob (1 line), ProjectMosiacGeneratorJob (full array) |
+| Forms | 3 files | ProjectManager.php, Blade template, MailingForm.php |
+| Scripts | 5 files created | Shell wrappers (R/Python) |
+| Python | 2 files created | requirements_harvest.txt, environment_pytorch.yml |
+
+**TOTAL**: 6 files created + 6 files modified + 1 template modified = **13 changes**
+
+---
+
+## ✅ FINAL VERIFICATION
+
+After ALL changes (core + optionals), test:
+
+```bash
+# 1. Migration worked
+php artisan migrate
+
+# 2. Download saves to correct path
+# → Download image → check laravel_app/storage/app/{project}/field_tiles_CI/
+
+# 3. Mosaic runs without errors
+# → Create mosaic → check logs for no --data_dir errors
+
+# 4. Mail has 2 attachments for cane_supply
+# → Send report for cane_supply project → verify report + KPI Excel
+
+# 5. Shell wrappers work
+./10_create_per_field_tiffs.sh --project=angata
+# → Should execute R script successfully
+
+# 6. Search works (if implemented)
+# → Search for project by name on Projects page
+
+# 7. Country filter works (if implemented)
+# → Filter projects by country code
+```
+
+---
+
+## 🌍 POST-MERGE: Data Recreation Strategy
+
+After merge is live, existing projects need new directory structure.
+
+### Option A: Delete & Redownload (Small projects)
+**Projects**: aura, chemba, xinavane, esa, simba
+
+```
+1. Backup project folder (optional)
+2. Delete project from Laravel UI
+3. Recreate with new client_type selector
+4. Redownload 2-3 years of data (~50-150 GB per project)
+5. Run pipeline normally
+```
+
+### Option B: Preserve merged_tif (Large projects)
+**Projects**: angata
+
+```
+1. Backup merged_tif/ folder externally
+2. Delete all other folders in project
+3. Keep only: merged_tif/
+4. Run Scripts 10-80 on existing data
+   → Regenerates field_tiles_CI/, reports/, etc.
+5. No need to redownload
+```
+
+---
+
+## 🔴 CORE vs OPTIONAL Quick List
+
+**MUST DO** (for merge):
+- ✅ Database migration
+- ✅ Project.php edits (4 path changes + 1 new method)
+- ✅ Job edits (ProjectDownloadTiffJob, ProjectMosiacGeneratorJob)
+- ✅ Form edits (ProjectManager, MailingForm, Blade template)
+- ✅ 5 shell wrappers
+- ✅ 2 Python files
+
+**NICE-TO-HAVE** (post-merge):
+- 🟡 Country organization (adds ~45 min)
+- 🟡 Download scheduling (adds ~30 min)
+- 🟡 Project search (adds ~30 min)
+- 🟡 Harvest prediction setup (adds ~20 min)
+
+---
+
+**Ready to implement everything?** All code is copy-paste ready above.
+
diff --git a/install.packages b/install.packages
deleted file mode 100644
index 8b24b96..0000000
--- a/install.packages
+++ /dev/null
@@ -1,2 +0,0 @@
-install.packages(c("googledrive", "here", "tidyverse", "lubridate", "readxl", "googlesheets4", "here", "sf", "tidyverse", "lubridate", "terra", "exactextractr")
-install.packages("packages/CIprep_0.1.4.tar.gz",repos=NULL, type="source")
diff --git a/laravel_app/app/Livewire/Forms/MailingForm.php b/laravel_app/app/Livewire/Forms/MailingForm.php
index 6d5d0d8..8925b17 100644
--- a/laravel_app/app/Livewire/Forms/MailingForm.php
+++ b/laravel_app/app/Livewire/Forms/MailingForm.php
@@ -48,11 +48,23 @@ public static function saveAndSendMailing($report, $subject, $message, $recipien
                 'report_id' => $report->id,
             ]);
 
+            // Attach main report
             $mailing->attachments()->create([
                 'name' => $report->name,
                 'path' => $report->path,
             ]);
 
+            // For cane_supply projects, also attach latest KPI Excel file
+            if ($report->project->client_type === 'cane_supply') {
+                $kpiFile = $report->project->getLatestKpiFile();
+                if ($kpiFile) {
+                    $mailing->attachments()->create([
+                        'name' => 'KPI Data - ' . basename($kpiFile),
+                        'path' => $kpiFile,
+                    ]);
+                }
+            }
+
             $mailing->recipients()->createMany($recipients);
             Mail::to($mailing->recipients()->pluck('email')->toArray())
                 ->send(new \App\Mail\ReportMailer($mailing, $report));
diff --git a/laravel_app/resources/views/livewire/projects/tabs/settings.blade.php b/laravel_app/resources/views/livewire/projects/tabs/settings.blade.php
index 095957a..9e9eff1 100644
--- a/laravel_app/resources/views/livewire/projects/tabs/settings.blade.php
+++ b/laravel_app/resources/views/livewire/projects/tabs/settings.blade.php
@@ -251,6 +251,19 @@ class="w-5 h-5 text-red-400 dark:text-red-200">
                             class="relative w-11 h-6 bg-gray-200 peer-focus:outline-none peer-focus:ring-4 peer-focus:ring-indigo-300 dark:peer-focus:ring-indigo-800 rounded-full peer dark:bg-gray-700 peer-checked:after:translate-x-full rtl:peer-checked:after:-translate-x-full peer-checked:after:border-white after:content-[''] after:absolute after:top-[2px] after:start-[2px] after:bg-white after:border-gray-300 after:border after:rounded-full after:h-5 after:w-5 after:transition-all dark:border-gray-600 peer-checked:bg-indigo-600"></div>
                     </label>
                 </div>
+                <div class="mb-2">
+                    <x-label for="client_type" value="{{ __('Client Type') }}"/>
+                    <select id="client_type" class="border-gray-300 dark:border-gray-700 dark:bg-gray-900 dark:text-gray-300 focus:border-indigo-500 dark:focus:border-indigo-600 focus:ring-indigo-500 dark:focus:ring-indigo-600 rounded-md shadow-sm mt-1 block w-full" 
+                            wire:model="formData.client_type"
+                            @if($this->formData['id'] ?? false) disabled @endif>
+                        <option value="agronomic_support">{{ __('Agronomic Support') }}</option>
+                        <option value="cane_supply">{{ __('Cane Supply') }}</option>
+                    </select>
+                    @if($this->formData['id'] ?? false)
+                        <p class="text-sm text-gray-500 mt-1">{{ __('Client type cannot be changed after project creation') }}</p>
+                    @endif
+                    <x-input-error for="client_type" class="mt-2"/>
+                </div>
             </form>
         </div>
     </div>
diff --git a/package_manager.log b/package_manager.log
deleted file mode 100644
index 64f5048..0000000
--- a/package_manager.log
+++ /dev/null
@@ -1,111 +0,0 @@
-[INFO] 2025-06-24 14:49:29 - SmartCane Project - Package Manager Started 
-[INFO] 2025-06-24 14:49:29 - Working directory: C:/Users/timon/Resilience BV/4020 SCane ESA DEMO - Documenten/General/4020 SCDEMO Team/4020 TechnicalData/WP3/smartcane 
-[INFO] 2025-06-24 14:49:29 - Checking renv initialization... 
-[INFO] 2025-06-24 14:49:29 - ✓ renv already initialized 
-[INFO] 2025-06-24 14:49:29 - ✓ renv already active 
-[INFO] 2025-06-24 14:49:29 - 
-=== INITIAL STATE === 
-[INFO] 2025-06-24 14:49:29 - === PACKAGE REPORT === 
-[INFO] 2025-06-24 14:49:29 - dplyr                | Required: >= 1.1.4    | Installed: 1.1.4    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - here                 | Required: >= 1.0.1    | Installed: 1.0.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - lubridate            | Required: >= 1.9.4    | Installed: 1.9.4    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - readr                | Required: >= 2.1.5    | Installed: 2.1.5    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - readxl               | Required: >= 1.4.5    | Installed: 1.4.5    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - stringr              | Required: >= 1.5.1    | Installed: 1.5.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - tidyr                | Required: >= 1.3.1    | Installed: 1.3.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - purrr                | Required: >= 1.0.2    | Installed: 1.0.2    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - magrittr             | Required: >= 2.0.0    | Installed: 2.0.3    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - exactextractr        | Required: >= 0.10.0   | Installed: 0.10.0   | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - raster               | Required: >= 3.6.32   | Installed: 3.6.32   | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - sf                   | Required: >= 1.0.19   | Installed: 1.0.19   | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - terra                | Required: >= 1.8.43   | Installed: 1.8.43   | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - ggplot2              | Required: >= 3.5.1    | Installed: 3.5.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - tmap                 | Required: >= 4.0      | Installed: 4.0      | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - gridExtra            | Required: >= 2.3      | Installed: 2.3      | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - knitr                | Required: >= 1.50     | Installed: 1.50     | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - rmarkdown            | Required: >= 2.21.0   | Installed: 2.29     | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - tidyverse            | Required: >= 2.0.0    | Installed: 2.0.0    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - caret                | Required: >= 7.0.1    | Installed: 7.0.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - CAST                 | Required: >= 1.0.3    | Installed: 1.0.3    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - randomForest         | Required: >= 4.7.1.2  | Installed: 4.7.1.2  | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - rsample              | Required: >= 1.3.0    | Installed: 1.3.0    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - furrr                | Required: >= 0.3.1    | Installed: 0.3.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - future               | Required: >= 1.40.0   | Installed: 1.40.0   | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - progressr            | Required: >= 0.15.1   | Installed: 0.15.1   | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - reshape2             | Required: >= 1.4.4    | Installed: 1.4.4    | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - zoo                  | Required: >= 1.8.13   | Installed: 1.8.13   | ✅ OK 
-[INFO] 2025-06-24 14:49:29 - === END PACKAGE REPORT === 
-[INFO] 2025-06-24 14:49:29 - 
-=== PACKAGE INSTALLATION/UPDATES === 
-[INFO] 2025-06-24 14:49:29 - === PACKAGE MANAGEMENT STARTED === 
-[INFO] 2025-06-24 14:49:29 - R version: R version 4.4.2 (2024-10-31 ucrt) 
-[INFO] 2025-06-24 14:49:29 - ✓ dplyr version 1.1.4 meets requirement (>= 1.1.4) 
-[INFO] 2025-06-24 14:49:29 - ✓ here version 1.0.1 meets requirement (>= 1.0.1) 
-[INFO] 2025-06-24 14:49:29 - ✓ lubridate version 1.9.4 meets requirement (>= 1.9.4) 
-[INFO] 2025-06-24 14:49:29 - ✓ readr version 2.1.5 meets requirement (>= 2.1.5) 
-[INFO] 2025-06-24 14:49:29 - ✓ readxl version 1.4.5 meets requirement (>= 1.4.5) 
-[INFO] 2025-06-24 14:49:29 - ✓ stringr version 1.5.1 meets requirement (>= 1.5.1) 
-[INFO] 2025-06-24 14:49:29 - ✓ tidyr version 1.3.1 meets requirement (>= 1.3.1) 
-[INFO] 2025-06-24 14:49:29 - ✓ purrr version 1.0.2 meets requirement (>= 1.0.2) 
-[INFO] 2025-06-24 14:49:29 - ✓ magrittr version 2.0.3 meets requirement (>= 2.0.0) 
-[INFO] 2025-06-24 14:49:29 - ✓ exactextractr version 0.10.0 meets requirement (>= 0.10.0) 
-[INFO] 2025-06-24 14:49:29 - ✓ raster version 3.6.32 meets requirement (>= 3.6.32) 
-[INFO] 2025-06-24 14:49:29 - ✓ sf version 1.0.19 meets requirement (>= 1.0.19) 
-[INFO] 2025-06-24 14:49:29 - ✓ terra version 1.8.43 meets requirement (>= 1.8.43) 
-[INFO] 2025-06-24 14:49:29 - ✓ ggplot2 version 3.5.1 meets requirement (>= 3.5.1) 
-[INFO] 2025-06-24 14:49:29 - ✓ tmap version 4.0 meets requirement (>= 4.0) 
-[INFO] 2025-06-24 14:49:29 - ✓ gridExtra version 2.3 meets requirement (>= 2.3) 
-[INFO] 2025-06-24 14:49:29 - ✓ knitr version 1.50 meets requirement (>= 1.50) 
-[INFO] 2025-06-24 14:49:29 - ✓ rmarkdown version 2.29 meets requirement (>= 2.21.0) 
-[INFO] 2025-06-24 14:49:29 - ✓ tidyverse version 2.0.0 meets requirement (>= 2.0.0) 
-[INFO] 2025-06-24 14:49:29 - ✓ caret version 7.0.1 meets requirement (>= 7.0.1) 
-[INFO] 2025-06-24 14:49:29 - ✓ CAST version 1.0.3 meets requirement (>= 1.0.3) 
-[INFO] 2025-06-24 14:49:29 - ✓ randomForest version 4.7.1.2 meets requirement (>= 4.7.1.2) 
-[INFO] 2025-06-24 14:49:29 - ✓ rsample version 1.3.0 meets requirement (>= 1.3.0) 
-[INFO] 2025-06-24 14:49:29 - ✓ furrr version 0.3.1 meets requirement (>= 0.3.1) 
-[INFO] 2025-06-24 14:49:29 - ✓ future version 1.40.0 meets requirement (>= 1.40.0) 
-[INFO] 2025-06-24 14:49:29 - ✓ progressr version 0.15.1 meets requirement (>= 0.15.1) 
-[INFO] 2025-06-24 14:49:29 - ✓ reshape2 version 1.4.4 meets requirement (>= 1.4.4) 
-[INFO] 2025-06-24 14:49:29 - ✓ zoo version 1.8.13 meets requirement (>= 1.8.13) 
-[INFO] 2025-06-24 14:49:29 - Package management complete: 28 success, 0 failures 
-[INFO] 2025-06-24 14:49:29 - Updating renv lockfile... 
-[ERROR] 2025-06-24 14:49:33 - ✗ Failed to update lockfile: aborting snapshot due to pre-flight validation failure 
-[INFO] 2025-06-24 14:49:33 - 
-=== FINAL STATE === 
-[INFO] 2025-06-24 14:49:33 - === PACKAGE REPORT === 
-[INFO] 2025-06-24 14:49:33 - dplyr                | Required: >= 1.1.4    | Installed: 1.1.4    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - here                 | Required: >= 1.0.1    | Installed: 1.0.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - lubridate            | Required: >= 1.9.4    | Installed: 1.9.4    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - readr                | Required: >= 2.1.5    | Installed: 2.1.5    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - readxl               | Required: >= 1.4.5    | Installed: 1.4.5    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - stringr              | Required: >= 1.5.1    | Installed: 1.5.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - tidyr                | Required: >= 1.3.1    | Installed: 1.3.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - purrr                | Required: >= 1.0.2    | Installed: 1.0.2    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - magrittr             | Required: >= 2.0.0    | Installed: 2.0.3    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - exactextractr        | Required: >= 0.10.0   | Installed: 0.10.0   | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - raster               | Required: >= 3.6.32   | Installed: 3.6.32   | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - sf                   | Required: >= 1.0.19   | Installed: 1.0.19   | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - terra                | Required: >= 1.8.43   | Installed: 1.8.43   | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - ggplot2              | Required: >= 3.5.1    | Installed: 3.5.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - tmap                 | Required: >= 4.0      | Installed: 4.0      | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - gridExtra            | Required: >= 2.3      | Installed: 2.3      | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - knitr                | Required: >= 1.50     | Installed: 1.50     | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - rmarkdown            | Required: >= 2.21.0   | Installed: 2.29     | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - tidyverse            | Required: >= 2.0.0    | Installed: 2.0.0    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - caret                | Required: >= 7.0.1    | Installed: 7.0.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - CAST                 | Required: >= 1.0.3    | Installed: 1.0.3    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - randomForest         | Required: >= 4.7.1.2  | Installed: 4.7.1.2  | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - rsample              | Required: >= 1.3.0    | Installed: 1.3.0    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - furrr                | Required: >= 0.3.1    | Installed: 0.3.1    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - future               | Required: >= 1.40.0   | Installed: 1.40.0   | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - progressr            | Required: >= 0.15.1   | Installed: 0.15.1   | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - reshape2             | Required: >= 1.4.4    | Installed: 1.4.4    | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - zoo                  | Required: >= 1.8.13   | Installed: 1.8.13   | ✅ OK 
-[INFO] 2025-06-24 14:49:33 - === END PACKAGE REPORT === 
-[INFO] 2025-06-24 14:49:33 - Package management completed in 7.72 seconds 
-[INFO] 2025-06-24 14:49:33 - Log saved to: C:/Users/timon/Resilience BV/4020 SCane ESA DEMO - Documenten/General/4020 SCDEMO Team/4020 TechnicalData/WP3/smartcane/package_manager.log 
-[SUCCESS] 2025-06-24 14:49:33 - 🎉 All packages successfully managed! 
-[INFO] 2025-06-24 14:49:33 - 📋 Next steps: 
-[INFO] 2025-06-24 14:49:33 -    1. Test your R scripts to ensure everything works 
-[INFO] 2025-06-24 14:49:33 -    2. Commit renv.lock to version control 
-[INFO] 2025-06-24 14:49:33 -    3. Share this script with your team